FileBase DT1_rLS_20150729_2448um ElecNo 6 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.33 and 0.49 GB. - 8 bytes per element (scalar), 21833300 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.16 and 0.23 GB. - 8 bytes per element (scalar), 10479984 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.04 and 0.06 GB. - 2 bytes per element (data_int), 10479984 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 10479984 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 10479984 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=436666, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.56 and 0.84 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 436666 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 436666 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 14 (15654 points): Lose 764.673097 but Gain 2110.375130 Iteration 0F (8.609656 sec): 19 clusters Score: Raw -24741725.582132 + Penalty 37986.752348 = -24703738.829783 nChanged 409512 Iteration 1F (14.121993 sec): 19 clusters Score: Raw -26192797.288398 + Penalty 37986.752348 = -26154810.536049 nChanged 165551 Iteration 2F (19.658203 sec): 19 clusters Score: Raw -26675963.079393 + Penalty 37986.752348 = -26637976.327045 nChanged 128558 Iteration 3F (25.132128 sec): 19 clusters Score: Raw -26920990.456044 + Penalty 37986.752348 = -26883003.703695 nChanged 89848 Iteration 4F (30.561092 sec): 19 clusters Score: Raw -27070667.036641 + Penalty 37986.752348 = -27032680.284292 nChanged 60683 Iteration 5F (36.070694 sec): 19 clusters Score: Raw -27161972.641259 + Penalty 37986.752348 = -27123985.888911 nChanged 44504 Iteration 6F (41.474865 sec): 19 clusters Score: Raw -27221321.961772 + Penalty 37986.752348 = -27183335.209424 nChanged 36114 Iteration 7F (46.754362 sec): 19 clusters Score: Raw -27279952.693218 + Penalty 37986.752348 = -27241965.940869 nChanged 29609 Iteration 8F (52.288248 sec): 19 clusters Score: Raw -27327070.346104 + Penalty 37986.752348 = -27289083.593756 nChanged 24255 Iteration 9F (57.721440 sec): 19 clusters Score: Raw -27354454.656504 + Penalty 37986.752348 = -27316467.904155 nChanged 19538 Iteration 10Q (60.227012 sec): 19 clusters Score: Raw -27377503.225750 + Penalty 37986.752348 = -27339516.473402 nChanged 16369 Iteration 11Q (62.650751 sec): 19 clusters Score: Raw -27393772.842189 + Penalty 37986.752348 = -27355786.089840 nChanged 13516 Iteration 12Q (65.030042 sec): 19 clusters Score: Raw -27404115.146315 + Penalty 37986.752348 = -27366128.393967 nChanged 11502 Iteration 13Q (67.380534 sec): 19 clusters Score: Raw -27411818.618689 + Penalty 37986.752348 = -27373831.866341 nChanged 9835 Iteration 14Q (69.712877 sec): 19 clusters Score: Raw -27417762.861907 + Penalty 37986.752348 = -27379776.109558 nChanged 8128 Iteration 15Q (72.057206 sec): 19 clusters Score: Raw -27422761.734081 + Penalty 37986.752348 = -27384774.981733 nChanged 6694 Iteration 16Q (74.333031 sec): 19 clusters Score: Raw -27429169.594194 + Penalty 37986.752348 = -27391182.841846 nChanged 5291 Iteration 17Q (76.592972 sec): 19 clusters Score: Raw -27433335.478657 + Penalty 37986.752348 = -27395348.726308 nChanged 4266 Iteration 18Q (78.829508 sec): 19 clusters Score: Raw -27435439.785454 + Penalty 37986.752348 = -27397453.033105 nChanged 3336 Iteration 19Q (81.057259 sec): 19 clusters Score: Raw -27437058.809009 + Penalty 37986.752348 = -27399072.056661 nChanged 2849 Writing temp clu file Because OldScore, -27397453.033105, is greater than current (better) Score,-27399072.056661 Compute initial score before splitting: Score: Raw -27437058.809009 + Penalty 37986.752348 = -27399072.056661 Trying to split cluster 1 (27543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (81.173858 sec): 2 clusters Score: Raw -1810267.072348 + Penalty 1661.319351 = -1808605.752996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (81.230390 sec): 3 clusters Score: Raw -1793276.636228 + Penalty 3322.638702 = -1789953.997526 nChanged 12621 SP:Iteration 1F (81.302443 sec): 3 clusters Score: Raw -1800849.352932 + Penalty 3322.638702 = -1797526.714230 nChanged 1908 SP:Iteration 2F (81.355860 sec): 3 clusters Score: Raw -1802510.519516 + Penalty 3322.638702 = -1799187.880814 nChanged 2475 SP:Iteration 3F (81.408733 sec): 3 clusters Score: Raw -1805182.999469 + Penalty 3322.638702 = -1801860.360767 nChanged 2885 SP:Iteration 4F (81.462086 sec): 3 clusters Score: Raw -1808134.724134 + Penalty 3322.638702 = -1804812.085432 nChanged 2581 SP:Iteration 5F (81.515717 sec): 3 clusters Score: Raw -1810214.627781 + Penalty 3322.638702 = -1806891.989079 nChanged 1748 SP:Iteration 6F (81.568912 sec): 3 clusters Score: Raw -1811279.394271 + Penalty 3322.638702 = -1807956.755569 nChanged 1053 SP:Iteration 7Q (81.622697 sec): 3 clusters Score: Raw -1811786.967683 + Penalty 3322.638702 = -1808464.328981 nChanged 707 SP:Iteration 8Q (81.676524 sec): 3 clusters Score: Raw -1812071.879047 + Penalty 3322.638702 = -1808749.240345 nChanged 505 SP:Iteration 9Q (81.730416 sec): 3 clusters Score: Raw -1812235.740634 + Penalty 3322.638702 = -1808913.101932 nChanged 341 SP:Iteration 10Q (81.785937 sec): 3 clusters Score: Raw -1812327.416716 + Penalty 3322.638702 = -1809004.778014 nChanged 248 SP:Iteration 11Q (81.838987 sec): 3 clusters Score: Raw -1812389.946283 + Penalty 3322.638702 = -1809067.307581 nChanged 210 SP:Iteration 12Q (81.893267 sec): 3 clusters Score: Raw -1812433.827367 + Penalty 3322.638702 = -1809111.188665 nChanged 169 SP:Iteration 13Q (81.947092 sec): 3 clusters Score: Raw -1812463.991867 + Penalty 3322.638702 = -1809141.353165 nChanged 141 SP:Iteration 14Q (82.003642 sec): 3 clusters Score: Raw -1812483.138821 + Penalty 3322.638702 = -1809160.500119 nChanged 104 SP:Iteration 15Q (82.057227 sec): 3 clusters Score: Raw -1812494.801429 + Penalty 3322.638702 = -1809172.162727 nChanged 97 SP:Iteration 16Q (82.110998 sec): 3 clusters Score: Raw -1812505.279204 + Penalty 3322.638702 = -1809182.640502 nChanged 90 SP:Iteration 17Q (82.164735 sec): 3 clusters Score: Raw -1812514.593616 + Penalty 3322.638702 = -1809191.954914 nChanged 81 SP:Iteration 18Q (82.218406 sec): 3 clusters Score: Raw -1812522.780896 + Penalty 3322.638702 = -1809200.142194 nChanged 77 SP:Iteration 19Q (82.272029 sec): 3 clusters Score: Raw -1812529.970824 + Penalty 3322.638702 = -1809207.332122 nChanged 69 SP:Iteration 20F (82.324912 sec): 3 clusters Score: Raw -1812535.044572 + Penalty 3322.638702 = -1809212.405870 nChanged 56 SP:Iteration 21Q (82.379652 sec): 3 clusters Score: Raw -1812538.952134 + Penalty 3322.638702 = -1809216.313432 nChanged 39 SP:Iteration 22Q (82.434139 sec): 3 clusters Score: Raw -1812541.562053 + Penalty 3322.638702 = -1809218.923351 nChanged 42 SP:Iteration 23Q (82.487885 sec): 3 clusters Score: Raw -1812545.024735 + Penalty 3322.638702 = -1809222.386033 nChanged 53 SP:Iteration 24Q (82.541683 sec): 3 clusters Score: Raw -1812549.111507 + Penalty 3322.638702 = -1809226.472805 nChanged 47 SP:Iteration 25Q (82.595871 sec): 3 clusters Score: Raw -1812552.912054 + Penalty 3322.638702 = -1809230.273352 nChanged 56 SP:Iteration 26Q (82.655671 sec): 3 clusters Score: Raw -1812557.266239 + Penalty 3322.638702 = -1809234.627537 nChanged 55 SP:Iteration 27Q (82.710845 sec): 3 clusters Score: Raw -1812560.673235 + Penalty 3322.638702 = -1809238.034533 nChanged 40 SP:Iteration 28Q (82.764182 sec): 3 clusters Score: Raw -1812562.963697 + Penalty 3322.638702 = -1809240.324995 nChanged 36 SP:Iteration 29Q (82.818491 sec): 3 clusters Score: Raw -1812565.470403 + Penalty 3322.638702 = -1809242.831701 nChanged 42 SP:Iteration 30Q (82.872395 sec): 3 clusters Score: Raw -1812568.122208 + Penalty 3322.638702 = -1809245.483506 nChanged 34 SP:Iteration 31Q (82.925957 sec): 3 clusters Score: Raw -1812570.364471 + Penalty 3322.638702 = -1809247.725769 nChanged 34 SP:Iteration 32Q (82.979790 sec): 3 clusters Score: Raw -1812572.701390 + Penalty 3322.638702 = -1809250.062688 nChanged 33 SP:Iteration 33Q (83.033815 sec): 3 clusters Score: Raw -1812574.751144 + Penalty 3322.638702 = -1809252.112442 nChanged 32 SP:Iteration 34Q (83.087680 sec): 3 clusters Score: Raw -1812576.831652 + Penalty 3322.638702 = -1809254.192949 nChanged 41 SP:Iteration 35Q (83.141990 sec): 3 clusters Score: Raw -1812579.486901 + Penalty 3322.638702 = -1809256.848199 nChanged 38 SP:Iteration 36Q (83.195573 sec): 3 clusters Score: Raw -1812582.134558 + Penalty 3322.638702 = -1809259.495856 nChanged 43 SP:Iteration 37Q (83.249870 sec): 3 clusters Score: Raw -1812585.889873 + Penalty 3322.638702 = -1809263.251170 nChanged 51 SP:Iteration 38Q (83.303912 sec): 3 clusters Score: Raw -1812590.042252 + Penalty 3322.638702 = -1809267.403550 nChanged 46 SP:Iteration 39Q (83.358605 sec): 3 clusters Score: Raw -1812593.513073 + Penalty 3322.638702 = -1809270.874371 nChanged 42 SP:Iteration 40F (83.411074 sec): 3 clusters Score: Raw -1812596.821141 + Penalty 3322.638702 = -1809274.182439 nChanged 56 SP:Iteration 41Q (83.465630 sec): 3 clusters Score: Raw -1812601.319542 + Penalty 3322.638702 = -1809278.680839 nChanged 42 SP:Iteration 42Q (83.518752 sec): 3 clusters Score: Raw -1812604.215137 + Penalty 3322.638702 = -1809281.576435 nChanged 40 SP:Iteration 43Q (83.572794 sec): 3 clusters Score: Raw -1812606.823049 + Penalty 3322.638702 = -1809284.184347 nChanged 28 SP:Iteration 44Q (83.626355 sec): 3 clusters Score: Raw -1812608.356608 + Penalty 3322.638702 = -1809285.717906 nChanged 25 SP:Iteration 45Q (83.680512 sec): 3 clusters Score: Raw -1812609.887284 + Penalty 3322.638702 = -1809287.248582 nChanged 28 SP:Iteration 46Q (83.734597 sec): 3 clusters Score: Raw -1812611.532686 + Penalty 3322.638702 = -1809288.893984 nChanged 32 SP:Iteration 47Q (83.788793 sec): 3 clusters Score: Raw -1812613.655994 + Penalty 3322.638702 = -1809291.017292 nChanged 33 SP:Iteration 48Q (83.842245 sec): 3 clusters Score: Raw -1812615.486872 + Penalty 3322.638702 = -1809292.848170 nChanged 22 SP:Iteration 49Q (83.896243 sec): 3 clusters Score: Raw -1812616.646444 + Penalty 3322.638702 = -1809294.007742 nChanged 27 SP:Iteration 50Q (83.950318 sec): 3 clusters Score: Raw -1812618.526757 + Penalty 3322.638702 = -1809295.888055 nChanged 32 SP:Iteration 51Q (84.004486 sec): 3 clusters Score: Raw -1812620.766649 + Penalty 3322.638702 = -1809298.127947 nChanged 26 SP:Iteration 52Q (84.058212 sec): 3 clusters Score: Raw -1812622.280437 + Penalty 3322.638702 = -1809299.641735 nChanged 26 SP:Iteration 53Q (84.112353 sec): 3 clusters Score: Raw -1812623.753643 + Penalty 3322.638702 = -1809301.114941 nChanged 25 SP:Iteration 54Q (84.166410 sec): 3 clusters Score: Raw -1812625.330210 + Penalty 3322.638702 = -1809302.691507 nChanged 23 SP:Iteration 55Q (84.220409 sec): 3 clusters Score: Raw -1812626.819177 + Penalty 3322.638702 = -1809304.180475 nChanged 26 SP:Iteration 56Q (84.273881 sec): 3 clusters Score: Raw -1812628.914906 + Penalty 3322.638702 = -1809306.276204 nChanged 23 SP:Iteration 57Q (84.339427 sec): 3 clusters Score: Raw -1812630.720333 + Penalty 3322.638702 = -1809308.081631 nChanged 20 SP:Iteration 58Q (84.409246 sec): 3 clusters Score: Raw -1812632.205787 + Penalty 3322.638702 = -1809309.567084 nChanged 17 SP:Iteration 59Q (84.473823 sec): 3 clusters Score: Raw -1812633.259270 + Penalty 3322.638702 = -1809310.620568 nChanged 15 SP:Iteration 60F (84.531350 sec): 3 clusters Score: Raw -1812634.156409 + Penalty 3322.638702 = -1809311.517707 nChanged 16 SP:Iteration 61Q (84.586109 sec): 3 clusters Score: Raw -1812635.456359 + Penalty 3322.638702 = -1809312.817657 nChanged 18 SP:Iteration 62Q (84.640126 sec): 3 clusters Score: Raw -1812637.050844 + Penalty 3322.638702 = -1809314.412142 nChanged 16 SP:Iteration 63Q (84.693805 sec): 3 clusters Score: Raw -1812638.120208 + Penalty 3322.638702 = -1809315.481506 nChanged 17 SP:Iteration 64Q (84.747843 sec): 3 clusters Score: Raw -1812638.833229 + Penalty 3322.638702 = -1809316.194527 nChanged 11 SP:Iteration 65Q (84.801867 sec): 3 clusters Score: Raw -1812639.290024 + Penalty 3322.638702 = -1809316.651322 nChanged 6 SP:Iteration 66Q (84.855872 sec): 3 clusters Score: Raw -1812639.513960 + Penalty 3322.638702 = -1809316.875258 nChanged 5 SP:Iteration 67Q (84.909679 sec): 3 clusters Score: Raw -1812639.707347 + Penalty 3322.638702 = -1809317.068645 nChanged 1 SP:Iteration 68Q (84.963534 sec): 3 clusters Score: Raw -1812639.728646 + Penalty 3322.638702 = -1809317.089944 nChanged 1 SP:Iteration 69Q (85.017684 sec): 3 clusters Score: Raw -1812639.773894 + Penalty 3322.638702 = -1809317.135192 nChanged 1 SP:Iteration 70Q (85.071945 sec): 3 clusters Score: Raw -1812639.787260 + Penalty 3322.638702 = -1809317.148558 nChanged 1 SP:Iteration 71Q (85.125949 sec): 3 clusters Score: Raw -1812639.829645 + Penalty 3322.638702 = -1809317.190943 nChanged 0 SP:Iteration 72F (85.178473 sec): 3 clusters Score: Raw -1812639.829645 + Penalty 3322.638702 = -1809317.190943 nChanged 0 Score: Raw -27440110.744487 + Penalty 40097.127479 = -27400013.617008 Splitting cluster 1 changes total score from -27399072.056661 to -27400013.617008 So it's getting split into cluster 14. Trying to split cluster 2 (77336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.354579 sec): 2 clusters Score: Raw -5159082.588015 + Penalty 1829.086162 = -5157253.501853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.484639 sec): 3 clusters Score: Raw -5109371.848765 + Penalty 3658.172324 = -5105713.676441 nChanged 36763 SP:Iteration 1F (90.636533 sec): 3 clusters Score: Raw -5131515.745145 + Penalty 3658.172324 = -5127857.572820 nChanged 3537 SP:Iteration 2Q (90.772582 sec): 3 clusters Score: Raw -5133010.874178 + Penalty 3658.172324 = -5129352.701854 nChanged 4186 SP:Iteration 3F (90.900624 sec): 3 clusters Score: Raw -5135221.752138 + Penalty 3658.172324 = -5131563.579814 nChanged 4814 SP:Iteration 4F (91.062592 sec): 3 clusters Score: Raw -5138398.147505 + Penalty 3658.172324 = -5134739.975180 nChanged 5322 SP:Iteration 5F (91.191902 sec): 3 clusters Score: Raw -5142591.644527 + Penalty 3658.172324 = -5138933.472203 nChanged 5159 SP:Iteration 6F (91.319994 sec): 3 clusters Score: Raw -5146929.296808 + Penalty 3658.172324 = -5143271.124484 nChanged 4348 SP:Iteration 7F (91.447014 sec): 3 clusters Score: Raw -5150306.140347 + Penalty 3658.172324 = -5146647.968022 nChanged 3204 SP:Iteration 8Q (91.609497 sec): 3 clusters Score: Raw -5152328.428593 + Penalty 3658.172324 = -5148670.256269 nChanged 2339 SP:Iteration 9Q (91.745308 sec): 3 clusters Score: Raw -5153673.062065 + Penalty 3658.172324 = -5150014.889740 nChanged 1782 SP:Iteration 10Q (91.895565 sec): 3 clusters Score: Raw -5154628.682980 + Penalty 3658.172324 = -5150970.510656 nChanged 1504 SP:Iteration 11Q (92.047514 sec): 3 clusters Score: Raw -5155387.317275 + Penalty 3658.172324 = -5151729.144951 nChanged 1265 SP:Iteration 12Q (92.198586 sec): 3 clusters Score: Raw -5156012.383871 + Penalty 3658.172324 = -5152354.211547 nChanged 1119 SP:Iteration 13Q (92.349024 sec): 3 clusters Score: Raw -5156567.051782 + Penalty 3658.172324 = -5152908.879457 nChanged 952 SP:Iteration 14Q (92.494526 sec): 3 clusters Score: Raw -5157007.414001 + Penalty 3658.172324 = -5153349.241676 nChanged 836 SP:Iteration 15Q (92.637312 sec): 3 clusters Score: Raw -5157384.637639 + Penalty 3658.172324 = -5153726.465315 nChanged 764 SP:Iteration 16Q (92.757895 sec): 3 clusters Score: Raw -5157739.673361 + Penalty 3658.172324 = -5154081.501036 nChanged 672 SP:Iteration 17Q (92.904530 sec): 3 clusters Score: Raw -5158045.585178 + Penalty 3658.172324 = -5154387.412853 nChanged 592 SP:Iteration 18Q (93.026890 sec): 3 clusters Score: Raw -5158314.050810 + Penalty 3658.172324 = -5154655.878485 nChanged 515 SP:Iteration 19Q (93.173298 sec): 3 clusters Score: Raw -5158529.645219 + Penalty 3658.172324 = -5154871.472895 nChanged 431 SP:Iteration 20F (93.302016 sec): 3 clusters Score: Raw -5158691.367517 + Penalty 3658.172324 = -5155033.195192 nChanged 367 SP:Iteration 21Q (93.416253 sec): 3 clusters Score: Raw -5158835.369111 + Penalty 3658.172324 = -5155177.196786 nChanged 297 SP:Iteration 22Q (93.526002 sec): 3 clusters Score: Raw -5158947.648200 + Penalty 3658.172324 = -5155289.475876 nChanged 244 SP:Iteration 23Q (93.634557 sec): 3 clusters Score: Raw -5159033.712154 + Penalty 3658.172324 = -5155375.539830 nChanged 223 SP:Iteration 24Q (93.761606 sec): 3 clusters Score: Raw -5159125.194479 + Penalty 3658.172324 = -5155467.022155 nChanged 214 SP:Iteration 25Q (93.867981 sec): 3 clusters Score: Raw -5159212.777580 + Penalty 3658.172324 = -5155554.605256 nChanged 202 SP:Iteration 26Q (93.973756 sec): 3 clusters Score: Raw -5159293.143811 + Penalty 3658.172324 = -5155634.971487 nChanged 168 SP:Iteration 27Q (94.079057 sec): 3 clusters Score: Raw -5159357.319170 + Penalty 3658.172324 = -5155699.146845 nChanged 124 SP:Iteration 28Q (94.184187 sec): 3 clusters Score: Raw -5159400.202364 + Penalty 3658.172324 = -5155742.030039 nChanged 109 SP:Iteration 29Q (94.289395 sec): 3 clusters Score: Raw -5159439.751981 + Penalty 3658.172324 = -5155781.579657 nChanged 90 SP:Iteration 30Q (94.393911 sec): 3 clusters Score: Raw -5159478.741646 + Penalty 3658.172324 = -5155820.569322 nChanged 91 SP:Iteration 31Q (94.498706 sec): 3 clusters Score: Raw -5159511.237217 + Penalty 3658.172324 = -5155853.064892 nChanged 65 SP:Iteration 32Q (94.626850 sec): 3 clusters Score: Raw -5159532.437638 + Penalty 3658.172324 = -5155874.265313 nChanged 53 SP:Iteration 33Q (94.744328 sec): 3 clusters Score: Raw -5159551.892974 + Penalty 3658.172324 = -5155893.720649 nChanged 47 SP:Iteration 34Q (94.850314 sec): 3 clusters Score: Raw -5159567.572555 + Penalty 3658.172324 = -5155909.400231 nChanged 52 SP:Iteration 35Q (94.954580 sec): 3 clusters Score: Raw -5159585.831089 + Penalty 3658.172324 = -5155927.658765 nChanged 49 SP:Iteration 36Q (95.058853 sec): 3 clusters Score: Raw -5159603.791900 + Penalty 3658.172324 = -5155945.619576 nChanged 43 SP:Iteration 37Q (95.163092 sec): 3 clusters Score: Raw -5159618.474952 + Penalty 3658.172324 = -5155960.302628 nChanged 34 SP:Iteration 38Q (95.267457 sec): 3 clusters Score: Raw -5159628.759512 + Penalty 3658.172324 = -5155970.587188 nChanged 32 SP:Iteration 39Q (95.371469 sec): 3 clusters Score: Raw -5159638.850234 + Penalty 3658.172324 = -5155980.677909 nChanged 20 SP:Iteration 40F (95.499314 sec): 3 clusters Score: Raw -5159644.979193 + Penalty 3658.172324 = -5155986.806868 nChanged 18 SP:Iteration 41Q (95.603574 sec): 3 clusters Score: Raw -5159649.584704 + Penalty 3658.172324 = -5155991.412380 nChanged 19 SP:Iteration 42Q (95.707945 sec): 3 clusters Score: Raw -5159654.417751 + Penalty 3658.172324 = -5155996.245426 nChanged 15 SP:Iteration 43Q (95.811923 sec): 3 clusters Score: Raw -5159660.018892 + Penalty 3658.172324 = -5156001.846568 nChanged 18 SP:Iteration 44Q (95.915832 sec): 3 clusters Score: Raw -5159665.107531 + Penalty 3658.172324 = -5156006.935206 nChanged 12 SP:Iteration 45Q (96.022719 sec): 3 clusters Score: Raw -5159668.221657 + Penalty 3658.172324 = -5156010.049333 nChanged 8 SP:Iteration 46Q (96.126598 sec): 3 clusters Score: Raw -5159671.561372 + Penalty 3658.172324 = -5156013.389048 nChanged 10 SP:Iteration 47Q (96.230489 sec): 3 clusters Score: Raw -5159675.185985 + Penalty 3658.172324 = -5156017.013661 nChanged 14 SP:Iteration 48Q (96.334472 sec): 3 clusters Score: Raw -5159680.053013 + Penalty 3658.172324 = -5156021.880688 nChanged 11 SP:Iteration 49Q (96.438245 sec): 3 clusters Score: Raw -5159684.260421 + Penalty 3658.172324 = -5156026.088097 nChanged 8 SP:Iteration 50Q (96.552521 sec): 3 clusters Score: Raw -5159687.092482 + Penalty 3658.172324 = -5156028.920158 nChanged 10 SP:Iteration 51Q (96.659510 sec): 3 clusters Score: Raw -5159689.268716 + Penalty 3658.172324 = -5156031.096392 nChanged 6 SP:Iteration 52Q (96.763204 sec): 3 clusters Score: Raw -5159690.539509 + Penalty 3658.172324 = -5156032.367185 nChanged 4 SP:Iteration 53Q (96.867254 sec): 3 clusters Score: Raw -5159691.267542 + Penalty 3658.172324 = -5156033.095218 nChanged 2 SP:Iteration 54Q (96.970784 sec): 3 clusters Score: Raw -5159691.691182 + Penalty 3658.172324 = -5156033.518857 nChanged 0 SP:Iteration 55F (97.116682 sec): 3 clusters Score: Raw -5159691.691182 + Penalty 3658.172324 = -5156033.518857 nChanged 0 Trying to split cluster 3 (76149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (97.205330 sec): 2 clusters Score: Raw -5052638.447314 + Penalty 1826.572674 = -5050811.874640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.330810 sec): 3 clusters Score: Raw -5003728.177478 + Penalty 3653.145349 = -5000075.032129 nChanged 36134 SP:Iteration 1F (97.453905 sec): 3 clusters Score: Raw -5024568.231467 + Penalty 3653.145349 = -5020915.086119 nChanged 3827 SP:Iteration 2F (97.576731 sec): 3 clusters Score: Raw -5026263.427710 + Penalty 3653.145349 = -5022610.282361 nChanged 4650 SP:Iteration 3F (97.699785 sec): 3 clusters Score: Raw -5028752.278152 + Penalty 3653.145349 = -5025099.132803 nChanged 5405 SP:Iteration 4F (97.822499 sec): 3 clusters Score: Raw -5032086.415803 + Penalty 3653.145349 = -5028433.270455 nChanged 5814 SP:Iteration 5F (97.945133 sec): 3 clusters Score: Raw -5035838.939435 + Penalty 3653.145349 = -5032185.794087 nChanged 5441 SP:Iteration 6F (98.071274 sec): 3 clusters Score: Raw -5039285.417424 + Penalty 3653.145349 = -5035632.272075 nChanged 4651 SP:Iteration 7F (98.194519 sec): 3 clusters Score: Raw -5042108.647154 + Penalty 3653.145349 = -5038455.501806 nChanged 3899 SP:Iteration 8F (98.317625 sec): 3 clusters Score: Raw -5044431.255855 + Penalty 3653.145349 = -5040778.110506 nChanged 3204 SP:Iteration 9Q (98.448331 sec): 3 clusters Score: Raw -5046339.753625 + Penalty 3653.145349 = -5042686.608276 nChanged 2731 SP:Iteration 10Q (98.579289 sec): 3 clusters Score: Raw -5047927.516244 + Penalty 3653.145349 = -5044274.370896 nChanged 2203 SP:Iteration 11Q (98.710557 sec): 3 clusters Score: Raw -5049162.857560 + Penalty 3653.145349 = -5045509.712211 nChanged 1813 SP:Iteration 12Q (98.841302 sec): 3 clusters Score: Raw -5050181.110896 + Penalty 3653.145349 = -5046527.965548 nChanged 1382 SP:Iteration 13Q (98.979048 sec): 3 clusters Score: Raw -5050991.020988 + Penalty 3653.145349 = -5047337.875640 nChanged 1069 SP:Iteration 14Q (99.118735 sec): 3 clusters Score: Raw -5051646.794138 + Penalty 3653.145349 = -5047993.648790 nChanged 796 SP:Iteration 15Q (99.244929 sec): 3 clusters Score: Raw -5052149.765985 + Penalty 3653.145349 = -5048496.620637 nChanged 592 SP:Iteration 16Q (99.366366 sec): 3 clusters Score: Raw -5052539.184460 + Penalty 3653.145349 = -5048886.039112 nChanged 406 SP:Iteration 17Q (99.481943 sec): 3 clusters Score: Raw -5052781.370709 + Penalty 3653.145349 = -5049128.225361 nChanged 275 SP:Iteration 18Q (99.594254 sec): 3 clusters Score: Raw -5052923.957389 + Penalty 3653.145349 = -5049270.812041 nChanged 180 SP:Iteration 19Q (99.703729 sec): 3 clusters Score: Raw -5053000.061811 + Penalty 3653.145349 = -5049346.916462 nChanged 125 SP:Iteration 20F (99.825069 sec): 3 clusters Score: Raw -5053041.937632 + Penalty 3653.145349 = -5049388.792283 nChanged 87 SP:Iteration 21Q (99.931893 sec): 3 clusters Score: Raw -5053068.523711 + Penalty 3653.145349 = -5049415.378362 nChanged 72 SP:Iteration 22Q (100.038258 sec): 3 clusters Score: Raw -5053087.674125 + Penalty 3653.145349 = -5049434.528777 nChanged 49 SP:Iteration 23Q (100.144288 sec): 3 clusters Score: Raw -5053101.242827 + Penalty 3653.145349 = -5049448.097479 nChanged 37 SP:Iteration 24Q (100.250003 sec): 3 clusters Score: Raw -5053110.291013 + Penalty 3653.145349 = -5049457.145664 nChanged 27 SP:Iteration 25Q (100.356436 sec): 3 clusters Score: Raw -5053117.008064 + Penalty 3653.145349 = -5049463.862715 nChanged 25 SP:Iteration 26Q (100.461749 sec): 3 clusters Score: Raw -5053123.706859 + Penalty 3653.145349 = -5049470.561510 nChanged 18 SP:Iteration 27Q (100.567154 sec): 3 clusters Score: Raw -5053129.455210 + Penalty 3653.145349 = -5049476.309861 nChanged 17 SP:Iteration 28Q (100.672502 sec): 3 clusters Score: Raw -5053134.383676 + Penalty 3653.145349 = -5049481.238328 nChanged 18 SP:Iteration 29Q (100.777675 sec): 3 clusters Score: Raw -5053139.528293 + Penalty 3653.145349 = -5049486.382945 nChanged 21 SP:Iteration 30Q (100.882866 sec): 3 clusters Score: Raw -5053147.177015 + Penalty 3653.145349 = -5049494.031666 nChanged 31 SP:Iteration 31Q (100.985022 sec): 3 clusters Score: Raw -5053157.280342 + Penalty 3653.145349 = -5049504.134993 nChanged 36 SP:Iteration 32Q (101.089785 sec): 3 clusters Score: Raw -5053167.580065 + Penalty 3653.145349 = -5049514.434716 nChanged 29 SP:Iteration 33Q (101.194559 sec): 3 clusters Score: Raw -5053173.819827 + Penalty 3653.145349 = -5049520.674478 nChanged 20 SP:Iteration 34Q (101.298780 sec): 3 clusters Score: Raw -5053178.032079 + Penalty 3653.145349 = -5049524.886730 nChanged 13 SP:Iteration 35Q (101.404033 sec): 3 clusters Score: Raw -5053181.595830 + Penalty 3653.145349 = -5049528.450482 nChanged 8 SP:Iteration 36Q (101.534496 sec): 3 clusters Score: Raw -5053183.134818 + Penalty 3653.145349 = -5049529.989469 nChanged 7 SP:Iteration 37Q (101.657553 sec): 3 clusters Score: Raw -5053184.166811 + Penalty 3653.145349 = -5049531.021462 nChanged 6 SP:Iteration 38Q (101.761614 sec): 3 clusters Score: Raw -5053185.545740 + Penalty 3653.145349 = -5049532.400391 nChanged 7 SP:Iteration 39Q (101.865856 sec): 3 clusters Score: Raw -5053186.622476 + Penalty 3653.145349 = -5049533.477128 nChanged 2 SP:Iteration 40F (101.987368 sec): 3 clusters Score: Raw -5053187.348141 + Penalty 3653.145349 = -5049534.202793 nChanged 1 SP:Iteration 41Q (102.091781 sec): 3 clusters Score: Raw -5053187.571920 + Penalty 3653.145349 = -5049534.426571 nChanged 4 SP:Iteration 42Q (102.196376 sec): 3 clusters Score: Raw -5053188.402422 + Penalty 3653.145349 = -5049535.257073 nChanged 4 SP:Iteration 43Q (102.300636 sec): 3 clusters Score: Raw -5053189.057789 + Penalty 3653.145349 = -5049535.912440 nChanged 1 SP:Iteration 44Q (102.404971 sec): 3 clusters Score: Raw -5053189.319898 + Penalty 3653.145349 = -5049536.174549 nChanged 1 SP:Iteration 45Q (102.509610 sec): 3 clusters Score: Raw -5053189.503725 + Penalty 3653.145349 = -5049536.358376 nChanged 1 SP:Iteration 46Q (102.614359 sec): 3 clusters Score: Raw -5053189.771770 + Penalty 3653.145349 = -5049536.626422 nChanged 2 SP:Iteration 47Q (102.719581 sec): 3 clusters Score: Raw -5053190.180173 + Penalty 3653.145349 = -5049537.034824 nChanged 0 SP:Iteration 48F (102.841398 sec): 3 clusters Score: Raw -5053190.180173 + Penalty 3653.145349 = -5049537.034824 nChanged 0 Trying to split cluster 4 (15223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (102.862829 sec): 2 clusters Score: Raw -1018059.919081 + Penalty 1564.966442 = -1016494.952639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (102.899672 sec): 3 clusters Score: Raw -1009082.958005 + Penalty 3129.932884 = -1005953.025121 nChanged 6844 SP:Iteration 1F (102.934941 sec): 3 clusters Score: Raw -1013012.349273 + Penalty 3129.932884 = -1009882.416389 nChanged 1020 SP:Iteration 2F (102.970033 sec): 3 clusters Score: Raw -1013710.935241 + Penalty 3129.932884 = -1010581.002357 nChanged 1109 SP:Iteration 3F (103.005347 sec): 3 clusters Score: Raw -1014667.620115 + Penalty 3129.932884 = -1011537.687231 nChanged 1183 SP:Iteration 4F (103.040494 sec): 3 clusters Score: Raw -1015754.464559 + Penalty 3129.932884 = -1012624.531675 nChanged 1215 SP:Iteration 5F (103.075849 sec): 3 clusters Score: Raw -1016923.979275 + Penalty 3129.932884 = -1013794.046391 nChanged 1135 SP:Iteration 6F (103.111079 sec): 3 clusters Score: Raw -1017908.861914 + Penalty 3129.932884 = -1014778.929029 nChanged 859 SP:Iteration 7F (103.146690 sec): 3 clusters Score: Raw -1018520.390986 + Penalty 3129.932884 = -1015390.458101 nChanged 629 SP:Iteration 8Q (103.180762 sec): 3 clusters Score: Raw -1018924.247339 + Penalty 3129.932884 = -1015794.314454 nChanged 493 SP:Iteration 9Q (103.214575 sec): 3 clusters Score: Raw -1019222.623184 + Penalty 3129.932884 = -1016092.690300 nChanged 380 SP:Iteration 10Q (103.247875 sec): 3 clusters Score: Raw -1019397.948471 + Penalty 3129.932884 = -1016268.015586 nChanged 301 SP:Iteration 11Q (103.281302 sec): 3 clusters Score: Raw -1019539.961778 + Penalty 3129.932884 = -1016410.028893 nChanged 274 SP:Iteration 12Q (103.314428 sec): 3 clusters Score: Raw -1019660.203375 + Penalty 3129.932884 = -1016530.270490 nChanged 209 SP:Iteration 13Q (103.347344 sec): 3 clusters Score: Raw -1019750.113116 + Penalty 3129.932884 = -1016620.180231 nChanged 209 SP:Iteration 14Q (103.383158 sec): 3 clusters Score: Raw -1019818.187063 + Penalty 3129.932884 = -1016688.254179 nChanged 165 SP:Iteration 15Q (103.416000 sec): 3 clusters Score: Raw -1019872.811096 + Penalty 3129.932884 = -1016742.878212 nChanged 140 SP:Iteration 16Q (103.448711 sec): 3 clusters Score: Raw -1019912.091950 + Penalty 3129.932884 = -1016782.159066 nChanged 112 SP:Iteration 17Q (103.481504 sec): 3 clusters Score: Raw -1019946.937462 + Penalty 3129.932884 = -1016817.004578 nChanged 98 SP:Iteration 18Q (103.514102 sec): 3 clusters Score: Raw -1019979.321612 + Penalty 3129.932884 = -1016849.388727 nChanged 105 SP:Iteration 19Q (103.546701 sec): 3 clusters Score: Raw -1020010.638266 + Penalty 3129.932884 = -1016880.705381 nChanged 105 SP:Iteration 20F (103.581928 sec): 3 clusters Score: Raw -1020046.291806 + Penalty 3129.932884 = -1016916.358922 nChanged 93 SP:Iteration 21Q (103.614868 sec): 3 clusters Score: Raw -1020078.452071 + Penalty 3129.932884 = -1016948.519186 nChanged 77 SP:Iteration 22Q (103.647544 sec): 3 clusters Score: Raw -1020096.823905 + Penalty 3129.932884 = -1016966.891021 nChanged 76 SP:Iteration 23Q (103.680179 sec): 3 clusters Score: Raw -1020111.966386 + Penalty 3129.932884 = -1016982.033501 nChanged 65 SP:Iteration 24Q (103.713547 sec): 3 clusters Score: Raw -1020124.312561 + Penalty 3129.932884 = -1016994.379677 nChanged 62 SP:Iteration 25Q (103.755556 sec): 3 clusters Score: Raw -1020139.498891 + Penalty 3129.932884 = -1017009.566007 nChanged 61 SP:Iteration 26Q (103.796548 sec): 3 clusters Score: Raw -1020151.137320 + Penalty 3129.932884 = -1017021.204436 nChanged 50 SP:Iteration 27Q (103.830524 sec): 3 clusters Score: Raw -1020159.411572 + Penalty 3129.932884 = -1017029.478687 nChanged 57 SP:Iteration 28Q (103.863195 sec): 3 clusters Score: Raw -1020169.562873 + Penalty 3129.932884 = -1017039.629988 nChanged 47 SP:Iteration 29Q (103.895902 sec): 3 clusters Score: Raw -1020175.288943 + Penalty 3129.932884 = -1017045.356058 nChanged 34 SP:Iteration 30Q (103.928482 sec): 3 clusters Score: Raw -1020178.756463 + Penalty 3129.932884 = -1017048.823579 nChanged 19 SP:Iteration 31Q (103.961340 sec): 3 clusters Score: Raw -1020180.697056 + Penalty 3129.932884 = -1017050.764171 nChanged 8 SP:Iteration 32Q (103.993886 sec): 3 clusters Score: Raw -1020181.391892 + Penalty 3129.932884 = -1017051.459008 nChanged 10 SP:Iteration 33Q (104.026569 sec): 3 clusters Score: Raw -1020181.939365 + Penalty 3129.932884 = -1017052.006480 nChanged 5 SP:Iteration 34Q (104.059180 sec): 3 clusters Score: Raw -1020182.202486 + Penalty 3129.932884 = -1017052.269602 nChanged 7 SP:Iteration 35Q (104.091785 sec): 3 clusters Score: Raw -1020182.603841 + Penalty 3129.932884 = -1017052.670957 nChanged 3 SP:Iteration 36Q (104.124470 sec): 3 clusters Score: Raw -1020182.884510 + Penalty 3129.932884 = -1017052.951626 nChanged 10 SP:Iteration 37Q (104.157142 sec): 3 clusters Score: Raw -1020183.341025 + Penalty 3129.932884 = -1017053.408141 nChanged 5 SP:Iteration 38Q (104.189823 sec): 3 clusters Score: Raw -1020183.601608 + Penalty 3129.932884 = -1017053.668723 nChanged 3 SP:Iteration 39Q (104.222269 sec): 3 clusters Score: Raw -1020183.735264 + Penalty 3129.932884 = -1017053.802380 nChanged 2 SP:Iteration 40F (104.257510 sec): 3 clusters Score: Raw -1020183.922031 + Penalty 3129.932884 = -1017053.989147 nChanged 2 SP:Iteration 41Q (104.290632 sec): 3 clusters Score: Raw -1020184.082064 + Penalty 3129.932884 = -1017054.149180 nChanged 3 SP:Iteration 42Q (104.327216 sec): 3 clusters Score: Raw -1020184.304036 + Penalty 3129.932884 = -1017054.371152 nChanged 6 SP:Iteration 43Q (104.361189 sec): 3 clusters Score: Raw -1020184.799910 + Penalty 3129.932884 = -1017054.867026 nChanged 7 SP:Iteration 44Q (104.394205 sec): 3 clusters Score: Raw -1020185.357559 + Penalty 3129.932884 = -1017055.424675 nChanged 9 SP:Iteration 45Q (104.426981 sec): 3 clusters Score: Raw -1020186.020290 + Penalty 3129.932884 = -1017056.087405 nChanged 11 SP:Iteration 46Q (104.459847 sec): 3 clusters Score: Raw -1020187.081309 + Penalty 3129.932884 = -1017057.148424 nChanged 10 SP:Iteration 47Q (104.492564 sec): 3 clusters Score: Raw -1020187.824538 + Penalty 3129.932884 = -1017057.891653 nChanged 9 SP:Iteration 48Q (104.528509 sec): 3 clusters Score: Raw -1020188.386050 + Penalty 3129.932884 = -1017058.453165 nChanged 6 SP:Iteration 49Q (104.561297 sec): 3 clusters Score: Raw -1020188.697700 + Penalty 3129.932884 = -1017058.764816 nChanged 7 SP:Iteration 50Q (104.594097 sec): 3 clusters Score: Raw -1020189.043725 + Penalty 3129.932884 = -1017059.110840 nChanged 5 SP:Iteration 51Q (104.626796 sec): 3 clusters Score: Raw -1020189.280996 + Penalty 3129.932884 = -1017059.348112 nChanged 7 SP:Iteration 52Q (104.659636 sec): 3 clusters Score: Raw -1020189.988200 + Penalty 3129.932884 = -1017060.055316 nChanged 10 SP:Iteration 53Q (104.692431 sec): 3 clusters Score: Raw -1020190.864227 + Penalty 3129.932884 = -1017060.931343 nChanged 8 SP:Iteration 54Q (104.725434 sec): 3 clusters Score: Raw -1020191.517561 + Penalty 3129.932884 = -1017061.584677 nChanged 9 SP:Iteration 55Q (104.758105 sec): 3 clusters Score: Raw -1020192.056863 + Penalty 3129.932884 = -1017062.123979 nChanged 7 SP:Iteration 56Q (104.790943 sec): 3 clusters Score: Raw -1020192.750952 + Penalty 3129.932884 = -1017062.818067 nChanged 10 SP:Iteration 57Q (104.823863 sec): 3 clusters Score: Raw -1020193.418378 + Penalty 3129.932884 = -1017063.485494 nChanged 11 SP:Iteration 58Q (104.856461 sec): 3 clusters Score: Raw -1020194.355911 + Penalty 3129.932884 = -1017064.423027 nChanged 6 SP:Iteration 59Q (104.889197 sec): 3 clusters Score: Raw -1020194.656608 + Penalty 3129.932884 = -1017064.723724 nChanged 4 SP:Iteration 60F (104.924459 sec): 3 clusters Score: Raw -1020194.857021 + Penalty 3129.932884 = -1017064.924137 nChanged 4 SP:Iteration 61Q (104.957340 sec): 3 clusters Score: Raw -1020195.028743 + Penalty 3129.932884 = -1017065.095859 nChanged 3 SP:Iteration 62Q (104.990104 sec): 3 clusters Score: Raw -1020195.209068 + Penalty 3129.932884 = -1017065.276183 nChanged 2 SP:Iteration 63Q (105.023184 sec): 3 clusters Score: Raw -1020195.339312 + Penalty 3129.932884 = -1017065.406428 nChanged 5 SP:Iteration 64Q (105.056084 sec): 3 clusters Score: Raw -1020195.718587 + Penalty 3129.932884 = -1017065.785702 nChanged 7 SP:Iteration 65Q (105.088540 sec): 3 clusters Score: Raw -1020196.281334 + Penalty 3129.932884 = -1017066.348450 nChanged 8 SP:Iteration 66Q (105.121462 sec): 3 clusters Score: Raw -1020196.699439 + Penalty 3129.932884 = -1017066.766555 nChanged 8 SP:Iteration 67Q (105.154314 sec): 3 clusters Score: Raw -1020197.049474 + Penalty 3129.932884 = -1017067.116590 nChanged 4 SP:Iteration 68Q (105.187487 sec): 3 clusters Score: Raw -1020197.195282 + Penalty 3129.932884 = -1017067.262397 nChanged 3 SP:Iteration 69Q (105.220400 sec): 3 clusters Score: Raw -1020197.409552 + Penalty 3129.932884 = -1017067.476668 nChanged 4 SP:Iteration 70Q (105.253359 sec): 3 clusters Score: Raw -1020197.689573 + Penalty 3129.932884 = -1017067.756688 nChanged 2 SP:Iteration 71Q (105.285963 sec): 3 clusters Score: Raw -1020197.758734 + Penalty 3129.932884 = -1017067.825850 nChanged 2 SP:Iteration 72Q (105.318860 sec): 3 clusters Score: Raw -1020197.992614 + Penalty 3129.932884 = -1017068.059730 nChanged 2 SP:Iteration 73Q (105.351703 sec): 3 clusters Score: Raw -1020198.153592 + Penalty 3129.932884 = -1017068.220708 nChanged 0 SP:Iteration 74F (105.387001 sec): 3 clusters Score: Raw -1020198.153592 + Penalty 3129.932884 = -1017068.220708 nChanged 0 Score: Raw -27442248.978998 + Penalty 42207.502609 = -27400041.476388 Splitting cluster 4 changes total score from -27399072.056661 to -27400041.476388 So it's getting split into cluster 20. Trying to split cluster 5 (3619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (110.770326 sec): 2 clusters Score: Raw -238367.889982 + Penalty 1331.517366 = -237036.372615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (110.788938 sec): 3 clusters Score: Raw -236556.900172 + Penalty 2663.034733 = -233893.865439 nChanged 1439 SP:Iteration 1F (110.806262 sec): 3 clusters Score: Raw -237548.160496 + Penalty 2663.034733 = -234885.125763 nChanged 355 SP:Iteration 2F (110.823800 sec): 3 clusters Score: Raw -238029.889519 + Penalty 2663.034733 = -235366.854786 nChanged 408 SP:Iteration 3F (110.840800 sec): 3 clusters Score: Raw -238832.740111 + Penalty 2663.034733 = -236169.705378 nChanged 423 SP:Iteration 4F (110.858259 sec): 3 clusters Score: Raw -240020.635673 + Penalty 2663.034733 = -237357.600940 nChanged 325 SP:Iteration 5F (110.875640 sec): 3 clusters Score: Raw -241065.275070 + Penalty 2663.034733 = -238402.240337 nChanged 157 SP:Iteration 6Q (110.892232 sec): 3 clusters Score: Raw -241281.183444 + Penalty 2663.034733 = -238618.148711 nChanged 71 SP:Iteration 7Q (110.908875 sec): 3 clusters Score: Raw -241351.315064 + Penalty 2663.034733 = -238688.280332 nChanged 32 SP:Iteration 8Q (110.925366 sec): 3 clusters Score: Raw -241378.234754 + Penalty 2663.034733 = -238715.200022 nChanged 15 SP:Iteration 9Q (110.941612 sec): 3 clusters Score: Raw -241388.949617 + Penalty 2663.034733 = -238725.914885 nChanged 10 SP:Iteration 10Q (110.958950 sec): 3 clusters Score: Raw -241396.496835 + Penalty 2663.034733 = -238733.462103 nChanged 9 SP:Iteration 11Q (110.975383 sec): 3 clusters Score: Raw -241403.412792 + Penalty 2663.034733 = -238740.378059 nChanged 5 SP:Iteration 12Q (110.991551 sec): 3 clusters Score: Raw -241406.653397 + Penalty 2663.034733 = -238743.618665 nChanged 6 SP:Iteration 13Q (111.009078 sec): 3 clusters Score: Raw -241410.289180 + Penalty 2663.034733 = -238747.254448 nChanged 2 SP:Iteration 14Q (111.026946 sec): 3 clusters Score: Raw -241412.097200 + Penalty 2663.034733 = -238749.062467 nChanged 1 SP:Iteration 15Q (111.044580 sec): 3 clusters Score: Raw -241413.344118 + Penalty 2663.034733 = -238750.309385 nChanged 3 SP:Iteration 16Q (111.062224 sec): 3 clusters Score: Raw -241414.912868 + Penalty 2663.034733 = -238751.878135 nChanged 1 SP:Iteration 17Q (111.080035 sec): 3 clusters Score: Raw -241415.255449 + Penalty 2663.034733 = -238752.220717 nChanged 1 SP:Iteration 18Q (111.097035 sec): 3 clusters Score: Raw -241415.667561 + Penalty 2663.034733 = -238752.632829 nChanged 0 SP:Iteration 19F (111.114208 sec): 3 clusters Score: Raw -241415.667561 + Penalty 2663.034733 = -238752.632829 nChanged 0 Score: Raw -27445296.756577 + Penalty 44317.877740 = -27400978.878838 Splitting cluster 5 changes total score from -27399072.056661 to -27400978.878838 So it's getting split into cluster 21. Trying to split cluster 6 (2120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (116.569794 sec): 2 clusters Score: Raw -127120.483647 + Penalty 1244.615347 = -125875.868299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (116.580841 sec): 3 clusters Score: Raw -126194.347944 + Penalty 2489.230694 = -123705.117249 nChanged 776 SP:Iteration 1F (116.591281 sec): 3 clusters Score: Raw -126670.841049 + Penalty 2489.230694 = -124181.610355 nChanged 183 SP:Iteration 2F (116.601815 sec): 3 clusters Score: Raw -126849.129582 + Penalty 2489.230694 = -124359.898887 nChanged 146 SP:Iteration 3F (116.612193 sec): 3 clusters Score: Raw -127034.810394 + Penalty 2489.230694 = -124545.579700 nChanged 158 SP:Iteration 4F (116.622572 sec): 3 clusters Score: Raw -127319.691060 + Penalty 2489.230694 = -124830.460365 nChanged 159 SP:Iteration 5F (116.632642 sec): 3 clusters Score: Raw -127588.054739 + Penalty 2489.230694 = -125098.824044 nChanged 150 SP:Iteration 6F (116.643037 sec): 3 clusters Score: Raw -127765.831160 + Penalty 2489.230694 = -125276.600466 nChanged 100 SP:Iteration 7Q (116.653305 sec): 3 clusters Score: Raw -127846.066230 + Penalty 2489.230694 = -125356.835536 nChanged 52 SP:Iteration 8Q (116.663551 sec): 3 clusters Score: Raw -127884.613762 + Penalty 2489.230694 = -125395.383067 nChanged 41 SP:Iteration 9Q (116.673724 sec): 3 clusters Score: Raw -127910.728278 + Penalty 2489.230694 = -125421.497584 nChanged 22 SP:Iteration 10Q (116.683862 sec): 3 clusters Score: Raw -127925.208757 + Penalty 2489.230694 = -125435.978062 nChanged 16 SP:Iteration 11Q (116.693949 sec): 3 clusters Score: Raw -127931.995046 + Penalty 2489.230694 = -125442.764352 nChanged 6 SP:Iteration 12Q (116.704096 sec): 3 clusters Score: Raw -127934.338402 + Penalty 2489.230694 = -125445.107708 nChanged 5 SP:Iteration 13Q (116.714233 sec): 3 clusters Score: Raw -127936.493034 + Penalty 2489.230694 = -125447.262340 nChanged 6 SP:Iteration 14Q (116.724441 sec): 3 clusters Score: Raw -127939.097672 + Penalty 2489.230694 = -125449.866977 nChanged 7 SP:Iteration 15Q (116.734507 sec): 3 clusters Score: Raw -127942.086272 + Penalty 2489.230694 = -125452.855578 nChanged 7 SP:Iteration 16Q (116.744664 sec): 3 clusters Score: Raw -127947.023334 + Penalty 2489.230694 = -125457.792639 nChanged 7 SP:Iteration 17Q (116.754791 sec): 3 clusters Score: Raw -127953.007559 + Penalty 2489.230694 = -125463.776864 nChanged 11 SP:Iteration 18Q (116.766913 sec): 3 clusters Score: Raw -127957.799423 + Penalty 2489.230694 = -125468.568728 nChanged 5 SP:Iteration 19Q (116.777028 sec): 3 clusters Score: Raw -127960.193500 + Penalty 2489.230694 = -125470.962806 nChanged 6 SP:Iteration 20F (116.787434 sec): 3 clusters Score: Raw -127964.013239 + Penalty 2489.230694 = -125474.782545 nChanged 4 SP:Iteration 21Q (116.797574 sec): 3 clusters Score: Raw -127965.610453 + Penalty 2489.230694 = -125476.379758 nChanged 3 SP:Iteration 22Q (116.807766 sec): 3 clusters Score: Raw -127966.916652 + Penalty 2489.230694 = -125477.685958 nChanged 4 SP:Iteration 23Q (116.817929 sec): 3 clusters Score: Raw -127968.813254 + Penalty 2489.230694 = -125479.582560 nChanged 3 SP:Iteration 24Q (116.828050 sec): 3 clusters Score: Raw -127970.464533 + Penalty 2489.230694 = -125481.233838 nChanged 4 SP:Iteration 25Q (116.838168 sec): 3 clusters Score: Raw -127972.466228 + Penalty 2489.230694 = -125483.235534 nChanged 7 SP:Iteration 26Q (116.848353 sec): 3 clusters Score: Raw -127974.983596 + Penalty 2489.230694 = -125485.752902 nChanged 4 SP:Iteration 27Q (116.858459 sec): 3 clusters Score: Raw -127977.850857 + Penalty 2489.230694 = -125488.620162 nChanged 1 SP:Iteration 28Q (116.868577 sec): 3 clusters Score: Raw -127979.106629 + Penalty 2489.230694 = -125489.875934 nChanged 3 SP:Iteration 29Q (116.878624 sec): 3 clusters Score: Raw -127980.140143 + Penalty 2489.230694 = -125490.909448 nChanged 2 SP:Iteration 30Q (116.888813 sec): 3 clusters Score: Raw -127980.652349 + Penalty 2489.230694 = -125491.421654 nChanged 1 SP:Iteration 31Q (116.898641 sec): 3 clusters Score: Raw -127980.840405 + Penalty 2489.230694 = -125491.609710 nChanged 1 SP:Iteration 32Q (116.908748 sec): 3 clusters Score: Raw -127981.150384 + Penalty 2489.230694 = -125491.919690 nChanged 2 SP:Iteration 33Q (116.918834 sec): 3 clusters Score: Raw -127981.860663 + Penalty 2489.230694 = -125492.629968 nChanged 2 SP:Iteration 34Q (116.929040 sec): 3 clusters Score: Raw -127982.386082 + Penalty 2489.230694 = -125493.155388 nChanged 1 SP:Iteration 35Q (116.939164 sec): 3 clusters Score: Raw -127982.825038 + Penalty 2489.230694 = -125493.594343 nChanged 0 SP:Iteration 36F (116.949434 sec): 3 clusters Score: Raw -127982.825038 + Penalty 2489.230694 = -125493.594343 nChanged 0 Trying to split cluster 7 (33854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (117.000923 sec): 2 clusters Score: Raw -2102596.109431 + Penalty 1694.844521 = -2100901.264909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (117.070082 sec): 3 clusters Score: Raw -2081627.041440 + Penalty 3389.689043 = -2078237.352397 nChanged 15721 SP:Iteration 1F (117.134552 sec): 3 clusters Score: Raw -2090632.286150 + Penalty 3389.689043 = -2087242.597107 nChanged 1894 SP:Iteration 2F (117.198960 sec): 3 clusters Score: Raw -2091724.451026 + Penalty 3389.689043 = -2088334.761983 nChanged 2322 SP:Iteration 3F (117.263333 sec): 3 clusters Score: Raw -2093381.978967 + Penalty 3389.689043 = -2089992.289924 nChanged 2715 SP:Iteration 4F (117.328188 sec): 3 clusters Score: Raw -2095580.107073 + Penalty 3389.689043 = -2092190.418030 nChanged 2978 SP:Iteration 5F (117.391782 sec): 3 clusters Score: Raw -2098015.211801 + Penalty 3389.689043 = -2094625.522758 nChanged 2698 SP:Iteration 6F (117.455738 sec): 3 clusters Score: Raw -2100067.977825 + Penalty 3389.689043 = -2096678.288782 nChanged 2010 SP:Iteration 7F (117.519718 sec): 3 clusters Score: Raw -2101467.753003 + Penalty 3389.689043 = -2098078.063960 nChanged 1392 SP:Iteration 8Q (117.585500 sec): 3 clusters Score: Raw -2102488.699362 + Penalty 3389.689043 = -2099099.010319 nChanged 1043 SP:Iteration 9Q (117.650227 sec): 3 clusters Score: Raw -2103285.242710 + Penalty 3389.689043 = -2099895.553668 nChanged 754 SP:Iteration 10Q (117.713639 sec): 3 clusters Score: Raw -2103783.887589 + Penalty 3389.689043 = -2100394.198547 nChanged 573 SP:Iteration 11Q (117.776276 sec): 3 clusters Score: Raw -2104080.327207 + Penalty 3389.689043 = -2100690.638164 nChanged 402 SP:Iteration 12Q (117.837705 sec): 3 clusters Score: Raw -2104237.582474 + Penalty 3389.689043 = -2100847.893431 nChanged 341 SP:Iteration 13Q (117.898184 sec): 3 clusters Score: Raw -2104351.621525 + Penalty 3389.689043 = -2100961.932482 nChanged 252 SP:Iteration 14Q (117.957953 sec): 3 clusters Score: Raw -2104418.921898 + Penalty 3389.689043 = -2101029.232855 nChanged 219 SP:Iteration 15Q (118.017263 sec): 3 clusters Score: Raw -2104468.746394 + Penalty 3389.689043 = -2101079.057351 nChanged 197 SP:Iteration 16Q (118.076054 sec): 3 clusters Score: Raw -2104506.182162 + Penalty 3389.689043 = -2101116.493119 nChanged 164 SP:Iteration 17Q (118.133420 sec): 3 clusters Score: Raw -2104536.666257 + Penalty 3389.689043 = -2101146.977214 nChanged 151 SP:Iteration 18Q (118.191549 sec): 3 clusters Score: Raw -2104564.967546 + Penalty 3389.689043 = -2101175.278503 nChanged 133 SP:Iteration 19Q (118.249393 sec): 3 clusters Score: Raw -2104587.536746 + Penalty 3389.689043 = -2101197.847703 nChanged 113 SP:Iteration 20F (118.312813 sec): 3 clusters Score: Raw -2104606.134097 + Penalty 3389.689043 = -2101216.445054 nChanged 114 SP:Iteration 21Q (118.370327 sec): 3 clusters Score: Raw -2104622.739179 + Penalty 3389.689043 = -2101233.050137 nChanged 95 SP:Iteration 22Q (118.427849 sec): 3 clusters Score: Raw -2104635.780168 + Penalty 3389.689043 = -2101246.091126 nChanged 81 SP:Iteration 23Q (118.485290 sec): 3 clusters Score: Raw -2104646.578136 + Penalty 3389.689043 = -2101256.889093 nChanged 73 SP:Iteration 24Q (118.542574 sec): 3 clusters Score: Raw -2104656.249154 + Penalty 3389.689043 = -2101266.560111 nChanged 57 SP:Iteration 25Q (118.599675 sec): 3 clusters Score: Raw -2104662.937067 + Penalty 3389.689043 = -2101273.248024 nChanged 48 SP:Iteration 26Q (118.656858 sec): 3 clusters Score: Raw -2104667.991616 + Penalty 3389.689043 = -2101278.302573 nChanged 42 SP:Iteration 27Q (118.713239 sec): 3 clusters Score: Raw -2104671.796303 + Penalty 3389.689043 = -2101282.107260 nChanged 34 SP:Iteration 28Q (118.770132 sec): 3 clusters Score: Raw -2104674.759729 + Penalty 3389.689043 = -2101285.070686 nChanged 28 SP:Iteration 29Q (118.826395 sec): 3 clusters Score: Raw -2104677.126726 + Penalty 3389.689043 = -2101287.437683 nChanged 22 SP:Iteration 30Q (118.882830 sec): 3 clusters Score: Raw -2104679.093985 + Penalty 3389.689043 = -2101289.404943 nChanged 29 SP:Iteration 31Q (118.939393 sec): 3 clusters Score: Raw -2104681.696824 + Penalty 3389.689043 = -2101292.007781 nChanged 22 SP:Iteration 32Q (118.996166 sec): 3 clusters Score: Raw -2104683.367753 + Penalty 3389.689043 = -2101293.678710 nChanged 23 SP:Iteration 33Q (119.052650 sec): 3 clusters Score: Raw -2104685.591334 + Penalty 3389.689043 = -2101295.902291 nChanged 25 SP:Iteration 34Q (119.109181 sec): 3 clusters Score: Raw -2104687.904346 + Penalty 3389.689043 = -2101298.215303 nChanged 26 SP:Iteration 35Q (119.165549 sec): 3 clusters Score: Raw -2104690.350819 + Penalty 3389.689043 = -2101300.661776 nChanged 20 SP:Iteration 36Q (119.223655 sec): 3 clusters Score: Raw -2104693.219982 + Penalty 3389.689043 = -2101303.530939 nChanged 20 SP:Iteration 37Q (119.279639 sec): 3 clusters Score: Raw -2104695.234769 + Penalty 3389.689043 = -2101305.545727 nChanged 25 SP:Iteration 38Q (119.335977 sec): 3 clusters Score: Raw -2104697.983368 + Penalty 3389.689043 = -2101308.294325 nChanged 20 SP:Iteration 39Q (119.392069 sec): 3 clusters Score: Raw -2104699.994005 + Penalty 3389.689043 = -2101310.304962 nChanged 19 SP:Iteration 40F (119.479537 sec): 3 clusters Score: Raw -2104701.626066 + Penalty 3389.689043 = -2101311.937023 nChanged 19 SP:Iteration 41Q (119.535625 sec): 3 clusters Score: Raw -2104703.113292 + Penalty 3389.689043 = -2101313.424249 nChanged 15 SP:Iteration 42Q (119.596810 sec): 3 clusters Score: Raw -2104704.225535 + Penalty 3389.689043 = -2101314.536492 nChanged 11 SP:Iteration 43Q (119.654785 sec): 3 clusters Score: Raw -2104705.037026 + Penalty 3389.689043 = -2101315.347983 nChanged 10 SP:Iteration 44Q (119.711146 sec): 3 clusters Score: Raw -2104705.730652 + Penalty 3389.689043 = -2101316.041609 nChanged 15 SP:Iteration 45Q (119.767593 sec): 3 clusters Score: Raw -2104706.796712 + Penalty 3389.689043 = -2101317.107669 nChanged 16 SP:Iteration 46Q (119.823381 sec): 3 clusters Score: Raw -2104708.294767 + Penalty 3389.689043 = -2101318.605725 nChanged 17 SP:Iteration 47Q (119.920710 sec): 3 clusters Score: Raw -2104709.925747 + Penalty 3389.689043 = -2101320.236704 nChanged 24 SP:Iteration 48Q (120.014190 sec): 3 clusters Score: Raw -2104712.058387 + Penalty 3389.689043 = -2101322.369344 nChanged 18 SP:Iteration 49Q (120.075256 sec): 3 clusters Score: Raw -2104713.323190 + Penalty 3389.689043 = -2101323.634147 nChanged 14 SP:Iteration 50Q (120.132001 sec): 3 clusters Score: Raw -2104714.322383 + Penalty 3389.689043 = -2101324.633340 nChanged 9 SP:Iteration 51Q (120.187849 sec): 3 clusters Score: Raw -2104714.689921 + Penalty 3389.689043 = -2101325.000878 nChanged 5 SP:Iteration 52Q (120.244066 sec): 3 clusters Score: Raw -2104714.987690 + Penalty 3389.689043 = -2101325.298647 nChanged 4 SP:Iteration 53Q (120.300019 sec): 3 clusters Score: Raw -2104715.252310 + Penalty 3389.689043 = -2101325.563267 nChanged 4 SP:Iteration 54Q (120.356519 sec): 3 clusters Score: Raw -2104715.458175 + Penalty 3389.689043 = -2101325.769132 nChanged 3 SP:Iteration 55Q (120.412299 sec): 3 clusters Score: Raw -2104715.680639 + Penalty 3389.689043 = -2101325.991596 nChanged 6 SP:Iteration 56Q (120.478939 sec): 3 clusters Score: Raw -2104716.119883 + Penalty 3389.689043 = -2101326.430840 nChanged 3 SP:Iteration 57Q (120.535750 sec): 3 clusters Score: Raw -2104716.228737 + Penalty 3389.689043 = -2101326.539695 nChanged 0 SP:Iteration 58F (120.599361 sec): 3 clusters Score: Raw -2104716.228737 + Penalty 3389.689043 = -2101326.539695 nChanged 0 Score: Raw -27447416.875884 + Penalty 46428.252870 = -27400988.623014 Splitting cluster 7 changes total score from -27399072.056661 to -27400988.623014 So it's getting split into cluster 22. Trying to split cluster 8 (46826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.302279 sec): 2 clusters Score: Raw -3102856.870884 + Penalty 1747.556506 = -3101109.314378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.404966 sec): 3 clusters Score: Raw -3073306.994045 + Penalty 3495.113012 = -3069811.881033 nChanged 21948 SP:Iteration 1F (126.492772 sec): 3 clusters Score: Raw -3087248.381674 + Penalty 3495.113012 = -3083753.268662 nChanged 3690 SP:Iteration 2F (126.580318 sec): 3 clusters Score: Raw -3091551.962432 + Penalty 3495.113012 = -3088056.849420 nChanged 5119 SP:Iteration 3F (126.667920 sec): 3 clusters Score: Raw -3097532.931938 + Penalty 3495.113012 = -3094037.818926 nChanged 5055 SP:Iteration 4F (126.755776 sec): 3 clusters Score: Raw -3102277.497981 + Penalty 3495.113012 = -3098782.384969 nChanged 3545 SP:Iteration 5F (126.842736 sec): 3 clusters Score: Raw -3104665.389223 + Penalty 3495.113012 = -3101170.276211 nChanged 2212 SP:Iteration 6Q (126.932103 sec): 3 clusters Score: Raw -3105947.376385 + Penalty 3495.113012 = -3102452.263373 nChanged 1434 SP:Iteration 7Q (127.020799 sec): 3 clusters Score: Raw -3106962.932517 + Penalty 3495.113012 = -3103467.819505 nChanged 1029 SP:Iteration 8Q (127.109411 sec): 3 clusters Score: Raw -3107775.930450 + Penalty 3495.113012 = -3104280.817437 nChanged 753 SP:Iteration 9Q (127.198093 sec): 3 clusters Score: Raw -3108156.888761 + Penalty 3495.113012 = -3104661.775749 nChanged 556 SP:Iteration 10Q (127.286156 sec): 3 clusters Score: Raw -3108354.281877 + Penalty 3495.113012 = -3104859.168865 nChanged 461 SP:Iteration 11Q (127.373840 sec): 3 clusters Score: Raw -3108493.743524 + Penalty 3495.113012 = -3104998.630512 nChanged 380 SP:Iteration 12Q (127.460551 sec): 3 clusters Score: Raw -3108582.793875 + Penalty 3495.113012 = -3105087.680862 nChanged 285 SP:Iteration 13Q (127.547112 sec): 3 clusters Score: Raw -3108637.089540 + Penalty 3495.113012 = -3105141.976528 nChanged 242 SP:Iteration 14Q (127.632631 sec): 3 clusters Score: Raw -3108682.036091 + Penalty 3495.113012 = -3105186.923079 nChanged 218 SP:Iteration 15Q (127.717695 sec): 3 clusters Score: Raw -3108719.922330 + Penalty 3495.113012 = -3105224.809318 nChanged 196 SP:Iteration 16Q (127.803454 sec): 3 clusters Score: Raw -3108752.905644 + Penalty 3495.113012 = -3105257.792632 nChanged 173 SP:Iteration 17Q (127.887777 sec): 3 clusters Score: Raw -3108780.934926 + Penalty 3495.113012 = -3105285.821914 nChanged 132 SP:Iteration 18Q (127.971178 sec): 3 clusters Score: Raw -3108797.084222 + Penalty 3495.113012 = -3105301.971210 nChanged 107 SP:Iteration 19Q (128.054275 sec): 3 clusters Score: Raw -3108809.611882 + Penalty 3495.113012 = -3105314.498870 nChanged 93 SP:Iteration 20F (128.141292 sec): 3 clusters Score: Raw -3108819.326237 + Penalty 3495.113012 = -3105324.213225 nChanged 70 SP:Iteration 21Q (128.225296 sec): 3 clusters Score: Raw -3108825.454181 + Penalty 3495.113012 = -3105330.341169 nChanged 56 SP:Iteration 22Q (128.308458 sec): 3 clusters Score: Raw -3108829.541846 + Penalty 3495.113012 = -3105334.428834 nChanged 41 SP:Iteration 23Q (128.391744 sec): 3 clusters Score: Raw -3108832.202952 + Penalty 3495.113012 = -3105337.089940 nChanged 27 SP:Iteration 24Q (128.474661 sec): 3 clusters Score: Raw -3108833.975646 + Penalty 3495.113012 = -3105338.862633 nChanged 23 SP:Iteration 25Q (128.587729 sec): 3 clusters Score: Raw -3108835.577947 + Penalty 3495.113012 = -3105340.464935 nChanged 22 SP:Iteration 26Q (128.701217 sec): 3 clusters Score: Raw -3108836.874248 + Penalty 3495.113012 = -3105341.761236 nChanged 21 SP:Iteration 27Q (128.808880 sec): 3 clusters Score: Raw -3108837.813699 + Penalty 3495.113012 = -3105342.700687 nChanged 18 SP:Iteration 28Q (128.921751 sec): 3 clusters Score: Raw -3108838.833395 + Penalty 3495.113012 = -3105343.720383 nChanged 12 SP:Iteration 29Q (129.034982 sec): 3 clusters Score: Raw -3108839.163293 + Penalty 3495.113012 = -3105344.050281 nChanged 5 SP:Iteration 30Q (129.131369 sec): 3 clusters Score: Raw -3108839.309199 + Penalty 3495.113012 = -3105344.196187 nChanged 3 SP:Iteration 31Q (129.214222 sec): 3 clusters Score: Raw -3108839.471980 + Penalty 3495.113012 = -3105344.358968 nChanged 3 SP:Iteration 32Q (129.324130 sec): 3 clusters Score: Raw -3108839.619335 + Penalty 3495.113012 = -3105344.506323 nChanged 2 SP:Iteration 33Q (129.446275 sec): 3 clusters Score: Raw -3108839.667498 + Penalty 3495.113012 = -3105344.554486 nChanged 3 SP:Iteration 34Q (129.562872 sec): 3 clusters Score: Raw -3108839.793295 + Penalty 3495.113012 = -3105344.680283 nChanged 4 SP:Iteration 35Q (129.676184 sec): 3 clusters Score: Raw -3108839.938691 + Penalty 3495.113012 = -3105344.825679 nChanged 3 SP:Iteration 36Q (129.781219 sec): 3 clusters Score: Raw -3108840.153921 + Penalty 3495.113012 = -3105345.040909 nChanged 3 SP:Iteration 37Q (129.896328 sec): 3 clusters Score: Raw -3108840.303498 + Penalty 3495.113012 = -3105345.190486 nChanged 4 SP:Iteration 38Q (130.011815 sec): 3 clusters Score: Raw -3108840.481706 + Penalty 3495.113012 = -3105345.368694 nChanged 3 SP:Iteration 39Q (130.093797 sec): 3 clusters Score: Raw -3108840.606209 + Penalty 3495.113012 = -3105345.493197 nChanged 2 SP:Iteration 40F (130.180840 sec): 3 clusters Score: Raw -3108840.685972 + Penalty 3495.113012 = -3105345.572960 nChanged 1 SP:Iteration 41Q (130.263736 sec): 3 clusters Score: Raw -3108840.752283 + Penalty 3495.113012 = -3105345.639271 nChanged 1 SP:Iteration 42Q (130.346401 sec): 3 clusters Score: Raw -3108840.885524 + Penalty 3495.113012 = -3105345.772512 nChanged 7 SP:Iteration 43Q (130.428471 sec): 3 clusters Score: Raw -3108841.279759 + Penalty 3495.113012 = -3105346.166746 nChanged 5 SP:Iteration 44Q (130.511174 sec): 3 clusters Score: Raw -3108841.474752 + Penalty 3495.113012 = -3105346.361740 nChanged 6 SP:Iteration 45Q (130.593573 sec): 3 clusters Score: Raw -3108841.702214 + Penalty 3495.113012 = -3105346.589202 nChanged 4 SP:Iteration 46Q (130.676078 sec): 3 clusters Score: Raw -3108841.878097 + Penalty 3495.113012 = -3105346.765085 nChanged 4 SP:Iteration 47Q (130.758790 sec): 3 clusters Score: Raw -3108842.030599 + Penalty 3495.113012 = -3105346.917587 nChanged 4 SP:Iteration 48Q (130.841127 sec): 3 clusters Score: Raw -3108842.116230 + Penalty 3495.113012 = -3105347.003218 nChanged 3 SP:Iteration 49Q (130.923117 sec): 3 clusters Score: Raw -3108842.152802 + Penalty 3495.113012 = -3105347.039790 nChanged 1 SP:Iteration 50Q (131.005942 sec): 3 clusters Score: Raw -3108842.181087 + Penalty 3495.113012 = -3105347.068075 nChanged 1 SP:Iteration 51Q (131.088341 sec): 3 clusters Score: Raw -3108842.208427 + Penalty 3495.113012 = -3105347.095415 nChanged 0 SP:Iteration 52F (131.175129 sec): 3 clusters Score: Raw -3108842.208427 + Penalty 3495.113012 = -3105347.095415 nChanged 0 Score: Raw -27453402.213427 + Penalty 48538.628001 = -27404863.585426 Splitting cluster 8 changes total score from -27399072.056661 to -27404863.585426 So it's getting split into cluster 23. Trying to split cluster 9 (38790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.368562 sec): 2 clusters Score: Raw -2619773.672481 + Penalty 1716.961636 = -2618056.710845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.451846 sec): 3 clusters Score: Raw -2595486.386162 + Penalty 3433.923272 = -2592052.462889 nChanged 18139 SP:Iteration 1F (137.520114 sec): 3 clusters Score: Raw -2606356.161410 + Penalty 3433.923272 = -2602922.238138 nChanged 2248 SP:Iteration 2F (137.593110 sec): 3 clusters Score: Raw -2607660.139398 + Penalty 3433.923272 = -2604226.216126 nChanged 2804 SP:Iteration 3F (137.665231 sec): 3 clusters Score: Raw -2609690.564363 + Penalty 3433.923272 = -2606256.641091 nChanged 3245 SP:Iteration 4F (137.740342 sec): 3 clusters Score: Raw -2612207.206773 + Penalty 3433.923272 = -2608773.283501 nChanged 3126 SP:Iteration 5F (137.808448 sec): 3 clusters Score: Raw -2614532.488366 + Penalty 3433.923272 = -2611098.565093 nChanged 2510 SP:Iteration 6F (137.878724 sec): 3 clusters Score: Raw -2616139.962027 + Penalty 3433.923272 = -2612706.038755 nChanged 1821 SP:Iteration 7Q (137.952673 sec): 3 clusters Score: Raw -2617227.600771 + Penalty 3433.923272 = -2613793.677499 nChanged 1470 SP:Iteration 8Q (138.025163 sec): 3 clusters Score: Raw -2618065.460814 + Penalty 3433.923272 = -2614631.537542 nChanged 1152 SP:Iteration 9Q (138.097850 sec): 3 clusters Score: Raw -2618660.883542 + Penalty 3433.923272 = -2615226.960270 nChanged 922 SP:Iteration 10Q (138.169990 sec): 3 clusters Score: Raw -2619119.926233 + Penalty 3433.923272 = -2615686.002961 nChanged 770 SP:Iteration 11Q (138.241407 sec): 3 clusters Score: Raw -2619493.620720 + Penalty 3433.923272 = -2616059.697448 nChanged 607 SP:Iteration 12Q (138.311750 sec): 3 clusters Score: Raw -2619769.115048 + Penalty 3433.923272 = -2616335.191776 nChanged 494 SP:Iteration 13Q (138.381423 sec): 3 clusters Score: Raw -2620000.989487 + Penalty 3433.923272 = -2616567.066215 nChanged 424 SP:Iteration 14Q (138.449745 sec): 3 clusters Score: Raw -2620186.427267 + Penalty 3433.923272 = -2616752.503995 nChanged 347 SP:Iteration 15Q (138.516962 sec): 3 clusters Score: Raw -2620348.521678 + Penalty 3433.923272 = -2616914.598406 nChanged 263 SP:Iteration 16Q (138.582984 sec): 3 clusters Score: Raw -2620479.934434 + Penalty 3433.923272 = -2617046.011162 nChanged 244 SP:Iteration 17Q (138.647914 sec): 3 clusters Score: Raw -2620597.394957 + Penalty 3433.923272 = -2617163.471685 nChanged 226 SP:Iteration 18Q (138.711983 sec): 3 clusters Score: Raw -2620718.269640 + Penalty 3433.923272 = -2617284.346367 nChanged 212 SP:Iteration 19Q (138.775288 sec): 3 clusters Score: Raw -2620815.587367 + Penalty 3433.923272 = -2617381.664095 nChanged 175 SP:Iteration 20F (138.845318 sec): 3 clusters Score: Raw -2620882.139221 + Penalty 3433.923272 = -2617448.215949 nChanged 134 SP:Iteration 21Q (138.911196 sec): 3 clusters Score: Raw -2620925.318736 + Penalty 3433.923272 = -2617491.395463 nChanged 112 SP:Iteration 22Q (138.984104 sec): 3 clusters Score: Raw -2620954.486628 + Penalty 3433.923272 = -2617520.563356 nChanged 89 SP:Iteration 23Q (139.046250 sec): 3 clusters Score: Raw -2620975.530570 + Penalty 3433.923272 = -2617541.607298 nChanged 74 SP:Iteration 24Q (139.108417 sec): 3 clusters Score: Raw -2620991.268965 + Penalty 3433.923272 = -2617557.345693 nChanged 56 SP:Iteration 25Q (139.169705 sec): 3 clusters Score: Raw -2621002.127703 + Penalty 3433.923272 = -2617568.204431 nChanged 44 SP:Iteration 26Q (139.233218 sec): 3 clusters Score: Raw -2621011.604205 + Penalty 3433.923272 = -2617577.680933 nChanged 45 SP:Iteration 27Q (139.293741 sec): 3 clusters Score: Raw -2621020.418127 + Penalty 3433.923272 = -2617586.494855 nChanged 37 SP:Iteration 28Q (139.357478 sec): 3 clusters Score: Raw -2621026.955022 + Penalty 3433.923272 = -2617593.031749 nChanged 35 SP:Iteration 29Q (139.417365 sec): 3 clusters Score: Raw -2621032.255451 + Penalty 3433.923272 = -2617598.332179 nChanged 30 SP:Iteration 30Q (139.478223 sec): 3 clusters Score: Raw -2621037.064990 + Penalty 3433.923272 = -2617603.141718 nChanged 21 SP:Iteration 31Q (139.538644 sec): 3 clusters Score: Raw -2621039.430151 + Penalty 3433.923272 = -2617605.506879 nChanged 16 SP:Iteration 32Q (139.599280 sec): 3 clusters Score: Raw -2621041.741985 + Penalty 3433.923272 = -2617607.818713 nChanged 19 SP:Iteration 33Q (139.660140 sec): 3 clusters Score: Raw -2621045.013787 + Penalty 3433.923272 = -2617611.090515 nChanged 15 SP:Iteration 34Q (139.720777 sec): 3 clusters Score: Raw -2621046.605943 + Penalty 3433.923272 = -2617612.682670 nChanged 17 SP:Iteration 35Q (139.781520 sec): 3 clusters Score: Raw -2621048.331835 + Penalty 3433.923272 = -2617614.408563 nChanged 19 SP:Iteration 36Q (139.842132 sec): 3 clusters Score: Raw -2621050.640035 + Penalty 3433.923272 = -2617616.716763 nChanged 13 SP:Iteration 37Q (139.902831 sec): 3 clusters Score: Raw -2621052.925471 + Penalty 3433.923272 = -2617619.002199 nChanged 20 SP:Iteration 38Q (139.963364 sec): 3 clusters Score: Raw -2621055.715701 + Penalty 3433.923272 = -2617621.792429 nChanged 15 SP:Iteration 39Q (140.023621 sec): 3 clusters Score: Raw -2621057.203204 + Penalty 3433.923272 = -2617623.279932 nChanged 14 SP:Iteration 40F (140.094124 sec): 3 clusters Score: Raw -2621059.407549 + Penalty 3433.923272 = -2617625.484276 nChanged 11 SP:Iteration 41Q (140.154654 sec): 3 clusters Score: Raw -2621060.563375 + Penalty 3433.923272 = -2617626.640102 nChanged 14 SP:Iteration 42Q (140.215657 sec): 3 clusters Score: Raw -2621062.089796 + Penalty 3433.923272 = -2617628.166524 nChanged 13 SP:Iteration 43Q (140.276346 sec): 3 clusters Score: Raw -2621063.911046 + Penalty 3433.923272 = -2617629.987773 nChanged 12 SP:Iteration 44Q (140.336767 sec): 3 clusters Score: Raw -2621065.550618 + Penalty 3433.923272 = -2617631.627346 nChanged 13 SP:Iteration 45Q (140.397163 sec): 3 clusters Score: Raw -2621066.941204 + Penalty 3433.923272 = -2617633.017932 nChanged 9 SP:Iteration 46Q (140.457574 sec): 3 clusters Score: Raw -2621067.937857 + Penalty 3433.923272 = -2617634.014585 nChanged 10 SP:Iteration 47Q (140.517922 sec): 3 clusters Score: Raw -2621068.720176 + Penalty 3433.923272 = -2617634.796904 nChanged 5 SP:Iteration 48Q (140.578249 sec): 3 clusters Score: Raw -2621069.006847 + Penalty 3433.923272 = -2617635.083575 nChanged 3 SP:Iteration 49Q (140.638594 sec): 3 clusters Score: Raw -2621069.218221 + Penalty 3433.923272 = -2617635.294948 nChanged 3 SP:Iteration 50Q (140.699201 sec): 3 clusters Score: Raw -2621069.411088 + Penalty 3433.923272 = -2617635.487816 nChanged 3 SP:Iteration 51Q (140.759717 sec): 3 clusters Score: Raw -2621069.585286 + Penalty 3433.923272 = -2617635.662014 nChanged 0 SP:Iteration 52F (140.830388 sec): 3 clusters Score: Raw -2621069.585286 + Penalty 3433.923272 = -2617635.662014 nChanged 0 Trying to split cluster 10 (4939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (140.843631 sec): 2 clusters Score: Raw -329701.841948 + Penalty 1382.049201 = -328319.792747 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (140.865044 sec): 3 clusters Score: Raw -327139.155823 + Penalty 2764.098402 = -324375.057421 nChanged 2044 SP:Iteration 1F (140.886025 sec): 3 clusters Score: Raw -328242.504203 + Penalty 2764.098402 = -325478.405801 nChanged 317 SP:Iteration 2F (140.906786 sec): 3 clusters Score: Raw -328397.677098 + Penalty 2764.098402 = -325633.578695 nChanged 236 SP:Iteration 3Q (140.927782 sec): 3 clusters Score: Raw -328519.169191 + Penalty 2764.098402 = -325755.070789 nChanged 194 SP:Iteration 4Q (140.948687 sec): 3 clusters Score: Raw -328615.382589 + Penalty 2764.098402 = -325851.284187 nChanged 160 SP:Iteration 5Q (140.969708 sec): 3 clusters Score: Raw -328696.453130 + Penalty 2764.098402 = -325932.354727 nChanged 160 SP:Iteration 6Q (140.990528 sec): 3 clusters Score: Raw -328781.458542 + Penalty 2764.098402 = -326017.360140 nChanged 165 SP:Iteration 7Q (141.011475 sec): 3 clusters Score: Raw -328873.677390 + Penalty 2764.098402 = -326109.578988 nChanged 173 SP:Iteration 8Q (141.032544 sec): 3 clusters Score: Raw -328982.789758 + Penalty 2764.098402 = -326218.691356 nChanged 178 SP:Iteration 9Q (141.053597 sec): 3 clusters Score: Raw -329101.158349 + Penalty 2764.098402 = -326337.059946 nChanged 175 SP:Iteration 10Q (141.080466 sec): 3 clusters Score: Raw -329228.588916 + Penalty 2764.098402 = -326464.490514 nChanged 174 SP:Iteration 11Q (141.101383 sec): 3 clusters Score: Raw -329365.941608 + Penalty 2764.098402 = -326601.843206 nChanged 154 SP:Iteration 12Q (141.122037 sec): 3 clusters Score: Raw -329489.155919 + Penalty 2764.098402 = -326725.057517 nChanged 147 SP:Iteration 13Q (141.147016 sec): 3 clusters Score: Raw -329616.162697 + Penalty 2764.098402 = -326852.064295 nChanged 119 SP:Iteration 14Q (141.167686 sec): 3 clusters Score: Raw -329711.466121 + Penalty 2764.098402 = -326947.367719 nChanged 74 SP:Iteration 15Q (141.187873 sec): 3 clusters Score: Raw -329772.244613 + Penalty 2764.098402 = -327008.146211 nChanged 55 SP:Iteration 16Q (141.243729 sec): 3 clusters Score: Raw -329816.466113 + Penalty 2764.098402 = -327052.367711 nChanged 40 SP:Iteration 17Q (141.297795 sec): 3 clusters Score: Raw -329845.511865 + Penalty 2764.098402 = -327081.413462 nChanged 27 SP:Iteration 18Q (141.350501 sec): 3 clusters Score: Raw -329862.263299 + Penalty 2764.098402 = -327098.164897 nChanged 20 SP:Iteration 19Q (141.404642 sec): 3 clusters Score: Raw -329875.363399 + Penalty 2764.098402 = -327111.264997 nChanged 17 SP:Iteration 20F (141.457625 sec): 3 clusters Score: Raw -329892.787772 + Penalty 2764.098402 = -327128.689370 nChanged 17 SP:Iteration 21Q (141.510207 sec): 3 clusters Score: Raw -329908.274260 + Penalty 2764.098402 = -327144.175858 nChanged 7 SP:Iteration 22Q (141.564641 sec): 3 clusters Score: Raw -329912.133345 + Penalty 2764.098402 = -327148.034943 nChanged 6 SP:Iteration 23Q (141.618344 sec): 3 clusters Score: Raw -329917.618475 + Penalty 2764.098402 = -327153.520073 nChanged 7 SP:Iteration 24Q (141.660155 sec): 3 clusters Score: Raw -329921.384882 + Penalty 2764.098402 = -327157.286479 nChanged 3 SP:Iteration 25Q (141.680051 sec): 3 clusters Score: Raw -329923.306710 + Penalty 2764.098402 = -327159.208308 nChanged 1 SP:Iteration 26Q (141.699682 sec): 3 clusters Score: Raw -329923.743825 + Penalty 2764.098402 = -327159.645422 nChanged 1 SP:Iteration 27Q (141.719511 sec): 3 clusters Score: Raw -329925.075556 + Penalty 2764.098402 = -327160.977153 nChanged 5 SP:Iteration 28Q (141.739388 sec): 3 clusters Score: Raw -329930.122869 + Penalty 2764.098402 = -327166.024467 nChanged 6 SP:Iteration 29Q (141.759061 sec): 3 clusters Score: Raw -329933.489364 + Penalty 2764.098402 = -327169.390962 nChanged 5 SP:Iteration 30Q (141.778764 sec): 3 clusters Score: Raw -329935.794339 + Penalty 2764.098402 = -327171.695937 nChanged 0 SP:Iteration 31F (141.799659 sec): 3 clusters Score: Raw -329935.794339 + Penalty 2764.098402 = -327171.695937 nChanged 0 Trying to split cluster 11 (9042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (141.823995 sec): 2 clusters Score: Raw -577054.597992 + Penalty 1480.315796 = -575574.282196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (141.852216 sec): 3 clusters Score: Raw -571966.231227 + Penalty 2960.631592 = -569005.599635 nChanged 3892 SP:Iteration 1F (141.879660 sec): 3 clusters Score: Raw -574122.684461 + Penalty 2960.631592 = -571162.052869 nChanged 630 SP:Iteration 2F (141.907593 sec): 3 clusters Score: Raw -574500.786341 + Penalty 2960.631592 = -571540.154749 nChanged 620 SP:Iteration 3F (141.936430 sec): 3 clusters Score: Raw -574899.969058 + Penalty 2960.631592 = -571939.337466 nChanged 578 SP:Iteration 4F (141.964021 sec): 3 clusters Score: Raw -575280.088593 + Penalty 2960.631592 = -572319.457001 nChanged 552 SP:Iteration 5F (141.991503 sec): 3 clusters Score: Raw -575633.320204 + Penalty 2960.631592 = -572672.688612 nChanged 476 SP:Iteration 6F (142.019042 sec): 3 clusters Score: Raw -575926.664756 + Penalty 2960.631592 = -572966.033164 nChanged 435 SP:Iteration 7Q (142.046723 sec): 3 clusters Score: Raw -576191.453576 + Penalty 2960.631592 = -573230.821984 nChanged 353 SP:Iteration 8Q (142.074234 sec): 3 clusters Score: Raw -576405.129514 + Penalty 2960.631592 = -573444.497922 nChanged 314 SP:Iteration 9Q (142.101676 sec): 3 clusters Score: Raw -576580.831185 + Penalty 2960.631592 = -573620.199593 nChanged 265 SP:Iteration 10Q (142.128942 sec): 3 clusters Score: Raw -576735.108183 + Penalty 2960.631592 = -573774.476591 nChanged 230 SP:Iteration 11Q (142.156196 sec): 3 clusters Score: Raw -576842.779003 + Penalty 2960.631592 = -573882.147411 nChanged 184 SP:Iteration 12Q (142.183099 sec): 3 clusters Score: Raw -576931.874564 + Penalty 2960.631592 = -573971.242972 nChanged 154 SP:Iteration 13Q (142.209940 sec): 3 clusters Score: Raw -577002.375020 + Penalty 2960.631592 = -574041.743428 nChanged 126 SP:Iteration 14Q (142.236910 sec): 3 clusters Score: Raw -577047.137583 + Penalty 2960.631592 = -574086.505990 nChanged 100 SP:Iteration 15Q (142.263771 sec): 3 clusters Score: Raw -577078.877778 + Penalty 2960.631592 = -574118.246186 nChanged 78 SP:Iteration 16Q (142.290475 sec): 3 clusters Score: Raw -577097.499046 + Penalty 2960.631592 = -574136.867454 nChanged 63 SP:Iteration 17Q (142.317099 sec): 3 clusters Score: Raw -577111.077177 + Penalty 2960.631592 = -574150.445585 nChanged 39 SP:Iteration 18Q (142.343703 sec): 3 clusters Score: Raw -577117.933820 + Penalty 2960.631592 = -574157.302228 nChanged 29 SP:Iteration 19Q (142.370073 sec): 3 clusters Score: Raw -577123.278587 + Penalty 2960.631592 = -574162.646995 nChanged 29 SP:Iteration 20F (142.397765 sec): 3 clusters Score: Raw -577128.581137 + Penalty 2960.631592 = -574167.949545 nChanged 23 SP:Iteration 21Q (142.424559 sec): 3 clusters Score: Raw -577132.695314 + Penalty 2960.631592 = -574172.063722 nChanged 20 SP:Iteration 22Q (142.451133 sec): 3 clusters Score: Raw -577137.358900 + Penalty 2960.631592 = -574176.727308 nChanged 16 SP:Iteration 23Q (142.476772 sec): 3 clusters Score: Raw -577140.510778 + Penalty 2960.631592 = -574179.879186 nChanged 15 SP:Iteration 24Q (142.503172 sec): 3 clusters Score: Raw -577144.384870 + Penalty 2960.631592 = -574183.753278 nChanged 16 SP:Iteration 25Q (142.532048 sec): 3 clusters Score: Raw -577148.006857 + Penalty 2960.631592 = -574187.375265 nChanged 18 SP:Iteration 26Q (142.562872 sec): 3 clusters Score: Raw -577152.186016 + Penalty 2960.631592 = -574191.554424 nChanged 20 SP:Iteration 27Q (142.591648 sec): 3 clusters Score: Raw -577156.829070 + Penalty 2960.631592 = -574196.197478 nChanged 16 SP:Iteration 28Q (142.618073 sec): 3 clusters Score: Raw -577159.122650 + Penalty 2960.631592 = -574198.491058 nChanged 11 SP:Iteration 29Q (142.644442 sec): 3 clusters Score: Raw -577160.345271 + Penalty 2960.631592 = -574199.713679 nChanged 10 SP:Iteration 30Q (142.670953 sec): 3 clusters Score: Raw -577161.583071 + Penalty 2960.631592 = -574200.951479 nChanged 9 SP:Iteration 31Q (142.697433 sec): 3 clusters Score: Raw -577162.682722 + Penalty 2960.631592 = -574202.051130 nChanged 9 SP:Iteration 32Q (142.723908 sec): 3 clusters Score: Raw -577164.154441 + Penalty 2960.631592 = -574203.522849 nChanged 16 SP:Iteration 33Q (142.750345 sec): 3 clusters Score: Raw -577166.641249 + Penalty 2960.631592 = -574206.009657 nChanged 8 SP:Iteration 34Q (142.776887 sec): 3 clusters Score: Raw -577167.936176 + Penalty 2960.631592 = -574207.304584 nChanged 12 SP:Iteration 35Q (142.802993 sec): 3 clusters Score: Raw -577169.786093 + Penalty 2960.631592 = -574209.154501 nChanged 11 SP:Iteration 36Q (142.829266 sec): 3 clusters Score: Raw -577171.887590 + Penalty 2960.631592 = -574211.255998 nChanged 10 SP:Iteration 37Q (142.855608 sec): 3 clusters Score: Raw -577172.854940 + Penalty 2960.631592 = -574212.223348 nChanged 8 SP:Iteration 38Q (142.882069 sec): 3 clusters Score: Raw -577174.462228 + Penalty 2960.631592 = -574213.830636 nChanged 18 SP:Iteration 39Q (142.908473 sec): 3 clusters Score: Raw -577178.010006 + Penalty 2960.631592 = -574217.378414 nChanged 23 SP:Iteration 40F (142.936138 sec): 3 clusters Score: Raw -577182.413359 + Penalty 2960.631592 = -574221.781767 nChanged 18 SP:Iteration 41Q (142.962376 sec): 3 clusters Score: Raw -577186.069933 + Penalty 2960.631592 = -574225.438341 nChanged 19 SP:Iteration 42Q (142.988767 sec): 3 clusters Score: Raw -577188.938302 + Penalty 2960.631592 = -574228.306710 nChanged 19 SP:Iteration 43Q (143.014992 sec): 3 clusters Score: Raw -577192.494312 + Penalty 2960.631592 = -574231.862720 nChanged 18 SP:Iteration 44Q (143.041353 sec): 3 clusters Score: Raw -577195.132452 + Penalty 2960.631592 = -574234.500860 nChanged 18 SP:Iteration 45Q (143.067879 sec): 3 clusters Score: Raw -577198.216025 + Penalty 2960.631592 = -574237.584433 nChanged 16 SP:Iteration 46Q (143.094237 sec): 3 clusters Score: Raw -577200.611406 + Penalty 2960.631592 = -574239.979814 nChanged 16 SP:Iteration 47Q (143.120495 sec): 3 clusters Score: Raw -577203.550070 + Penalty 2960.631592 = -574242.918478 nChanged 22 SP:Iteration 48Q (143.146874 sec): 3 clusters Score: Raw -577207.610656 + Penalty 2960.631592 = -574246.979064 nChanged 17 SP:Iteration 49Q (143.173267 sec): 3 clusters Score: Raw -577209.889125 + Penalty 2960.631592 = -574249.257533 nChanged 12 SP:Iteration 50Q (143.199572 sec): 3 clusters Score: Raw -577211.284178 + Penalty 2960.631592 = -574250.652586 nChanged 15 SP:Iteration 51Q (143.225894 sec): 3 clusters Score: Raw -577214.029026 + Penalty 2960.631592 = -574253.397434 nChanged 18 SP:Iteration 52Q (143.252290 sec): 3 clusters Score: Raw -577217.135056 + Penalty 2960.631592 = -574256.503464 nChanged 19 SP:Iteration 53Q (143.278513 sec): 3 clusters Score: Raw -577219.975703 + Penalty 2960.631592 = -574259.344111 nChanged 16 SP:Iteration 54Q (143.305015 sec): 3 clusters Score: Raw -577221.960106 + Penalty 2960.631592 = -574261.328514 nChanged 10 SP:Iteration 55Q (143.330223 sec): 3 clusters Score: Raw -577223.470300 + Penalty 2960.631592 = -574262.838708 nChanged 14 SP:Iteration 56Q (143.358661 sec): 3 clusters Score: Raw -577225.750023 + Penalty 2960.631592 = -574265.118430 nChanged 11 SP:Iteration 57Q (143.389232 sec): 3 clusters Score: Raw -577227.206960 + Penalty 2960.631592 = -574266.575368 nChanged 14 SP:Iteration 58Q (143.418348 sec): 3 clusters Score: Raw -577229.382260 + Penalty 2960.631592 = -574268.750668 nChanged 13 SP:Iteration 59Q (143.444559 sec): 3 clusters Score: Raw -577232.042253 + Penalty 2960.631592 = -574271.410661 nChanged 21 SP:Iteration 60F (143.472261 sec): 3 clusters Score: Raw -577235.900519 + Penalty 2960.631592 = -574275.268927 nChanged 21 SP:Iteration 61Q (143.498584 sec): 3 clusters Score: Raw -577240.306793 + Penalty 2960.631592 = -574279.675201 nChanged 24 SP:Iteration 62Q (143.524945 sec): 3 clusters Score: Raw -577245.069500 + Penalty 2960.631592 = -574284.437908 nChanged 17 SP:Iteration 63Q (143.551144 sec): 3 clusters Score: Raw -577248.802164 + Penalty 2960.631592 = -574288.170572 nChanged 19 SP:Iteration 64Q (143.577554 sec): 3 clusters Score: Raw -577252.886970 + Penalty 2960.631592 = -574292.255378 nChanged 19 SP:Iteration 65Q (143.603943 sec): 3 clusters Score: Raw -577256.994905 + Penalty 2960.631592 = -574296.363313 nChanged 19 SP:Iteration 66Q (143.630343 sec): 3 clusters Score: Raw -577259.937231 + Penalty 2960.631592 = -574299.305639 nChanged 18 SP:Iteration 67Q (143.656418 sec): 3 clusters Score: Raw -577263.565073 + Penalty 2960.631592 = -574302.933481 nChanged 19 SP:Iteration 68Q (143.682594 sec): 3 clusters Score: Raw -577267.590807 + Penalty 2960.631592 = -574306.959215 nChanged 18 SP:Iteration 69Q (143.708722 sec): 3 clusters Score: Raw -577272.688458 + Penalty 2960.631592 = -574312.056866 nChanged 21 SP:Iteration 70Q (143.734983 sec): 3 clusters Score: Raw -577279.056141 + Penalty 2960.631592 = -574318.424549 nChanged 23 SP:Iteration 71Q (143.760940 sec): 3 clusters Score: Raw -577283.696730 + Penalty 2960.631592 = -574323.065138 nChanged 17 SP:Iteration 72Q (143.786990 sec): 3 clusters Score: Raw -577287.700900 + Penalty 2960.631592 = -574327.069308 nChanged 21 SP:Iteration 73Q (143.813043 sec): 3 clusters Score: Raw -577291.819671 + Penalty 2960.631592 = -574331.188079 nChanged 12 SP:Iteration 74Q (143.839124 sec): 3 clusters Score: Raw -577293.312074 + Penalty 2960.631592 = -574332.680482 nChanged 7 SP:Iteration 75Q (143.875100 sec): 3 clusters Score: Raw -577294.065032 + Penalty 2960.631592 = -574333.433440 nChanged 7 SP:Iteration 76Q (143.901094 sec): 3 clusters Score: Raw -577295.396152 + Penalty 2960.631592 = -574334.764560 nChanged 13 SP:Iteration 77Q (143.926975 sec): 3 clusters Score: Raw -577297.981006 + Penalty 2960.631592 = -574337.349414 nChanged 8 SP:Iteration 78Q (143.954343 sec): 3 clusters Score: Raw -577299.855795 + Penalty 2960.631592 = -574339.224203 nChanged 7 SP:Iteration 79Q (143.981042 sec): 3 clusters Score: Raw -577301.087250 + Penalty 2960.631592 = -574340.455658 nChanged 12 SP:Iteration 80F (144.008817 sec): 3 clusters Score: Raw -577302.418700 + Penalty 2960.631592 = -574341.787108 nChanged 4 SP:Iteration 81Q (144.034753 sec): 3 clusters Score: Raw -577302.770227 + Penalty 2960.631592 = -574342.138635 nChanged 6 SP:Iteration 82Q (144.060761 sec): 3 clusters Score: Raw -577303.455906 + Penalty 2960.631592 = -574342.824313 nChanged 8 SP:Iteration 83Q (144.086981 sec): 3 clusters Score: Raw -577305.485946 + Penalty 2960.631592 = -574344.854354 nChanged 12 SP:Iteration 84Q (144.112942 sec): 3 clusters Score: Raw -577307.891211 + Penalty 2960.631592 = -574347.259618 nChanged 9 SP:Iteration 85Q (144.138904 sec): 3 clusters Score: Raw -577309.812866 + Penalty 2960.631592 = -574349.181274 nChanged 14 SP:Iteration 86Q (144.165006 sec): 3 clusters Score: Raw -577312.005943 + Penalty 2960.631592 = -574351.374351 nChanged 15 SP:Iteration 87Q (144.190948 sec): 3 clusters Score: Raw -577314.326417 + Penalty 2960.631592 = -574353.694825 nChanged 17 SP:Iteration 88Q (144.216948 sec): 3 clusters Score: Raw -577316.661519 + Penalty 2960.631592 = -574356.029927 nChanged 10 SP:Iteration 89Q (144.242870 sec): 3 clusters Score: Raw -577318.134859 + Penalty 2960.631592 = -574357.503267 nChanged 4 SP:Iteration 90Q (144.268907 sec): 3 clusters Score: Raw -577320.831841 + Penalty 2960.631592 = -574360.200249 nChanged 6 SP:Iteration 91Q (144.294782 sec): 3 clusters Score: Raw -577321.736862 + Penalty 2960.631592 = -574361.105270 nChanged 5 SP:Iteration 92Q (144.320773 sec): 3 clusters Score: Raw -577323.283590 + Penalty 2960.631592 = -574362.651998 nChanged 6 SP:Iteration 93Q (144.346741 sec): 3 clusters Score: Raw -577324.880150 + Penalty 2960.631592 = -574364.248558 nChanged 11 SP:Iteration 94Q (144.372676 sec): 3 clusters Score: Raw -577327.175314 + Penalty 2960.631592 = -574366.543722 nChanged 16 SP:Iteration 95Q (144.398629 sec): 3 clusters Score: Raw -577330.121077 + Penalty 2960.631592 = -574369.489485 nChanged 13 SP:Iteration 96Q (144.424651 sec): 3 clusters Score: Raw -577332.733880 + Penalty 2960.631592 = -574372.102288 nChanged 13 SP:Iteration 97Q (144.450705 sec): 3 clusters Score: Raw -577335.884621 + Penalty 2960.631592 = -574375.253029 nChanged 18 SP:Iteration 98Q (144.476741 sec): 3 clusters Score: Raw -577340.455152 + Penalty 2960.631592 = -574379.823560 nChanged 14 SP:Iteration 99Q (144.502654 sec): 3 clusters Score: Raw -577343.629462 + Penalty 2960.631592 = -574382.997870 nChanged 11 SP:Iteration 100F (144.530380 sec): 3 clusters Score: Raw -577346.352917 + Penalty 2960.631592 = -574385.721325 nChanged 14 SP:Iteration 101Q (144.556298 sec): 3 clusters Score: Raw -577349.322462 + Penalty 2960.631592 = -574388.690870 nChanged 19 SP:Iteration 102Q (144.582104 sec): 3 clusters Score: Raw -577355.990208 + Penalty 2960.631592 = -574395.358616 nChanged 26 SP:Iteration 103Q (144.608040 sec): 3 clusters Score: Raw -577363.215730 + Penalty 2960.631592 = -574402.584138 nChanged 24 SP:Iteration 104Q (144.633884 sec): 3 clusters Score: Raw -577368.647613 + Penalty 2960.631592 = -574408.016021 nChanged 26 SP:Iteration 105Q (144.659843 sec): 3 clusters Score: Raw -577376.294842 + Penalty 2960.631592 = -574415.663250 nChanged 24 SP:Iteration 106Q (144.685709 sec): 3 clusters Score: Raw -577383.029587 + Penalty 2960.631592 = -574422.397995 nChanged 23 SP:Iteration 107Q (144.711331 sec): 3 clusters Score: Raw -577389.331668 + Penalty 2960.631592 = -574428.700076 nChanged 31 SP:Iteration 108Q (144.737240 sec): 3 clusters Score: Raw -577398.837613 + Penalty 2960.631592 = -574438.206021 nChanged 22 SP:Iteration 109Q (144.762871 sec): 3 clusters Score: Raw -577403.908907 + Penalty 2960.631592 = -574443.277315 nChanged 18 SP:Iteration 110Q (144.788578 sec): 3 clusters Score: Raw -577407.403724 + Penalty 2960.631592 = -574446.772132 nChanged 17 SP:Iteration 111Q (144.814072 sec): 3 clusters Score: Raw -577411.681818 + Penalty 2960.631592 = -574451.050226 nChanged 17 SP:Iteration 112Q (144.839600 sec): 3 clusters Score: Raw -577416.029238 + Penalty 2960.631592 = -574455.397646 nChanged 19 SP:Iteration 113Q (144.865286 sec): 3 clusters Score: Raw -577420.274059 + Penalty 2960.631592 = -574459.642467 nChanged 17 SP:Iteration 114Q (144.890993 sec): 3 clusters Score: Raw -577423.854475 + Penalty 2960.631592 = -574463.222883 nChanged 18 SP:Iteration 115Q (144.916604 sec): 3 clusters Score: Raw -577428.394954 + Penalty 2960.631592 = -574467.763362 nChanged 13 SP:Iteration 116Q (144.942188 sec): 3 clusters Score: Raw -577431.063641 + Penalty 2960.631592 = -574470.432049 nChanged 14 SP:Iteration 117Q (144.967805 sec): 3 clusters Score: Raw -577434.067243 + Penalty 2960.631592 = -574473.435651 nChanged 18 SP:Iteration 118Q (144.993273 sec): 3 clusters Score: Raw -577438.871190 + Penalty 2960.631592 = -574478.239598 nChanged 25 SP:Iteration 119Q (145.020203 sec): 3 clusters Score: Raw -577445.513417 + Penalty 2960.631592 = -574484.881825 nChanged 25 SP:Iteration 120F (145.047778 sec): 3 clusters Score: Raw -577452.081435 + Penalty 2960.631592 = -574491.449843 nChanged 27 SP:Iteration 121Q (145.073376 sec): 3 clusters Score: Raw -577460.436589 + Penalty 2960.631592 = -574499.804997 nChanged 26 SP:Iteration 122Q (145.099026 sec): 3 clusters Score: Raw -577466.890689 + Penalty 2960.631592 = -574506.259097 nChanged 26 SP:Iteration 123Q (145.124694 sec): 3 clusters Score: Raw -577473.451099 + Penalty 2960.631592 = -574512.819507 nChanged 17 SP:Iteration 124Q (145.150207 sec): 3 clusters Score: Raw -577478.532976 + Penalty 2960.631592 = -574517.901384 nChanged 12 SP:Iteration 125Q (145.175633 sec): 3 clusters Score: Raw -577482.599732 + Penalty 2960.631592 = -574521.968140 nChanged 14 SP:Iteration 126Q (145.200985 sec): 3 clusters Score: Raw -577486.932761 + Penalty 2960.631592 = -574526.301169 nChanged 18 SP:Iteration 127Q (145.226372 sec): 3 clusters Score: Raw -577491.142874 + Penalty 2960.631592 = -574530.511282 nChanged 11 SP:Iteration 128Q (145.251880 sec): 3 clusters Score: Raw -577493.674490 + Penalty 2960.631592 = -574533.042898 nChanged 15 SP:Iteration 129Q (145.277365 sec): 3 clusters Score: Raw -577496.978132 + Penalty 2960.631592 = -574536.346540 nChanged 11 SP:Iteration 130Q (145.302802 sec): 3 clusters Score: Raw -577499.019957 + Penalty 2960.631592 = -574538.388365 nChanged 7 SP:Iteration 131Q (145.328271 sec): 3 clusters Score: Raw -577500.697082 + Penalty 2960.631592 = -574540.065490 nChanged 10 SP:Iteration 132Q (145.353807 sec): 3 clusters Score: Raw -577502.568943 + Penalty 2960.631592 = -574541.937351 nChanged 9 SP:Iteration 133Q (145.379351 sec): 3 clusters Score: Raw -577504.801734 + Penalty 2960.631592 = -574544.170142 nChanged 5 SP:Iteration 134Q (145.405757 sec): 3 clusters Score: Raw -577505.962426 + Penalty 2960.631592 = -574545.330834 nChanged 5 SP:Iteration 135Q (145.431190 sec): 3 clusters Score: Raw -577507.036884 + Penalty 2960.631592 = -574546.405292 nChanged 4 SP:Iteration 136Q (145.456462 sec): 3 clusters Score: Raw -577507.747177 + Penalty 2960.631592 = -574547.115585 nChanged 3 SP:Iteration 137Q (145.481825 sec): 3 clusters Score: Raw -577508.082518 + Penalty 2960.631592 = -574547.450926 nChanged 2 SP:Iteration 138Q (145.507069 sec): 3 clusters Score: Raw -577508.216426 + Penalty 2960.631592 = -574547.584834 nChanged 1 SP:Iteration 139Q (145.532445 sec): 3 clusters Score: Raw -577508.267684 + Penalty 2960.631592 = -574547.636092 nChanged 0 SP:Iteration 140F (145.560057 sec): 3 clusters Score: Raw -577508.267684 + Penalty 2960.631592 = -574547.636092 nChanged 0 Trying to split cluster 12 (5228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (145.578995 sec): 2 clusters Score: Raw -284211.403771 + Penalty 1391.289912 = -282820.113859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.600716 sec): 3 clusters Score: Raw -281449.053022 + Penalty 2782.579824 = -278666.473198 nChanged 2205 SP:Iteration 1F (145.621775 sec): 3 clusters Score: Raw -282998.314237 + Penalty 2782.579824 = -280215.734412 nChanged 594 SP:Iteration 2F (145.642764 sec): 3 clusters Score: Raw -283851.951211 + Penalty 2782.579824 = -281069.371386 nChanged 611 SP:Iteration 3F (145.663962 sec): 3 clusters Score: Raw -284868.216446 + Penalty 2782.579824 = -282085.636622 nChanged 513 SP:Iteration 4F (145.684947 sec): 3 clusters Score: Raw -285674.248305 + Penalty 2782.579824 = -282891.668480 nChanged 333 SP:Iteration 5F (145.706164 sec): 3 clusters Score: Raw -286086.586068 + Penalty 2782.579824 = -283304.006244 nChanged 216 SP:Iteration 6Q (145.726545 sec): 3 clusters Score: Raw -286283.631488 + Penalty 2782.579824 = -283501.051664 nChanged 136 SP:Iteration 7Q (145.746663 sec): 3 clusters Score: Raw -286359.517767 + Penalty 2782.579824 = -283576.937943 nChanged 78 SP:Iteration 8Q (145.768663 sec): 3 clusters Score: Raw -286394.386614 + Penalty 2782.579824 = -283611.806789 nChanged 58 SP:Iteration 9Q (145.790742 sec): 3 clusters Score: Raw -286416.589792 + Penalty 2782.579824 = -283634.009968 nChanged 44 SP:Iteration 10Q (145.812076 sec): 3 clusters Score: Raw -286439.055141 + Penalty 2782.579824 = -283656.475316 nChanged 48 SP:Iteration 11Q (145.832170 sec): 3 clusters Score: Raw -286461.492411 + Penalty 2782.579824 = -283678.912587 nChanged 48 SP:Iteration 12Q (145.852520 sec): 3 clusters Score: Raw -286481.447393 + Penalty 2782.579824 = -283698.867569 nChanged 38 SP:Iteration 13Q (145.872656 sec): 3 clusters Score: Raw -286497.980605 + Penalty 2782.579824 = -283715.400781 nChanged 45 SP:Iteration 14Q (145.892779 sec): 3 clusters Score: Raw -286517.159866 + Penalty 2782.579824 = -283734.580042 nChanged 49 SP:Iteration 15Q (145.912932 sec): 3 clusters Score: Raw -286538.941556 + Penalty 2782.579824 = -283756.361732 nChanged 51 SP:Iteration 16Q (145.933001 sec): 3 clusters Score: Raw -286561.161964 + Penalty 2782.579824 = -283778.582140 nChanged 34 SP:Iteration 17Q (145.953140 sec): 3 clusters Score: Raw -286571.078754 + Penalty 2782.579824 = -283788.498930 nChanged 29 SP:Iteration 18Q (145.973364 sec): 3 clusters Score: Raw -286579.835420 + Penalty 2782.579824 = -283797.255596 nChanged 22 SP:Iteration 19Q (145.993563 sec): 3 clusters Score: Raw -286588.103346 + Penalty 2782.579824 = -283805.523521 nChanged 27 SP:Iteration 20F (146.014590 sec): 3 clusters Score: Raw -286594.811038 + Penalty 2782.579824 = -283812.231213 nChanged 14 SP:Iteration 21Q (146.034499 sec): 3 clusters Score: Raw -286597.466524 + Penalty 2782.579824 = -283814.886699 nChanged 6 SP:Iteration 22Q (146.054546 sec): 3 clusters Score: Raw -286598.114893 + Penalty 2782.579824 = -283815.535069 nChanged 2 SP:Iteration 23Q (146.074322 sec): 3 clusters Score: Raw -286598.380187 + Penalty 2782.579824 = -283815.800363 nChanged 0 SP:Iteration 24F (146.095057 sec): 3 clusters Score: Raw -286598.380187 + Penalty 2782.579824 = -283815.800363 nChanged 0 Score: Raw -27455789.189843 + Penalty 50649.003131 = -27405140.186712 Splitting cluster 12 changes total score from -27399072.056661 to -27405140.186712 So it's getting split into cluster 24. Trying to split cluster 13 (43951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (152.311192 sec): 2 clusters Score: Raw -2903478.169344 + Penalty 1737.259982 = -2901740.909362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (152.398295 sec): 3 clusters Score: Raw -2875916.098962 + Penalty 3474.519963 = -2872441.578998 nChanged 20562 SP:Iteration 1F (152.478582 sec): 3 clusters Score: Raw -2887905.539732 + Penalty 3474.519963 = -2884431.019769 nChanged 2452 SP:Iteration 2F (152.559330 sec): 3 clusters Score: Raw -2889258.027779 + Penalty 3474.519963 = -2885783.507815 nChanged 2839 SP:Iteration 3F (152.639054 sec): 3 clusters Score: Raw -2891336.500585 + Penalty 3474.519963 = -2887861.980621 nChanged 3355 SP:Iteration 4F (152.719568 sec): 3 clusters Score: Raw -2894408.279429 + Penalty 3474.519963 = -2890933.759466 nChanged 3715 SP:Iteration 5F (152.799954 sec): 3 clusters Score: Raw -2898009.666288 + Penalty 3474.519963 = -2894535.146325 nChanged 3466 SP:Iteration 6F (152.880078 sec): 3 clusters Score: Raw -2900943.897553 + Penalty 3474.519963 = -2897469.377590 nChanged 2758 SP:Iteration 7F (152.960795 sec): 3 clusters Score: Raw -2902846.682550 + Penalty 3474.519963 = -2899372.162586 nChanged 2055 SP:Iteration 8Q (153.041866 sec): 3 clusters Score: Raw -2904101.751055 + Penalty 3474.519963 = -2900627.231092 nChanged 1453 SP:Iteration 9Q (153.121438 sec): 3 clusters Score: Raw -2904841.056710 + Penalty 3474.519963 = -2901366.536747 nChanged 1157 SP:Iteration 10Q (153.200443 sec): 3 clusters Score: Raw -2905351.797032 + Penalty 3474.519963 = -2901877.277068 nChanged 934 SP:Iteration 11Q (153.279571 sec): 3 clusters Score: Raw -2905738.947873 + Penalty 3474.519963 = -2902264.427910 nChanged 812 SP:Iteration 12Q (153.366771 sec): 3 clusters Score: Raw -2906056.007618 + Penalty 3474.519963 = -2902581.487655 nChanged 748 SP:Iteration 13Q (153.477963 sec): 3 clusters Score: Raw -2906337.336491 + Penalty 3474.519963 = -2902862.816528 nChanged 712 SP:Iteration 14Q (153.555535 sec): 3 clusters Score: Raw -2906586.825328 + Penalty 3474.519963 = -2903112.305365 nChanged 648 SP:Iteration 15Q (153.632886 sec): 3 clusters Score: Raw -2906835.863543 + Penalty 3474.519963 = -2903361.343580 nChanged 674 SP:Iteration 16Q (153.709699 sec): 3 clusters Score: Raw -2907123.626061 + Penalty 3474.519963 = -2903649.106098 nChanged 668 SP:Iteration 17Q (153.786370 sec): 3 clusters Score: Raw -2907430.817406 + Penalty 3474.519963 = -2903956.297443 nChanged 675 SP:Iteration 18Q (153.862280 sec): 3 clusters Score: Raw -2907720.557999 + Penalty 3474.519963 = -2904246.038036 nChanged 663 SP:Iteration 19Q (153.936234 sec): 3 clusters Score: Raw -2908010.315358 + Penalty 3474.519963 = -2904535.795395 nChanged 589 SP:Iteration 20F (154.056190 sec): 3 clusters Score: Raw -2908224.069919 + Penalty 3474.519963 = -2904749.549955 nChanged 504 SP:Iteration 21Q (154.155983 sec): 3 clusters Score: Raw -2908371.697320 + Penalty 3474.519963 = -2904897.177356 nChanged 414 SP:Iteration 22Q (154.267118 sec): 3 clusters Score: Raw -2908466.010274 + Penalty 3474.519963 = -2904991.490310 nChanged 296 SP:Iteration 23Q (154.358165 sec): 3 clusters Score: Raw -2908527.127992 + Penalty 3474.519963 = -2905052.608028 nChanged 223 SP:Iteration 24Q (154.434686 sec): 3 clusters Score: Raw -2908575.971478 + Penalty 3474.519963 = -2905101.451514 nChanged 201 SP:Iteration 25Q (154.509988 sec): 3 clusters Score: Raw -2908620.792466 + Penalty 3474.519963 = -2905146.272503 nChanged 193 SP:Iteration 26Q (154.585215 sec): 3 clusters Score: Raw -2908656.800444 + Penalty 3474.519963 = -2905182.280481 nChanged 172 SP:Iteration 27Q (154.660046 sec): 3 clusters Score: Raw -2908688.561700 + Penalty 3474.519963 = -2905214.041737 nChanged 162 SP:Iteration 28Q (154.737643 sec): 3 clusters Score: Raw -2908722.799979 + Penalty 3474.519963 = -2905248.280015 nChanged 178 SP:Iteration 29Q (154.812610 sec): 3 clusters Score: Raw -2908759.755142 + Penalty 3474.519963 = -2905285.235179 nChanged 177 SP:Iteration 30Q (154.887346 sec): 3 clusters Score: Raw -2908797.262201 + Penalty 3474.519963 = -2905322.742238 nChanged 180 SP:Iteration 31Q (154.962271 sec): 3 clusters Score: Raw -2908840.869142 + Penalty 3474.519963 = -2905366.349178 nChanged 193 SP:Iteration 32Q (155.043627 sec): 3 clusters Score: Raw -2908892.466042 + Penalty 3474.519963 = -2905417.946079 nChanged 211 SP:Iteration 33Q (155.119541 sec): 3 clusters Score: Raw -2908955.684543 + Penalty 3474.519963 = -2905481.164580 nChanged 214 SP:Iteration 34Q (155.194055 sec): 3 clusters Score: Raw -2909024.662674 + Penalty 3474.519963 = -2905550.142711 nChanged 233 SP:Iteration 35Q (155.268351 sec): 3 clusters Score: Raw -2909107.770475 + Penalty 3474.519963 = -2905633.250512 nChanged 267 SP:Iteration 36Q (155.342685 sec): 3 clusters Score: Raw -2909196.057258 + Penalty 3474.519963 = -2905721.537295 nChanged 275 SP:Iteration 37Q (155.420349 sec): 3 clusters Score: Raw -2909296.086846 + Penalty 3474.519963 = -2905821.566883 nChanged 291 SP:Iteration 38Q (155.497402 sec): 3 clusters Score: Raw -2909409.294807 + Penalty 3474.519963 = -2905934.774843 nChanged 302 SP:Iteration 39Q (155.571157 sec): 3 clusters Score: Raw -2909517.794749 + Penalty 3474.519963 = -2906043.274786 nChanged 317 SP:Iteration 40F (155.650465 sec): 3 clusters Score: Raw -2909627.040491 + Penalty 3474.519963 = -2906152.520528 nChanged 275 SP:Iteration 41Q (155.727109 sec): 3 clusters Score: Raw -2909715.314496 + Penalty 3474.519963 = -2906240.794533 nChanged 274 SP:Iteration 42Q (155.801460 sec): 3 clusters Score: Raw -2909786.776657 + Penalty 3474.519963 = -2906312.256694 nChanged 264 SP:Iteration 43Q (155.875259 sec): 3 clusters Score: Raw -2909850.244902 + Penalty 3474.519963 = -2906375.724939 nChanged 235 SP:Iteration 44Q (155.948933 sec): 3 clusters Score: Raw -2909902.632811 + Penalty 3474.519963 = -2906428.112848 nChanged 222 SP:Iteration 45Q (156.022505 sec): 3 clusters Score: Raw -2909954.759754 + Penalty 3474.519963 = -2906480.239791 nChanged 220 SP:Iteration 46Q (156.096001 sec): 3 clusters Score: Raw -2910002.232530 + Penalty 3474.519963 = -2906527.712567 nChanged 217 SP:Iteration 47Q (156.169568 sec): 3 clusters Score: Raw -2910051.521525 + Penalty 3474.519963 = -2906577.001562 nChanged 231 SP:Iteration 48Q (156.244714 sec): 3 clusters Score: Raw -2910103.097834 + Penalty 3474.519963 = -2906628.577871 nChanged 227 SP:Iteration 49Q (156.317430 sec): 3 clusters Score: Raw -2910149.262125 + Penalty 3474.519963 = -2906674.742162 nChanged 202 SP:Iteration 50Q (156.390255 sec): 3 clusters Score: Raw -2910189.697986 + Penalty 3474.519963 = -2906715.178022 nChanged 165 SP:Iteration 51Q (156.462724 sec): 3 clusters Score: Raw -2910217.740486 + Penalty 3474.519963 = -2906743.220522 nChanged 162 SP:Iteration 52Q (156.535173 sec): 3 clusters Score: Raw -2910243.005128 + Penalty 3474.519963 = -2906768.485164 nChanged 145 SP:Iteration 53Q (156.607802 sec): 3 clusters Score: Raw -2910258.826884 + Penalty 3474.519963 = -2906784.306921 nChanged 110 SP:Iteration 54Q (156.679873 sec): 3 clusters Score: Raw -2910269.964092 + Penalty 3474.519963 = -2906795.444129 nChanged 101 SP:Iteration 55Q (156.752162 sec): 3 clusters Score: Raw -2910278.530671 + Penalty 3474.519963 = -2906804.010708 nChanged 81 SP:Iteration 56Q (156.824028 sec): 3 clusters Score: Raw -2910285.135947 + Penalty 3474.519963 = -2906810.615984 nChanged 80 SP:Iteration 57Q (156.896141 sec): 3 clusters Score: Raw -2910291.585952 + Penalty 3474.519963 = -2906817.065989 nChanged 70 SP:Iteration 58Q (156.968216 sec): 3 clusters Score: Raw -2910296.459747 + Penalty 3474.519963 = -2906821.939783 nChanged 68 SP:Iteration 59Q (157.040279 sec): 3 clusters Score: Raw -2910300.491572 + Penalty 3474.519963 = -2906825.971609 nChanged 54 SP:Iteration 60F (157.118918 sec): 3 clusters Score: Raw -2910304.157434 + Penalty 3474.519963 = -2906829.637471 nChanged 43 SP:Iteration 61Q (157.192481 sec): 3 clusters Score: Raw -2910306.143278 + Penalty 3474.519963 = -2906831.623315 nChanged 33 SP:Iteration 62Q (157.264784 sec): 3 clusters Score: Raw -2910307.562189 + Penalty 3474.519963 = -2906833.042226 nChanged 28 SP:Iteration 63Q (157.337189 sec): 3 clusters Score: Raw -2910309.046085 + Penalty 3474.519963 = -2906834.526122 nChanged 25 SP:Iteration 64Q (157.409279 sec): 3 clusters Score: Raw -2910310.517672 + Penalty 3474.519963 = -2906835.997709 nChanged 32 SP:Iteration 65Q (157.481985 sec): 3 clusters Score: Raw -2910311.900971 + Penalty 3474.519963 = -2906837.381008 nChanged 24 SP:Iteration 66Q (157.554132 sec): 3 clusters Score: Raw -2910312.998352 + Penalty 3474.519963 = -2906838.478389 nChanged 15 SP:Iteration 67Q (157.626420 sec): 3 clusters Score: Raw -2910313.463709 + Penalty 3474.519963 = -2906838.943746 nChanged 13 SP:Iteration 68Q (157.697726 sec): 3 clusters Score: Raw -2910314.043559 + Penalty 3474.519963 = -2906839.523595 nChanged 16 SP:Iteration 69Q (157.770771 sec): 3 clusters Score: Raw -2910314.738415 + Penalty 3474.519963 = -2906840.218452 nChanged 18 SP:Iteration 70Q (157.842646 sec): 3 clusters Score: Raw -2910315.261849 + Penalty 3474.519963 = -2906840.741886 nChanged 14 SP:Iteration 71Q (157.915461 sec): 3 clusters Score: Raw -2910315.710722 + Penalty 3474.519963 = -2906841.190759 nChanged 15 SP:Iteration 72Q (157.987572 sec): 3 clusters Score: Raw -2910316.162060 + Penalty 3474.519963 = -2906841.642097 nChanged 9 SP:Iteration 73Q (158.059967 sec): 3 clusters Score: Raw -2910316.559529 + Penalty 3474.519963 = -2906842.039566 nChanged 15 SP:Iteration 74Q (158.131971 sec): 3 clusters Score: Raw -2910317.137666 + Penalty 3474.519963 = -2906842.617703 nChanged 19 SP:Iteration 75Q (158.204133 sec): 3 clusters Score: Raw -2910317.728863 + Penalty 3474.519963 = -2906843.208900 nChanged 16 SP:Iteration 76Q (158.276077 sec): 3 clusters Score: Raw -2910318.479375 + Penalty 3474.519963 = -2906843.959412 nChanged 13 SP:Iteration 77Q (158.348499 sec): 3 clusters Score: Raw -2910318.874546 + Penalty 3474.519963 = -2906844.354583 nChanged 11 SP:Iteration 78Q (158.420537 sec): 3 clusters Score: Raw -2910319.131773 + Penalty 3474.519963 = -2906844.611810 nChanged 9 SP:Iteration 79Q (158.492581 sec): 3 clusters Score: Raw -2910319.312201 + Penalty 3474.519963 = -2906844.792238 nChanged 3 SP:Iteration 80F (158.571441 sec): 3 clusters Score: Raw -2910319.436292 + Penalty 3474.519963 = -2906844.916329 nChanged 1 SP:Iteration 81Q (158.644788 sec): 3 clusters Score: Raw -2910319.476261 + Penalty 3474.519963 = -2906844.956298 nChanged 2 SP:Iteration 82Q (158.719329 sec): 3 clusters Score: Raw -2910319.549898 + Penalty 3474.519963 = -2906845.029935 nChanged 4 SP:Iteration 83Q (158.800072 sec): 3 clusters Score: Raw -2910319.619245 + Penalty 3474.519963 = -2906845.099282 nChanged 1 SP:Iteration 84Q (158.872205 sec): 3 clusters Score: Raw -2910319.629945 + Penalty 3474.519963 = -2906845.109982 nChanged 2 SP:Iteration 85Q (158.944260 sec): 3 clusters Score: Raw -2910319.660687 + Penalty 3474.519963 = -2906845.140724 nChanged 2 SP:Iteration 86Q (159.016468 sec): 3 clusters Score: Raw -2910319.803637 + Penalty 3474.519963 = -2906845.283673 nChanged 6 SP:Iteration 87Q (159.091411 sec): 3 clusters Score: Raw -2910320.111235 + Penalty 3474.519963 = -2906845.591272 nChanged 7 SP:Iteration 88Q (159.163628 sec): 3 clusters Score: Raw -2910320.452098 + Penalty 3474.519963 = -2906845.932135 nChanged 8 SP:Iteration 89Q (159.235701 sec): 3 clusters Score: Raw -2910320.946870 + Penalty 3474.519963 = -2906846.426907 nChanged 11 SP:Iteration 90Q (159.307954 sec): 3 clusters Score: Raw -2910321.321028 + Penalty 3474.519963 = -2906846.801064 nChanged 6 SP:Iteration 91Q (159.380366 sec): 3 clusters Score: Raw -2910321.488152 + Penalty 3474.519963 = -2906846.968188 nChanged 4 SP:Iteration 92Q (159.452406 sec): 3 clusters Score: Raw -2910321.627003 + Penalty 3474.519963 = -2906847.107040 nChanged 7 SP:Iteration 93Q (159.527973 sec): 3 clusters Score: Raw -2910321.922400 + Penalty 3474.519963 = -2906847.402437 nChanged 4 SP:Iteration 94Q (159.599876 sec): 3 clusters Score: Raw -2910322.034313 + Penalty 3474.519963 = -2906847.514350 nChanged 9 SP:Iteration 95Q (159.670746 sec): 3 clusters Score: Raw -2910322.327435 + Penalty 3474.519963 = -2906847.807472 nChanged 7 SP:Iteration 96Q (159.767249 sec): 3 clusters Score: Raw -2910322.568823 + Penalty 3474.519963 = -2906848.048860 nChanged 7 SP:Iteration 97Q (159.880746 sec): 3 clusters Score: Raw -2910322.764364 + Penalty 3474.519963 = -2906848.244401 nChanged 7 SP:Iteration 98Q (159.981218 sec): 3 clusters Score: Raw -2910322.914403 + Penalty 3474.519963 = -2906848.394439 nChanged 2 SP:Iteration 99Q (160.077376 sec): 3 clusters Score: Raw -2910322.983632 + Penalty 3474.519963 = -2906848.463669 nChanged 0 SP:Iteration 100F (160.180620 sec): 3 clusters Score: Raw -2910322.983632 + Penalty 3474.519963 = -2906848.463669 nChanged 0 Score: Raw -27462634.004131 + Penalty 52759.378262 = -27409874.625869 Splitting cluster 13 changes total score from -27399072.056661 to -27409874.625869 So it's getting split into cluster 25. Trying to split cluster 15 (18579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (167.132450 sec): 2 clusters Score: Raw -1177743.563968 + Penalty 1597.340418 = -1176146.223550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (167.173778 sec): 3 clusters Score: Raw -1166782.055909 + Penalty 3194.680837 = -1163587.375072 nChanged 8349 SP:Iteration 1F (167.213064 sec): 3 clusters Score: Raw -1171532.746498 + Penalty 3194.680837 = -1168338.065662 nChanged 1278 SP:Iteration 2F (167.252335 sec): 3 clusters Score: Raw -1172443.644894 + Penalty 3194.680837 = -1169248.964057 nChanged 1345 SP:Iteration 3F (167.291695 sec): 3 clusters Score: Raw -1173621.545559 + Penalty 3194.680837 = -1170426.864722 nChanged 1309 SP:Iteration 4F (167.331011 sec): 3 clusters Score: Raw -1174733.072742 + Penalty 3194.680837 = -1171538.391906 nChanged 1251 SP:Iteration 5F (167.370474 sec): 3 clusters Score: Raw -1175664.302473 + Penalty 3194.680837 = -1172469.621637 nChanged 1096 SP:Iteration 6F (167.409988 sec): 3 clusters Score: Raw -1176468.306026 + Penalty 3194.680837 = -1173273.625190 nChanged 1089 SP:Iteration 7F (167.449222 sec): 3 clusters Score: Raw -1177344.900224 + Penalty 3194.680837 = -1174150.219387 nChanged 1053 SP:Iteration 8F (167.488571 sec): 3 clusters Score: Raw -1178219.322682 + Penalty 3194.680837 = -1175024.641845 nChanged 1002 SP:Iteration 9F (167.527865 sec): 3 clusters Score: Raw -1179242.652221 + Penalty 3194.680837 = -1176047.971385 nChanged 1055 SP:Iteration 10F (167.567155 sec): 3 clusters Score: Raw -1180604.510672 + Penalty 3194.680837 = -1177409.829836 nChanged 1137 SP:Iteration 11F (167.606479 sec): 3 clusters Score: Raw -1182433.602105 + Penalty 3194.680837 = -1179238.921268 nChanged 1188 SP:Iteration 12F (167.645688 sec): 3 clusters Score: Raw -1184796.324613 + Penalty 3194.680837 = -1181601.643776 nChanged 1200 SP:Iteration 13F (167.685072 sec): 3 clusters Score: Raw -1188406.429404 + Penalty 3194.680837 = -1185211.748567 nChanged 1013 SP:Iteration 14F (167.724367 sec): 3 clusters Score: Raw -1193236.764910 + Penalty 3194.680837 = -1190042.084073 nChanged 330 SP:Iteration 15Q (167.756529 sec): 3 clusters Score: Raw -1194742.105243 + Penalty 3194.680837 = -1191547.424406 nChanged 62 SP:Iteration 16Q (167.788342 sec): 3 clusters Score: Raw -1194788.570518 + Penalty 3194.680837 = -1191593.889682 nChanged 7 SP:Iteration 17Q (167.820329 sec): 3 clusters Score: Raw -1194790.070066 + Penalty 3194.680837 = -1191595.389229 nChanged 4 SP:Iteration 18Q (167.853214 sec): 3 clusters Score: Raw -1194790.301672 + Penalty 3194.680837 = -1191595.620836 nChanged 1 SP:Iteration 19Q (167.885593 sec): 3 clusters Score: Raw -1194790.654289 + Penalty 3194.680837 = -1191595.973453 nChanged 0 SP:Iteration 20F (167.925067 sec): 3 clusters Score: Raw -1194790.654289 + Penalty 3194.680837 = -1191595.973453 nChanged 0 Score: Raw -27479681.094451 + Penalty 54869.753392 = -27424811.341059 Splitting cluster 15 changes total score from -27399072.056661 to -27424811.341059 So it's getting split into cluster 26. Trying to split cluster 16 (8978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.239177 sec): 2 clusters Score: Raw -589694.238917 + Penalty 1479.161518 = -588215.077398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.266483 sec): 3 clusters Score: Raw -584724.121692 + Penalty 2958.323036 = -581765.798655 nChanged 3825 SP:Iteration 1F (175.293911 sec): 3 clusters Score: Raw -587428.260679 + Penalty 2958.323036 = -584469.937643 nChanged 1034 SP:Iteration 2F (175.320506 sec): 3 clusters Score: Raw -588833.517829 + Penalty 2958.323036 = -585875.194793 nChanged 1031 SP:Iteration 3F (175.346431 sec): 3 clusters Score: Raw -590108.592461 + Penalty 2958.323036 = -587150.269424 nChanged 748 SP:Iteration 4F (175.373466 sec): 3 clusters Score: Raw -590746.511387 + Penalty 2958.323036 = -587788.188351 nChanged 454 SP:Iteration 5F (175.400483 sec): 3 clusters Score: Raw -591033.687937 + Penalty 2958.323036 = -588075.364900 nChanged 291 SP:Iteration 6Q (175.427272 sec): 3 clusters Score: Raw -591179.693927 + Penalty 2958.323036 = -588221.370891 nChanged 171 SP:Iteration 7Q (175.453914 sec): 3 clusters Score: Raw -591235.471433 + Penalty 2958.323036 = -588277.148396 nChanged 113 SP:Iteration 8Q (175.480493 sec): 3 clusters Score: Raw -591265.706132 + Penalty 2958.323036 = -588307.383095 nChanged 80 SP:Iteration 9Q (175.506971 sec): 3 clusters Score: Raw -591283.999557 + Penalty 2958.323036 = -588325.676521 nChanged 61 SP:Iteration 10Q (175.533474 sec): 3 clusters Score: Raw -591296.394025 + Penalty 2958.323036 = -588338.070989 nChanged 57 SP:Iteration 11Q (175.576561 sec): 3 clusters Score: Raw -591307.912944 + Penalty 2958.323036 = -588349.589908 nChanged 48 SP:Iteration 12Q (175.603051 sec): 3 clusters Score: Raw -591318.632660 + Penalty 2958.323036 = -588360.309623 nChanged 36 SP:Iteration 13Q (175.635662 sec): 3 clusters Score: Raw -591325.203001 + Penalty 2958.323036 = -588366.879965 nChanged 29 SP:Iteration 14Q (175.662121 sec): 3 clusters Score: Raw -591329.521715 + Penalty 2958.323036 = -588371.198678 nChanged 30 SP:Iteration 15Q (175.688628 sec): 3 clusters Score: Raw -591334.698026 + Penalty 2958.323036 = -588376.374990 nChanged 28 SP:Iteration 16Q (175.715043 sec): 3 clusters Score: Raw -591338.343391 + Penalty 2958.323036 = -588380.020355 nChanged 19 SP:Iteration 17Q (175.741569 sec): 3 clusters Score: Raw -591340.608036 + Penalty 2958.323036 = -588382.285000 nChanged 16 SP:Iteration 18Q (175.767874 sec): 3 clusters Score: Raw -591342.365680 + Penalty 2958.323036 = -588384.042644 nChanged 15 SP:Iteration 19Q (175.794192 sec): 3 clusters Score: Raw -591344.480060 + Penalty 2958.323036 = -588386.157024 nChanged 15 SP:Iteration 20F (175.821355 sec): 3 clusters Score: Raw -591345.896298 + Penalty 2958.323036 = -588387.573262 nChanged 6 SP:Iteration 21Q (175.847598 sec): 3 clusters Score: Raw -591346.445391 + Penalty 2958.323036 = -588388.122355 nChanged 6 SP:Iteration 22Q (175.874006 sec): 3 clusters Score: Raw -591347.287292 + Penalty 2958.323036 = -588388.964256 nChanged 5 SP:Iteration 23Q (175.900376 sec): 3 clusters Score: Raw -591347.764027 + Penalty 2958.323036 = -588389.440991 nChanged 1 SP:Iteration 24Q (175.926664 sec): 3 clusters Score: Raw -591347.838556 + Penalty 2958.323036 = -588389.515520 nChanged 1 SP:Iteration 25Q (175.953727 sec): 3 clusters Score: Raw -591347.955040 + Penalty 2958.323036 = -588389.632004 nChanged 2 SP:Iteration 26Q (175.979933 sec): 3 clusters Score: Raw -591348.058749 + Penalty 2958.323036 = -588389.735712 nChanged 0 SP:Iteration 27F (176.007005 sec): 3 clusters Score: Raw -591348.058749 + Penalty 2958.323036 = -588389.735712 nChanged 0 Score: Raw -27481334.914284 + Penalty 56980.128523 = -27424354.785761 Splitting cluster 16 changes total score from -27399072.056661 to -27424354.785761 So it's getting split into cluster 27. Trying to split cluster 17 (3105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (183.713141 sec): 2 clusters Score: Raw -186957.005898 + Penalty 1306.624962 = -185650.380936 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (183.729300 sec): 3 clusters Score: Raw -185481.524695 + Penalty 2613.249923 = -182868.274772 nChanged 1186 SP:Iteration 1F (183.744427 sec): 3 clusters Score: Raw -186351.447775 + Penalty 2613.249923 = -183738.197852 nChanged 321 SP:Iteration 2F (183.759510 sec): 3 clusters Score: Raw -186738.417685 + Penalty 2613.249923 = -184125.167761 nChanged 294 SP:Iteration 3F (183.774663 sec): 3 clusters Score: Raw -187241.099428 + Penalty 2613.249923 = -184627.849505 nChanged 276 SP:Iteration 4F (183.789759 sec): 3 clusters Score: Raw -187655.275597 + Penalty 2613.249923 = -185042.025674 nChanged 191 SP:Iteration 5F (183.804855 sec): 3 clusters Score: Raw -187878.215577 + Penalty 2613.249923 = -185264.965654 nChanged 122 SP:Iteration 6Q (183.820337 sec): 3 clusters Score: Raw -188017.375299 + Penalty 2613.249923 = -185404.125375 nChanged 111 SP:Iteration 7Q (183.835307 sec): 3 clusters Score: Raw -188176.862707 + Penalty 2613.249923 = -185563.612783 nChanged 90 SP:Iteration 8Q (183.849867 sec): 3 clusters Score: Raw -188340.614884 + Penalty 2613.249923 = -185727.364961 nChanged 69 SP:Iteration 9Q (183.864530 sec): 3 clusters Score: Raw -188420.449142 + Penalty 2613.249923 = -185807.199219 nChanged 59 SP:Iteration 10Q (183.879196 sec): 3 clusters Score: Raw -188469.456439 + Penalty 2613.249923 = -185856.206515 nChanged 31 SP:Iteration 11Q (183.893601 sec): 3 clusters Score: Raw -188486.788374 + Penalty 2613.249923 = -185873.538450 nChanged 13 SP:Iteration 12Q (183.908093 sec): 3 clusters Score: Raw -188494.192498 + Penalty 2613.249923 = -185880.942575 nChanged 13 SP:Iteration 13Q (183.922579 sec): 3 clusters Score: Raw -188500.645888 + Penalty 2613.249923 = -185887.395964 nChanged 7 SP:Iteration 14Q (183.937206 sec): 3 clusters Score: Raw -188503.192095 + Penalty 2613.249923 = -185889.942172 nChanged 5 SP:Iteration 15Q (183.951694 sec): 3 clusters Score: Raw -188505.962585 + Penalty 2613.249923 = -185892.712662 nChanged 3 SP:Iteration 16Q (183.966206 sec): 3 clusters Score: Raw -188507.759377 + Penalty 2613.249923 = -185894.509454 nChanged 2 SP:Iteration 17Q (183.980436 sec): 3 clusters Score: Raw -188508.483129 + Penalty 2613.249923 = -185895.233206 nChanged 1 SP:Iteration 18Q (183.995028 sec): 3 clusters Score: Raw -188509.377692 + Penalty 2613.249923 = -185896.127769 nChanged 5 SP:Iteration 19Q (184.009513 sec): 3 clusters Score: Raw -188511.390640 + Penalty 2613.249923 = -185898.140717 nChanged 0 SP:Iteration 20F (184.024612 sec): 3 clusters Score: Raw -188511.390640 + Penalty 2613.249923 = -185898.140717 nChanged 0 Score: Raw -27482889.299026 + Penalty 59090.503653 = -27423798.795373 Splitting cluster 17 changes total score from -27399072.056661 to -27423798.795373 So it's getting split into cluster 28. Trying to split cluster 18 (7197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.381186 sec): 2 clusters Score: Raw -468432.366959 + Penalty 1443.230677 = -466989.136282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.405629 sec): 3 clusters Score: Raw -464513.422825 + Penalty 2886.461354 = -461626.961470 nChanged 3031 SP:Iteration 1F (191.429410 sec): 3 clusters Score: Raw -466117.703317 + Penalty 2886.461354 = -463231.241963 nChanged 534 SP:Iteration 2F (191.464927 sec): 3 clusters Score: Raw -466419.273033 + Penalty 2886.461354 = -463532.811679 nChanged 470 SP:Iteration 3F (191.523220 sec): 3 clusters Score: Raw -466724.131913 + Penalty 2886.461354 = -463837.670558 nChanged 462 SP:Iteration 4F (191.546218 sec): 3 clusters Score: Raw -467078.350018 + Penalty 2886.461354 = -464191.888664 nChanged 466 SP:Iteration 5F (191.570193 sec): 3 clusters Score: Raw -467446.908103 + Penalty 2886.461354 = -464560.446749 nChanged 414 SP:Iteration 6F (191.593980 sec): 3 clusters Score: Raw -467775.827465 + Penalty 2886.461354 = -464889.366111 nChanged 377 SP:Iteration 7F (191.617982 sec): 3 clusters Score: Raw -468063.476961 + Penalty 2886.461354 = -465177.015607 nChanged 338 SP:Iteration 8Q (191.641627 sec): 3 clusters Score: Raw -468306.699237 + Penalty 2886.461354 = -465420.237883 nChanged 290 SP:Iteration 9Q (191.678191 sec): 3 clusters Score: Raw -468499.276289 + Penalty 2886.461354 = -465612.814934 nChanged 224 SP:Iteration 10Q (191.701671 sec): 3 clusters Score: Raw -468625.216959 + Penalty 2886.461354 = -465738.755604 nChanged 185 SP:Iteration 11Q (191.724928 sec): 3 clusters Score: Raw -468718.841893 + Penalty 2886.461354 = -465832.380539 nChanged 133 SP:Iteration 12Q (191.748484 sec): 3 clusters Score: Raw -468782.571665 + Penalty 2886.461354 = -465896.110311 nChanged 120 SP:Iteration 13Q (191.773416 sec): 3 clusters Score: Raw -468849.213724 + Penalty 2886.461354 = -465962.752370 nChanged 117 SP:Iteration 14Q (191.796667 sec): 3 clusters Score: Raw -468920.277870 + Penalty 2886.461354 = -466033.816516 nChanged 110 SP:Iteration 15Q (191.830668 sec): 3 clusters Score: Raw -468979.393961 + Penalty 2886.461354 = -466092.932607 nChanged 99 SP:Iteration 16Q (191.857456 sec): 3 clusters Score: Raw -469037.864048 + Penalty 2886.461354 = -466151.402694 nChanged 92 SP:Iteration 17Q (191.882625 sec): 3 clusters Score: Raw -469091.334968 + Penalty 2886.461354 = -466204.873614 nChanged 82 SP:Iteration 18Q (191.905414 sec): 3 clusters Score: Raw -469139.646252 + Penalty 2886.461354 = -466253.184898 nChanged 72 SP:Iteration 19Q (191.928489 sec): 3 clusters Score: Raw -469181.825342 + Penalty 2886.461354 = -466295.363988 nChanged 78 SP:Iteration 20F (191.952360 sec): 3 clusters Score: Raw -469224.335452 + Penalty 2886.461354 = -466337.874098 nChanged 80 SP:Iteration 21Q (191.974933 sec): 3 clusters Score: Raw -469263.276422 + Penalty 2886.461354 = -466376.815068 nChanged 53 SP:Iteration 22Q (191.997455 sec): 3 clusters Score: Raw -469292.562899 + Penalty 2886.461354 = -466406.101545 nChanged 51 SP:Iteration 23Q (192.019929 sec): 3 clusters Score: Raw -469312.351036 + Penalty 2886.461354 = -466425.889681 nChanged 37 SP:Iteration 24Q (192.042588 sec): 3 clusters Score: Raw -469324.516586 + Penalty 2886.461354 = -466438.055231 nChanged 32 SP:Iteration 25Q (192.065428 sec): 3 clusters Score: Raw -469332.218453 + Penalty 2886.461354 = -466445.757099 nChanged 32 SP:Iteration 26Q (192.087892 sec): 3 clusters Score: Raw -469340.676810 + Penalty 2886.461354 = -466454.215456 nChanged 27 SP:Iteration 27Q (192.110692 sec): 3 clusters Score: Raw -469347.560581 + Penalty 2886.461354 = -466461.099227 nChanged 22 SP:Iteration 28Q (192.133114 sec): 3 clusters Score: Raw -469355.046137 + Penalty 2886.461354 = -466468.584783 nChanged 26 SP:Iteration 29Q (192.155426 sec): 3 clusters Score: Raw -469364.307866 + Penalty 2886.461354 = -466477.846511 nChanged 31 SP:Iteration 30Q (192.179311 sec): 3 clusters Score: Raw -469372.801891 + Penalty 2886.461354 = -466486.340536 nChanged 23 SP:Iteration 31Q (192.201784 sec): 3 clusters Score: Raw -469381.328444 + Penalty 2886.461354 = -466494.867089 nChanged 38 SP:Iteration 32Q (192.224360 sec): 3 clusters Score: Raw -469399.343655 + Penalty 2886.461354 = -466512.882301 nChanged 45 SP:Iteration 33Q (192.246818 sec): 3 clusters Score: Raw -469424.722510 + Penalty 2886.461354 = -466538.261156 nChanged 62 SP:Iteration 34Q (192.269425 sec): 3 clusters Score: Raw -469466.192977 + Penalty 2886.461354 = -466579.731623 nChanged 80 SP:Iteration 35Q (192.291832 sec): 3 clusters Score: Raw -469533.732267 + Penalty 2886.461354 = -466647.270913 nChanged 92 SP:Iteration 36Q (192.314245 sec): 3 clusters Score: Raw -469611.387239 + Penalty 2886.461354 = -466724.925885 nChanged 101 SP:Iteration 37Q (192.336670 sec): 3 clusters Score: Raw -469692.292833 + Penalty 2886.461354 = -466805.831479 nChanged 86 SP:Iteration 38Q (192.358912 sec): 3 clusters Score: Raw -469749.272892 + Penalty 2886.461354 = -466862.811538 nChanged 81 SP:Iteration 39Q (192.381096 sec): 3 clusters Score: Raw -469787.834669 + Penalty 2886.461354 = -466901.373315 nChanged 61 SP:Iteration 40F (192.404896 sec): 3 clusters Score: Raw -469818.375846 + Penalty 2886.461354 = -466931.914492 nChanged 53 SP:Iteration 41Q (192.427263 sec): 3 clusters Score: Raw -469839.334493 + Penalty 2886.461354 = -466952.873139 nChanged 43 SP:Iteration 42Q (192.449779 sec): 3 clusters Score: Raw -469853.545530 + Penalty 2886.461354 = -466967.084175 nChanged 34 SP:Iteration 43Q (192.471977 sec): 3 clusters Score: Raw -469867.723806 + Penalty 2886.461354 = -466981.262452 nChanged 37 SP:Iteration 44Q (192.496290 sec): 3 clusters Score: Raw -469878.413826 + Penalty 2886.461354 = -466991.952472 nChanged 21 SP:Iteration 45Q (192.518501 sec): 3 clusters Score: Raw -469883.717778 + Penalty 2886.461354 = -466997.256423 nChanged 12 SP:Iteration 46Q (192.540747 sec): 3 clusters Score: Raw -469886.882986 + Penalty 2886.461354 = -467000.421631 nChanged 14 SP:Iteration 47Q (192.563242 sec): 3 clusters Score: Raw -469891.275187 + Penalty 2886.461354 = -467004.813832 nChanged 12 SP:Iteration 48Q (192.585731 sec): 3 clusters Score: Raw -469893.911749 + Penalty 2886.461354 = -467007.450395 nChanged 13 SP:Iteration 49Q (192.607931 sec): 3 clusters Score: Raw -469896.693722 + Penalty 2886.461354 = -467010.232367 nChanged 15 SP:Iteration 50Q (192.630213 sec): 3 clusters Score: Raw -469900.051939 + Penalty 2886.461354 = -467013.590584 nChanged 16 SP:Iteration 51Q (192.652482 sec): 3 clusters Score: Raw -469904.353388 + Penalty 2886.461354 = -467017.892034 nChanged 13 SP:Iteration 52Q (192.674591 sec): 3 clusters Score: Raw -469905.838412 + Penalty 2886.461354 = -467019.377058 nChanged 4 SP:Iteration 53Q (192.696836 sec): 3 clusters Score: Raw -469906.501562 + Penalty 2886.461354 = -467020.040207 nChanged 4 SP:Iteration 54Q (192.718940 sec): 3 clusters Score: Raw -469907.167628 + Penalty 2886.461354 = -467020.706273 nChanged 5 SP:Iteration 55Q (192.741362 sec): 3 clusters Score: Raw -469907.971705 + Penalty 2886.461354 = -467021.510351 nChanged 3 SP:Iteration 56Q (192.763628 sec): 3 clusters Score: Raw -469908.418146 + Penalty 2886.461354 = -467021.956792 nChanged 5 SP:Iteration 57Q (192.785956 sec): 3 clusters Score: Raw -469909.292190 + Penalty 2886.461354 = -467022.830836 nChanged 4 SP:Iteration 58Q (192.808270 sec): 3 clusters Score: Raw -469909.882264 + Penalty 2886.461354 = -467023.420910 nChanged 3 SP:Iteration 59Q (192.830746 sec): 3 clusters Score: Raw -469910.239015 + Penalty 2886.461354 = -467023.777661 nChanged 2 SP:Iteration 60F (192.854505 sec): 3 clusters Score: Raw -469910.434553 + Penalty 2886.461354 = -467023.973199 nChanged 1 SP:Iteration 61Q (192.876882 sec): 3 clusters Score: Raw -469910.460524 + Penalty 2886.461354 = -467023.999169 nChanged 0 SP:Iteration 62F (192.900627 sec): 3 clusters Score: Raw -469910.460524 + Penalty 2886.461354 = -467023.999169 nChanged 0 Score: Raw -27484367.392591 + Penalty 61200.878784 = -27423166.513807 Splitting cluster 18 changes total score from -27399072.056661 to -27423166.513807 So it's getting split into cluster 29. Trying to split cluster 19 (14158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (200.291314 sec): 2 clusters Score: Raw -765928.087782 + Penalty 1553.180706 = -764374.907076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (200.326507 sec): 3 clusters Score: Raw -757728.300557 + Penalty 3106.361412 = -754621.939144 nChanged 6380 SP:Iteration 1F (200.360211 sec): 3 clusters Score: Raw -763110.877740 + Penalty 3106.361412 = -760004.516328 nChanged 1745 SP:Iteration 2F (200.393867 sec): 3 clusters Score: Raw -765657.610723 + Penalty 3106.361412 = -762551.249311 nChanged 1750 SP:Iteration 3F (200.428899 sec): 3 clusters Score: Raw -768053.666427 + Penalty 3106.361412 = -764947.305015 nChanged 1297 SP:Iteration 4F (200.462625 sec): 3 clusters Score: Raw -769516.210239 + Penalty 3106.361412 = -766409.848827 nChanged 865 SP:Iteration 5F (200.496353 sec): 3 clusters Score: Raw -770367.957350 + Penalty 3106.361412 = -767261.595938 nChanged 601 SP:Iteration 6Q (200.529186 sec): 3 clusters Score: Raw -770865.562286 + Penalty 3106.361412 = -767759.200874 nChanged 403 SP:Iteration 7Q (200.561592 sec): 3 clusters Score: Raw -771154.499109 + Penalty 3106.361412 = -768048.137697 nChanged 294 SP:Iteration 8Q (200.593833 sec): 3 clusters Score: Raw -771322.788518 + Penalty 3106.361412 = -768216.427106 nChanged 192 SP:Iteration 9Q (200.625718 sec): 3 clusters Score: Raw -771412.780003 + Penalty 3106.361412 = -768306.418591 nChanged 151 SP:Iteration 10Q (200.657396 sec): 3 clusters Score: Raw -771482.990920 + Penalty 3106.361412 = -768376.629508 nChanged 128 SP:Iteration 11Q (200.688963 sec): 3 clusters Score: Raw -771529.767213 + Penalty 3106.361412 = -768423.405801 nChanged 101 SP:Iteration 12Q (200.720361 sec): 3 clusters Score: Raw -771559.163873 + Penalty 3106.361412 = -768452.802461 nChanged 89 SP:Iteration 13Q (200.751626 sec): 3 clusters Score: Raw -771583.580021 + Penalty 3106.361412 = -768477.218608 nChanged 70 SP:Iteration 14Q (200.782765 sec): 3 clusters Score: Raw -771598.947419 + Penalty 3106.361412 = -768492.586007 nChanged 45 SP:Iteration 15Q (200.813984 sec): 3 clusters Score: Raw -771606.433571 + Penalty 3106.361412 = -768500.072159 nChanged 35 SP:Iteration 16Q (200.845209 sec): 3 clusters Score: Raw -771612.323734 + Penalty 3106.361412 = -768505.962322 nChanged 35 SP:Iteration 17Q (200.876263 sec): 3 clusters Score: Raw -771617.731005 + Penalty 3106.361412 = -768511.369593 nChanged 23 SP:Iteration 18Q (200.907327 sec): 3 clusters Score: Raw -771620.968541 + Penalty 3106.361412 = -768514.607129 nChanged 21 SP:Iteration 19Q (200.938471 sec): 3 clusters Score: Raw -771623.265233 + Penalty 3106.361412 = -768516.903821 nChanged 18 SP:Iteration 20F (200.972421 sec): 3 clusters Score: Raw -771625.175837 + Penalty 3106.361412 = -768518.814425 nChanged 11 SP:Iteration 21Q (201.004107 sec): 3 clusters Score: Raw -771626.537027 + Penalty 3106.361412 = -768520.175615 nChanged 9 SP:Iteration 22Q (201.035239 sec): 3 clusters Score: Raw -771627.247985 + Penalty 3106.361412 = -768520.886572 nChanged 4 SP:Iteration 23Q (201.066643 sec): 3 clusters Score: Raw -771627.464858 + Penalty 3106.361412 = -768521.103445 nChanged 2 SP:Iteration 24Q (201.097970 sec): 3 clusters Score: Raw -771627.603170 + Penalty 3106.361412 = -768521.241758 nChanged 1 SP:Iteration 25Q (201.129301 sec): 3 clusters Score: Raw -771627.651763 + Penalty 3106.361412 = -768521.290350 nChanged 1 SP:Iteration 26Q (201.160352 sec): 3 clusters Score: Raw -771627.670821 + Penalty 3106.361412 = -768521.309409 nChanged 1 SP:Iteration 27Q (201.191647 sec): 3 clusters Score: Raw -771627.725177 + Penalty 3106.361412 = -768521.363765 nChanged 0 SP:Iteration 28F (201.225383 sec): 3 clusters Score: Raw -771627.725177 + Penalty 3106.361412 = -768521.363765 nChanged 0 Score: Raw -27490067.029986 + Penalty 63311.253914 = -27426755.776072 Splitting cluster 19 changes total score from -27399072.056661 to -27426755.776072 So it's getting split into cluster 30. Iteration 20F (216.777511 sec): 31 clusters Score: Raw -27502454.784172 + Penalty 63311.253914 = -27439143.530258 nChanged 13955 Iteration 21Q (220.444149 sec): 31 clusters Score: Raw -27509536.061006 + Penalty 63311.253914 = -27446224.807092 nChanged 7128 Iteration 22Q (224.059979 sec): 31 clusters Score: Raw -27512426.547133 + Penalty 63311.253914 = -27449115.293219 nChanged 5266 Iteration 23Q (227.631181 sec): 31 clusters Score: Raw -27514166.623315 + Penalty 63311.253914 = -27450855.369401 nChanged 4164 Iteration 24Q (231.178743 sec): 31 clusters Score: Raw -27515378.164992 + Penalty 63311.253914 = -27452066.911078 nChanged 3491 Iteration 25Q (234.735116 sec): 31 clusters Score: Raw -27516268.404247 + Penalty 63311.253914 = -27452957.150333 nChanged 2971 Iteration 26Q (238.279504 sec): 31 clusters Score: Raw -27517006.441143 + Penalty 63311.253914 = -27453695.187229 nChanged 2580 Iteration 27Q (241.884603 sec): 31 clusters Score: Raw -27517620.789019 + Penalty 63311.253914 = -27454309.535105 nChanged 2235 Iteration 28Q (245.435536 sec): 31 clusters Score: Raw -27518133.155582 + Penalty 63311.253914 = -27454821.901668 nChanged 1978 Iteration 29Q (248.968634 sec): 31 clusters Score: Raw -27518575.640261 + Penalty 63311.253914 = -27455264.386347 nChanged 1746 Iteration 30Q (252.490718 sec): 31 clusters Score: Raw -27518957.327721 + Penalty 63311.253914 = -27455646.073807 nChanged 1630 Iteration 31Q (256.015124 sec): 31 clusters Score: Raw -27519282.125256 + Penalty 63311.253914 = -27455970.871342 nChanged 1417 Iteration 32Q (259.531594 sec): 31 clusters Score: Raw -27519561.581346 + Penalty 63311.253914 = -27456250.327432 nChanged 1332 Iteration 33Q (263.054456 sec): 31 clusters Score: Raw -27519807.468124 + Penalty 63311.253914 = -27456496.214210 nChanged 1272 Iteration 34Q (266.570822 sec): 31 clusters Score: Raw -27520013.641883 + Penalty 63311.253914 = -27456702.387969 nChanged 1129 Iteration 35Q (270.089192 sec): 31 clusters Score: Raw -27520178.189384 + Penalty 63311.253914 = -27456866.935470 nChanged 962 Iteration 36Q (273.598084 sec): 31 clusters Score: Raw -27520310.945440 + Penalty 63311.253914 = -27456999.691526 nChanged 895 Iteration 37Q (277.112718 sec): 31 clusters Score: Raw -27520445.673945 + Penalty 63311.253914 = -27457134.420031 nChanged 934 Iteration 38Q (280.626501 sec): 31 clusters Score: Raw -27520574.484768 + Penalty 63311.253914 = -27457263.230854 nChanged 855 Iteration 39Q (284.134009 sec): 31 clusters Score: Raw -27520695.255472 + Penalty 63311.253914 = -27457384.001558 nChanged 837 Iteration 40F (291.789269 sec): 31 clusters Score: Raw -27520913.600305 + Penalty 63311.253914 = -27457602.346391 nChanged 864 Iteration 41Q (295.347359 sec): 31 clusters Score: Raw -27521077.020924 + Penalty 63311.253914 = -27457765.767010 nChanged 898 Iteration 42Q (298.902659 sec): 31 clusters Score: Raw -27521219.133860 + Penalty 63311.253914 = -27457907.879946 nChanged 871 Iteration 43Q (302.462567 sec): 31 clusters Score: Raw -27521348.650185 + Penalty 63311.253914 = -27458037.396271 nChanged 851 Iteration 44Q (306.016688 sec): 31 clusters Score: Raw -27521461.470874 + Penalty 63311.253914 = -27458150.216960 nChanged 786 Iteration 45Q (309.570200 sec): 31 clusters Score: Raw -27521563.949700 + Penalty 63311.253914 = -27458252.695786 nChanged 713 Iteration 46Q (313.128492 sec): 31 clusters Score: Raw -27521657.230122 + Penalty 63311.253914 = -27458345.976208 nChanged 689 Iteration 47Q (316.687192 sec): 31 clusters Score: Raw -27521751.044080 + Penalty 63311.253914 = -27458439.790166 nChanged 711 Iteration 48Q (320.253748 sec): 31 clusters Score: Raw -27521852.737225 + Penalty 63311.253914 = -27458541.483311 nChanged 691 Iteration 49Q (323.806989 sec): 31 clusters Score: Raw -27521950.380684 + Penalty 63311.253914 = -27458639.126770 nChanged 662 Iteration 50Q (327.349988 sec): 31 clusters Score: Raw -27522037.600470 + Penalty 63311.253914 = -27458726.346556 nChanged 651 Iteration 51Q (330.896086 sec): 31 clusters Score: Raw -27522120.361926 + Penalty 63311.253914 = -27458809.108012 nChanged 617 Iteration 52Q (334.444366 sec): 31 clusters Score: Raw -27522199.557511 + Penalty 63311.253914 = -27458888.303597 nChanged 597 Iteration 53Q (338.153930 sec): 31 clusters Score: Raw -27522276.466385 + Penalty 63311.253914 = -27458965.212471 nChanged 623 Iteration 54Q (341.698674 sec): 31 clusters Score: Raw -27522361.899329 + Penalty 63311.253914 = -27459050.645415 nChanged 601 Iteration 55Q (345.241952 sec): 31 clusters Score: Raw -27522447.033180 + Penalty 63311.253914 = -27459135.779266 nChanged 601 Iteration 56Q (348.782903 sec): 31 clusters Score: Raw -27522529.951525 + Penalty 63311.253914 = -27459218.697611 nChanged 595 Iteration 57Q (352.327347 sec): 31 clusters Score: Raw -27522632.707171 + Penalty 63311.253914 = -27459321.453257 nChanged 571 Iteration 58Q (355.943949 sec): 31 clusters Score: Raw -27522738.429367 + Penalty 63311.253914 = -27459427.175453 nChanged 616 Writing temp clu file Because OldScore, -27459321.453257, is greater than current (better) Score,-27459427.175453 Compute initial score before splitting: Score: Raw -27522738.429367 + Penalty 63311.253914 = -27459427.175453 Trying to split cluster 1 (3799 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (356.032101 sec): 2 clusters Score: Raw -226694.327925 + Penalty 1339.405137 = -225354.922788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (356.051825 sec): 3 clusters Score: Raw -224852.474680 + Penalty 2678.810275 = -222173.664406 nChanged 1490 SP:Iteration 1F (356.070387 sec): 3 clusters Score: Raw -225770.682631 + Penalty 2678.810275 = -223091.872356 nChanged 288 SP:Iteration 2F (356.088936 sec): 3 clusters Score: Raw -225988.867329 + Penalty 2678.810275 = -223310.057054 nChanged 219 SP:Iteration 3F (356.107183 sec): 3 clusters Score: Raw -226158.681086 + Penalty 2678.810275 = -223479.870811 nChanged 188 SP:Iteration 4Q (356.125862 sec): 3 clusters Score: Raw -226299.023244 + Penalty 2678.810275 = -223620.212969 nChanged 167 SP:Iteration 5Q (356.144522 sec): 3 clusters Score: Raw -226430.937012 + Penalty 2678.810275 = -223752.126737 nChanged 175 SP:Iteration 6Q (356.163096 sec): 3 clusters Score: Raw -226591.142269 + Penalty 2678.810275 = -223912.331994 nChanged 192 SP:Iteration 7F (356.181842 sec): 3 clusters Score: Raw -226741.045209 + Penalty 2678.810275 = -224062.234934 nChanged 154 SP:Iteration 8Q (356.200400 sec): 3 clusters Score: Raw -226859.415152 + Penalty 2678.810275 = -224180.604877 nChanged 159 SP:Iteration 9Q (356.220718 sec): 3 clusters Score: Raw -226978.073366 + Penalty 2678.810275 = -224299.263091 nChanged 133 SP:Iteration 10Q (356.239059 sec): 3 clusters Score: Raw -227091.111005 + Penalty 2678.810275 = -224412.300731 nChanged 141 SP:Iteration 11Q (356.257552 sec): 3 clusters Score: Raw -227216.541363 + Penalty 2678.810275 = -224537.731088 nChanged 143 SP:Iteration 12Q (356.276014 sec): 3 clusters Score: Raw -227351.312397 + Penalty 2678.810275 = -224672.502122 nChanged 114 SP:Iteration 13Q (356.294275 sec): 3 clusters Score: Raw -227439.549484 + Penalty 2678.810275 = -224760.739209 nChanged 110 SP:Iteration 14Q (356.312694 sec): 3 clusters Score: Raw -227510.386717 + Penalty 2678.810275 = -224831.576442 nChanged 70 SP:Iteration 15Q (356.331034 sec): 3 clusters Score: Raw -227552.049714 + Penalty 2678.810275 = -224873.239439 nChanged 63 SP:Iteration 16Q (356.349452 sec): 3 clusters Score: Raw -227586.511338 + Penalty 2678.810275 = -224907.701063 nChanged 41 SP:Iteration 17Q (356.367288 sec): 3 clusters Score: Raw -227606.413429 + Penalty 2678.810275 = -224927.603154 nChanged 30 SP:Iteration 18Q (356.385574 sec): 3 clusters Score: Raw -227620.307600 + Penalty 2678.810275 = -224941.497325 nChanged 27 SP:Iteration 19Q (356.403797 sec): 3 clusters Score: Raw -227630.210568 + Penalty 2678.810275 = -224951.400293 nChanged 23 SP:Iteration 20F (356.422274 sec): 3 clusters Score: Raw -227638.109289 + Penalty 2678.810275 = -224959.299015 nChanged 21 SP:Iteration 21Q (356.440526 sec): 3 clusters Score: Raw -227643.629800 + Penalty 2678.810275 = -224964.819525 nChanged 9 SP:Iteration 22Q (356.458745 sec): 3 clusters Score: Raw -227645.982975 + Penalty 2678.810275 = -224967.172700 nChanged 9 SP:Iteration 23Q (356.476817 sec): 3 clusters Score: Raw -227648.628458 + Penalty 2678.810275 = -224969.818183 nChanged 11 SP:Iteration 24Q (356.494538 sec): 3 clusters Score: Raw -227651.389361 + Penalty 2678.810275 = -224972.579086 nChanged 8 SP:Iteration 25Q (356.512705 sec): 3 clusters Score: Raw -227652.939629 + Penalty 2678.810275 = -224974.129354 nChanged 6 SP:Iteration 26Q (356.530721 sec): 3 clusters Score: Raw -227654.128957 + Penalty 2678.810275 = -224975.318682 nChanged 2 SP:Iteration 27Q (356.548873 sec): 3 clusters Score: Raw -227654.681350 + Penalty 2678.810275 = -224975.871075 nChanged 1 SP:Iteration 28Q (356.567039 sec): 3 clusters Score: Raw -227654.817197 + Penalty 2678.810275 = -224976.006922 nChanged 1 SP:Iteration 29Q (356.585207 sec): 3 clusters Score: Raw -227655.161039 + Penalty 2678.810275 = -224976.350764 nChanged 1 SP:Iteration 30Q (356.603416 sec): 3 clusters Score: Raw -227655.324849 + Penalty 2678.810275 = -224976.514574 nChanged 2 SP:Iteration 31Q (356.621639 sec): 3 clusters Score: Raw -227655.815210 + Penalty 2678.810275 = -224977.004935 nChanged 1 SP:Iteration 32Q (356.639809 sec): 3 clusters Score: Raw -227655.947137 + Penalty 2678.810275 = -224977.136862 nChanged 0 SP:Iteration 33F (356.658501 sec): 3 clusters Score: Raw -227655.947137 + Penalty 2678.810275 = -224977.136862 nChanged 0 Trying to split cluster 2 (75165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (356.770124 sec): 2 clusters Score: Raw -5016112.237098 + Penalty 1824.459159 = -5014287.777939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (356.901428 sec): 3 clusters Score: Raw -4967410.663004 + Penalty 3648.918317 = -4963761.744687 nChanged 35873 SP:Iteration 1F (357.033581 sec): 3 clusters Score: Raw -4988190.330659 + Penalty 3648.918317 = -4984541.412342 nChanged 2685 SP:Iteration 2Q (357.171125 sec): 3 clusters Score: Raw -4988955.156826 + Penalty 3648.918317 = -4985306.238509 nChanged 2826 SP:Iteration 3Q (357.308787 sec): 3 clusters Score: Raw -4989928.711273 + Penalty 3648.918317 = -4986279.792956 nChanged 3147 SP:Iteration 4Q (357.446451 sec): 3 clusters Score: Raw -4991273.592605 + Penalty 3648.918317 = -4987624.674288 nChanged 3548 SP:Iteration 5Q (357.584121 sec): 3 clusters Score: Raw -4993060.765989 + Penalty 3648.918317 = -4989411.847672 nChanged 3902 SP:Iteration 6F (357.714026 sec): 3 clusters Score: Raw -4995213.273946 + Penalty 3648.918317 = -4991564.355629 nChanged 4218 SP:Iteration 7F (357.843503 sec): 3 clusters Score: Raw -4997818.939167 + Penalty 3648.918317 = -4994170.020849 nChanged 4547 SP:Iteration 8F (357.972913 sec): 3 clusters Score: Raw -5000889.906820 + Penalty 3648.918317 = -4997240.988503 nChanged 4429 SP:Iteration 9F (358.102229 sec): 3 clusters Score: Raw -5003968.569246 + Penalty 3648.918317 = -5000319.650929 nChanged 3982 SP:Iteration 10F (358.231774 sec): 3 clusters Score: Raw -5006688.063739 + Penalty 3648.918317 = -5003039.145422 nChanged 3469 SP:Iteration 11Q (358.365349 sec): 3 clusters Score: Raw -5009031.305288 + Penalty 3648.918317 = -5005382.386971 nChanged 2907 SP:Iteration 12Q (358.493049 sec): 3 clusters Score: Raw -5010950.445373 + Penalty 3648.918317 = -5007301.527056 nChanged 2329 SP:Iteration 13Q (358.618155 sec): 3 clusters Score: Raw -5012384.319607 + Penalty 3648.918317 = -5008735.401290 nChanged 1888 SP:Iteration 14Q (358.741037 sec): 3 clusters Score: Raw -5013453.385278 + Penalty 3648.918317 = -5009804.466961 nChanged 1534 SP:Iteration 15Q (358.861946 sec): 3 clusters Score: Raw -5014312.271732 + Penalty 3648.918317 = -5010663.353414 nChanged 1296 SP:Iteration 16Q (358.980964 sec): 3 clusters Score: Raw -5014976.319892 + Penalty 3648.918317 = -5011327.401574 nChanged 1069 SP:Iteration 17Q (359.099089 sec): 3 clusters Score: Raw -5015481.433686 + Penalty 3648.918317 = -5011832.515369 nChanged 861 SP:Iteration 18Q (359.216037 sec): 3 clusters Score: Raw -5015870.394416 + Penalty 3648.918317 = -5012221.476099 nChanged 704 SP:Iteration 19Q (359.331412 sec): 3 clusters Score: Raw -5016161.108130 + Penalty 3648.918317 = -5012512.189813 nChanged 531 SP:Iteration 20F (359.460876 sec): 3 clusters Score: Raw -5016358.376592 + Penalty 3648.918317 = -5012709.458275 nChanged 408 SP:Iteration 21Q (359.574239 sec): 3 clusters Score: Raw -5016507.844609 + Penalty 3648.918317 = -5012858.926292 nChanged 314 SP:Iteration 22Q (359.687041 sec): 3 clusters Score: Raw -5016620.179471 + Penalty 3648.918317 = -5012971.261154 nChanged 297 SP:Iteration 23Q (359.799514 sec): 3 clusters Score: Raw -5016729.327575 + Penalty 3648.918317 = -5013080.409257 nChanged 245 SP:Iteration 24Q (359.911468 sec): 3 clusters Score: Raw -5016808.897371 + Penalty 3648.918317 = -5013159.979054 nChanged 182 SP:Iteration 25Q (360.023015 sec): 3 clusters Score: Raw -5016864.452574 + Penalty 3648.918317 = -5013215.534256 nChanged 152 SP:Iteration 26Q (360.133909 sec): 3 clusters Score: Raw -5016905.568326 + Penalty 3648.918317 = -5013256.650009 nChanged 122 SP:Iteration 27Q (360.245839 sec): 3 clusters Score: Raw -5016935.958782 + Penalty 3648.918317 = -5013287.040465 nChanged 112 SP:Iteration 28Q (360.356640 sec): 3 clusters Score: Raw -5016958.822070 + Penalty 3648.918317 = -5013309.903753 nChanged 79 SP:Iteration 29Q (360.467203 sec): 3 clusters Score: Raw -5016975.500157 + Penalty 3648.918317 = -5013326.581840 nChanged 64 SP:Iteration 30Q (360.577712 sec): 3 clusters Score: Raw -5016988.958650 + Penalty 3648.918317 = -5013340.040333 nChanged 66 SP:Iteration 31Q (360.688135 sec): 3 clusters Score: Raw -5017001.477377 + Penalty 3648.918317 = -5013352.559060 nChanged 74 SP:Iteration 32Q (360.798257 sec): 3 clusters Score: Raw -5017015.547490 + Penalty 3648.918317 = -5013366.629173 nChanged 58 SP:Iteration 33Q (360.908452 sec): 3 clusters Score: Raw -5017028.687431 + Penalty 3648.918317 = -5013379.769114 nChanged 72 SP:Iteration 34Q (361.018650 sec): 3 clusters Score: Raw -5017045.288380 + Penalty 3648.918317 = -5013396.370062 nChanged 69 SP:Iteration 35Q (361.127867 sec): 3 clusters Score: Raw -5017060.355199 + Penalty 3648.918317 = -5013411.436882 nChanged 58 SP:Iteration 36Q (361.236993 sec): 3 clusters Score: Raw -5017072.594727 + Penalty 3648.918317 = -5013423.676409 nChanged 57 SP:Iteration 37Q (361.346063 sec): 3 clusters Score: Raw -5017084.553633 + Penalty 3648.918317 = -5013435.635315 nChanged 49 SP:Iteration 38Q (361.455252 sec): 3 clusters Score: Raw -5017092.572328 + Penalty 3648.918317 = -5013443.654011 nChanged 33 SP:Iteration 39Q (361.564515 sec): 3 clusters Score: Raw -5017097.721737 + Penalty 3648.918317 = -5013448.803419 nChanged 34 SP:Iteration 40F (361.693031 sec): 3 clusters Score: Raw -5017104.978685 + Penalty 3648.918317 = -5013456.060368 nChanged 28 SP:Iteration 41Q (361.802309 sec): 3 clusters Score: Raw -5017109.886091 + Penalty 3648.918317 = -5013460.967774 nChanged 25 SP:Iteration 42Q (361.911311 sec): 3 clusters Score: Raw -5017113.914610 + Penalty 3648.918317 = -5013464.996292 nChanged 27 SP:Iteration 43Q (362.021145 sec): 3 clusters Score: Raw -5017119.698762 + Penalty 3648.918317 = -5013470.780444 nChanged 31 SP:Iteration 44Q (362.134861 sec): 3 clusters Score: Raw -5017124.166387 + Penalty 3648.918317 = -5013475.248070 nChanged 24 SP:Iteration 45Q (362.244006 sec): 3 clusters Score: Raw -5017126.353215 + Penalty 3648.918317 = -5013477.434898 nChanged 13 SP:Iteration 46Q (362.352769 sec): 3 clusters Score: Raw -5017128.566061 + Penalty 3648.918317 = -5013479.647744 nChanged 15 SP:Iteration 47Q (362.461447 sec): 3 clusters Score: Raw -5017131.052417 + Penalty 3648.918317 = -5013482.134100 nChanged 8 SP:Iteration 48Q (362.590758 sec): 3 clusters Score: Raw -5017132.409529 + Penalty 3648.918317 = -5013483.491212 nChanged 10 SP:Iteration 49Q (362.716526 sec): 3 clusters Score: Raw -5017133.837725 + Penalty 3648.918317 = -5013484.919408 nChanged 11 SP:Iteration 50Q (362.825414 sec): 3 clusters Score: Raw -5017135.527995 + Penalty 3648.918317 = -5013486.609677 nChanged 8 SP:Iteration 51Q (362.935062 sec): 3 clusters Score: Raw -5017136.356257 + Penalty 3648.918317 = -5013487.437940 nChanged 8 SP:Iteration 52Q (363.044013 sec): 3 clusters Score: Raw -5017137.221098 + Penalty 3648.918317 = -5013488.302781 nChanged 5 SP:Iteration 53Q (363.152861 sec): 3 clusters Score: Raw -5017137.524499 + Penalty 3648.918317 = -5013488.606182 nChanged 2 SP:Iteration 54Q (363.261784 sec): 3 clusters Score: Raw -5017137.648446 + Penalty 3648.918317 = -5013488.730129 nChanged 2 SP:Iteration 55Q (363.370641 sec): 3 clusters Score: Raw -5017138.239208 + Penalty 3648.918317 = -5013489.320891 nChanged 6 SP:Iteration 56Q (363.479866 sec): 3 clusters Score: Raw -5017139.248250 + Penalty 3648.918317 = -5013490.329933 nChanged 5 SP:Iteration 57Q (363.588798 sec): 3 clusters Score: Raw -5017140.079661 + Penalty 3648.918317 = -5013491.161343 nChanged 8 SP:Iteration 58Q (363.697630 sec): 3 clusters Score: Raw -5017140.993886 + Penalty 3648.918317 = -5013492.075569 nChanged 4 SP:Iteration 59Q (363.806491 sec): 3 clusters Score: Raw -5017141.677304 + Penalty 3648.918317 = -5013492.758987 nChanged 7 SP:Iteration 60F (363.934899 sec): 3 clusters Score: Raw -5017142.516740 + Penalty 3648.918317 = -5013493.598423 nChanged 4 SP:Iteration 61Q (364.043939 sec): 3 clusters Score: Raw -5017142.911877 + Penalty 3648.918317 = -5013493.993560 nChanged 5 SP:Iteration 62Q (364.153068 sec): 3 clusters Score: Raw -5017143.403273 + Penalty 3648.918317 = -5013494.484956 nChanged 3 SP:Iteration 63Q (364.262370 sec): 3 clusters Score: Raw -5017143.625870 + Penalty 3648.918317 = -5013494.707552 nChanged 1 SP:Iteration 64Q (364.385053 sec): 3 clusters Score: Raw -5017143.756275 + Penalty 3648.918317 = -5013494.837957 nChanged 2 SP:Iteration 65Q (364.494259 sec): 3 clusters Score: Raw -5017143.892202 + Penalty 3648.918317 = -5013494.973884 nChanged 1 SP:Iteration 66Q (364.628629 sec): 3 clusters Score: Raw -5017143.964667 + Penalty 3648.918317 = -5013495.046350 nChanged 0 SP:Iteration 67F (364.764409 sec): 3 clusters Score: Raw -5017143.964667 + Penalty 3648.918317 = -5013495.046350 nChanged 0 Trying to split cluster 3 (70426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (364.857409 sec): 2 clusters Score: Raw -4691420.562013 + Penalty 1813.876641 = -4689606.685371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (364.989832 sec): 3 clusters Score: Raw -4646150.597030 + Penalty 3627.753282 = -4642522.843747 nChanged 33458 SP:Iteration 1F (365.131831 sec): 3 clusters Score: Raw -4666181.121091 + Penalty 3627.753282 = -4662553.367808 nChanged 3664 SP:Iteration 2F (365.248508 sec): 3 clusters Score: Raw -4667770.896326 + Penalty 3627.753282 = -4664143.143044 nChanged 3859 SP:Iteration 3F (365.364837 sec): 3 clusters Score: Raw -4669558.767952 + Penalty 3627.753282 = -4665931.014670 nChanged 4050 SP:Iteration 4F (365.493453 sec): 3 clusters Score: Raw -4671672.879540 + Penalty 3627.753282 = -4668045.126258 nChanged 4197 SP:Iteration 5F (365.637355 sec): 3 clusters Score: Raw -4674038.055951 + Penalty 3627.753282 = -4670410.302669 nChanged 4269 SP:Iteration 6F (365.775244 sec): 3 clusters Score: Raw -4676718.098586 + Penalty 3627.753282 = -4673090.345303 nChanged 4130 SP:Iteration 7F (365.920196 sec): 3 clusters Score: Raw -4679512.961196 + Penalty 3627.753282 = -4675885.207913 nChanged 3692 SP:Iteration 8F (366.046693 sec): 3 clusters Score: Raw -4681752.133613 + Penalty 3627.753282 = -4678124.380331 nChanged 2868 SP:Iteration 9Q (366.197590 sec): 3 clusters Score: Raw -4683166.470511 + Penalty 3627.753282 = -4679538.717228 nChanged 2081 SP:Iteration 10Q (366.348008 sec): 3 clusters Score: Raw -4683996.314933 + Penalty 3627.753282 = -4680368.561650 nChanged 1562 SP:Iteration 11Q (366.497044 sec): 3 clusters Score: Raw -4684600.797775 + Penalty 3627.753282 = -4680973.044493 nChanged 1357 SP:Iteration 12Q (366.645024 sec): 3 clusters Score: Raw -4685139.728052 + Penalty 3627.753282 = -4681511.974769 nChanged 1194 SP:Iteration 13Q (366.793036 sec): 3 clusters Score: Raw -4685588.877050 + Penalty 3627.753282 = -4681961.123768 nChanged 1150 SP:Iteration 14Q (366.941515 sec): 3 clusters Score: Raw -4686015.750972 + Penalty 3627.753282 = -4682387.997690 nChanged 1089 SP:Iteration 15Q (367.089650 sec): 3 clusters Score: Raw -4686400.544007 + Penalty 3627.753282 = -4682772.790725 nChanged 1014 SP:Iteration 16Q (367.229289 sec): 3 clusters Score: Raw -4686739.787282 + Penalty 3627.753282 = -4683112.033999 nChanged 975 SP:Iteration 17Q (367.342660 sec): 3 clusters Score: Raw -4687049.251661 + Penalty 3627.753282 = -4683421.498378 nChanged 965 SP:Iteration 18Q (367.455418 sec): 3 clusters Score: Raw -4687350.725085 + Penalty 3627.753282 = -4683722.971803 nChanged 893 SP:Iteration 19Q (367.589228 sec): 3 clusters Score: Raw -4687614.163088 + Penalty 3627.753282 = -4683986.409805 nChanged 864 SP:Iteration 20F (367.724508 sec): 3 clusters Score: Raw -4687862.456436 + Penalty 3627.753282 = -4684234.703154 nChanged 834 SP:Iteration 21Q (367.836388 sec): 3 clusters Score: Raw -4688096.767032 + Penalty 3627.753282 = -4684469.013749 nChanged 831 SP:Iteration 22Q (367.960100 sec): 3 clusters Score: Raw -4688325.970617 + Penalty 3627.753282 = -4684698.217335 nChanged 857 SP:Iteration 23Q (368.071069 sec): 3 clusters Score: Raw -4688578.136599 + Penalty 3627.753282 = -4684950.383317 nChanged 858 SP:Iteration 24Q (368.180656 sec): 3 clusters Score: Raw -4688837.610057 + Penalty 3627.753282 = -4685209.856775 nChanged 832 SP:Iteration 25Q (368.289718 sec): 3 clusters Score: Raw -4689080.989481 + Penalty 3627.753282 = -4685453.236198 nChanged 792 SP:Iteration 26Q (368.432494 sec): 3 clusters Score: Raw -4689313.596005 + Penalty 3627.753282 = -4685685.842722 nChanged 785 SP:Iteration 27Q (368.543287 sec): 3 clusters Score: Raw -4689554.609149 + Penalty 3627.753282 = -4685926.855866 nChanged 762 SP:Iteration 28Q (368.650774 sec): 3 clusters Score: Raw -4689780.330044 + Penalty 3627.753282 = -4686152.576762 nChanged 728 SP:Iteration 29Q (368.757217 sec): 3 clusters Score: Raw -4690010.000334 + Penalty 3627.753282 = -4686382.247052 nChanged 703 SP:Iteration 30Q (368.862941 sec): 3 clusters Score: Raw -4690220.059400 + Penalty 3627.753282 = -4686592.306117 nChanged 641 SP:Iteration 31Q (368.970360 sec): 3 clusters Score: Raw -4690404.491733 + Penalty 3627.753282 = -4686776.738451 nChanged 612 SP:Iteration 32Q (369.075043 sec): 3 clusters Score: Raw -4690578.021359 + Penalty 3627.753282 = -4686950.268076 nChanged 577 SP:Iteration 33Q (369.178870 sec): 3 clusters Score: Raw -4690747.350649 + Penalty 3627.753282 = -4687119.597367 nChanged 555 SP:Iteration 34Q (369.282557 sec): 3 clusters Score: Raw -4690920.510796 + Penalty 3627.753282 = -4687292.757514 nChanged 545 SP:Iteration 35Q (369.389212 sec): 3 clusters Score: Raw -4691088.198488 + Penalty 3627.753282 = -4687460.445206 nChanged 500 SP:Iteration 36Q (369.491846 sec): 3 clusters Score: Raw -4691241.930099 + Penalty 3627.753282 = -4687614.176817 nChanged 441 SP:Iteration 37Q (369.593620 sec): 3 clusters Score: Raw -4691379.973042 + Penalty 3627.753282 = -4687752.219760 nChanged 425 SP:Iteration 38Q (369.694622 sec): 3 clusters Score: Raw -4691512.844092 + Penalty 3627.753282 = -4687885.090809 nChanged 371 SP:Iteration 39Q (369.795184 sec): 3 clusters Score: Raw -4691623.297974 + Penalty 3627.753282 = -4687995.544692 nChanged 332 SP:Iteration 40F (369.909353 sec): 3 clusters Score: Raw -4691728.639781 + Penalty 3627.753282 = -4688100.886499 nChanged 296 SP:Iteration 41Q (370.009825 sec): 3 clusters Score: Raw -4691813.283216 + Penalty 3627.753282 = -4688185.529933 nChanged 261 SP:Iteration 42Q (370.110003 sec): 3 clusters Score: Raw -4691882.603851 + Penalty 3627.753282 = -4688254.850569 nChanged 230 SP:Iteration 43Q (370.209703 sec): 3 clusters Score: Raw -4691941.559959 + Penalty 3627.753282 = -4688313.806677 nChanged 222 SP:Iteration 44Q (370.309010 sec): 3 clusters Score: Raw -4691994.792568 + Penalty 3627.753282 = -4688367.039285 nChanged 177 SP:Iteration 45Q (370.408236 sec): 3 clusters Score: Raw -4692039.377369 + Penalty 3627.753282 = -4688411.624087 nChanged 146 SP:Iteration 46Q (370.507376 sec): 3 clusters Score: Raw -4692079.888107 + Penalty 3627.753282 = -4688452.134824 nChanged 144 SP:Iteration 47Q (370.616447 sec): 3 clusters Score: Raw -4692114.047556 + Penalty 3627.753282 = -4688486.294273 nChanged 142 SP:Iteration 48Q (370.716602 sec): 3 clusters Score: Raw -4692145.973464 + Penalty 3627.753282 = -4688518.220181 nChanged 150 SP:Iteration 49Q (370.818125 sec): 3 clusters Score: Raw -4692176.313760 + Penalty 3627.753282 = -4688548.560477 nChanged 111 SP:Iteration 50Q (370.917758 sec): 3 clusters Score: Raw -4692201.135952 + Penalty 3627.753282 = -4688573.382670 nChanged 107 SP:Iteration 51Q (371.016781 sec): 3 clusters Score: Raw -4692223.501987 + Penalty 3627.753282 = -4688595.748704 nChanged 89 SP:Iteration 52Q (371.115353 sec): 3 clusters Score: Raw -4692240.255061 + Penalty 3627.753282 = -4688612.501779 nChanged 80 SP:Iteration 53Q (371.213633 sec): 3 clusters Score: Raw -4692253.793450 + Penalty 3627.753282 = -4688626.040167 nChanged 76 SP:Iteration 54Q (371.311956 sec): 3 clusters Score: Raw -4692268.729762 + Penalty 3627.753282 = -4688640.976479 nChanged 76 SP:Iteration 55Q (371.410210 sec): 3 clusters Score: Raw -4692281.721721 + Penalty 3627.753282 = -4688653.968439 nChanged 63 SP:Iteration 56Q (371.509229 sec): 3 clusters Score: Raw -4692292.329621 + Penalty 3627.753282 = -4688664.576338 nChanged 60 SP:Iteration 57Q (371.606631 sec): 3 clusters Score: Raw -4692302.981773 + Penalty 3627.753282 = -4688675.228491 nChanged 50 SP:Iteration 58Q (371.704092 sec): 3 clusters Score: Raw -4692311.335054 + Penalty 3627.753282 = -4688683.581772 nChanged 40 SP:Iteration 59Q (371.801202 sec): 3 clusters Score: Raw -4692317.143878 + Penalty 3627.753282 = -4688689.390596 nChanged 35 SP:Iteration 60F (371.915308 sec): 3 clusters Score: Raw -4692322.785711 + Penalty 3627.753282 = -4688695.032428 nChanged 25 SP:Iteration 61Q (372.012108 sec): 3 clusters Score: Raw -4692326.771710 + Penalty 3627.753282 = -4688699.018427 nChanged 27 SP:Iteration 62Q (372.109227 sec): 3 clusters Score: Raw -4692330.618026 + Penalty 3627.753282 = -4688702.864744 nChanged 25 SP:Iteration 63Q (372.206585 sec): 3 clusters Score: Raw -4692334.135949 + Penalty 3627.753282 = -4688706.382667 nChanged 28 SP:Iteration 64Q (372.305597 sec): 3 clusters Score: Raw -4692337.796970 + Penalty 3627.753282 = -4688710.043688 nChanged 26 SP:Iteration 65Q (372.402490 sec): 3 clusters Score: Raw -4692341.224915 + Penalty 3627.753282 = -4688713.471633 nChanged 24 SP:Iteration 66Q (372.499305 sec): 3 clusters Score: Raw -4692343.946294 + Penalty 3627.753282 = -4688716.193011 nChanged 18 SP:Iteration 67Q (372.596349 sec): 3 clusters Score: Raw -4692346.626776 + Penalty 3627.753282 = -4688718.873493 nChanged 25 SP:Iteration 68Q (372.693199 sec): 3 clusters Score: Raw -4692350.488066 + Penalty 3627.753282 = -4688722.734784 nChanged 27 SP:Iteration 69Q (372.790512 sec): 3 clusters Score: Raw -4692354.635810 + Penalty 3627.753282 = -4688726.882528 nChanged 24 SP:Iteration 70Q (372.887233 sec): 3 clusters Score: Raw -4692358.528408 + Penalty 3627.753282 = -4688730.775125 nChanged 28 SP:Iteration 71Q (372.984072 sec): 3 clusters Score: Raw -4692362.732974 + Penalty 3627.753282 = -4688734.979691 nChanged 23 SP:Iteration 72Q (373.081060 sec): 3 clusters Score: Raw -4692367.062491 + Penalty 3627.753282 = -4688739.309208 nChanged 20 SP:Iteration 73Q (373.177750 sec): 3 clusters Score: Raw -4692370.412531 + Penalty 3627.753282 = -4688742.659248 nChanged 24 SP:Iteration 74Q (373.274325 sec): 3 clusters Score: Raw -4692373.528727 + Penalty 3627.753282 = -4688745.775445 nChanged 16 SP:Iteration 75Q (373.371102 sec): 3 clusters Score: Raw -4692375.422116 + Penalty 3627.753282 = -4688747.668833 nChanged 19 SP:Iteration 76Q (373.467906 sec): 3 clusters Score: Raw -4692378.257922 + Penalty 3627.753282 = -4688750.504640 nChanged 20 SP:Iteration 77Q (373.564351 sec): 3 clusters Score: Raw -4692381.790531 + Penalty 3627.753282 = -4688754.037249 nChanged 23 SP:Iteration 78Q (373.660907 sec): 3 clusters Score: Raw -4692384.754046 + Penalty 3627.753282 = -4688757.000763 nChanged 17 SP:Iteration 79Q (373.757568 sec): 3 clusters Score: Raw -4692386.602434 + Penalty 3627.753282 = -4688758.849152 nChanged 16 SP:Iteration 80F (373.871729 sec): 3 clusters Score: Raw -4692388.773516 + Penalty 3627.753282 = -4688761.020233 nChanged 12 SP:Iteration 81Q (373.968279 sec): 3 clusters Score: Raw -4692390.412332 + Penalty 3627.753282 = -4688762.659050 nChanged 13 SP:Iteration 82Q (374.064876 sec): 3 clusters Score: Raw -4692392.785740 + Penalty 3627.753282 = -4688765.032457 nChanged 17 SP:Iteration 83Q (374.163522 sec): 3 clusters Score: Raw -4692395.083381 + Penalty 3627.753282 = -4688767.330099 nChanged 15 SP:Iteration 84Q (374.259999 sec): 3 clusters Score: Raw -4692397.954849 + Penalty 3627.753282 = -4688770.201567 nChanged 18 SP:Iteration 85Q (374.356599 sec): 3 clusters Score: Raw -4692401.224990 + Penalty 3627.753282 = -4688773.471708 nChanged 25 SP:Iteration 86Q (374.453098 sec): 3 clusters Score: Raw -4692404.611439 + Penalty 3627.753282 = -4688776.858156 nChanged 18 SP:Iteration 87Q (374.549352 sec): 3 clusters Score: Raw -4692406.989550 + Penalty 3627.753282 = -4688779.236268 nChanged 13 SP:Iteration 88Q (374.645650 sec): 3 clusters Score: Raw -4692408.558687 + Penalty 3627.753282 = -4688780.805404 nChanged 15 SP:Iteration 89Q (374.742056 sec): 3 clusters Score: Raw -4692410.142474 + Penalty 3627.753282 = -4688782.389192 nChanged 11 SP:Iteration 90Q (374.838218 sec): 3 clusters Score: Raw -4692411.249190 + Penalty 3627.753282 = -4688783.495907 nChanged 9 SP:Iteration 91Q (374.934370 sec): 3 clusters Score: Raw -4692412.190390 + Penalty 3627.753282 = -4688784.437108 nChanged 6 SP:Iteration 92Q (375.030597 sec): 3 clusters Score: Raw -4692412.987937 + Penalty 3627.753282 = -4688785.234655 nChanged 11 SP:Iteration 93Q (375.126872 sec): 3 clusters Score: Raw -4692414.334763 + Penalty 3627.753282 = -4688786.581480 nChanged 7 SP:Iteration 94Q (375.223052 sec): 3 clusters Score: Raw -4692414.825043 + Penalty 3627.753282 = -4688787.071761 nChanged 5 SP:Iteration 95Q (375.319109 sec): 3 clusters Score: Raw -4692415.092413 + Penalty 3627.753282 = -4688787.339131 nChanged 2 SP:Iteration 96Q (375.415210 sec): 3 clusters Score: Raw -4692415.391797 + Penalty 3627.753282 = -4688787.638515 nChanged 4 SP:Iteration 97Q (375.511590 sec): 3 clusters Score: Raw -4692415.647992 + Penalty 3627.753282 = -4688787.894709 nChanged 1 SP:Iteration 98Q (375.609376 sec): 3 clusters Score: Raw -4692415.842298 + Penalty 3627.753282 = -4688788.089016 nChanged 0 SP:Iteration 99F (375.723923 sec): 3 clusters Score: Raw -4692415.842298 + Penalty 3627.753282 = -4688788.089016 nChanged 0 Trying to split cluster 4 (10513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (375.740154 sec): 2 clusters Score: Raw -714920.381716 + Penalty 1504.809778 = -713415.571938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (375.770251 sec): 3 clusters Score: Raw -708911.106487 + Penalty 3009.619556 = -705901.486931 nChanged 4599 SP:Iteration 1F (375.799478 sec): 3 clusters Score: Raw -711497.097601 + Penalty 3009.619556 = -708487.478044 nChanged 685 SP:Iteration 2F (375.829314 sec): 3 clusters Score: Raw -711818.005105 + Penalty 3009.619556 = -708808.385549 nChanged 603 SP:Iteration 3F (375.858281 sec): 3 clusters Score: Raw -712103.542684 + Penalty 3009.619556 = -709093.923128 nChanged 541 SP:Iteration 4F (375.887281 sec): 3 clusters Score: Raw -712372.931743 + Penalty 3009.619556 = -709363.312187 nChanged 514 SP:Iteration 5Q (375.916609 sec): 3 clusters Score: Raw -712655.175504 + Penalty 3009.619556 = -709645.555948 nChanged 491 SP:Iteration 6Q (375.945828 sec): 3 clusters Score: Raw -712926.659282 + Penalty 3009.619556 = -709917.039726 nChanged 482 SP:Iteration 7Q (375.975036 sec): 3 clusters Score: Raw -713257.454111 + Penalty 3009.619556 = -710247.834555 nChanged 498 SP:Iteration 8Q (376.004116 sec): 3 clusters Score: Raw -713625.388585 + Penalty 3009.619556 = -710615.769029 nChanged 468 SP:Iteration 9Q (376.033252 sec): 3 clusters Score: Raw -714013.713096 + Penalty 3009.619556 = -711004.093540 nChanged 350 SP:Iteration 10Q (376.062144 sec): 3 clusters Score: Raw -714318.755084 + Penalty 3009.619556 = -711309.135528 nChanged 270 SP:Iteration 11Q (376.103331 sec): 3 clusters Score: Raw -714541.812275 + Penalty 3009.619556 = -711532.192719 nChanged 231 SP:Iteration 12Q (376.130619 sec): 3 clusters Score: Raw -714717.729792 + Penalty 3009.619556 = -711708.110236 nChanged 195 SP:Iteration 13Q (376.158120 sec): 3 clusters Score: Raw -714857.057149 + Penalty 3009.619556 = -711847.437593 nChanged 143 SP:Iteration 14Q (376.185115 sec): 3 clusters Score: Raw -714943.347406 + Penalty 3009.619556 = -711933.727850 nChanged 120 SP:Iteration 15Q (376.235102 sec): 3 clusters Score: Raw -715008.261387 + Penalty 3009.619556 = -711998.641830 nChanged 88 SP:Iteration 16Q (376.261838 sec): 3 clusters Score: Raw -715050.389708 + Penalty 3009.619556 = -712040.770151 nChanged 73 SP:Iteration 17Q (376.288522 sec): 3 clusters Score: Raw -715077.145911 + Penalty 3009.619556 = -712067.526355 nChanged 53 SP:Iteration 18Q (376.315094 sec): 3 clusters Score: Raw -715096.423809 + Penalty 3009.619556 = -712086.804253 nChanged 47 SP:Iteration 19Q (376.341467 sec): 3 clusters Score: Raw -715112.571011 + Penalty 3009.619556 = -712102.951454 nChanged 34 SP:Iteration 20F (376.370648 sec): 3 clusters Score: Raw -715121.735375 + Penalty 3009.619556 = -712112.115818 nChanged 25 SP:Iteration 21Q (376.397173 sec): 3 clusters Score: Raw -715129.606830 + Penalty 3009.619556 = -712119.987274 nChanged 23 SP:Iteration 22Q (376.423641 sec): 3 clusters Score: Raw -715135.728337 + Penalty 3009.619556 = -712126.108781 nChanged 27 SP:Iteration 23Q (376.449778 sec): 3 clusters Score: Raw -715145.214646 + Penalty 3009.619556 = -712135.595090 nChanged 27 SP:Iteration 24Q (376.475993 sec): 3 clusters Score: Raw -715152.291667 + Penalty 3009.619556 = -712142.672111 nChanged 17 SP:Iteration 25Q (376.502195 sec): 3 clusters Score: Raw -715157.108222 + Penalty 3009.619556 = -712147.488665 nChanged 17 SP:Iteration 26Q (376.528731 sec): 3 clusters Score: Raw -715161.223226 + Penalty 3009.619556 = -712151.603670 nChanged 13 SP:Iteration 27Q (376.555245 sec): 3 clusters Score: Raw -715165.590393 + Penalty 3009.619556 = -712155.970836 nChanged 9 SP:Iteration 28Q (376.581498 sec): 3 clusters Score: Raw -715168.371250 + Penalty 3009.619556 = -712158.751694 nChanged 7 SP:Iteration 29Q (376.607651 sec): 3 clusters Score: Raw -715170.737955 + Penalty 3009.619556 = -712161.118399 nChanged 4 SP:Iteration 30Q (376.633829 sec): 3 clusters Score: Raw -715172.181037 + Penalty 3009.619556 = -712162.561481 nChanged 4 SP:Iteration 31Q (376.660058 sec): 3 clusters Score: Raw -715173.074854 + Penalty 3009.619556 = -712163.455298 nChanged 8 SP:Iteration 32Q (376.686441 sec): 3 clusters Score: Raw -715174.956030 + Penalty 3009.619556 = -712165.336473 nChanged 7 SP:Iteration 33Q (376.712610 sec): 3 clusters Score: Raw -715176.889082 + Penalty 3009.619556 = -712167.269526 nChanged 8 SP:Iteration 34Q (376.738881 sec): 3 clusters Score: Raw -715178.766797 + Penalty 3009.619556 = -712169.147241 nChanged 11 SP:Iteration 35Q (376.765005 sec): 3 clusters Score: Raw -715181.273844 + Penalty 3009.619556 = -712171.654288 nChanged 10 SP:Iteration 36Q (376.791261 sec): 3 clusters Score: Raw -715183.556404 + Penalty 3009.619556 = -712173.936847 nChanged 11 SP:Iteration 37Q (376.817582 sec): 3 clusters Score: Raw -715186.000899 + Penalty 3009.619556 = -712176.381343 nChanged 9 SP:Iteration 38Q (376.865667 sec): 3 clusters Score: Raw -715188.969075 + Penalty 3009.619556 = -712179.349519 nChanged 12 SP:Iteration 39Q (376.891693 sec): 3 clusters Score: Raw -715193.099626 + Penalty 3009.619556 = -712183.480070 nChanged 13 SP:Iteration 40F (376.920562 sec): 3 clusters Score: Raw -715195.524905 + Penalty 3009.619556 = -712185.905349 nChanged 14 SP:Iteration 41Q (376.946895 sec): 3 clusters Score: Raw -715198.695271 + Penalty 3009.619556 = -712189.075715 nChanged 6 SP:Iteration 42Q (376.973166 sec): 3 clusters Score: Raw -715199.996818 + Penalty 3009.619556 = -712190.377262 nChanged 5 SP:Iteration 43Q (376.999499 sec): 3 clusters Score: Raw -715201.837644 + Penalty 3009.619556 = -712192.218088 nChanged 2 SP:Iteration 44Q (377.025527 sec): 3 clusters Score: Raw -715202.268294 + Penalty 3009.619556 = -712192.648738 nChanged 2 SP:Iteration 45Q (377.051558 sec): 3 clusters Score: Raw -715202.998460 + Penalty 3009.619556 = -712193.378903 nChanged 3 SP:Iteration 46Q (377.077771 sec): 3 clusters Score: Raw -715203.946765 + Penalty 3009.619556 = -712194.327208 nChanged 6 SP:Iteration 47Q (377.104128 sec): 3 clusters Score: Raw -715204.956432 + Penalty 3009.619556 = -712195.336875 nChanged 3 SP:Iteration 48Q (377.130076 sec): 3 clusters Score: Raw -715205.587128 + Penalty 3009.619556 = -712195.967571 nChanged 5 SP:Iteration 49Q (377.156251 sec): 3 clusters Score: Raw -715206.183414 + Penalty 3009.619556 = -712196.563857 nChanged 3 SP:Iteration 50Q (377.182353 sec): 3 clusters Score: Raw -715206.598534 + Penalty 3009.619556 = -712196.978977 nChanged 3 SP:Iteration 51Q (377.208566 sec): 3 clusters Score: Raw -715207.300700 + Penalty 3009.619556 = -712197.681143 nChanged 6 SP:Iteration 52Q (377.234740 sec): 3 clusters Score: Raw -715208.855205 + Penalty 3009.619556 = -712199.235649 nChanged 5 SP:Iteration 53Q (377.260839 sec): 3 clusters Score: Raw -715210.261608 + Penalty 3009.619556 = -712200.642051 nChanged 7 SP:Iteration 54Q (377.286859 sec): 3 clusters Score: Raw -715212.198843 + Penalty 3009.619556 = -712202.579287 nChanged 9 SP:Iteration 55Q (377.312965 sec): 3 clusters Score: Raw -715213.733402 + Penalty 3009.619556 = -712204.113845 nChanged 5 SP:Iteration 56Q (377.339119 sec): 3 clusters Score: Raw -715214.715266 + Penalty 3009.619556 = -712205.095710 nChanged 3 SP:Iteration 57Q (377.365184 sec): 3 clusters Score: Raw -715215.315843 + Penalty 3009.619556 = -712205.696287 nChanged 1 SP:Iteration 58Q (377.391230 sec): 3 clusters Score: Raw -715215.559482 + Penalty 3009.619556 = -712205.939926 nChanged 2 SP:Iteration 59Q (377.417273 sec): 3 clusters Score: Raw -715215.962352 + Penalty 3009.619556 = -712206.342796 nChanged 2 SP:Iteration 60F (377.446269 sec): 3 clusters Score: Raw -715216.754110 + Penalty 3009.619556 = -712207.134554 nChanged 3 SP:Iteration 61Q (377.472630 sec): 3 clusters Score: Raw -715217.299745 + Penalty 3009.619556 = -712207.680189 nChanged 1 SP:Iteration 62Q (377.498569 sec): 3 clusters Score: Raw -715217.472026 + Penalty 3009.619556 = -712207.852470 nChanged 2 SP:Iteration 63Q (377.524661 sec): 3 clusters Score: Raw -715217.886320 + Penalty 3009.619556 = -712208.266763 nChanged 2 SP:Iteration 64Q (377.550717 sec): 3 clusters Score: Raw -715218.170839 + Penalty 3009.619556 = -712208.551283 nChanged 1 SP:Iteration 65Q (377.576980 sec): 3 clusters Score: Raw -715218.388759 + Penalty 3009.619556 = -712208.769203 nChanged 1 SP:Iteration 66Q (377.603066 sec): 3 clusters Score: Raw -715218.478715 + Penalty 3009.619556 = -712208.859158 nChanged 0 SP:Iteration 67F (377.632251 sec): 3 clusters Score: Raw -715218.478715 + Penalty 3009.619556 = -712208.859158 nChanged 0 Trying to split cluster 5 (2457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (377.647889 sec): 2 clusters Score: Raw -168053.586731 + Penalty 1268.588161 = -166784.998570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (377.663285 sec): 3 clusters Score: Raw -166924.245989 + Penalty 2537.176321 = -164387.069668 nChanged 912 SP:Iteration 1F (377.675678 sec): 3 clusters Score: Raw -167482.447188 + Penalty 2537.176321 = -164945.270867 nChanged 199 SP:Iteration 2F (377.688035 sec): 3 clusters Score: Raw -167616.293678 + Penalty 2537.176321 = -165079.117357 nChanged 130 SP:Iteration 3F (377.700278 sec): 3 clusters Score: Raw -167710.637238 + Penalty 2537.176321 = -165173.460917 nChanged 110 SP:Iteration 4Q (377.712668 sec): 3 clusters Score: Raw -167799.111207 + Penalty 2537.176321 = -165261.934886 nChanged 101 SP:Iteration 5Q (377.725008 sec): 3 clusters Score: Raw -167874.874648 + Penalty 2537.176321 = -165337.698327 nChanged 87 SP:Iteration 6Q (377.737346 sec): 3 clusters Score: Raw -167940.004001 + Penalty 2537.176321 = -165402.827680 nChanged 88 SP:Iteration 7Q (377.749627 sec): 3 clusters Score: Raw -168015.613148 + Penalty 2537.176321 = -165478.436827 nChanged 72 SP:Iteration 8Q (377.761832 sec): 3 clusters Score: Raw -168074.896230 + Penalty 2537.176321 = -165537.719909 nChanged 69 SP:Iteration 9Q (377.774175 sec): 3 clusters Score: Raw -168118.936257 + Penalty 2537.176321 = -165581.759936 nChanged 55 SP:Iteration 10Q (377.786359 sec): 3 clusters Score: Raw -168157.028044 + Penalty 2537.176321 = -165619.851723 nChanged 42 SP:Iteration 11Q (377.798376 sec): 3 clusters Score: Raw -168188.861207 + Penalty 2537.176321 = -165651.684886 nChanged 42 SP:Iteration 12Q (377.810564 sec): 3 clusters Score: Raw -168221.407691 + Penalty 2537.176321 = -165684.231370 nChanged 56 SP:Iteration 13Q (377.822734 sec): 3 clusters Score: Raw -168257.696515 + Penalty 2537.176321 = -165720.520194 nChanged 50 SP:Iteration 14Q (377.834891 sec): 3 clusters Score: Raw -168288.956122 + Penalty 2537.176321 = -165751.779801 nChanged 39 SP:Iteration 15Q (377.847139 sec): 3 clusters Score: Raw -168309.583534 + Penalty 2537.176321 = -165772.407213 nChanged 31 SP:Iteration 16Q (377.859286 sec): 3 clusters Score: Raw -168327.202226 + Penalty 2537.176321 = -165790.025905 nChanged 27 SP:Iteration 17Q (377.871454 sec): 3 clusters Score: Raw -168343.139745 + Penalty 2537.176321 = -165805.963424 nChanged 24 SP:Iteration 18Q (377.883594 sec): 3 clusters Score: Raw -168358.550214 + Penalty 2537.176321 = -165821.373893 nChanged 25 SP:Iteration 19Q (377.895860 sec): 3 clusters Score: Raw -168373.324394 + Penalty 2537.176321 = -165836.148072 nChanged 22 SP:Iteration 20F (377.908214 sec): 3 clusters Score: Raw -168384.770401 + Penalty 2537.176321 = -165847.594080 nChanged 20 SP:Iteration 21Q (377.920482 sec): 3 clusters Score: Raw -168395.178336 + Penalty 2537.176321 = -165858.002015 nChanged 14 SP:Iteration 22Q (377.932466 sec): 3 clusters Score: Raw -168400.914729 + Penalty 2537.176321 = -165863.738408 nChanged 9 SP:Iteration 23Q (377.944713 sec): 3 clusters Score: Raw -168404.800956 + Penalty 2537.176321 = -165867.624635 nChanged 7 SP:Iteration 24Q (377.956969 sec): 3 clusters Score: Raw -168407.861935 + Penalty 2537.176321 = -165870.685614 nChanged 8 SP:Iteration 25Q (377.969280 sec): 3 clusters Score: Raw -168411.286190 + Penalty 2537.176321 = -165874.109869 nChanged 7 SP:Iteration 26Q (377.981427 sec): 3 clusters Score: Raw -168415.543265 + Penalty 2537.176321 = -165878.366944 nChanged 7 SP:Iteration 27Q (377.993703 sec): 3 clusters Score: Raw -168418.558683 + Penalty 2537.176321 = -165881.382362 nChanged 6 SP:Iteration 28Q (378.005949 sec): 3 clusters Score: Raw -168420.536098 + Penalty 2537.176321 = -165883.359777 nChanged 3 SP:Iteration 29Q (378.018182 sec): 3 clusters Score: Raw -168421.722573 + Penalty 2537.176321 = -165884.546251 nChanged 2 SP:Iteration 30Q (378.030451 sec): 3 clusters Score: Raw -168422.360909 + Penalty 2537.176321 = -165885.184588 nChanged 1 SP:Iteration 31Q (378.042703 sec): 3 clusters Score: Raw -168422.956896 + Penalty 2537.176321 = -165885.780575 nChanged 2 SP:Iteration 32Q (378.056667 sec): 3 clusters Score: Raw -168423.418241 + Penalty 2537.176321 = -165886.241920 nChanged 2 SP:Iteration 33Q (378.068923 sec): 3 clusters Score: Raw -168424.073381 + Penalty 2537.176321 = -165886.897060 nChanged 3 SP:Iteration 34Q (378.081071 sec): 3 clusters Score: Raw -168425.104144 + Penalty 2537.176321 = -165887.927823 nChanged 1 SP:Iteration 35Q (378.093322 sec): 3 clusters Score: Raw -168425.653094 + Penalty 2537.176321 = -165888.476773 nChanged 1 SP:Iteration 36Q (378.105467 sec): 3 clusters Score: Raw -168425.781853 + Penalty 2537.176321 = -165888.605532 nChanged 0 SP:Iteration 37F (378.117744 sec): 3 clusters Score: Raw -168425.781853 + Penalty 2537.176321 = -165888.605532 nChanged 0 Trying to split cluster 6 (757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (378.128585 sec): 2 clusters Score: Raw -44570.149456 + Penalty 1077.271529 = -43492.877927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (378.133128 sec): 3 clusters Score: Raw -44369.286260 + Penalty 2154.543057 = -42214.743202 nChanged 196 SP:Iteration 1F (378.137344 sec): 3 clusters Score: Raw -44576.931092 + Penalty 2154.543057 = -42422.388035 nChanged 55 SP:Iteration 2F (378.141572 sec): 3 clusters Score: Raw -44639.282215 + Penalty 2154.543057 = -42484.739157 nChanged 25 SP:Iteration 3Q (378.145787 sec): 3 clusters Score: Raw -44668.566570 + Penalty 2154.543057 = -42514.023513 nChanged 19 SP:Iteration 4Q (378.149988 sec): 3 clusters Score: Raw -44692.752851 + Penalty 2154.543057 = -42538.209794 nChanged 12 SP:Iteration 5Q (378.154215 sec): 3 clusters Score: Raw -44707.616399 + Penalty 2154.543057 = -42553.073342 nChanged 7 SP:Iteration 6Q (378.158410 sec): 3 clusters Score: Raw -44717.743489 + Penalty 2154.543057 = -42563.200432 nChanged 6 SP:Iteration 7Q (378.162596 sec): 3 clusters Score: Raw -44722.939230 + Penalty 2154.543057 = -42568.396173 nChanged 2 SP:Iteration 8Q (378.166780 sec): 3 clusters Score: Raw -44726.127284 + Penalty 2154.543057 = -42571.584226 nChanged 2 SP:Iteration 9Q (378.170947 sec): 3 clusters Score: Raw -44729.417210 + Penalty 2154.543057 = -42574.874152 nChanged 3 SP:Iteration 10Q (378.175103 sec): 3 clusters Score: Raw -44732.726869 + Penalty 2154.543057 = -42578.183812 nChanged 1 SP:Iteration 11Q (378.179233 sec): 3 clusters Score: Raw -44734.219073 + Penalty 2154.543057 = -42579.676016 nChanged 0 SP:Iteration 12F (378.183419 sec): 3 clusters Score: Raw -44734.219073 + Penalty 2154.543057 = -42579.676016 nChanged 0 Trying to split cluster 7 (27561 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (378.229975 sec): 2 clusters Score: Raw -1747254.519513 + Penalty 1661.425514 = -1745593.093999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (378.285262 sec): 3 clusters Score: Raw -1730298.851733 + Penalty 3322.851028 = -1726976.000705 nChanged 12748 SP:Iteration 1F (378.339165 sec): 3 clusters Score: Raw -1737419.763958 + Penalty 3322.851028 = -1734096.912930 nChanged 1230 SP:Iteration 2Q (378.394495 sec): 3 clusters Score: Raw -1737809.546645 + Penalty 3322.851028 = -1734486.695617 nChanged 1154 SP:Iteration 3Q (378.448363 sec): 3 clusters Score: Raw -1738196.576067 + Penalty 3322.851028 = -1734873.725040 nChanged 1122 SP:Iteration 4Q (378.502274 sec): 3 clusters Score: Raw -1738582.748147 + Penalty 3322.851028 = -1735259.897119 nChanged 1095 SP:Iteration 5Q (378.556792 sec): 3 clusters Score: Raw -1738990.290782 + Penalty 3322.851028 = -1735667.439754 nChanged 1122 SP:Iteration 6Q (378.610667 sec): 3 clusters Score: Raw -1739440.001074 + Penalty 3322.851028 = -1736117.150046 nChanged 1175 SP:Iteration 7Q (378.665004 sec): 3 clusters Score: Raw -1739959.658884 + Penalty 3322.851028 = -1736636.807856 nChanged 1193 SP:Iteration 8Q (378.719324 sec): 3 clusters Score: Raw -1740587.108516 + Penalty 3322.851028 = -1737264.257488 nChanged 1370 SP:Iteration 9Q (378.773362 sec): 3 clusters Score: Raw -1741469.282512 + Penalty 3322.851028 = -1738146.431484 nChanged 1493 SP:Iteration 10F (378.825293 sec): 3 clusters Score: Raw -1742545.648648 + Penalty 3322.851028 = -1739222.797620 nChanged 1456 SP:Iteration 11F (378.877898 sec): 3 clusters Score: Raw -1743488.467332 + Penalty 3322.851028 = -1740165.616304 nChanged 1199 SP:Iteration 12Q (378.931568 sec): 3 clusters Score: Raw -1744070.806126 + Penalty 3322.851028 = -1740747.955098 nChanged 869 SP:Iteration 13Q (378.984615 sec): 3 clusters Score: Raw -1744408.570000 + Penalty 3322.851028 = -1741085.718972 nChanged 652 SP:Iteration 14Q (379.037071 sec): 3 clusters Score: Raw -1744631.027026 + Penalty 3322.851028 = -1741308.175998 nChanged 511 SP:Iteration 15Q (379.089312 sec): 3 clusters Score: Raw -1744796.845833 + Penalty 3322.851028 = -1741473.994805 nChanged 435 SP:Iteration 16Q (379.141889 sec): 3 clusters Score: Raw -1744926.847103 + Penalty 3322.851028 = -1741603.996075 nChanged 416 SP:Iteration 17Q (379.193888 sec): 3 clusters Score: Raw -1745043.837787 + Penalty 3322.851028 = -1741720.986759 nChanged 361 SP:Iteration 18Q (379.245982 sec): 3 clusters Score: Raw -1745139.908911 + Penalty 3322.851028 = -1741817.057883 nChanged 359 SP:Iteration 19Q (379.297735 sec): 3 clusters Score: Raw -1745238.301536 + Penalty 3322.851028 = -1741915.450508 nChanged 342 SP:Iteration 20F (379.349846 sec): 3 clusters Score: Raw -1745326.998386 + Penalty 3322.851028 = -1742004.147358 nChanged 316 SP:Iteration 21Q (379.402358 sec): 3 clusters Score: Raw -1745402.328383 + Penalty 3322.851028 = -1742079.477355 nChanged 318 SP:Iteration 22Q (379.453945 sec): 3 clusters Score: Raw -1745475.467153 + Penalty 3322.851028 = -1742152.616126 nChanged 291 SP:Iteration 23Q (379.505038 sec): 3 clusters Score: Raw -1745544.329584 + Penalty 3322.851028 = -1742221.478556 nChanged 295 SP:Iteration 24Q (379.556361 sec): 3 clusters Score: Raw -1745615.626123 + Penalty 3322.851028 = -1742292.775095 nChanged 315 SP:Iteration 25Q (379.607204 sec): 3 clusters Score: Raw -1745698.427782 + Penalty 3322.851028 = -1742375.576754 nChanged 300 SP:Iteration 26Q (379.658050 sec): 3 clusters Score: Raw -1745776.176308 + Penalty 3322.851028 = -1742453.325280 nChanged 299 SP:Iteration 27Q (379.708650 sec): 3 clusters Score: Raw -1745855.494279 + Penalty 3322.851028 = -1742532.643251 nChanged 283 SP:Iteration 28Q (379.759113 sec): 3 clusters Score: Raw -1745934.367208 + Penalty 3322.851028 = -1742611.516180 nChanged 288 SP:Iteration 29Q (379.809336 sec): 3 clusters Score: Raw -1746016.507478 + Penalty 3322.851028 = -1742693.656450 nChanged 312 SP:Iteration 30Q (379.859234 sec): 3 clusters Score: Raw -1746107.830483 + Penalty 3322.851028 = -1742784.979455 nChanged 305 SP:Iteration 31Q (379.909264 sec): 3 clusters Score: Raw -1746194.503060 + Penalty 3322.851028 = -1742871.652032 nChanged 283 SP:Iteration 32Q (379.959017 sec): 3 clusters Score: Raw -1746267.286427 + Penalty 3322.851028 = -1742944.435399 nChanged 242 SP:Iteration 33Q (380.009372 sec): 3 clusters Score: Raw -1746323.119785 + Penalty 3322.851028 = -1743000.268757 nChanged 222 SP:Iteration 34Q (380.057921 sec): 3 clusters Score: Raw -1746370.126766 + Penalty 3322.851028 = -1743047.275738 nChanged 231 SP:Iteration 35Q (380.106954 sec): 3 clusters Score: Raw -1746418.980834 + Penalty 3322.851028 = -1743096.129806 nChanged 233 SP:Iteration 36Q (380.155423 sec): 3 clusters Score: Raw -1746467.434402 + Penalty 3322.851028 = -1743144.583374 nChanged 209 SP:Iteration 37Q (380.203845 sec): 3 clusters Score: Raw -1746507.511940 + Penalty 3322.851028 = -1743184.660912 nChanged 194 SP:Iteration 38Q (380.252255 sec): 3 clusters Score: Raw -1746546.775132 + Penalty 3322.851028 = -1743223.924104 nChanged 201 SP:Iteration 39Q (380.300508 sec): 3 clusters Score: Raw -1746587.186225 + Penalty 3322.851028 = -1743264.335197 nChanged 176 SP:Iteration 40F (380.375310 sec): 3 clusters Score: Raw -1746620.700215 + Penalty 3322.851028 = -1743297.849187 nChanged 173 SP:Iteration 41Q (380.424060 sec): 3 clusters Score: Raw -1746658.670711 + Penalty 3322.851028 = -1743335.819683 nChanged 181 SP:Iteration 42Q (380.472866 sec): 3 clusters Score: Raw -1746696.908286 + Penalty 3322.851028 = -1743374.057258 nChanged 162 SP:Iteration 43Q (380.520766 sec): 3 clusters Score: Raw -1746731.832461 + Penalty 3322.851028 = -1743408.981434 nChanged 176 SP:Iteration 44Q (380.571594 sec): 3 clusters Score: Raw -1746767.405064 + Penalty 3322.851028 = -1743444.554036 nChanged 161 SP:Iteration 45Q (380.619304 sec): 3 clusters Score: Raw -1746799.048496 + Penalty 3322.851028 = -1743476.197468 nChanged 162 SP:Iteration 46Q (380.666886 sec): 3 clusters Score: Raw -1746833.928689 + Penalty 3322.851028 = -1743511.077661 nChanged 167 SP:Iteration 47Q (380.714601 sec): 3 clusters Score: Raw -1746867.685464 + Penalty 3322.851028 = -1743544.834436 nChanged 167 SP:Iteration 48Q (380.761636 sec): 3 clusters Score: Raw -1746902.849304 + Penalty 3322.851028 = -1743579.998276 nChanged 164 SP:Iteration 49Q (380.808585 sec): 3 clusters Score: Raw -1746937.068949 + Penalty 3322.851028 = -1743614.217921 nChanged 157 SP:Iteration 50Q (380.855845 sec): 3 clusters Score: Raw -1746972.663702 + Penalty 3322.851028 = -1743649.812675 nChanged 157 SP:Iteration 51Q (380.903103 sec): 3 clusters Score: Raw -1747013.508852 + Penalty 3322.851028 = -1743690.657824 nChanged 163 SP:Iteration 52Q (380.949822 sec): 3 clusters Score: Raw -1747058.534535 + Penalty 3322.851028 = -1743735.683508 nChanged 162 SP:Iteration 53Q (380.996724 sec): 3 clusters Score: Raw -1747103.048340 + Penalty 3322.851028 = -1743780.197312 nChanged 154 SP:Iteration 54Q (381.043468 sec): 3 clusters Score: Raw -1747139.669672 + Penalty 3322.851028 = -1743816.818644 nChanged 136 SP:Iteration 55Q (381.089858 sec): 3 clusters Score: Raw -1747171.189988 + Penalty 3322.851028 = -1743848.338960 nChanged 129 SP:Iteration 56Q (381.136412 sec): 3 clusters Score: Raw -1747197.983032 + Penalty 3322.851028 = -1743875.132005 nChanged 110 SP:Iteration 57Q (381.182470 sec): 3 clusters Score: Raw -1747223.401623 + Penalty 3322.851028 = -1743900.550595 nChanged 122 SP:Iteration 58Q (381.228500 sec): 3 clusters Score: Raw -1747255.206065 + Penalty 3322.851028 = -1743932.355037 nChanged 112 SP:Iteration 59Q (381.274430 sec): 3 clusters Score: Raw -1747279.910467 + Penalty 3322.851028 = -1743957.059439 nChanged 99 SP:Iteration 60F (381.326532 sec): 3 clusters Score: Raw -1747304.359792 + Penalty 3322.851028 = -1743981.508764 nChanged 91 SP:Iteration 61Q (381.374401 sec): 3 clusters Score: Raw -1747328.708100 + Penalty 3322.851028 = -1744005.857072 nChanged 91 SP:Iteration 62Q (381.419998 sec): 3 clusters Score: Raw -1747350.649776 + Penalty 3322.851028 = -1744027.798748 nChanged 84 SP:Iteration 63Q (381.465934 sec): 3 clusters Score: Raw -1747366.813843 + Penalty 3322.851028 = -1744043.962815 nChanged 83 SP:Iteration 64Q (381.511630 sec): 3 clusters Score: Raw -1747381.524026 + Penalty 3322.851028 = -1744058.672998 nChanged 77 SP:Iteration 65Q (381.557053 sec): 3 clusters Score: Raw -1747397.370169 + Penalty 3322.851028 = -1744074.519141 nChanged 79 SP:Iteration 66Q (381.602805 sec): 3 clusters Score: Raw -1747416.136572 + Penalty 3322.851028 = -1744093.285544 nChanged 74 SP:Iteration 67Q (381.648165 sec): 3 clusters Score: Raw -1747433.295253 + Penalty 3322.851028 = -1744110.444225 nChanged 73 SP:Iteration 68Q (381.693475 sec): 3 clusters Score: Raw -1747449.653111 + Penalty 3322.851028 = -1744126.802084 nChanged 78 SP:Iteration 69Q (381.739022 sec): 3 clusters Score: Raw -1747466.619546 + Penalty 3322.851028 = -1744143.768518 nChanged 69 SP:Iteration 70Q (381.786386 sec): 3 clusters Score: Raw -1747481.816786 + Penalty 3322.851028 = -1744158.965758 nChanged 66 SP:Iteration 71Q (381.831722 sec): 3 clusters Score: Raw -1747495.591262 + Penalty 3322.851028 = -1744172.740234 nChanged 59 SP:Iteration 72Q (381.877196 sec): 3 clusters Score: Raw -1747508.457931 + Penalty 3322.851028 = -1744185.606903 nChanged 56 SP:Iteration 73Q (381.922546 sec): 3 clusters Score: Raw -1747520.946576 + Penalty 3322.851028 = -1744198.095548 nChanged 57 SP:Iteration 74Q (381.967373 sec): 3 clusters Score: Raw -1747531.664470 + Penalty 3322.851028 = -1744208.813442 nChanged 48 SP:Iteration 75Q (382.014283 sec): 3 clusters Score: Raw -1747540.508813 + Penalty 3322.851028 = -1744217.657785 nChanged 44 SP:Iteration 76Q (382.059569 sec): 3 clusters Score: Raw -1747548.894497 + Penalty 3322.851028 = -1744226.043469 nChanged 32 SP:Iteration 77Q (382.104245 sec): 3 clusters Score: Raw -1747554.915370 + Penalty 3322.851028 = -1744232.064342 nChanged 33 SP:Iteration 78Q (382.149141 sec): 3 clusters Score: Raw -1747561.100466 + Penalty 3322.851028 = -1744238.249438 nChanged 27 SP:Iteration 79Q (382.194424 sec): 3 clusters Score: Raw -1747565.966549 + Penalty 3322.851028 = -1744243.115521 nChanged 24 SP:Iteration 80F (382.245926 sec): 3 clusters Score: Raw -1747570.881124 + Penalty 3322.851028 = -1744248.030096 nChanged 29 SP:Iteration 81Q (382.291630 sec): 3 clusters Score: Raw -1747576.966566 + Penalty 3322.851028 = -1744254.115538 nChanged 27 SP:Iteration 82Q (382.336498 sec): 3 clusters Score: Raw -1747584.795453 + Penalty 3322.851028 = -1744261.944425 nChanged 26 SP:Iteration 83Q (382.381636 sec): 3 clusters Score: Raw -1747589.847373 + Penalty 3322.851028 = -1744266.996345 nChanged 18 SP:Iteration 84Q (382.426491 sec): 3 clusters Score: Raw -1747592.653550 + Penalty 3322.851028 = -1744269.802522 nChanged 18 SP:Iteration 85Q (382.471535 sec): 3 clusters Score: Raw -1747595.024606 + Penalty 3322.851028 = -1744272.173578 nChanged 12 SP:Iteration 86Q (382.519248 sec): 3 clusters Score: Raw -1747597.493159 + Penalty 3322.851028 = -1744274.642131 nChanged 14 SP:Iteration 87Q (382.564004 sec): 3 clusters Score: Raw -1747600.146438 + Penalty 3322.851028 = -1744277.295410 nChanged 7 SP:Iteration 88Q (382.608961 sec): 3 clusters Score: Raw -1747601.198006 + Penalty 3322.851028 = -1744278.346978 nChanged 6 SP:Iteration 89Q (382.653275 sec): 3 clusters Score: Raw -1747601.992993 + Penalty 3322.851028 = -1744279.141966 nChanged 4 SP:Iteration 90Q (382.697984 sec): 3 clusters Score: Raw -1747602.597855 + Penalty 3322.851028 = -1744279.746827 nChanged 4 SP:Iteration 91Q (382.743171 sec): 3 clusters Score: Raw -1747602.990954 + Penalty 3322.851028 = -1744280.139926 nChanged 1 SP:Iteration 92Q (382.788038 sec): 3 clusters Score: Raw -1747603.151972 + Penalty 3322.851028 = -1744280.300944 nChanged 2 SP:Iteration 93Q (382.832651 sec): 3 clusters Score: Raw -1747603.342883 + Penalty 3322.851028 = -1744280.491855 nChanged 1 SP:Iteration 94Q (382.877088 sec): 3 clusters Score: Raw -1747603.521198 + Penalty 3322.851028 = -1744280.670170 nChanged 0 SP:Iteration 95F (382.928983 sec): 3 clusters Score: Raw -1747603.521198 + Penalty 3322.851028 = -1744280.670170 nChanged 0 Trying to split cluster 8 (8131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (382.949369 sec): 2 clusters Score: Raw -524599.964613 + Penalty 1463.058869 = -523136.905744 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (382.977479 sec): 3 clusters Score: Raw -520067.847955 + Penalty 2926.117739 = -517141.730216 nChanged 3460 SP:Iteration 1F (383.003043 sec): 3 clusters Score: Raw -521932.123868 + Penalty 2926.117739 = -519006.006130 nChanged 561 SP:Iteration 2F (383.028832 sec): 3 clusters Score: Raw -522226.842046 + Penalty 2926.117739 = -519300.724308 nChanged 484 SP:Iteration 3F (383.054502 sec): 3 clusters Score: Raw -522529.366271 + Penalty 2926.117739 = -519603.248532 nChanged 486 SP:Iteration 4F (383.080870 sec): 3 clusters Score: Raw -522846.044154 + Penalty 2926.117739 = -519919.926415 nChanged 500 SP:Iteration 5F (383.106436 sec): 3 clusters Score: Raw -523161.733791 + Penalty 2926.117739 = -520235.616052 nChanged 483 SP:Iteration 6F (383.132134 sec): 3 clusters Score: Raw -523474.638219 + Penalty 2926.117739 = -520548.520480 nChanged 437 SP:Iteration 7F (383.157793 sec): 3 clusters Score: Raw -523771.531767 + Penalty 2926.117739 = -520845.414028 nChanged 391 SP:Iteration 8Q (383.183431 sec): 3 clusters Score: Raw -524017.630100 + Penalty 2926.117739 = -521091.512361 nChanged 310 SP:Iteration 9Q (383.209053 sec): 3 clusters Score: Raw -524202.226790 + Penalty 2926.117739 = -521276.109052 nChanged 245 SP:Iteration 10Q (383.234567 sec): 3 clusters Score: Raw -524341.443530 + Penalty 2926.117739 = -521415.325791 nChanged 208 SP:Iteration 11Q (383.260092 sec): 3 clusters Score: Raw -524447.569922 + Penalty 2926.117739 = -521521.452183 nChanged 149 SP:Iteration 12Q (383.286351 sec): 3 clusters Score: Raw -524514.206958 + Penalty 2926.117739 = -521588.089219 nChanged 116 SP:Iteration 13Q (383.311989 sec): 3 clusters Score: Raw -524562.500259 + Penalty 2926.117739 = -521636.382520 nChanged 100 SP:Iteration 14Q (383.337614 sec): 3 clusters Score: Raw -524608.139630 + Penalty 2926.117739 = -521682.021891 nChanged 86 SP:Iteration 15Q (383.363261 sec): 3 clusters Score: Raw -524662.364887 + Penalty 2926.117739 = -521736.247148 nChanged 92 SP:Iteration 16Q (383.390560 sec): 3 clusters Score: Raw -524748.297930 + Penalty 2926.117739 = -521822.180191 nChanged 101 SP:Iteration 17Q (383.438662 sec): 3 clusters Score: Raw -524816.085643 + Penalty 2926.117739 = -521889.967905 nChanged 89 SP:Iteration 18Q (383.464115 sec): 3 clusters Score: Raw -524854.372819 + Penalty 2926.117739 = -521928.255081 nChanged 62 SP:Iteration 19Q (383.491177 sec): 3 clusters Score: Raw -524876.094779 + Penalty 2926.117739 = -521949.977040 nChanged 51 SP:Iteration 20F (383.516831 sec): 3 clusters Score: Raw -524890.649966 + Penalty 2926.117739 = -521964.532227 nChanged 32 SP:Iteration 21Q (383.542277 sec): 3 clusters Score: Raw -524898.346625 + Penalty 2926.117739 = -521972.228887 nChanged 29 SP:Iteration 22Q (383.567487 sec): 3 clusters Score: Raw -524903.691159 + Penalty 2926.117739 = -521977.573420 nChanged 14 SP:Iteration 23Q (383.593605 sec): 3 clusters Score: Raw -524905.354247 + Penalty 2926.117739 = -521979.236509 nChanged 13 SP:Iteration 24Q (383.618809 sec): 3 clusters Score: Raw -524907.372926 + Penalty 2926.117739 = -521981.255187 nChanged 12 SP:Iteration 25Q (383.643996 sec): 3 clusters Score: Raw -524909.843271 + Penalty 2926.117739 = -521983.725532 nChanged 11 SP:Iteration 26Q (383.669147 sec): 3 clusters Score: Raw -524911.604721 + Penalty 2926.117739 = -521985.486983 nChanged 4 SP:Iteration 27Q (383.694378 sec): 3 clusters Score: Raw -524912.548988 + Penalty 2926.117739 = -521986.431249 nChanged 6 SP:Iteration 28Q (383.719598 sec): 3 clusters Score: Raw -524913.585753 + Penalty 2926.117739 = -521987.468014 nChanged 3 SP:Iteration 29Q (383.744696 sec): 3 clusters Score: Raw -524913.857692 + Penalty 2926.117739 = -521987.739953 nChanged 1 SP:Iteration 30Q (383.769836 sec): 3 clusters Score: Raw -524913.886720 + Penalty 2926.117739 = -521987.768981 nChanged 2 SP:Iteration 31Q (383.794945 sec): 3 clusters Score: Raw -524914.068063 + Penalty 2926.117739 = -521987.950324 nChanged 2 SP:Iteration 32Q (383.820012 sec): 3 clusters Score: Raw -524914.374411 + Penalty 2926.117739 = -521988.256672 nChanged 1 SP:Iteration 33Q (383.845141 sec): 3 clusters Score: Raw -524914.481160 + Penalty 2926.117739 = -521988.363421 nChanged 1 SP:Iteration 34Q (383.870415 sec): 3 clusters Score: Raw -524914.613147 + Penalty 2926.117739 = -521988.495408 nChanged 1 SP:Iteration 35Q (383.895745 sec): 3 clusters Score: Raw -524914.772065 + Penalty 2926.117739 = -521988.654326 nChanged 3 SP:Iteration 36Q (383.920955 sec): 3 clusters Score: Raw -524915.146334 + Penalty 2926.117739 = -521989.028595 nChanged 2 SP:Iteration 37Q (383.946102 sec): 3 clusters Score: Raw -524915.428047 + Penalty 2926.117739 = -521989.310309 nChanged 0 SP:Iteration 38F (383.971935 sec): 3 clusters Score: Raw -524915.428047 + Penalty 2926.117739 = -521989.310309 nChanged 0 Trying to split cluster 9 (40294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (384.030590 sec): 2 clusters Score: Raw -2719873.057564 + Penalty 1723.143151 = -2718149.914413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (384.107435 sec): 3 clusters Score: Raw -2694534.980239 + Penalty 3446.286302 = -2691088.693936 nChanged 18867 SP:Iteration 1F (384.178156 sec): 3 clusters Score: Raw -2705869.509711 + Penalty 3446.286302 = -2702423.223408 nChanged 2453 SP:Iteration 2F (384.249068 sec): 3 clusters Score: Raw -2707311.381872 + Penalty 3446.286302 = -2703865.095569 nChanged 2961 SP:Iteration 3F (384.319512 sec): 3 clusters Score: Raw -2709529.198534 + Penalty 3446.286302 = -2706082.912231 nChanged 3324 SP:Iteration 4F (384.390093 sec): 3 clusters Score: Raw -2712409.286802 + Penalty 3446.286302 = -2708963.000499 nChanged 3151 SP:Iteration 5F (384.460819 sec): 3 clusters Score: Raw -2715102.728336 + Penalty 3446.286302 = -2711656.442034 nChanged 2409 SP:Iteration 6F (384.531709 sec): 3 clusters Score: Raw -2717025.833711 + Penalty 3446.286302 = -2713579.547409 nChanged 1596 SP:Iteration 7Q (384.604892 sec): 3 clusters Score: Raw -2718215.080122 + Penalty 3446.286302 = -2714768.793820 nChanged 1042 SP:Iteration 8Q (384.711169 sec): 3 clusters Score: Raw -2718946.294176 + Penalty 3446.286302 = -2715500.007873 nChanged 721 SP:Iteration 9Q (384.776976 sec): 3 clusters Score: Raw -2719424.715374 + Penalty 3446.286302 = -2715978.429071 nChanged 508 SP:Iteration 10Q (384.842337 sec): 3 clusters Score: Raw -2719794.410902 + Penalty 3446.286302 = -2716348.124600 nChanged 401 SP:Iteration 11Q (384.906100 sec): 3 clusters Score: Raw -2720125.726371 + Penalty 3446.286302 = -2716679.440069 nChanged 296 SP:Iteration 12Q (384.968536 sec): 3 clusters Score: Raw -2720382.218443 + Penalty 3446.286302 = -2716935.932140 nChanged 259 SP:Iteration 13Q (385.030202 sec): 3 clusters Score: Raw -2720593.116486 + Penalty 3446.286302 = -2717146.830184 nChanged 241 SP:Iteration 14Q (385.090817 sec): 3 clusters Score: Raw -2720721.771994 + Penalty 3446.286302 = -2717275.485692 nChanged 173 SP:Iteration 15Q (385.151478 sec): 3 clusters Score: Raw -2720794.068307 + Penalty 3446.286302 = -2717347.782004 nChanged 134 SP:Iteration 16Q (385.212151 sec): 3 clusters Score: Raw -2720839.375687 + Penalty 3446.286302 = -2717393.089385 nChanged 110 SP:Iteration 17Q (385.272886 sec): 3 clusters Score: Raw -2720876.155422 + Penalty 3446.286302 = -2717429.869119 nChanged 95 SP:Iteration 18Q (385.333378 sec): 3 clusters Score: Raw -2720909.213022 + Penalty 3446.286302 = -2717462.926720 nChanged 87 SP:Iteration 19Q (385.393450 sec): 3 clusters Score: Raw -2720932.520483 + Penalty 3446.286302 = -2717486.234181 nChanged 67 SP:Iteration 20F (385.464412 sec): 3 clusters Score: Raw -2720955.221499 + Penalty 3446.286302 = -2717508.935196 nChanged 85 SP:Iteration 21Q (385.524300 sec): 3 clusters Score: Raw -2720980.120386 + Penalty 3446.286302 = -2717533.834083 nChanged 56 SP:Iteration 22Q (385.584800 sec): 3 clusters Score: Raw -2720992.989394 + Penalty 3446.286302 = -2717546.703092 nChanged 39 SP:Iteration 23Q (385.644475 sec): 3 clusters Score: Raw -2721002.253433 + Penalty 3446.286302 = -2717555.967130 nChanged 32 SP:Iteration 24Q (385.704976 sec): 3 clusters Score: Raw -2721009.663756 + Penalty 3446.286302 = -2717563.377454 nChanged 31 SP:Iteration 25Q (385.765082 sec): 3 clusters Score: Raw -2721016.922046 + Penalty 3446.286302 = -2717570.635743 nChanged 28 SP:Iteration 26Q (385.825128 sec): 3 clusters Score: Raw -2721024.048864 + Penalty 3446.286302 = -2717577.762562 nChanged 24 SP:Iteration 27Q (385.885827 sec): 3 clusters Score: Raw -2721028.311656 + Penalty 3446.286302 = -2717582.025354 nChanged 23 SP:Iteration 28Q (385.946350 sec): 3 clusters Score: Raw -2721031.976359 + Penalty 3446.286302 = -2717585.690056 nChanged 22 SP:Iteration 29Q (386.005974 sec): 3 clusters Score: Raw -2721034.781716 + Penalty 3446.286302 = -2717588.495414 nChanged 14 SP:Iteration 30Q (386.066119 sec): 3 clusters Score: Raw -2721036.585782 + Penalty 3446.286302 = -2717590.299480 nChanged 13 SP:Iteration 31Q (386.126333 sec): 3 clusters Score: Raw -2721038.112189 + Penalty 3446.286302 = -2717591.825887 nChanged 12 SP:Iteration 32Q (386.186613 sec): 3 clusters Score: Raw -2721039.255765 + Penalty 3446.286302 = -2717592.969462 nChanged 5 SP:Iteration 33Q (386.246987 sec): 3 clusters Score: Raw -2721039.751287 + Penalty 3446.286302 = -2717593.464985 nChanged 4 SP:Iteration 34Q (386.307407 sec): 3 clusters Score: Raw -2721040.183164 + Penalty 3446.286302 = -2717593.896862 nChanged 7 SP:Iteration 35Q (386.367262 sec): 3 clusters Score: Raw -2721041.112041 + Penalty 3446.286302 = -2717594.825738 nChanged 3 SP:Iteration 36Q (386.427525 sec): 3 clusters Score: Raw -2721041.376769 + Penalty 3446.286302 = -2717595.090467 nChanged 3 SP:Iteration 37Q (386.487307 sec): 3 clusters Score: Raw -2721041.667931 + Penalty 3446.286302 = -2717595.381629 nChanged 1 SP:Iteration 38Q (386.547652 sec): 3 clusters Score: Raw -2721041.823504 + Penalty 3446.286302 = -2717595.537202 nChanged 2 SP:Iteration 39Q (386.607747 sec): 3 clusters Score: Raw -2721041.955284 + Penalty 3446.286302 = -2717595.668982 nChanged 0 SP:Iteration 40F (386.679230 sec): 3 clusters Score: Raw -2721041.955284 + Penalty 3446.286302 = -2717595.668982 nChanged 0 Trying to split cluster 10 (4935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (386.691872 sec): 2 clusters Score: Raw -329543.994687 + Penalty 1381.917542 = -328162.077145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (386.712865 sec): 3 clusters Score: Raw -327050.398086 + Penalty 2763.835084 = -324286.563002 nChanged 2030 SP:Iteration 1F (386.733079 sec): 3 clusters Score: Raw -328266.799441 + Penalty 2763.835084 = -325502.964357 nChanged 400 SP:Iteration 2F (386.753554 sec): 3 clusters Score: Raw -328518.694944 + Penalty 2763.835084 = -325754.859860 nChanged 288 SP:Iteration 3F (386.774136 sec): 3 clusters Score: Raw -328697.109493 + Penalty 2763.835084 = -325933.274408 nChanged 258 SP:Iteration 4F (386.794365 sec): 3 clusters Score: Raw -328866.355420 + Penalty 2763.835084 = -326102.520336 nChanged 232 SP:Iteration 5Q (386.814667 sec): 3 clusters Score: Raw -328997.135546 + Penalty 2763.835084 = -326233.300462 nChanged 194 SP:Iteration 6Q (386.835352 sec): 3 clusters Score: Raw -329094.660642 + Penalty 2763.835084 = -326330.825558 nChanged 165 SP:Iteration 7Q (386.855828 sec): 3 clusters Score: Raw -329178.202234 + Penalty 2763.835084 = -326414.367150 nChanged 148 SP:Iteration 8Q (386.876387 sec): 3 clusters Score: Raw -329254.088670 + Penalty 2763.835084 = -326490.253586 nChanged 127 SP:Iteration 9Q (386.897097 sec): 3 clusters Score: Raw -329317.885442 + Penalty 2763.835084 = -326554.050358 nChanged 115 SP:Iteration 10Q (386.917391 sec): 3 clusters Score: Raw -329377.582606 + Penalty 2763.835084 = -326613.747522 nChanged 112 SP:Iteration 11Q (386.937974 sec): 3 clusters Score: Raw -329432.060798 + Penalty 2763.835084 = -326668.225714 nChanged 115 SP:Iteration 12Q (386.958588 sec): 3 clusters Score: Raw -329493.691992 + Penalty 2763.835084 = -326729.856908 nChanged 100 SP:Iteration 13Q (386.979028 sec): 3 clusters Score: Raw -329540.816872 + Penalty 2763.835084 = -326776.981788 nChanged 71 SP:Iteration 14Q (386.999473 sec): 3 clusters Score: Raw -329572.726463 + Penalty 2763.835084 = -326808.891379 nChanged 63 SP:Iteration 15Q (387.019961 sec): 3 clusters Score: Raw -329598.132291 + Penalty 2763.835084 = -326834.297206 nChanged 56 SP:Iteration 16Q (387.040493 sec): 3 clusters Score: Raw -329620.045119 + Penalty 2763.835084 = -326856.210035 nChanged 53 SP:Iteration 17Q (387.060935 sec): 3 clusters Score: Raw -329638.366420 + Penalty 2763.835084 = -326874.531335 nChanged 39 SP:Iteration 18Q (387.081230 sec): 3 clusters Score: Raw -329652.838455 + Penalty 2763.835084 = -326889.003371 nChanged 32 SP:Iteration 19Q (387.101650 sec): 3 clusters Score: Raw -329662.929687 + Penalty 2763.835084 = -326899.094603 nChanged 16 SP:Iteration 20F (387.121992 sec): 3 clusters Score: Raw -329667.290549 + Penalty 2763.835084 = -326903.455465 nChanged 9 SP:Iteration 21Q (387.142469 sec): 3 clusters Score: Raw -329669.286471 + Penalty 2763.835084 = -326905.451387 nChanged 7 SP:Iteration 22Q (387.163641 sec): 3 clusters Score: Raw -329670.519355 + Penalty 2763.835084 = -326906.684271 nChanged 8 SP:Iteration 23Q (387.184132 sec): 3 clusters Score: Raw -329673.533823 + Penalty 2763.835084 = -326909.698738 nChanged 10 SP:Iteration 24Q (387.204616 sec): 3 clusters Score: Raw -329676.894383 + Penalty 2763.835084 = -326913.059299 nChanged 9 SP:Iteration 25Q (387.225020 sec): 3 clusters Score: Raw -329679.919917 + Penalty 2763.835084 = -326916.084832 nChanged 15 SP:Iteration 26Q (387.245397 sec): 3 clusters Score: Raw -329685.293946 + Penalty 2763.835084 = -326921.458861 nChanged 17 SP:Iteration 27Q (387.266082 sec): 3 clusters Score: Raw -329691.687986 + Penalty 2763.835084 = -326927.852902 nChanged 22 SP:Iteration 28Q (387.287284 sec): 3 clusters Score: Raw -329699.390334 + Penalty 2763.835084 = -326935.555249 nChanged 17 SP:Iteration 29Q (387.307786 sec): 3 clusters Score: Raw -329704.526590 + Penalty 2763.835084 = -326940.691505 nChanged 10 SP:Iteration 30Q (387.328211 sec): 3 clusters Score: Raw -329707.946362 + Penalty 2763.835084 = -326944.111278 nChanged 12 SP:Iteration 31Q (387.348670 sec): 3 clusters Score: Raw -329712.245741 + Penalty 2763.835084 = -326948.410656 nChanged 10 SP:Iteration 32Q (387.369245 sec): 3 clusters Score: Raw -329715.097379 + Penalty 2763.835084 = -326951.262295 nChanged 5 SP:Iteration 33Q (387.389533 sec): 3 clusters Score: Raw -329716.244179 + Penalty 2763.835084 = -326952.409094 nChanged 3 SP:Iteration 34Q (387.409974 sec): 3 clusters Score: Raw -329717.167448 + Penalty 2763.835084 = -326953.332364 nChanged 4 SP:Iteration 35Q (387.430291 sec): 3 clusters Score: Raw -329717.967268 + Penalty 2763.835084 = -326954.132183 nChanged 2 SP:Iteration 36Q (387.450717 sec): 3 clusters Score: Raw -329718.460323 + Penalty 2763.835084 = -326954.625239 nChanged 3 SP:Iteration 37Q (387.471032 sec): 3 clusters Score: Raw -329719.006597 + Penalty 2763.835084 = -326955.171513 nChanged 4 SP:Iteration 38Q (387.491379 sec): 3 clusters Score: Raw -329720.338100 + Penalty 2763.835084 = -326956.503016 nChanged 3 SP:Iteration 39Q (387.511756 sec): 3 clusters Score: Raw -329721.076457 + Penalty 2763.835084 = -326957.241373 nChanged 1 SP:Iteration 40F (387.531967 sec): 3 clusters Score: Raw -329721.263217 + Penalty 2763.835084 = -326957.428133 nChanged 1 SP:Iteration 41Q (387.552223 sec): 3 clusters Score: Raw -329721.406582 + Penalty 2763.835084 = -326957.571498 nChanged 1 SP:Iteration 42Q (387.572557 sec): 3 clusters Score: Raw -329721.672839 + Penalty 2763.835084 = -326957.837755 nChanged 2 SP:Iteration 43Q (387.593042 sec): 3 clusters Score: Raw -329722.279908 + Penalty 2763.835084 = -326958.444824 nChanged 2 SP:Iteration 44Q (387.613741 sec): 3 clusters Score: Raw -329722.701828 + Penalty 2763.835084 = -326958.866743 nChanged 1 SP:Iteration 45Q (387.634148 sec): 3 clusters Score: Raw -329722.889060 + Penalty 2763.835084 = -326959.053976 nChanged 1 SP:Iteration 46Q (387.654401 sec): 3 clusters Score: Raw -329723.051122 + Penalty 2763.835084 = -326959.216037 nChanged 1 SP:Iteration 47Q (387.674994 sec): 3 clusters Score: Raw -329723.233136 + Penalty 2763.835084 = -326959.398052 nChanged 1 SP:Iteration 48Q (387.695077 sec): 3 clusters Score: Raw -329723.646701 + Penalty 2763.835084 = -326959.811616 nChanged 2 SP:Iteration 49Q (387.715305 sec): 3 clusters Score: Raw -329723.978476 + Penalty 2763.835084 = -326960.143392 nChanged 1 SP:Iteration 50Q (387.735848 sec): 3 clusters Score: Raw -329724.196864 + Penalty 2763.835084 = -326960.361779 nChanged 0 SP:Iteration 51F (387.756325 sec): 3 clusters Score: Raw -329724.196864 + Penalty 2763.835084 = -326960.361779 nChanged 0 Trying to split cluster 11 (7414 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (387.777120 sec): 2 clusters Score: Raw -474829.940275 + Penalty 1448.057875 = -473381.882400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (387.801714 sec): 3 clusters Score: Raw -470743.951255 + Penalty 2896.115750 = -467847.835506 nChanged 3124 SP:Iteration 1F (387.825457 sec): 3 clusters Score: Raw -472449.055080 + Penalty 2896.115750 = -469552.939330 nChanged 506 SP:Iteration 2F (387.849507 sec): 3 clusters Score: Raw -472701.615165 + Penalty 2896.115750 = -469805.499415 nChanged 385 SP:Iteration 3F (387.873429 sec): 3 clusters Score: Raw -472882.941845 + Penalty 2896.115750 = -469986.826095 nChanged 316 SP:Iteration 4Q (387.897346 sec): 3 clusters Score: Raw -473026.051446 + Penalty 2896.115750 = -470129.935697 nChanged 285 SP:Iteration 5Q (387.921303 sec): 3 clusters Score: Raw -473182.578681 + Penalty 2896.115750 = -470286.462931 nChanged 314 SP:Iteration 6Q (387.945261 sec): 3 clusters Score: Raw -473404.172970 + Penalty 2896.115750 = -470508.057220 nChanged 327 SP:Iteration 7Q (387.997490 sec): 3 clusters Score: Raw -473674.750733 + Penalty 2896.115750 = -470778.634983 nChanged 373 SP:Iteration 8F (388.021336 sec): 3 clusters Score: Raw -474030.460678 + Penalty 2896.115750 = -471134.344929 nChanged 405 SP:Iteration 9F (388.045277 sec): 3 clusters Score: Raw -474463.663061 + Penalty 2896.115750 = -471567.547311 nChanged 370 SP:Iteration 10Q (388.070632 sec): 3 clusters Score: Raw -474809.894656 + Penalty 2896.115750 = -471913.778906 nChanged 304 SP:Iteration 11Q (388.094065 sec): 3 clusters Score: Raw -475030.717151 + Penalty 2896.115750 = -472134.601401 nChanged 263 SP:Iteration 12Q (388.117230 sec): 3 clusters Score: Raw -475201.646898 + Penalty 2896.115750 = -472305.531149 nChanged 209 SP:Iteration 13Q (388.140371 sec): 3 clusters Score: Raw -475322.754244 + Penalty 2896.115750 = -472426.638494 nChanged 157 SP:Iteration 14Q (388.163524 sec): 3 clusters Score: Raw -475396.714615 + Penalty 2896.115750 = -472500.598866 nChanged 138 SP:Iteration 15Q (388.186365 sec): 3 clusters Score: Raw -475453.951619 + Penalty 2896.115750 = -472557.835869 nChanged 107 SP:Iteration 16Q (388.209444 sec): 3 clusters Score: Raw -475493.121965 + Penalty 2896.115750 = -472597.006215 nChanged 79 SP:Iteration 17Q (388.232349 sec): 3 clusters Score: Raw -475517.276999 + Penalty 2896.115750 = -472621.161250 nChanged 60 SP:Iteration 18Q (388.255182 sec): 3 clusters Score: Raw -475532.694705 + Penalty 2896.115750 = -472636.578955 nChanged 44 SP:Iteration 19Q (388.278164 sec): 3 clusters Score: Raw -475541.370371 + Penalty 2896.115750 = -472645.254621 nChanged 26 SP:Iteration 20F (388.302006 sec): 3 clusters Score: Raw -475547.703084 + Penalty 2896.115750 = -472651.587334 nChanged 28 SP:Iteration 21Q (388.324869 sec): 3 clusters Score: Raw -475553.965917 + Penalty 2896.115750 = -472657.850167 nChanged 18 SP:Iteration 22Q (388.347776 sec): 3 clusters Score: Raw -475558.484538 + Penalty 2896.115750 = -472662.368788 nChanged 18 SP:Iteration 23Q (388.370903 sec): 3 clusters Score: Raw -475563.730001 + Penalty 2896.115750 = -472667.614252 nChanged 21 SP:Iteration 24Q (388.393829 sec): 3 clusters Score: Raw -475569.678587 + Penalty 2896.115750 = -472673.562837 nChanged 18 SP:Iteration 25Q (388.416594 sec): 3 clusters Score: Raw -475573.881114 + Penalty 2896.115750 = -472677.765364 nChanged 14 SP:Iteration 26Q (388.439552 sec): 3 clusters Score: Raw -475577.056159 + Penalty 2896.115750 = -472680.940409 nChanged 13 SP:Iteration 27Q (388.462667 sec): 3 clusters Score: Raw -475579.860563 + Penalty 2896.115750 = -472683.744814 nChanged 17 SP:Iteration 28Q (388.485702 sec): 3 clusters Score: Raw -475582.957428 + Penalty 2896.115750 = -472686.841678 nChanged 11 SP:Iteration 29Q (388.508655 sec): 3 clusters Score: Raw -475584.771756 + Penalty 2896.115750 = -472688.656006 nChanged 7 SP:Iteration 30Q (388.531892 sec): 3 clusters Score: Raw -475585.541088 + Penalty 2896.115750 = -472689.425338 nChanged 4 SP:Iteration 31Q (388.554999 sec): 3 clusters Score: Raw -475586.272657 + Penalty 2896.115750 = -472690.156907 nChanged 4 SP:Iteration 32Q (388.577944 sec): 3 clusters Score: Raw -475586.548397 + Penalty 2896.115750 = -472690.432647 nChanged 2 SP:Iteration 33Q (388.600772 sec): 3 clusters Score: Raw -475586.769438 + Penalty 2896.115750 = -472690.653688 nChanged 2 SP:Iteration 34Q (388.623679 sec): 3 clusters Score: Raw -475587.130432 + Penalty 2896.115750 = -472691.014682 nChanged 4 SP:Iteration 35Q (388.646625 sec): 3 clusters Score: Raw -475587.687147 + Penalty 2896.115750 = -472691.571398 nChanged 3 SP:Iteration 36Q (388.669569 sec): 3 clusters Score: Raw -475588.008980 + Penalty 2896.115750 = -472691.893230 nChanged 3 SP:Iteration 37Q (388.692549 sec): 3 clusters Score: Raw -475588.667685 + Penalty 2896.115750 = -472692.551935 nChanged 3 SP:Iteration 38Q (388.715529 sec): 3 clusters Score: Raw -475589.175256 + Penalty 2896.115750 = -472693.059506 nChanged 3 SP:Iteration 39Q (388.738383 sec): 3 clusters Score: Raw -475589.463332 + Penalty 2896.115750 = -472693.347582 nChanged 2 SP:Iteration 40F (388.762502 sec): 3 clusters Score: Raw -475590.045890 + Penalty 2896.115750 = -472693.930140 nChanged 4 SP:Iteration 41Q (388.785535 sec): 3 clusters Score: Raw -475590.712086 + Penalty 2896.115750 = -472694.596337 nChanged 3 SP:Iteration 42Q (388.808493 sec): 3 clusters Score: Raw -475591.043688 + Penalty 2896.115750 = -472694.927938 nChanged 3 SP:Iteration 43Q (388.831409 sec): 3 clusters Score: Raw -475591.271730 + Penalty 2896.115750 = -472695.155980 nChanged 2 SP:Iteration 44Q (388.854609 sec): 3 clusters Score: Raw -475591.550584 + Penalty 2896.115750 = -472695.434834 nChanged 4 SP:Iteration 45Q (388.877825 sec): 3 clusters Score: Raw -475591.958265 + Penalty 2896.115750 = -472695.842515 nChanged 5 SP:Iteration 46Q (388.900992 sec): 3 clusters Score: Raw -475592.432188 + Penalty 2896.115750 = -472696.316438 nChanged 2 SP:Iteration 47Q (388.924075 sec): 3 clusters Score: Raw -475592.612451 + Penalty 2896.115750 = -472696.496701 nChanged 2 SP:Iteration 48Q (388.947272 sec): 3 clusters Score: Raw -475593.043640 + Penalty 2896.115750 = -472696.927890 nChanged 3 SP:Iteration 49Q (388.970079 sec): 3 clusters Score: Raw -475593.289488 + Penalty 2896.115750 = -472697.173738 nChanged 4 SP:Iteration 50Q (388.993095 sec): 3 clusters Score: Raw -475593.800082 + Penalty 2896.115750 = -472697.684332 nChanged 5 SP:Iteration 51Q (389.016034 sec): 3 clusters Score: Raw -475594.651682 + Penalty 2896.115750 = -472698.535932 nChanged 3 SP:Iteration 52Q (389.038950 sec): 3 clusters Score: Raw -475595.270245 + Penalty 2896.115750 = -472699.154495 nChanged 5 SP:Iteration 53Q (389.061983 sec): 3 clusters Score: Raw -475596.069660 + Penalty 2896.115750 = -472699.953911 nChanged 5 SP:Iteration 54Q (389.085043 sec): 3 clusters Score: Raw -475597.048418 + Penalty 2896.115750 = -472700.932669 nChanged 5 SP:Iteration 55Q (389.108277 sec): 3 clusters Score: Raw -475597.821529 + Penalty 2896.115750 = -472701.705779 nChanged 4 SP:Iteration 56Q (389.131304 sec): 3 clusters Score: Raw -475598.401900 + Penalty 2896.115750 = -472702.286150 nChanged 6 SP:Iteration 57Q (389.154421 sec): 3 clusters Score: Raw -475599.312024 + Penalty 2896.115750 = -472703.196274 nChanged 5 SP:Iteration 58Q (389.177474 sec): 3 clusters Score: Raw -475600.417615 + Penalty 2896.115750 = -472704.301865 nChanged 7 SP:Iteration 59Q (389.200763 sec): 3 clusters Score: Raw -475601.256117 + Penalty 2896.115750 = -472705.140367 nChanged 6 SP:Iteration 60F (389.224530 sec): 3 clusters Score: Raw -475602.821108 + Penalty 2896.115750 = -472706.705358 nChanged 8 SP:Iteration 61Q (389.247779 sec): 3 clusters Score: Raw -475604.156241 + Penalty 2896.115750 = -472708.040491 nChanged 7 SP:Iteration 62Q (389.270730 sec): 3 clusters Score: Raw -475605.943077 + Penalty 2896.115750 = -472709.827327 nChanged 8 SP:Iteration 63Q (389.293774 sec): 3 clusters Score: Raw -475608.050410 + Penalty 2896.115750 = -472711.934661 nChanged 11 SP:Iteration 64Q (389.316922 sec): 3 clusters Score: Raw -475610.211083 + Penalty 2896.115750 = -472714.095333 nChanged 15 SP:Iteration 65Q (389.339846 sec): 3 clusters Score: Raw -475613.709924 + Penalty 2896.115750 = -472717.594174 nChanged 11 SP:Iteration 66Q (389.362753 sec): 3 clusters Score: Raw -475615.733681 + Penalty 2896.115750 = -472719.617931 nChanged 9 SP:Iteration 67Q (389.385618 sec): 3 clusters Score: Raw -475618.165064 + Penalty 2896.115750 = -472722.049315 nChanged 20 SP:Iteration 68Q (389.410974 sec): 3 clusters Score: Raw -475622.509232 + Penalty 2896.115750 = -472726.393483 nChanged 16 SP:Iteration 69Q (389.434037 sec): 3 clusters Score: Raw -475626.030787 + Penalty 2896.115750 = -472729.915038 nChanged 18 SP:Iteration 70Q (389.457177 sec): 3 clusters Score: Raw -475629.424692 + Penalty 2896.115750 = -472733.308943 nChanged 11 SP:Iteration 71Q (389.480397 sec): 3 clusters Score: Raw -475631.111902 + Penalty 2896.115750 = -472734.996152 nChanged 11 SP:Iteration 72Q (389.503305 sec): 3 clusters Score: Raw -475632.728219 + Penalty 2896.115750 = -472736.612469 nChanged 11 SP:Iteration 73Q (389.526513 sec): 3 clusters Score: Raw -475634.671141 + Penalty 2896.115750 = -472738.555392 nChanged 7 SP:Iteration 74Q (389.549590 sec): 3 clusters Score: Raw -475635.982919 + Penalty 2896.115750 = -472739.867170 nChanged 8 SP:Iteration 75Q (389.572663 sec): 3 clusters Score: Raw -475637.686959 + Penalty 2896.115750 = -472741.571209 nChanged 5 SP:Iteration 76Q (389.595650 sec): 3 clusters Score: Raw -475638.626311 + Penalty 2896.115750 = -472742.510561 nChanged 9 SP:Iteration 77Q (389.651724 sec): 3 clusters Score: Raw -475639.957507 + Penalty 2896.115750 = -472743.841757 nChanged 2 SP:Iteration 78Q (389.683525 sec): 3 clusters Score: Raw -475640.131923 + Penalty 2896.115750 = -472744.016174 nChanged 1 SP:Iteration 79Q (389.706403 sec): 3 clusters Score: Raw -475640.284140 + Penalty 2896.115750 = -472744.168390 nChanged 2 SP:Iteration 80F (389.730416 sec): 3 clusters Score: Raw -475640.925650 + Penalty 2896.115750 = -472744.809900 nChanged 6 SP:Iteration 81Q (389.753512 sec): 3 clusters Score: Raw -475642.371615 + Penalty 2896.115750 = -472746.255865 nChanged 4 SP:Iteration 82Q (389.776754 sec): 3 clusters Score: Raw -475643.449012 + Penalty 2896.115750 = -472747.333262 nChanged 7 SP:Iteration 83Q (389.799769 sec): 3 clusters Score: Raw -475645.525662 + Penalty 2896.115750 = -472749.409912 nChanged 11 SP:Iteration 84Q (389.822827 sec): 3 clusters Score: Raw -475647.718035 + Penalty 2896.115750 = -472751.602285 nChanged 9 SP:Iteration 85Q (389.845909 sec): 3 clusters Score: Raw -475649.464883 + Penalty 2896.115750 = -472753.349134 nChanged 6 SP:Iteration 86Q (389.869134 sec): 3 clusters Score: Raw -475650.306334 + Penalty 2896.115750 = -472754.190584 nChanged 4 SP:Iteration 87Q (389.892143 sec): 3 clusters Score: Raw -475651.052598 + Penalty 2896.115750 = -472754.936848 nChanged 4 SP:Iteration 88Q (389.915261 sec): 3 clusters Score: Raw -475652.222956 + Penalty 2896.115750 = -472756.107206 nChanged 7 SP:Iteration 89Q (389.938399 sec): 3 clusters Score: Raw -475654.073425 + Penalty 2896.115750 = -472757.957676 nChanged 11 SP:Iteration 90Q (389.961560 sec): 3 clusters Score: Raw -475656.931612 + Penalty 2896.115750 = -472760.815862 nChanged 16 SP:Iteration 91Q (389.984662 sec): 3 clusters Score: Raw -475659.808460 + Penalty 2896.115750 = -472763.692710 nChanged 13 SP:Iteration 92Q (390.007560 sec): 3 clusters Score: Raw -475662.595338 + Penalty 2896.115750 = -472766.479588 nChanged 10 SP:Iteration 93Q (390.040878 sec): 3 clusters Score: Raw -475664.499709 + Penalty 2896.115750 = -472768.383959 nChanged 5 SP:Iteration 94Q (390.063624 sec): 3 clusters Score: Raw -475665.223054 + Penalty 2896.115750 = -472769.107304 nChanged 8 SP:Iteration 95Q (390.086557 sec): 3 clusters Score: Raw -475666.545668 + Penalty 2896.115750 = -472770.429918 nChanged 6 SP:Iteration 96Q (390.109493 sec): 3 clusters Score: Raw -475667.265044 + Penalty 2896.115750 = -472771.149294 nChanged 5 SP:Iteration 97Q (390.132330 sec): 3 clusters Score: Raw -475667.788436 + Penalty 2896.115750 = -472771.672686 nChanged 6 SP:Iteration 98Q (390.155327 sec): 3 clusters Score: Raw -475668.574537 + Penalty 2896.115750 = -472772.458787 nChanged 3 SP:Iteration 99Q (390.178101 sec): 3 clusters Score: Raw -475669.164323 + Penalty 2896.115750 = -472773.048574 nChanged 6 SP:Iteration 100F (390.202012 sec): 3 clusters Score: Raw -475669.809522 + Penalty 2896.115750 = -472773.693772 nChanged 2 SP:Iteration 101Q (390.224884 sec): 3 clusters Score: Raw -475669.988963 + Penalty 2896.115750 = -472773.873214 nChanged 1 SP:Iteration 102Q (390.247704 sec): 3 clusters Score: Raw -475670.163302 + Penalty 2896.115750 = -472774.047552 nChanged 2 SP:Iteration 103Q (390.270826 sec): 3 clusters Score: Raw -475670.344739 + Penalty 2896.115750 = -472774.228989 nChanged 2 SP:Iteration 104Q (390.293938 sec): 3 clusters Score: Raw -475670.596207 + Penalty 2896.115750 = -472774.480457 nChanged 1 SP:Iteration 105Q (390.317097 sec): 3 clusters Score: Raw -475670.702400 + Penalty 2896.115750 = -472774.586651 nChanged 1 SP:Iteration 106Q (390.340266 sec): 3 clusters Score: Raw -475670.732384 + Penalty 2896.115750 = -472774.616634 nChanged 1 SP:Iteration 107Q (390.363418 sec): 3 clusters Score: Raw -475670.756854 + Penalty 2896.115750 = -472774.641104 nChanged 1 SP:Iteration 108Q (390.386750 sec): 3 clusters Score: Raw -475670.799605 + Penalty 2896.115750 = -472774.683855 nChanged 0 SP:Iteration 109F (390.410764 sec): 3 clusters Score: Raw -475670.799605 + Penalty 2896.115750 = -472774.683855 nChanged 0 Trying to split cluster 12 (1786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (390.425621 sec): 2 clusters Score: Raw -95354.504156 + Penalty 1216.756736 = -94137.747419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (390.435219 sec): 3 clusters Score: Raw -94628.695356 + Penalty 2433.513472 = -92195.181883 nChanged 644 SP:Iteration 1F (390.444170 sec): 3 clusters Score: Raw -95096.904750 + Penalty 2433.513472 = -92663.391278 nChanged 146 SP:Iteration 2F (390.452634 sec): 3 clusters Score: Raw -95276.528604 + Penalty 2433.513472 = -92843.015132 nChanged 126 SP:Iteration 3F (390.461541 sec): 3 clusters Score: Raw -95422.658585 + Penalty 2433.513472 = -92989.145113 nChanged 94 SP:Iteration 4F (390.470499 sec): 3 clusters Score: Raw -95527.138367 + Penalty 2433.513472 = -93093.624894 nChanged 88 SP:Iteration 5Q (390.479408 sec): 3 clusters Score: Raw -95633.467695 + Penalty 2433.513472 = -93199.954222 nChanged 66 SP:Iteration 6Q (390.488259 sec): 3 clusters Score: Raw -95712.875157 + Penalty 2433.513472 = -93279.361685 nChanged 54 SP:Iteration 7Q (390.497049 sec): 3 clusters Score: Raw -95761.003153 + Penalty 2433.513472 = -93327.489680 nChanged 39 SP:Iteration 8Q (390.505875 sec): 3 clusters Score: Raw -95792.099039 + Penalty 2433.513472 = -93358.585567 nChanged 34 SP:Iteration 9Q (390.514670 sec): 3 clusters Score: Raw -95816.877692 + Penalty 2433.513472 = -93383.364220 nChanged 26 SP:Iteration 10Q (390.523562 sec): 3 clusters Score: Raw -95830.043749 + Penalty 2433.513472 = -93396.530276 nChanged 20 SP:Iteration 11Q (390.532269 sec): 3 clusters Score: Raw -95839.779178 + Penalty 2433.513472 = -93406.265705 nChanged 17 SP:Iteration 12Q (390.541081 sec): 3 clusters Score: Raw -95848.352555 + Penalty 2433.513472 = -93414.839083 nChanged 9 SP:Iteration 13Q (390.549827 sec): 3 clusters Score: Raw -95853.610547 + Penalty 2433.513472 = -93420.097075 nChanged 5 SP:Iteration 14Q (390.558609 sec): 3 clusters Score: Raw -95856.707056 + Penalty 2433.513472 = -93423.193583 nChanged 7 SP:Iteration 15Q (390.567398 sec): 3 clusters Score: Raw -95861.797533 + Penalty 2433.513472 = -93428.284061 nChanged 9 SP:Iteration 16Q (390.577753 sec): 3 clusters Score: Raw -95867.990811 + Penalty 2433.513472 = -93434.477338 nChanged 4 SP:Iteration 17Q (390.586474 sec): 3 clusters Score: Raw -95869.023947 + Penalty 2433.513472 = -93435.510474 nChanged 2 SP:Iteration 18Q (390.595226 sec): 3 clusters Score: Raw -95870.365460 + Penalty 2433.513472 = -93436.851988 nChanged 2 SP:Iteration 19Q (390.603984 sec): 3 clusters Score: Raw -95871.381348 + Penalty 2433.513472 = -93437.867875 nChanged 1 SP:Iteration 20F (390.612898 sec): 3 clusters Score: Raw -95871.678531 + Penalty 2433.513472 = -93438.165058 nChanged 1 SP:Iteration 21Q (390.621726 sec): 3 clusters Score: Raw -95872.252036 + Penalty 2433.513472 = -93438.738563 nChanged 3 SP:Iteration 22Q (390.630509 sec): 3 clusters Score: Raw -95873.365648 + Penalty 2433.513472 = -93439.852175 nChanged 2 SP:Iteration 23Q (390.639274 sec): 3 clusters Score: Raw -95874.583499 + Penalty 2433.513472 = -93441.070026 nChanged 0 SP:Iteration 24F (390.648125 sec): 3 clusters Score: Raw -95874.583499 + Penalty 2433.513472 = -93441.070026 nChanged 0 Trying to split cluster 13 (16839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (390.681342 sec): 2 clusters Score: Raw -1137078.630084 + Penalty 1581.361097 = -1135497.268988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (390.719916 sec): 3 clusters Score: Raw -1127009.626070 + Penalty 3162.722194 = -1123846.903876 nChanged 7583 SP:Iteration 1F (390.759767 sec): 3 clusters Score: Raw -1131175.887051 + Penalty 3162.722194 = -1128013.164858 nChanged 882 SP:Iteration 2F (390.797845 sec): 3 clusters Score: Raw -1131523.859630 + Penalty 3162.722194 = -1128361.137436 nChanged 795 SP:Iteration 3Q (390.837643 sec): 3 clusters Score: Raw -1131875.470045 + Penalty 3162.722194 = -1128712.747852 nChanged 825 SP:Iteration 4Q (390.875892 sec): 3 clusters Score: Raw -1132330.302088 + Penalty 3162.722194 = -1129167.579894 nChanged 894 SP:Iteration 5F (390.913921 sec): 3 clusters Score: Raw -1132879.170684 + Penalty 3162.722194 = -1129716.448490 nChanged 968 SP:Iteration 6F (390.951841 sec): 3 clusters Score: Raw -1133504.100556 + Penalty 3162.722194 = -1130341.378363 nChanged 953 SP:Iteration 7F (390.989750 sec): 3 clusters Score: Raw -1134180.539345 + Penalty 3162.722194 = -1131017.817152 nChanged 948 SP:Iteration 8F (391.027657 sec): 3 clusters Score: Raw -1134879.478853 + Penalty 3162.722194 = -1131716.756660 nChanged 912 SP:Iteration 9F (391.065640 sec): 3 clusters Score: Raw -1135424.557768 + Penalty 3162.722194 = -1132261.835574 nChanged 733 SP:Iteration 10Q (391.103330 sec): 3 clusters Score: Raw -1135817.044254 + Penalty 3162.722194 = -1132654.322060 nChanged 623 SP:Iteration 11Q (391.140659 sec): 3 clusters Score: Raw -1136108.163907 + Penalty 3162.722194 = -1132945.441714 nChanged 488 SP:Iteration 12Q (391.177950 sec): 3 clusters Score: Raw -1136351.119565 + Penalty 3162.722194 = -1133188.397372 nChanged 420 SP:Iteration 13Q (391.214993 sec): 3 clusters Score: Raw -1136571.458812 + Penalty 3162.722194 = -1133408.736618 nChanged 401 SP:Iteration 14Q (391.252011 sec): 3 clusters Score: Raw -1136791.386687 + Penalty 3162.722194 = -1133628.664493 nChanged 366 SP:Iteration 15Q (391.288815 sec): 3 clusters Score: Raw -1137022.812956 + Penalty 3162.722194 = -1133860.090762 nChanged 372 SP:Iteration 16Q (391.325635 sec): 3 clusters Score: Raw -1137233.283493 + Penalty 3162.722194 = -1134070.561300 nChanged 362 SP:Iteration 17Q (391.361883 sec): 3 clusters Score: Raw -1137458.715680 + Penalty 3162.722194 = -1134295.993486 nChanged 400 SP:Iteration 18Q (391.398196 sec): 3 clusters Score: Raw -1137735.734733 + Penalty 3162.722194 = -1134573.012540 nChanged 429 SP:Iteration 19Q (391.433976 sec): 3 clusters Score: Raw -1138053.117229 + Penalty 3162.722194 = -1134890.395035 nChanged 455 SP:Iteration 20F (391.472037 sec): 3 clusters Score: Raw -1138448.364668 + Penalty 3162.722194 = -1135285.642474 nChanged 462 SP:Iteration 21Q (391.507809 sec): 3 clusters Score: Raw -1138893.388673 + Penalty 3162.722194 = -1135730.666479 nChanged 379 SP:Iteration 22Q (391.542920 sec): 3 clusters Score: Raw -1139170.358801 + Penalty 3162.722194 = -1136007.636607 nChanged 289 SP:Iteration 23Q (391.577803 sec): 3 clusters Score: Raw -1139309.066528 + Penalty 3162.722194 = -1136146.344334 nChanged 186 SP:Iteration 24Q (391.612465 sec): 3 clusters Score: Raw -1139375.261118 + Penalty 3162.722194 = -1136212.538924 nChanged 114 SP:Iteration 25Q (391.646943 sec): 3 clusters Score: Raw -1139400.382122 + Penalty 3162.722194 = -1136237.659928 nChanged 95 SP:Iteration 26Q (391.681234 sec): 3 clusters Score: Raw -1139418.788260 + Penalty 3162.722194 = -1136256.066066 nChanged 58 SP:Iteration 27Q (391.715345 sec): 3 clusters Score: Raw -1139425.938654 + Penalty 3162.722194 = -1136263.216460 nChanged 28 SP:Iteration 28Q (391.749381 sec): 3 clusters Score: Raw -1139428.684911 + Penalty 3162.722194 = -1136265.962718 nChanged 24 SP:Iteration 29Q (391.783656 sec): 3 clusters Score: Raw -1139431.336274 + Penalty 3162.722194 = -1136268.614081 nChanged 20 SP:Iteration 30Q (391.817911 sec): 3 clusters Score: Raw -1139433.369647 + Penalty 3162.722194 = -1136270.647453 nChanged 16 SP:Iteration 31Q (391.851861 sec): 3 clusters Score: Raw -1139434.863730 + Penalty 3162.722194 = -1136272.141536 nChanged 13 SP:Iteration 32Q (391.886059 sec): 3 clusters Score: Raw -1139436.090617 + Penalty 3162.722194 = -1136273.368423 nChanged 9 SP:Iteration 33Q (391.920089 sec): 3 clusters Score: Raw -1139436.695090 + Penalty 3162.722194 = -1136273.972896 nChanged 10 SP:Iteration 34Q (391.954311 sec): 3 clusters Score: Raw -1139437.550221 + Penalty 3162.722194 = -1136274.828028 nChanged 14 SP:Iteration 35Q (391.988480 sec): 3 clusters Score: Raw -1139438.813909 + Penalty 3162.722194 = -1136276.091715 nChanged 8 SP:Iteration 36Q (392.022617 sec): 3 clusters Score: Raw -1139439.298958 + Penalty 3162.722194 = -1136276.576764 nChanged 8 SP:Iteration 37Q (392.056762 sec): 3 clusters Score: Raw -1139439.685870 + Penalty 3162.722194 = -1136276.963677 nChanged 4 SP:Iteration 38Q (392.090669 sec): 3 clusters Score: Raw -1139439.894521 + Penalty 3162.722194 = -1136277.172328 nChanged 2 SP:Iteration 39Q (392.124831 sec): 3 clusters Score: Raw -1139439.966771 + Penalty 3162.722194 = -1136277.244577 nChanged 1 SP:Iteration 40F (392.162640 sec): 3 clusters Score: Raw -1139440.005661 + Penalty 3162.722194 = -1136277.283468 nChanged 0 Score: Raw -27525161.092230 + Penalty 65421.629044 = -27459739.463185 Splitting cluster 13 changes total score from -27459427.175453 to -27459739.463185 So it's getting split into cluster 31. Trying to split cluster 14 (24816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (401.404723 sec): 2 clusters Score: Raw -1654955.308451 + Penalty 1644.377131 = -1653310.931320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (401.460771 sec): 3 clusters Score: Raw -1639781.618108 + Penalty 3288.754263 = -1636492.863845 nChanged 11308 SP:Iteration 1F (401.508877 sec): 3 clusters Score: Raw -1646289.431676 + Penalty 3288.754263 = -1643000.677413 nChanged 1274 SP:Iteration 2F (401.559197 sec): 3 clusters Score: Raw -1646870.042581 + Penalty 3288.754263 = -1643581.288319 nChanged 1241 SP:Iteration 3F (401.609442 sec): 3 clusters Score: Raw -1647455.949951 + Penalty 3288.754263 = -1644167.195688 nChanged 1268 SP:Iteration 4F (401.659422 sec): 3 clusters Score: Raw -1648164.912552 + Penalty 3288.754263 = -1644876.158289 nChanged 1338 SP:Iteration 5F (401.709426 sec): 3 clusters Score: Raw -1648959.831486 + Penalty 3288.754263 = -1645671.077224 nChanged 1338 SP:Iteration 6F (401.759667 sec): 3 clusters Score: Raw -1649814.631738 + Penalty 3288.754263 = -1646525.877475 nChanged 1348 SP:Iteration 7F (401.809606 sec): 3 clusters Score: Raw -1650689.715966 + Penalty 3288.754263 = -1647400.961703 nChanged 1337 SP:Iteration 8F (401.859473 sec): 3 clusters Score: Raw -1651534.836624 + Penalty 3288.754263 = -1648246.082361 nChanged 1192 SP:Iteration 9Q (401.913706 sec): 3 clusters Score: Raw -1652207.673169 + Penalty 3288.754263 = -1648918.918906 nChanged 1009 SP:Iteration 10Q (401.962679 sec): 3 clusters Score: Raw -1652721.761094 + Penalty 3288.754263 = -1649433.006832 nChanged 781 SP:Iteration 11Q (402.011849 sec): 3 clusters Score: Raw -1653058.648512 + Penalty 3288.754263 = -1649769.894249 nChanged 575 SP:Iteration 12Q (402.060547 sec): 3 clusters Score: Raw -1653285.418134 + Penalty 3288.754263 = -1649996.663871 nChanged 497 SP:Iteration 13Q (402.108740 sec): 3 clusters Score: Raw -1653487.271523 + Penalty 3288.754263 = -1650198.517260 nChanged 451 SP:Iteration 14Q (402.157219 sec): 3 clusters Score: Raw -1653678.838086 + Penalty 3288.754263 = -1650390.083823 nChanged 481 SP:Iteration 15Q (402.205443 sec): 3 clusters Score: Raw -1653931.897747 + Penalty 3288.754263 = -1650643.143484 nChanged 515 SP:Iteration 16Q (402.253121 sec): 3 clusters Score: Raw -1654233.710401 + Penalty 3288.754263 = -1650944.956138 nChanged 542 SP:Iteration 17Q (402.300916 sec): 3 clusters Score: Raw -1654560.143366 + Penalty 3288.754263 = -1651271.389104 nChanged 548 SP:Iteration 18Q (402.348443 sec): 3 clusters Score: Raw -1654914.013656 + Penalty 3288.754263 = -1651625.259394 nChanged 532 SP:Iteration 19Q (402.415837 sec): 3 clusters Score: Raw -1655271.086922 + Penalty 3288.754263 = -1651982.332659 nChanged 523 SP:Iteration 20F (402.464509 sec): 3 clusters Score: Raw -1655610.568214 + Penalty 3288.754263 = -1652321.813951 nChanged 492 SP:Iteration 21Q (402.510574 sec): 3 clusters Score: Raw -1655921.592957 + Penalty 3288.754263 = -1652632.838695 nChanged 429 SP:Iteration 22Q (402.556381 sec): 3 clusters Score: Raw -1656165.112682 + Penalty 3288.754263 = -1652876.358419 nChanged 347 SP:Iteration 23Q (402.602075 sec): 3 clusters Score: Raw -1656327.302493 + Penalty 3288.754263 = -1653038.548230 nChanged 305 SP:Iteration 24Q (402.646954 sec): 3 clusters Score: Raw -1656444.433475 + Penalty 3288.754263 = -1653155.679213 nChanged 262 SP:Iteration 25Q (402.691731 sec): 3 clusters Score: Raw -1656540.175997 + Penalty 3288.754263 = -1653251.421734 nChanged 244 SP:Iteration 26Q (402.735980 sec): 3 clusters Score: Raw -1656619.122755 + Penalty 3288.754263 = -1653330.368492 nChanged 212 SP:Iteration 27Q (402.780150 sec): 3 clusters Score: Raw -1656683.014231 + Penalty 3288.754263 = -1653394.259968 nChanged 194 SP:Iteration 28Q (402.827289 sec): 3 clusters Score: Raw -1656740.334742 + Penalty 3288.754263 = -1653451.580479 nChanged 174 SP:Iteration 29Q (402.870648 sec): 3 clusters Score: Raw -1656786.073343 + Penalty 3288.754263 = -1653497.319081 nChanged 151 SP:Iteration 30Q (402.914236 sec): 3 clusters Score: Raw -1656824.897759 + Penalty 3288.754263 = -1653536.143496 nChanged 140 SP:Iteration 31Q (402.957342 sec): 3 clusters Score: Raw -1656861.213664 + Penalty 3288.754263 = -1653572.459401 nChanged 139 SP:Iteration 32Q (403.000325 sec): 3 clusters Score: Raw -1656895.277720 + Penalty 3288.754263 = -1653606.523458 nChanged 139 SP:Iteration 33Q (403.043528 sec): 3 clusters Score: Raw -1656930.468353 + Penalty 3288.754263 = -1653641.714090 nChanged 126 SP:Iteration 34Q (403.086003 sec): 3 clusters Score: Raw -1656955.569688 + Penalty 3288.754263 = -1653666.815425 nChanged 90 SP:Iteration 35Q (403.128943 sec): 3 clusters Score: Raw -1656971.288355 + Penalty 3288.754263 = -1653682.534092 nChanged 76 SP:Iteration 36Q (403.171444 sec): 3 clusters Score: Raw -1656985.204571 + Penalty 3288.754263 = -1653696.450308 nChanged 75 SP:Iteration 37Q (403.213772 sec): 3 clusters Score: Raw -1656998.939032 + Penalty 3288.754263 = -1653710.184769 nChanged 71 SP:Iteration 38Q (403.256401 sec): 3 clusters Score: Raw -1657012.423682 + Penalty 3288.754263 = -1653723.669419 nChanged 74 SP:Iteration 39Q (403.298666 sec): 3 clusters Score: Raw -1657026.463501 + Penalty 3288.754263 = -1653737.709239 nChanged 74 SP:Iteration 40F (403.348515 sec): 3 clusters Score: Raw -1657038.337124 + Penalty 3288.754263 = -1653749.582861 nChanged 52 SP:Iteration 41Q (403.391821 sec): 3 clusters Score: Raw -1657047.598289 + Penalty 3288.754263 = -1653758.844026 nChanged 55 SP:Iteration 42Q (403.434853 sec): 3 clusters Score: Raw -1657055.027019 + Penalty 3288.754263 = -1653766.272757 nChanged 41 SP:Iteration 43Q (403.477987 sec): 3 clusters Score: Raw -1657059.741097 + Penalty 3288.754263 = -1653770.986834 nChanged 35 SP:Iteration 44Q (403.520943 sec): 3 clusters Score: Raw -1657064.184614 + Penalty 3288.754263 = -1653775.430351 nChanged 27 SP:Iteration 45Q (403.563898 sec): 3 clusters Score: Raw -1657067.925116 + Penalty 3288.754263 = -1653779.170853 nChanged 28 SP:Iteration 46Q (403.607191 sec): 3 clusters Score: Raw -1657070.708722 + Penalty 3288.754263 = -1653781.954460 nChanged 16 SP:Iteration 47Q (403.650143 sec): 3 clusters Score: Raw -1657072.016447 + Penalty 3288.754263 = -1653783.262184 nChanged 10 SP:Iteration 48Q (403.693144 sec): 3 clusters Score: Raw -1657072.689086 + Penalty 3288.754263 = -1653783.934823 nChanged 10 SP:Iteration 49Q (403.737462 sec): 3 clusters Score: Raw -1657073.293940 + Penalty 3288.754263 = -1653784.539677 nChanged 11 SP:Iteration 50Q (403.780540 sec): 3 clusters Score: Raw -1657074.081877 + Penalty 3288.754263 = -1653785.327614 nChanged 13 SP:Iteration 51Q (403.823472 sec): 3 clusters Score: Raw -1657075.150396 + Penalty 3288.754263 = -1653786.396133 nChanged 5 SP:Iteration 52Q (403.866293 sec): 3 clusters Score: Raw -1657075.439654 + Penalty 3288.754263 = -1653786.685391 nChanged 4 SP:Iteration 53Q (403.909112 sec): 3 clusters Score: Raw -1657075.739380 + Penalty 3288.754263 = -1653786.985117 nChanged 2 SP:Iteration 54Q (403.951902 sec): 3 clusters Score: Raw -1657075.829541 + Penalty 3288.754263 = -1653787.075278 nChanged 1 SP:Iteration 55Q (403.994665 sec): 3 clusters Score: Raw -1657075.911064 + Penalty 3288.754263 = -1653787.156802 nChanged 2 SP:Iteration 56Q (404.037669 sec): 3 clusters Score: Raw -1657076.079005 + Penalty 3288.754263 = -1653787.324742 nChanged 6 SP:Iteration 57Q (404.081605 sec): 3 clusters Score: Raw -1657076.573687 + Penalty 3288.754263 = -1653787.819424 nChanged 2 SP:Iteration 58Q (404.124356 sec): 3 clusters Score: Raw -1657076.637367 + Penalty 3288.754263 = -1653787.883104 nChanged 2 SP:Iteration 59Q (404.167149 sec): 3 clusters Score: Raw -1657076.777253 + Penalty 3288.754263 = -1653788.022991 nChanged 3 SP:Iteration 60F (404.216884 sec): 3 clusters Score: Raw -1657076.940476 + Penalty 3288.754263 = -1653788.186213 nChanged 3 SP:Iteration 61Q (404.259901 sec): 3 clusters Score: Raw -1657077.191305 + Penalty 3288.754263 = -1653788.437042 nChanged 1 SP:Iteration 62Q (404.303108 sec): 3 clusters Score: Raw -1657077.245640 + Penalty 3288.754263 = -1653788.491377 nChanged 0 SP:Iteration 63F (404.352807 sec): 3 clusters Score: Raw -1657077.245640 + Penalty 3288.754263 = -1653788.491377 nChanged 0 Score: Raw -27527283.029418 + Penalty 67532.004175 = -27459751.025244 Splitting cluster 14 changes total score from -27459427.175453 to -27459751.025244 So it's getting split into cluster 32. Trying to split cluster 15 (11399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (412.630639 sec): 2 clusters Score: Raw -752406.838844 + Penalty 1517.958148 = -750888.880696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (412.662855 sec): 3 clusters Score: Raw -745800.357078 + Penalty 3035.916296 = -742764.440782 nChanged 5106 SP:Iteration 1F (412.693886 sec): 3 clusters Score: Raw -748785.703607 + Penalty 3035.916296 = -745749.787310 nChanged 747 SP:Iteration 2F (412.765875 sec): 3 clusters Score: Raw -749176.467880 + Penalty 3035.916296 = -746140.551584 nChanged 663 SP:Iteration 3F (412.828660 sec): 3 clusters Score: Raw -749510.317567 + Penalty 3035.916296 = -746474.401271 nChanged 578 SP:Iteration 4F (412.859027 sec): 3 clusters Score: Raw -749815.445716 + Penalty 3035.916296 = -746779.529420 nChanged 588 SP:Iteration 5F (412.889982 sec): 3 clusters Score: Raw -750154.952914 + Penalty 3035.916296 = -747119.036618 nChanged 613 SP:Iteration 6F (412.921369 sec): 3 clusters Score: Raw -750518.928216 + Penalty 3035.916296 = -747483.011920 nChanged 590 SP:Iteration 7F (412.952884 sec): 3 clusters Score: Raw -750855.345670 + Penalty 3035.916296 = -747819.429374 nChanged 527 SP:Iteration 8Q (412.984049 sec): 3 clusters Score: Raw -751163.264118 + Penalty 3035.916296 = -748127.347822 nChanged 494 SP:Iteration 9Q (413.022039 sec): 3 clusters Score: Raw -751460.288068 + Penalty 3035.916296 = -748424.371772 nChanged 415 SP:Iteration 10Q (413.053055 sec): 3 clusters Score: Raw -751694.686487 + Penalty 3035.916296 = -748658.770191 nChanged 358 SP:Iteration 11Q (413.083801 sec): 3 clusters Score: Raw -751879.419692 + Penalty 3035.916296 = -748843.503395 nChanged 291 SP:Iteration 12Q (413.114454 sec): 3 clusters Score: Raw -752006.110464 + Penalty 3035.916296 = -748970.194168 nChanged 238 SP:Iteration 13Q (413.145049 sec): 3 clusters Score: Raw -752094.322706 + Penalty 3035.916296 = -749058.406409 nChanged 186 SP:Iteration 14Q (413.175370 sec): 3 clusters Score: Raw -752169.650151 + Penalty 3035.916296 = -749133.733855 nChanged 182 SP:Iteration 15Q (413.205803 sec): 3 clusters Score: Raw -752239.390124 + Penalty 3035.916296 = -749203.473828 nChanged 179 SP:Iteration 16Q (413.236052 sec): 3 clusters Score: Raw -752309.723160 + Penalty 3035.916296 = -749273.806864 nChanged 151 SP:Iteration 17Q (413.265970 sec): 3 clusters Score: Raw -752374.167909 + Penalty 3035.916296 = -749338.251613 nChanged 158 SP:Iteration 18Q (413.295927 sec): 3 clusters Score: Raw -752436.181116 + Penalty 3035.916296 = -749400.264819 nChanged 144 SP:Iteration 19Q (413.325701 sec): 3 clusters Score: Raw -752484.161714 + Penalty 3035.916296 = -749448.245418 nChanged 118 SP:Iteration 20F (413.356815 sec): 3 clusters Score: Raw -752519.911861 + Penalty 3035.916296 = -749483.995565 nChanged 108 SP:Iteration 21Q (413.410808 sec): 3 clusters Score: Raw -752559.162190 + Penalty 3035.916296 = -749523.245893 nChanged 111 SP:Iteration 22Q (413.466182 sec): 3 clusters Score: Raw -752599.542693 + Penalty 3035.916296 = -749563.626396 nChanged 100 SP:Iteration 23Q (413.521922 sec): 3 clusters Score: Raw -752634.564111 + Penalty 3035.916296 = -749598.647815 nChanged 109 SP:Iteration 24Q (413.551058 sec): 3 clusters Score: Raw -752669.587850 + Penalty 3035.916296 = -749633.671554 nChanged 100 SP:Iteration 25Q (413.580405 sec): 3 clusters Score: Raw -752698.418025 + Penalty 3035.916296 = -749662.501729 nChanged 76 SP:Iteration 26Q (413.609608 sec): 3 clusters Score: Raw -752722.311446 + Penalty 3035.916296 = -749686.395149 nChanged 71 SP:Iteration 27Q (413.638626 sec): 3 clusters Score: Raw -752741.927053 + Penalty 3035.916296 = -749706.010757 nChanged 70 SP:Iteration 28Q (413.667572 sec): 3 clusters Score: Raw -752758.047191 + Penalty 3035.916296 = -749722.130895 nChanged 75 SP:Iteration 29Q (413.696556 sec): 3 clusters Score: Raw -752775.783690 + Penalty 3035.916296 = -749739.867394 nChanged 68 SP:Iteration 30Q (413.725449 sec): 3 clusters Score: Raw -752793.245985 + Penalty 3035.916296 = -749757.329688 nChanged 60 SP:Iteration 31Q (413.754238 sec): 3 clusters Score: Raw -752810.393568 + Penalty 3035.916296 = -749774.477271 nChanged 55 SP:Iteration 32Q (413.783193 sec): 3 clusters Score: Raw -752822.283107 + Penalty 3035.916296 = -749786.366811 nChanged 47 SP:Iteration 33Q (413.811923 sec): 3 clusters Score: Raw -752835.603657 + Penalty 3035.916296 = -749799.687360 nChanged 55 SP:Iteration 34Q (413.840515 sec): 3 clusters Score: Raw -752853.254162 + Penalty 3035.916296 = -749817.337866 nChanged 50 SP:Iteration 35Q (413.869051 sec): 3 clusters Score: Raw -752866.266907 + Penalty 3035.916296 = -749830.350611 nChanged 44 SP:Iteration 36Q (413.897623 sec): 3 clusters Score: Raw -752880.199630 + Penalty 3035.916296 = -749844.283334 nChanged 50 SP:Iteration 37Q (413.926290 sec): 3 clusters Score: Raw -752898.352784 + Penalty 3035.916296 = -749862.436488 nChanged 57 SP:Iteration 38Q (413.954846 sec): 3 clusters Score: Raw -752918.691324 + Penalty 3035.916296 = -749882.775028 nChanged 54 SP:Iteration 39Q (413.983259 sec): 3 clusters Score: Raw -752936.189839 + Penalty 3035.916296 = -749900.273543 nChanged 41 SP:Iteration 40F (414.014178 sec): 3 clusters Score: Raw -752949.288011 + Penalty 3035.916296 = -749913.371715 nChanged 42 SP:Iteration 41Q (414.042585 sec): 3 clusters Score: Raw -752959.675092 + Penalty 3035.916296 = -749923.758796 nChanged 45 SP:Iteration 42Q (414.070855 sec): 3 clusters Score: Raw -752970.525335 + Penalty 3035.916296 = -749934.609039 nChanged 35 SP:Iteration 43Q (414.099258 sec): 3 clusters Score: Raw -752976.752856 + Penalty 3035.916296 = -749940.836560 nChanged 19 SP:Iteration 44Q (414.127578 sec): 3 clusters Score: Raw -752979.711351 + Penalty 3035.916296 = -749943.795055 nChanged 15 SP:Iteration 45Q (414.155859 sec): 3 clusters Score: Raw -752982.531042 + Penalty 3035.916296 = -749946.614746 nChanged 19 SP:Iteration 46Q (414.184130 sec): 3 clusters Score: Raw -752985.346012 + Penalty 3035.916296 = -749949.429716 nChanged 10 SP:Iteration 47Q (414.212575 sec): 3 clusters Score: Raw -752986.700645 + Penalty 3035.916296 = -749950.784349 nChanged 7 SP:Iteration 48Q (414.240751 sec): 3 clusters Score: Raw -752987.333472 + Penalty 3035.916296 = -749951.417176 nChanged 5 SP:Iteration 49Q (414.269098 sec): 3 clusters Score: Raw -752987.931318 + Penalty 3035.916296 = -749952.015022 nChanged 3 SP:Iteration 50Q (414.297275 sec): 3 clusters Score: Raw -752988.407428 + Penalty 3035.916296 = -749952.491132 nChanged 4 SP:Iteration 51Q (414.325565 sec): 3 clusters Score: Raw -752988.866787 + Penalty 3035.916296 = -749952.950491 nChanged 4 SP:Iteration 52Q (414.353745 sec): 3 clusters Score: Raw -752989.419015 + Penalty 3035.916296 = -749953.502719 nChanged 3 SP:Iteration 53Q (414.382708 sec): 3 clusters Score: Raw -752989.852197 + Penalty 3035.916296 = -749953.935901 nChanged 5 SP:Iteration 54Q (414.410836 sec): 3 clusters Score: Raw -752990.129088 + Penalty 3035.916296 = -749954.212792 nChanged 1 SP:Iteration 55Q (414.439233 sec): 3 clusters Score: Raw -752990.173016 + Penalty 3035.916296 = -749954.256720 nChanged 0 SP:Iteration 56F (414.471585 sec): 3 clusters Score: Raw -752990.173016 + Penalty 3035.916296 = -749954.256720 nChanged 0 Trying to split cluster 16 (5691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (414.491274 sec): 2 clusters Score: Raw -372691.849295 + Penalty 1405.079205 = -371286.770090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (414.514539 sec): 3 clusters Score: Raw -369653.286309 + Penalty 2810.158409 = -366843.127900 nChanged 2387 SP:Iteration 1F (414.537402 sec): 3 clusters Score: Raw -371064.494070 + Penalty 2810.158409 = -368254.335661 nChanged 427 SP:Iteration 2F (414.592959 sec): 3 clusters Score: Raw -371356.955731 + Penalty 2810.158409 = -368546.797322 nChanged 401 SP:Iteration 3F (414.617997 sec): 3 clusters Score: Raw -371743.070646 + Penalty 2810.158409 = -368932.912237 nChanged 457 SP:Iteration 4F (414.640757 sec): 3 clusters Score: Raw -372287.430397 + Penalty 2810.158409 = -369477.271988 nChanged 503 SP:Iteration 5F (414.670722 sec): 3 clusters Score: Raw -372803.213519 + Penalty 2810.158409 = -369993.055110 nChanged 422 SP:Iteration 6F (414.693476 sec): 3 clusters Score: Raw -373172.206944 + Penalty 2810.158409 = -370362.048535 nChanged 308 SP:Iteration 7F (414.716055 sec): 3 clusters Score: Raw -373370.303237 + Penalty 2810.158409 = -370560.144828 nChanged 170 SP:Iteration 8Q (414.738716 sec): 3 clusters Score: Raw -373460.469880 + Penalty 2810.158409 = -370650.311471 nChanged 96 SP:Iteration 9Q (414.761546 sec): 3 clusters Score: Raw -373504.660803 + Penalty 2810.158409 = -370694.502393 nChanged 71 SP:Iteration 10Q (414.784295 sec): 3 clusters Score: Raw -373534.013400 + Penalty 2810.158409 = -370723.854991 nChanged 47 SP:Iteration 11Q (414.811341 sec): 3 clusters Score: Raw -373552.224752 + Penalty 2810.158409 = -370742.066343 nChanged 39 SP:Iteration 12Q (414.834160 sec): 3 clusters Score: Raw -373565.113360 + Penalty 2810.158409 = -370754.954951 nChanged 25 SP:Iteration 13Q (414.856913 sec): 3 clusters Score: Raw -373573.216182 + Penalty 2810.158409 = -370763.057773 nChanged 22 SP:Iteration 14Q (414.879453 sec): 3 clusters Score: Raw -373580.710692 + Penalty 2810.158409 = -370770.552283 nChanged 15 SP:Iteration 15Q (414.902263 sec): 3 clusters Score: Raw -373585.303200 + Penalty 2810.158409 = -370775.144791 nChanged 14 SP:Iteration 16Q (414.931417 sec): 3 clusters Score: Raw -373588.717569 + Penalty 2810.158409 = -370778.559160 nChanged 10 SP:Iteration 17Q (414.953992 sec): 3 clusters Score: Raw -373592.242503 + Penalty 2810.158409 = -370782.084094 nChanged 13 SP:Iteration 18Q (414.976815 sec): 3 clusters Score: Raw -373595.070749 + Penalty 2810.158409 = -370784.912340 nChanged 8 SP:Iteration 19Q (414.999276 sec): 3 clusters Score: Raw -373596.839635 + Penalty 2810.158409 = -370786.681226 nChanged 9 SP:Iteration 20F (415.022228 sec): 3 clusters Score: Raw -373598.772273 + Penalty 2810.158409 = -370788.613864 nChanged 5 SP:Iteration 21Q (415.044747 sec): 3 clusters Score: Raw -373599.462393 + Penalty 2810.158409 = -370789.303984 nChanged 6 SP:Iteration 22Q (415.067460 sec): 3 clusters Score: Raw -373600.479274 + Penalty 2810.158409 = -370790.320865 nChanged 4 SP:Iteration 23Q (415.090159 sec): 3 clusters Score: Raw -373601.389413 + Penalty 2810.158409 = -370791.231004 nChanged 3 SP:Iteration 24Q (415.112806 sec): 3 clusters Score: Raw -373601.678941 + Penalty 2810.158409 = -370791.520532 nChanged 1 SP:Iteration 25Q (415.135273 sec): 3 clusters Score: Raw -373601.894226 + Penalty 2810.158409 = -370791.735817 nChanged 1 SP:Iteration 26Q (415.157932 sec): 3 clusters Score: Raw -373602.474572 + Penalty 2810.158409 = -370792.316163 nChanged 3 SP:Iteration 27Q (415.180745 sec): 3 clusters Score: Raw -373603.033216 + Penalty 2810.158409 = -370792.874807 nChanged 2 SP:Iteration 28Q (415.203421 sec): 3 clusters Score: Raw -373603.404111 + Penalty 2810.158409 = -370793.245701 nChanged 1 SP:Iteration 29Q (415.225798 sec): 3 clusters Score: Raw -373603.463074 + Penalty 2810.158409 = -370793.304665 nChanged 0 SP:Iteration 30F (415.248847 sec): 3 clusters Score: Raw -373603.463074 + Penalty 2810.158409 = -370793.304665 nChanged 0 Trying to split cluster 17 (1005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (415.263273 sec): 2 clusters Score: Raw -59618.962234 + Penalty 1123.320708 = -58495.641526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (415.269065 sec): 3 clusters Score: Raw -59311.520621 + Penalty 2246.641417 = -57064.879204 nChanged 301 SP:Iteration 1F (415.274442 sec): 3 clusters Score: Raw -59571.798477 + Penalty 2246.641417 = -57325.157060 nChanged 70 SP:Iteration 2F (415.279793 sec): 3 clusters Score: Raw -59641.244863 + Penalty 2246.641417 = -57394.603447 nChanged 32 SP:Iteration 3Q (415.285147 sec): 3 clusters Score: Raw -59671.569693 + Penalty 2246.641417 = -57424.928277 nChanged 28 SP:Iteration 4Q (415.290447 sec): 3 clusters Score: Raw -59699.727158 + Penalty 2246.641417 = -57453.085741 nChanged 16 SP:Iteration 5Q (415.295728 sec): 3 clusters Score: Raw -59711.572353 + Penalty 2246.641417 = -57464.930936 nChanged 10 SP:Iteration 6Q (415.301054 sec): 3 clusters Score: Raw -59720.641106 + Penalty 2246.641417 = -57473.999690 nChanged 11 SP:Iteration 7Q (415.306383 sec): 3 clusters Score: Raw -59730.290058 + Penalty 2246.641417 = -57483.648641 nChanged 8 SP:Iteration 8Q (415.311699 sec): 3 clusters Score: Raw -59736.542931 + Penalty 2246.641417 = -57489.901515 nChanged 3 SP:Iteration 9Q (415.317039 sec): 3 clusters Score: Raw -59738.413106 + Penalty 2246.641417 = -57491.771689 nChanged 1 SP:Iteration 10Q (415.322368 sec): 3 clusters Score: Raw -59739.084279 + Penalty 2246.641417 = -57492.442863 nChanged 1 SP:Iteration 11Q (415.327691 sec): 3 clusters Score: Raw -59740.511959 + Penalty 2246.641417 = -57493.870543 nChanged 2 SP:Iteration 12Q (415.332999 sec): 3 clusters Score: Raw -59742.288181 + Penalty 2246.641417 = -57495.646765 nChanged 2 SP:Iteration 13Q (415.338308 sec): 3 clusters Score: Raw -59743.652778 + Penalty 2246.641417 = -57497.011361 nChanged 2 SP:Iteration 14Q (415.343575 sec): 3 clusters Score: Raw -59745.588602 + Penalty 2246.641417 = -57498.947186 nChanged 5 SP:Iteration 15Q (415.348932 sec): 3 clusters Score: Raw -59749.519213 + Penalty 2246.641417 = -57502.877796 nChanged 4 SP:Iteration 16Q (415.354247 sec): 3 clusters Score: Raw -59753.128150 + Penalty 2246.641417 = -57506.486734 nChanged 2 SP:Iteration 17Q (415.359557 sec): 3 clusters Score: Raw -59754.553896 + Penalty 2246.641417 = -57507.912479 nChanged 3 SP:Iteration 18Q (415.364869 sec): 3 clusters Score: Raw -59756.992160 + Penalty 2246.641417 = -57510.350743 nChanged 0 SP:Iteration 19F (415.370190 sec): 3 clusters Score: Raw -59756.992160 + Penalty 2246.641417 = -57510.350743 nChanged 0 Trying to split cluster 18 (5521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (415.390114 sec): 2 clusters Score: Raw -371992.046112 + Penalty 1400.151071 = -370591.895041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (415.412702 sec): 3 clusters Score: Raw -369088.001515 + Penalty 2800.302142 = -366287.699373 nChanged 2210 SP:Iteration 1F (415.434842 sec): 3 clusters Score: Raw -370324.677136 + Penalty 2800.302142 = -367524.374994 nChanged 407 SP:Iteration 2F (415.456756 sec): 3 clusters Score: Raw -370544.656813 + Penalty 2800.302142 = -367744.354671 nChanged 294 SP:Iteration 3F (415.478528 sec): 3 clusters Score: Raw -370700.212870 + Penalty 2800.302142 = -367899.910729 nChanged 249 SP:Iteration 4Q (415.502742 sec): 3 clusters Score: Raw -370860.257933 + Penalty 2800.302142 = -368059.955791 nChanged 241 SP:Iteration 5Q (415.524754 sec): 3 clusters Score: Raw -371003.583920 + Penalty 2800.302142 = -368203.281778 nChanged 226 SP:Iteration 6Q (415.547074 sec): 3 clusters Score: Raw -371147.421209 + Penalty 2800.302142 = -368347.119067 nChanged 237 SP:Iteration 7Q (415.569219 sec): 3 clusters Score: Raw -371284.642824 + Penalty 2800.302142 = -368484.340682 nChanged 205 SP:Iteration 8Q (415.591340 sec): 3 clusters Score: Raw -371407.621433 + Penalty 2800.302142 = -368607.319291 nChanged 190 SP:Iteration 9Q (415.613121 sec): 3 clusters Score: Raw -371540.209773 + Penalty 2800.302142 = -368739.907631 nChanged 179 SP:Iteration 10Q (415.634959 sec): 3 clusters Score: Raw -371659.315773 + Penalty 2800.302142 = -368859.013631 nChanged 187 SP:Iteration 11Q (415.691758 sec): 3 clusters Score: Raw -371773.378062 + Penalty 2800.302142 = -368973.075920 nChanged 156 SP:Iteration 12Q (415.712616 sec): 3 clusters Score: Raw -371870.978867 + Penalty 2800.302142 = -369070.676725 nChanged 151 SP:Iteration 13Q (415.734231 sec): 3 clusters Score: Raw -371978.794021 + Penalty 2800.302142 = -369178.491880 nChanged 137 SP:Iteration 14Q (415.755802 sec): 3 clusters Score: Raw -372076.979935 + Penalty 2800.302142 = -369276.677794 nChanged 112 SP:Iteration 15Q (415.777358 sec): 3 clusters Score: Raw -372148.368625 + Penalty 2800.302142 = -369348.066483 nChanged 83 SP:Iteration 16Q (415.798853 sec): 3 clusters Score: Raw -372188.639729 + Penalty 2800.302142 = -369388.337588 nChanged 62 SP:Iteration 17Q (415.820501 sec): 3 clusters Score: Raw -372218.201142 + Penalty 2800.302142 = -369417.899000 nChanged 51 SP:Iteration 18Q (415.842033 sec): 3 clusters Score: Raw -372240.952466 + Penalty 2800.302142 = -369440.650324 nChanged 49 SP:Iteration 19Q (415.863396 sec): 3 clusters Score: Raw -372264.830420 + Penalty 2800.302142 = -369464.528279 nChanged 54 SP:Iteration 20F (415.885475 sec): 3 clusters Score: Raw -372286.604779 + Penalty 2800.302142 = -369486.302638 nChanged 37 SP:Iteration 21Q (415.906698 sec): 3 clusters Score: Raw -372301.795579 + Penalty 2800.302142 = -369501.493437 nChanged 26 SP:Iteration 22Q (415.928172 sec): 3 clusters Score: Raw -372310.282870 + Penalty 2800.302142 = -369509.980728 nChanged 20 SP:Iteration 23Q (415.949388 sec): 3 clusters Score: Raw -372317.928624 + Penalty 2800.302142 = -369517.626482 nChanged 19 SP:Iteration 24Q (415.970490 sec): 3 clusters Score: Raw -372323.614111 + Penalty 2800.302142 = -369523.311969 nChanged 13 SP:Iteration 25Q (415.991745 sec): 3 clusters Score: Raw -372327.178134 + Penalty 2800.302142 = -369526.875992 nChanged 14 SP:Iteration 26Q (416.013005 sec): 3 clusters Score: Raw -372331.013487 + Penalty 2800.302142 = -369530.711345 nChanged 7 SP:Iteration 27Q (416.034123 sec): 3 clusters Score: Raw -372332.262191 + Penalty 2800.302142 = -369531.960049 nChanged 4 SP:Iteration 28Q (416.055477 sec): 3 clusters Score: Raw -372332.914739 + Penalty 2800.302142 = -369532.612597 nChanged 2 SP:Iteration 29Q (416.077237 sec): 3 clusters Score: Raw -372333.448220 + Penalty 2800.302142 = -369533.146078 nChanged 1 SP:Iteration 30Q (416.098627 sec): 3 clusters Score: Raw -372333.750384 + Penalty 2800.302142 = -369533.448242 nChanged 2 SP:Iteration 31Q (416.120046 sec): 3 clusters Score: Raw -372334.232880 + Penalty 2800.302142 = -369533.930738 nChanged 2 SP:Iteration 32Q (416.141439 sec): 3 clusters Score: Raw -372334.623592 + Penalty 2800.302142 = -369534.321450 nChanged 1 SP:Iteration 33Q (416.162563 sec): 3 clusters Score: Raw -372334.881670 + Penalty 2800.302142 = -369534.579528 nChanged 0 SP:Iteration 34F (416.184606 sec): 3 clusters Score: Raw -372334.881670 + Penalty 2800.302142 = -369534.579528 nChanged 0 Trying to split cluster 19 (16257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (416.214964 sec): 2 clusters Score: Raw -938396.600149 + Penalty 1575.645315 = -936820.954834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (416.254409 sec): 3 clusters Score: Raw -928790.409598 + Penalty 3151.290631 = -925639.118967 nChanged 7262 SP:Iteration 1F (416.292405 sec): 3 clusters Score: Raw -933069.246504 + Penalty 3151.290631 = -929917.955873 nChanged 1088 SP:Iteration 2F (416.330754 sec): 3 clusters Score: Raw -933701.183944 + Penalty 3151.290631 = -930549.893313 nChanged 1065 SP:Iteration 3F (416.368924 sec): 3 clusters Score: Raw -934304.327332 + Penalty 3151.290631 = -931153.036701 nChanged 954 SP:Iteration 4F (416.406871 sec): 3 clusters Score: Raw -934836.686891 + Penalty 3151.290631 = -931685.396260 nChanged 865 SP:Iteration 5F (416.444970 sec): 3 clusters Score: Raw -935279.250526 + Penalty 3151.290631 = -932127.959895 nChanged 751 SP:Iteration 6Q (416.483389 sec): 3 clusters Score: Raw -935610.605610 + Penalty 3151.290631 = -932459.314979 nChanged 651 SP:Iteration 7Q (416.527285 sec): 3 clusters Score: Raw -935885.840842 + Penalty 3151.290631 = -932734.550211 nChanged 600 SP:Iteration 8Q (416.565225 sec): 3 clusters Score: Raw -936159.087970 + Penalty 3151.290631 = -933007.797339 nChanged 606 SP:Iteration 9Q (416.603258 sec): 3 clusters Score: Raw -936422.240138 + Penalty 3151.290631 = -933270.949507 nChanged 527 SP:Iteration 10Q (416.641302 sec): 3 clusters Score: Raw -936648.139347 + Penalty 3151.290631 = -933496.848716 nChanged 479 SP:Iteration 11Q (416.680721 sec): 3 clusters Score: Raw -936873.236720 + Penalty 3151.290631 = -933721.946089 nChanged 465 SP:Iteration 12Q (416.718595 sec): 3 clusters Score: Raw -937096.803924 + Penalty 3151.290631 = -933945.513293 nChanged 463 SP:Iteration 13Q (416.756234 sec): 3 clusters Score: Raw -937314.623627 + Penalty 3151.290631 = -934163.332996 nChanged 420 SP:Iteration 14Q (416.793931 sec): 3 clusters Score: Raw -937518.378735 + Penalty 3151.290631 = -934367.088104 nChanged 400 SP:Iteration 15Q (416.831411 sec): 3 clusters Score: Raw -937705.989530 + Penalty 3151.290631 = -934554.698899 nChanged 383 SP:Iteration 16Q (416.869007 sec): 3 clusters Score: Raw -937874.397673 + Penalty 3151.290631 = -934723.107042 nChanged 341 SP:Iteration 17Q (416.906381 sec): 3 clusters Score: Raw -938028.244951 + Penalty 3151.290631 = -934876.954320 nChanged 335 SP:Iteration 18Q (416.943889 sec): 3 clusters Score: Raw -938147.468885 + Penalty 3151.290631 = -934996.178254 nChanged 272 SP:Iteration 19Q (416.981216 sec): 3 clusters Score: Raw -938232.870482 + Penalty 3151.290631 = -935081.579851 nChanged 226 SP:Iteration 20F (417.019250 sec): 3 clusters Score: Raw -938305.081025 + Penalty 3151.290631 = -935153.790394 nChanged 214 SP:Iteration 21Q (417.056399 sec): 3 clusters Score: Raw -938372.502491 + Penalty 3151.290631 = -935221.211860 nChanged 215 SP:Iteration 22Q (417.093432 sec): 3 clusters Score: Raw -938438.301785 + Penalty 3151.290631 = -935287.011154 nChanged 174 SP:Iteration 23Q (417.130667 sec): 3 clusters Score: Raw -938485.277088 + Penalty 3151.290631 = -935333.986457 nChanged 178 SP:Iteration 24Q (417.170564 sec): 3 clusters Score: Raw -938537.497804 + Penalty 3151.290631 = -935386.207174 nChanged 164 SP:Iteration 25Q (417.207489 sec): 3 clusters Score: Raw -938585.453310 + Penalty 3151.290631 = -935434.162680 nChanged 140 SP:Iteration 26Q (417.244624 sec): 3 clusters Score: Raw -938620.938433 + Penalty 3151.290631 = -935469.647803 nChanged 126 SP:Iteration 27Q (417.281534 sec): 3 clusters Score: Raw -938646.134046 + Penalty 3151.290631 = -935494.843415 nChanged 98 SP:Iteration 28Q (417.318418 sec): 3 clusters Score: Raw -938662.979497 + Penalty 3151.290631 = -935511.688866 nChanged 97 SP:Iteration 29Q (417.355342 sec): 3 clusters Score: Raw -938678.349880 + Penalty 3151.290631 = -935527.059249 nChanged 92 SP:Iteration 30Q (417.391959 sec): 3 clusters Score: Raw -938694.871809 + Penalty 3151.290631 = -935543.581178 nChanged 80 SP:Iteration 31Q (417.429138 sec): 3 clusters Score: Raw -938707.523050 + Penalty 3151.290631 = -935556.232420 nChanged 73 SP:Iteration 32Q (417.465769 sec): 3 clusters Score: Raw -938719.438772 + Penalty 3151.290631 = -935568.148141 nChanged 78 SP:Iteration 33Q (417.504794 sec): 3 clusters Score: Raw -938730.836489 + Penalty 3151.290631 = -935579.545858 nChanged 67 SP:Iteration 34Q (417.541616 sec): 3 clusters Score: Raw -938740.185946 + Penalty 3151.290631 = -935588.895315 nChanged 67 SP:Iteration 35Q (417.579090 sec): 3 clusters Score: Raw -938751.439782 + Penalty 3151.290631 = -935600.149151 nChanged 69 SP:Iteration 36Q (417.616037 sec): 3 clusters Score: Raw -938760.245859 + Penalty 3151.290631 = -935608.955228 nChanged 49 SP:Iteration 37Q (417.652704 sec): 3 clusters Score: Raw -938765.431052 + Penalty 3151.290631 = -935614.140421 nChanged 37 SP:Iteration 38Q (417.689324 sec): 3 clusters Score: Raw -938769.823189 + Penalty 3151.290631 = -935618.532558 nChanged 39 SP:Iteration 39Q (417.726056 sec): 3 clusters Score: Raw -938774.563586 + Penalty 3151.290631 = -935623.272956 nChanged 47 SP:Iteration 40F (417.771212 sec): 3 clusters Score: Raw -938780.454088 + Penalty 3151.290631 = -935629.163457 nChanged 46 SP:Iteration 41Q (417.807472 sec): 3 clusters Score: Raw -938785.625980 + Penalty 3151.290631 = -935634.335350 nChanged 46 SP:Iteration 42Q (417.844263 sec): 3 clusters Score: Raw -938790.498986 + Penalty 3151.290631 = -935639.208355 nChanged 42 SP:Iteration 43Q (417.880977 sec): 3 clusters Score: Raw -938794.304625 + Penalty 3151.290631 = -935643.013995 nChanged 39 SP:Iteration 44Q (417.919002 sec): 3 clusters Score: Raw -938798.469452 + Penalty 3151.290631 = -935647.178821 nChanged 32 SP:Iteration 45Q (417.955874 sec): 3 clusters Score: Raw -938802.005511 + Penalty 3151.290631 = -935650.714880 nChanged 29 SP:Iteration 46Q (417.993825 sec): 3 clusters Score: Raw -938804.872675 + Penalty 3151.290631 = -935653.582044 nChanged 27 SP:Iteration 47Q (418.030594 sec): 3 clusters Score: Raw -938806.678076 + Penalty 3151.290631 = -935655.387445 nChanged 18 SP:Iteration 48Q (418.067342 sec): 3 clusters Score: Raw -938808.312909 + Penalty 3151.290631 = -935657.022278 nChanged 32 SP:Iteration 49Q (418.104118 sec): 3 clusters Score: Raw -938812.806428 + Penalty 3151.290631 = -935661.515797 nChanged 34 SP:Iteration 50Q (418.140933 sec): 3 clusters Score: Raw -938818.411360 + Penalty 3151.290631 = -935667.120729 nChanged 43 SP:Iteration 51Q (418.177874 sec): 3 clusters Score: Raw -938825.041002 + Penalty 3151.290631 = -935673.750371 nChanged 45 SP:Iteration 52Q (418.214626 sec): 3 clusters Score: Raw -938832.955136 + Penalty 3151.290631 = -935681.664505 nChanged 61 SP:Iteration 53Q (418.251414 sec): 3 clusters Score: Raw -938842.448233 + Penalty 3151.290631 = -935691.157602 nChanged 62 SP:Iteration 54Q (418.288119 sec): 3 clusters Score: Raw -938851.538428 + Penalty 3151.290631 = -935700.247798 nChanged 55 SP:Iteration 55Q (418.324687 sec): 3 clusters Score: Raw -938858.864737 + Penalty 3151.290631 = -935707.574106 nChanged 40 SP:Iteration 56Q (418.361264 sec): 3 clusters Score: Raw -938865.053965 + Penalty 3151.290631 = -935713.763334 nChanged 59 SP:Iteration 57Q (418.397968 sec): 3 clusters Score: Raw -938874.414582 + Penalty 3151.290631 = -935723.123952 nChanged 54 SP:Iteration 58Q (418.434522 sec): 3 clusters Score: Raw -938883.177712 + Penalty 3151.290631 = -935731.887081 nChanged 60 SP:Iteration 59Q (418.471245 sec): 3 clusters Score: Raw -938893.901227 + Penalty 3151.290631 = -935742.610597 nChanged 73 SP:Iteration 60F (418.509464 sec): 3 clusters Score: Raw -938909.855119 + Penalty 3151.290631 = -935758.564488 nChanged 90 SP:Iteration 61Q (418.546282 sec): 3 clusters Score: Raw -938933.269397 + Penalty 3151.290631 = -935781.978766 nChanged 118 SP:Iteration 62Q (418.583098 sec): 3 clusters Score: Raw -938974.310998 + Penalty 3151.290631 = -935823.020367 nChanged 122 SP:Iteration 63Q (418.619451 sec): 3 clusters Score: Raw -939018.504764 + Penalty 3151.290631 = -935867.214133 nChanged 141 SP:Iteration 64Q (418.655913 sec): 3 clusters Score: Raw -939076.650813 + Penalty 3151.290631 = -935925.360182 nChanged 170 SP:Iteration 65Q (418.692223 sec): 3 clusters Score: Raw -939158.199531 + Penalty 3151.290631 = -936006.908900 nChanged 193 SP:Iteration 66Q (418.728523 sec): 3 clusters Score: Raw -939250.164658 + Penalty 3151.290631 = -936098.874027 nChanged 212 SP:Iteration 67Q (418.764978 sec): 3 clusters Score: Raw -939357.860901 + Penalty 3151.290631 = -936206.570270 nChanged 235 SP:Iteration 68Q (418.801001 sec): 3 clusters Score: Raw -939497.810514 + Penalty 3151.290631 = -936346.519883 nChanged 217 SP:Iteration 69Q (418.837200 sec): 3 clusters Score: Raw -939620.929212 + Penalty 3151.290631 = -936469.638581 nChanged 224 SP:Iteration 70Q (418.872860 sec): 3 clusters Score: Raw -939724.827662 + Penalty 3151.290631 = -936573.537032 nChanged 196 SP:Iteration 71Q (418.908632 sec): 3 clusters Score: Raw -939804.912989 + Penalty 3151.290631 = -936653.622358 nChanged 154 SP:Iteration 72Q (418.944244 sec): 3 clusters Score: Raw -939856.227449 + Penalty 3151.290631 = -936704.936818 nChanged 131 SP:Iteration 73Q (418.979856 sec): 3 clusters Score: Raw -939890.507877 + Penalty 3151.290631 = -936739.217247 nChanged 97 SP:Iteration 74Q (419.015363 sec): 3 clusters Score: Raw -939918.661612 + Penalty 3151.290631 = -936767.370981 nChanged 103 SP:Iteration 75Q (419.050752 sec): 3 clusters Score: Raw -939944.465899 + Penalty 3151.290631 = -936793.175268 nChanged 76 SP:Iteration 76Q (419.086144 sec): 3 clusters Score: Raw -939961.019104 + Penalty 3151.290631 = -936809.728473 nChanged 75 SP:Iteration 77Q (419.121412 sec): 3 clusters Score: Raw -939980.420925 + Penalty 3151.290631 = -936829.130294 nChanged 80 SP:Iteration 78Q (419.156766 sec): 3 clusters Score: Raw -939998.429880 + Penalty 3151.290631 = -936847.139250 nChanged 53 SP:Iteration 79Q (419.191989 sec): 3 clusters Score: Raw -940012.804147 + Penalty 3151.290631 = -936861.513516 nChanged 50 SP:Iteration 80F (419.229838 sec): 3 clusters Score: Raw -940024.008033 + Penalty 3151.290631 = -936872.717402 nChanged 37 SP:Iteration 81Q (419.265405 sec): 3 clusters Score: Raw -940029.448670 + Penalty 3151.290631 = -936878.158039 nChanged 39 SP:Iteration 82Q (419.300933 sec): 3 clusters Score: Raw -940035.221635 + Penalty 3151.290631 = -936883.931004 nChanged 31 SP:Iteration 83Q (419.336315 sec): 3 clusters Score: Raw -940037.707807 + Penalty 3151.290631 = -936886.417176 nChanged 13 SP:Iteration 84Q (419.371819 sec): 3 clusters Score: Raw -940038.878665 + Penalty 3151.290631 = -936887.588035 nChanged 15 SP:Iteration 85Q (419.407411 sec): 3 clusters Score: Raw -940040.228668 + Penalty 3151.290631 = -936888.938037 nChanged 15 SP:Iteration 86Q (419.442899 sec): 3 clusters Score: Raw -940041.717953 + Penalty 3151.290631 = -936890.427322 nChanged 15 SP:Iteration 87Q (419.478363 sec): 3 clusters Score: Raw -940043.437788 + Penalty 3151.290631 = -936892.147157 nChanged 15 SP:Iteration 88Q (419.513761 sec): 3 clusters Score: Raw -940044.782744 + Penalty 3151.290631 = -936893.492114 nChanged 11 SP:Iteration 89Q (419.550123 sec): 3 clusters Score: Raw -940045.610771 + Penalty 3151.290631 = -936894.320140 nChanged 10 SP:Iteration 90Q (419.585708 sec): 3 clusters Score: Raw -940046.452370 + Penalty 3151.290631 = -936895.161739 nChanged 6 SP:Iteration 91Q (419.621316 sec): 3 clusters Score: Raw -940046.755416 + Penalty 3151.290631 = -936895.464785 nChanged 7 SP:Iteration 92Q (419.656512 sec): 3 clusters Score: Raw -940047.086030 + Penalty 3151.290631 = -936895.795400 nChanged 2 SP:Iteration 93Q (419.692017 sec): 3 clusters Score: Raw -940047.196152 + Penalty 3151.290631 = -936895.905521 nChanged 2 SP:Iteration 94Q (419.727334 sec): 3 clusters Score: Raw -940047.280138 + Penalty 3151.290631 = -936895.989507 nChanged 0 SP:Iteration 95F (419.765204 sec): 3 clusters Score: Raw -940047.280138 + Penalty 3151.290631 = -936895.989507 nChanged 0 Score: Raw -27528933.709407 + Penalty 69642.379305 = -27459291.330102 Splitting cluster 19 changes total score from -27459427.175453 to -27459291.330102 So it's not getting split. Trying to split cluster 20 (4901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (428.544849 sec): 2 clusters Score: Raw -326581.706950 + Penalty 1380.794114 = -325200.912837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (428.566501 sec): 3 clusters Score: Raw -324092.118682 + Penalty 2761.588227 = -321330.530455 nChanged 1952 SP:Iteration 1F (428.587695 sec): 3 clusters Score: Raw -325162.340354 + Penalty 2761.588227 = -322400.752127 nChanged 337 SP:Iteration 2F (428.611085 sec): 3 clusters Score: Raw -325364.927738 + Penalty 2761.588227 = -322603.339511 nChanged 254 SP:Iteration 3F (428.632208 sec): 3 clusters Score: Raw -325531.502057 + Penalty 2761.588227 = -322769.913830 nChanged 209 SP:Iteration 4Q (428.653345 sec): 3 clusters Score: Raw -325699.607738 + Penalty 2761.588227 = -322938.019511 nChanged 232 SP:Iteration 5Q (428.674210 sec): 3 clusters Score: Raw -325867.855248 + Penalty 2761.588227 = -323106.267021 nChanged 240 SP:Iteration 6Q (428.695264 sec): 3 clusters Score: Raw -326061.349582 + Penalty 2761.588227 = -323299.761355 nChanged 241 SP:Iteration 7Q (428.716163 sec): 3 clusters Score: Raw -326256.540817 + Penalty 2761.588227 = -323494.952590 nChanged 252 SP:Iteration 8F (428.737380 sec): 3 clusters Score: Raw -326506.276877 + Penalty 2761.588227 = -323744.688650 nChanged 277 SP:Iteration 9F (428.758536 sec): 3 clusters Score: Raw -326826.071191 + Penalty 2761.588227 = -324064.482964 nChanged 247 SP:Iteration 10F (428.779816 sec): 3 clusters Score: Raw -327123.699577 + Penalty 2761.588227 = -324362.111350 nChanged 216 SP:Iteration 11Q (428.800620 sec): 3 clusters Score: Raw -327333.096889 + Penalty 2761.588227 = -324571.508662 nChanged 141 SP:Iteration 12Q (428.821361 sec): 3 clusters Score: Raw -327424.946369 + Penalty 2761.588227 = -324663.358142 nChanged 85 SP:Iteration 13Q (428.841712 sec): 3 clusters Score: Raw -327465.351995 + Penalty 2761.588227 = -324703.763768 nChanged 56 SP:Iteration 14Q (428.861948 sec): 3 clusters Score: Raw -327488.618213 + Penalty 2761.588227 = -324727.029985 nChanged 39 SP:Iteration 15Q (428.882466 sec): 3 clusters Score: Raw -327503.478043 + Penalty 2761.588227 = -324741.889816 nChanged 27 SP:Iteration 16Q (428.902955 sec): 3 clusters Score: Raw -327511.806142 + Penalty 2761.588227 = -324750.217915 nChanged 18 SP:Iteration 17Q (428.923541 sec): 3 clusters Score: Raw -327516.771435 + Penalty 2761.588227 = -324755.183208 nChanged 11 SP:Iteration 18Q (428.943905 sec): 3 clusters Score: Raw -327519.755993 + Penalty 2761.588227 = -324758.167766 nChanged 9 SP:Iteration 19Q (428.964204 sec): 3 clusters Score: Raw -327522.348131 + Penalty 2761.588227 = -324760.759904 nChanged 8 SP:Iteration 20F (428.985240 sec): 3 clusters Score: Raw -327523.884946 + Penalty 2761.588227 = -324762.296719 nChanged 3 SP:Iteration 21Q (429.005641 sec): 3 clusters Score: Raw -327524.357386 + Penalty 2761.588227 = -324762.769158 nChanged 1 SP:Iteration 22Q (429.026160 sec): 3 clusters Score: Raw -327524.564263 + Penalty 2761.588227 = -324762.976036 nChanged 0 SP:Iteration 23F (429.047189 sec): 3 clusters Score: Raw -327524.564263 + Penalty 2761.588227 = -324762.976036 nChanged 0 Trying to split cluster 21 (1516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (429.061846 sec): 2 clusters Score: Raw -97745.703530 + Penalty 1190.122467 = -96555.581063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (429.070316 sec): 3 clusters Score: Raw -97173.204266 + Penalty 2380.244934 = -94792.959332 nChanged 499 SP:Iteration 1F (429.078134 sec): 3 clusters Score: Raw -97525.408499 + Penalty 2380.244934 = -95145.163565 nChanged 117 SP:Iteration 2F (429.086004 sec): 3 clusters Score: Raw -97618.552591 + Penalty 2380.244934 = -95238.307657 nChanged 55 SP:Iteration 3Q (429.093794 sec): 3 clusters Score: Raw -97666.423233 + Penalty 2380.244934 = -95286.178299 nChanged 46 SP:Iteration 4Q (429.101203 sec): 3 clusters Score: Raw -97702.627353 + Penalty 2380.244934 = -95322.382419 nChanged 34 SP:Iteration 5Q (429.109169 sec): 3 clusters Score: Raw -97730.373553 + Penalty 2380.244934 = -95350.128619 nChanged 32 SP:Iteration 6Q (429.116990 sec): 3 clusters Score: Raw -97754.437803 + Penalty 2380.244934 = -95374.192869 nChanged 25 SP:Iteration 7Q (429.124796 sec): 3 clusters Score: Raw -97770.004216 + Penalty 2380.244934 = -95389.759282 nChanged 9 SP:Iteration 8Q (429.132641 sec): 3 clusters Score: Raw -97773.488460 + Penalty 2380.244934 = -95393.243526 nChanged 5 SP:Iteration 9Q (429.140463 sec): 3 clusters Score: Raw -97775.636090 + Penalty 2380.244934 = -95395.391156 nChanged 7 SP:Iteration 10Q (429.148276 sec): 3 clusters Score: Raw -97779.711549 + Penalty 2380.244934 = -95399.466615 nChanged 6 SP:Iteration 11Q (429.156012 sec): 3 clusters Score: Raw -97781.129483 + Penalty 2380.244934 = -95400.884549 nChanged 3 SP:Iteration 12Q (429.163854 sec): 3 clusters Score: Raw -97784.323159 + Penalty 2380.244934 = -95404.078225 nChanged 5 SP:Iteration 13Q (429.171625 sec): 3 clusters Score: Raw -97787.491534 + Penalty 2380.244934 = -95407.246600 nChanged 5 SP:Iteration 14Q (429.179364 sec): 3 clusters Score: Raw -97791.023667 + Penalty 2380.244934 = -95410.778733 nChanged 3 SP:Iteration 15Q (429.187106 sec): 3 clusters Score: Raw -97791.708612 + Penalty 2380.244934 = -95411.463678 nChanged 1 SP:Iteration 16Q (429.194935 sec): 3 clusters Score: Raw -97792.603885 + Penalty 2380.244934 = -95412.358951 nChanged 2 SP:Iteration 17Q (429.202755 sec): 3 clusters Score: Raw -97794.411995 + Penalty 2380.244934 = -95414.167061 nChanged 6 SP:Iteration 18Q (429.210558 sec): 3 clusters Score: Raw -97797.700071 + Penalty 2380.244934 = -95417.455137 nChanged 4 SP:Iteration 19Q (429.218385 sec): 3 clusters Score: Raw -97799.154100 + Penalty 2380.244934 = -95418.909166 nChanged 1 SP:Iteration 20F (429.227650 sec): 3 clusters Score: Raw -97799.319942 + Penalty 2380.244934 = -95419.075008 nChanged 1 SP:Iteration 21Q (429.235408 sec): 3 clusters Score: Raw -97799.989789 + Penalty 2380.244934 = -95419.744855 nChanged 0 SP:Iteration 22F (429.243168 sec): 3 clusters Score: Raw -97799.989789 + Penalty 2380.244934 = -95419.744855 nChanged 0 Trying to split cluster 22 (6640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (429.264316 sec): 2 clusters Score: Raw -402166.080723 + Penalty 1430.140927 = -400735.939797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (429.287925 sec): 3 clusters Score: Raw -398565.078376 + Penalty 2860.281854 = -395704.796522 nChanged 2723 SP:Iteration 1F (429.312143 sec): 3 clusters Score: Raw -399889.451828 + Penalty 2860.281854 = -397029.169975 nChanged 390 SP:Iteration 2F (429.338759 sec): 3 clusters Score: Raw -400052.011393 + Penalty 2860.281854 = -397191.729540 nChanged 303 SP:Iteration 3Q (429.362666 sec): 3 clusters Score: Raw -400180.832644 + Penalty 2860.281854 = -397320.550790 nChanged 263 SP:Iteration 4Q (429.386829 sec): 3 clusters Score: Raw -400298.711059 + Penalty 2860.281854 = -397438.429205 nChanged 236 SP:Iteration 5Q (429.410880 sec): 3 clusters Score: Raw -400404.450597 + Penalty 2860.281854 = -397544.168744 nChanged 239 SP:Iteration 6Q (429.434945 sec): 3 clusters Score: Raw -400506.888661 + Penalty 2860.281854 = -397646.606807 nChanged 216 SP:Iteration 7Q (429.458701 sec): 3 clusters Score: Raw -400596.484080 + Penalty 2860.281854 = -397736.202226 nChanged 220 SP:Iteration 8Q (429.482594 sec): 3 clusters Score: Raw -400699.321919 + Penalty 2860.281854 = -397839.040065 nChanged 221 SP:Iteration 9Q (429.506288 sec): 3 clusters Score: Raw -400810.181522 + Penalty 2860.281854 = -397949.899668 nChanged 263 SP:Iteration 10Q (429.530324 sec): 3 clusters Score: Raw -400936.164710 + Penalty 2860.281854 = -398075.882857 nChanged 241 SP:Iteration 11Q (429.555712 sec): 3 clusters Score: Raw -401080.657641 + Penalty 2860.281854 = -398220.375788 nChanged 248 SP:Iteration 12Q (429.579799 sec): 3 clusters Score: Raw -401230.942187 + Penalty 2860.281854 = -398370.660333 nChanged 248 SP:Iteration 13Q (429.603800 sec): 3 clusters Score: Raw -401398.271271 + Penalty 2860.281854 = -398537.989417 nChanged 239 SP:Iteration 14Q (429.627725 sec): 3 clusters Score: Raw -401571.574277 + Penalty 2860.281854 = -398711.292423 nChanged 239 SP:Iteration 15Q (429.651567 sec): 3 clusters Score: Raw -401774.855167 + Penalty 2860.281854 = -398914.573313 nChanged 216 SP:Iteration 16Q (429.675100 sec): 3 clusters Score: Raw -401948.740752 + Penalty 2860.281854 = -399088.458898 nChanged 171 SP:Iteration 17Q (429.698610 sec): 3 clusters Score: Raw -402052.285276 + Penalty 2860.281854 = -399192.003423 nChanged 116 SP:Iteration 18Q (429.722100 sec): 3 clusters Score: Raw -402114.255552 + Penalty 2860.281854 = -399253.973699 nChanged 80 SP:Iteration 19Q (429.745174 sec): 3 clusters Score: Raw -402157.314227 + Penalty 2860.281854 = -399297.032373 nChanged 71 SP:Iteration 20F (429.769013 sec): 3 clusters Score: Raw -402190.330278 + Penalty 2860.281854 = -399330.048424 nChanged 48 SP:Iteration 21Q (429.791765 sec): 3 clusters Score: Raw -402219.862508 + Penalty 2860.281854 = -399359.580654 nChanged 43 SP:Iteration 22Q (429.814669 sec): 3 clusters Score: Raw -402245.304579 + Penalty 2860.281854 = -399385.022726 nChanged 48 SP:Iteration 23Q (429.837575 sec): 3 clusters Score: Raw -402275.566203 + Penalty 2860.281854 = -399415.284349 nChanged 45 SP:Iteration 24Q (429.860430 sec): 3 clusters Score: Raw -402297.612749 + Penalty 2860.281854 = -399437.330895 nChanged 36 SP:Iteration 25Q (429.883308 sec): 3 clusters Score: Raw -402316.203097 + Penalty 2860.281854 = -399455.921244 nChanged 38 SP:Iteration 26Q (429.905834 sec): 3 clusters Score: Raw -402337.124621 + Penalty 2860.281854 = -399476.842768 nChanged 27 SP:Iteration 27Q (429.928398 sec): 3 clusters Score: Raw -402346.640542 + Penalty 2860.281854 = -399486.358688 nChanged 22 SP:Iteration 28Q (429.950717 sec): 3 clusters Score: Raw -402353.656096 + Penalty 2860.281854 = -399493.374242 nChanged 30 SP:Iteration 29Q (429.973036 sec): 3 clusters Score: Raw -402362.516114 + Penalty 2860.281854 = -399502.234261 nChanged 23 SP:Iteration 30Q (429.995452 sec): 3 clusters Score: Raw -402371.808919 + Penalty 2860.281854 = -399511.527065 nChanged 25 SP:Iteration 31Q (430.029935 sec): 3 clusters Score: Raw -402380.785824 + Penalty 2860.281854 = -399520.503970 nChanged 21 SP:Iteration 32Q (430.099835 sec): 3 clusters Score: Raw -402388.016509 + Penalty 2860.281854 = -399527.734655 nChanged 21 SP:Iteration 33Q (430.110133 sec): 3 clusters Score: Raw -402394.995122 + Penalty 2860.281854 = -399534.713268 nChanged 13 SP:Iteration 34Q (430.132413 sec): 3 clusters Score: Raw -402401.230047 + Penalty 2860.281854 = -399540.948193 nChanged 18 SP:Iteration 35Q (430.155108 sec): 3 clusters Score: Raw -402408.230640 + Penalty 2860.281854 = -399547.948786 nChanged 13 SP:Iteration 36Q (430.177408 sec): 3 clusters Score: Raw -402414.478513 + Penalty 2860.281854 = -399554.196659 nChanged 19 SP:Iteration 37Q (430.199688 sec): 3 clusters Score: Raw -402421.191890 + Penalty 2860.281854 = -399560.910037 nChanged 14 SP:Iteration 38Q (430.221690 sec): 3 clusters Score: Raw -402426.248047 + Penalty 2860.281854 = -399565.966193 nChanged 17 SP:Iteration 39Q (430.244136 sec): 3 clusters Score: Raw -402432.776041 + Penalty 2860.281854 = -399572.494187 nChanged 13 SP:Iteration 40F (430.271695 sec): 3 clusters Score: Raw -402435.684779 + Penalty 2860.281854 = -399575.402925 nChanged 8 SP:Iteration 41Q (430.293740 sec): 3 clusters Score: Raw -402438.027259 + Penalty 2860.281854 = -399577.745405 nChanged 5 SP:Iteration 42Q (430.316001 sec): 3 clusters Score: Raw -402440.121237 + Penalty 2860.281854 = -399579.839384 nChanged 6 SP:Iteration 43Q (430.338291 sec): 3 clusters Score: Raw -402441.336686 + Penalty 2860.281854 = -399581.054832 nChanged 3 SP:Iteration 44Q (430.360283 sec): 3 clusters Score: Raw -402442.350636 + Penalty 2860.281854 = -399582.068782 nChanged 4 SP:Iteration 45Q (430.382657 sec): 3 clusters Score: Raw -402443.625496 + Penalty 2860.281854 = -399583.343642 nChanged 6 SP:Iteration 46Q (430.405413 sec): 3 clusters Score: Raw -402445.294835 + Penalty 2860.281854 = -399585.012981 nChanged 4 SP:Iteration 47Q (430.427847 sec): 3 clusters Score: Raw -402446.210223 + Penalty 2860.281854 = -399585.928369 nChanged 4 SP:Iteration 48Q (430.450153 sec): 3 clusters Score: Raw -402446.998682 + Penalty 2860.281854 = -399586.716828 nChanged 4 SP:Iteration 49Q (430.472444 sec): 3 clusters Score: Raw -402447.814447 + Penalty 2860.281854 = -399587.532594 nChanged 3 SP:Iteration 50Q (430.494702 sec): 3 clusters Score: Raw -402448.254045 + Penalty 2860.281854 = -399587.972191 nChanged 2 SP:Iteration 51Q (430.516702 sec): 3 clusters Score: Raw -402448.927623 + Penalty 2860.281854 = -399588.645769 nChanged 2 SP:Iteration 52Q (430.538661 sec): 3 clusters Score: Raw -402449.283316 + Penalty 2860.281854 = -399589.001462 nChanged 1 SP:Iteration 53Q (430.560668 sec): 3 clusters Score: Raw -402449.873556 + Penalty 2860.281854 = -399589.591702 nChanged 5 SP:Iteration 54Q (430.582962 sec): 3 clusters Score: Raw -402450.850653 + Penalty 2860.281854 = -399590.568799 nChanged 4 SP:Iteration 55Q (430.605065 sec): 3 clusters Score: Raw -402451.865234 + Penalty 2860.281854 = -399591.583380 nChanged 4 SP:Iteration 56Q (430.627331 sec): 3 clusters Score: Raw -402452.365799 + Penalty 2860.281854 = -399592.083945 nChanged 4 SP:Iteration 57Q (430.649585 sec): 3 clusters Score: Raw -402454.092968 + Penalty 2860.281854 = -399593.811114 nChanged 7 SP:Iteration 58Q (430.671728 sec): 3 clusters Score: Raw -402455.843578 + Penalty 2860.281854 = -399595.561724 nChanged 3 SP:Iteration 59Q (430.693675 sec): 3 clusters Score: Raw -402456.287625 + Penalty 2860.281854 = -399596.005771 nChanged 1 SP:Iteration 60F (430.717561 sec): 3 clusters Score: Raw -402456.644215 + Penalty 2860.281854 = -399596.362361 nChanged 2 SP:Iteration 61Q (430.739616 sec): 3 clusters Score: Raw -402457.671312 + Penalty 2860.281854 = -399597.389458 nChanged 4 SP:Iteration 62Q (430.761720 sec): 3 clusters Score: Raw -402458.403426 + Penalty 2860.281854 = -399598.121572 nChanged 5 SP:Iteration 63Q (430.783730 sec): 3 clusters Score: Raw -402459.961969 + Penalty 2860.281854 = -399599.680115 nChanged 4 SP:Iteration 64Q (430.805705 sec): 3 clusters Score: Raw -402460.980140 + Penalty 2860.281854 = -399600.698286 nChanged 3 SP:Iteration 65Q (430.827761 sec): 3 clusters Score: Raw -402461.523714 + Penalty 2860.281854 = -399601.241861 nChanged 2 SP:Iteration 66Q (430.849956 sec): 3 clusters Score: Raw -402462.143487 + Penalty 2860.281854 = -399601.861633 nChanged 2 SP:Iteration 67Q (430.871924 sec): 3 clusters Score: Raw -402462.850378 + Penalty 2860.281854 = -399602.568524 nChanged 3 SP:Iteration 68Q (430.894058 sec): 3 clusters Score: Raw -402463.295823 + Penalty 2860.281854 = -399603.013970 nChanged 2 SP:Iteration 69Q (430.916064 sec): 3 clusters Score: Raw -402463.733674 + Penalty 2860.281854 = -399603.451820 nChanged 2 SP:Iteration 70Q (430.937386 sec): 3 clusters Score: Raw -402464.392830 + Penalty 2860.281854 = -399604.110977 nChanged 1 SP:Iteration 71Q (430.959351 sec): 3 clusters Score: Raw -402464.633580 + Penalty 2860.281854 = -399604.351726 nChanged 0 SP:Iteration 72F (430.983367 sec): 3 clusters Score: Raw -402464.633580 + Penalty 2860.281854 = -399604.351726 nChanged 0 Trying to split cluster 23 (39949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (431.061116 sec): 2 clusters Score: Raw -2679045.374531 + Penalty 1721.745824 = -2677323.628706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (431.174413 sec): 3 clusters Score: Raw -2654072.901535 + Penalty 3443.491649 = -2650629.409886 nChanged 18611 SP:Iteration 1F (431.277186 sec): 3 clusters Score: Raw -2664557.059267 + Penalty 3443.491649 = -2661113.567618 nChanged 1693 SP:Iteration 2Q (431.385122 sec): 3 clusters Score: Raw -2665141.853470 + Penalty 3443.491649 = -2661698.361821 nChanged 1788 SP:Iteration 3Q (431.486245 sec): 3 clusters Score: Raw -2665889.057605 + Penalty 3443.491649 = -2662445.565956 nChanged 1954 SP:Iteration 4Q (431.592403 sec): 3 clusters Score: Raw -2666869.872016 + Penalty 3443.491649 = -2663426.380367 nChanged 2093 SP:Iteration 5F (431.692382 sec): 3 clusters Score: Raw -2668037.650151 + Penalty 3443.491649 = -2664594.158502 nChanged 2244 SP:Iteration 6F (431.790271 sec): 3 clusters Score: Raw -2669455.292169 + Penalty 3443.491649 = -2666011.800520 nChanged 2328 SP:Iteration 7F (431.862370 sec): 3 clusters Score: Raw -2671015.382507 + Penalty 3443.491649 = -2667571.890858 nChanged 2292 SP:Iteration 8F (431.934815 sec): 3 clusters Score: Raw -2672489.479648 + Penalty 3443.491649 = -2669045.987999 nChanged 2052 SP:Iteration 9F (432.007471 sec): 3 clusters Score: Raw -2673637.161547 + Penalty 3443.491649 = -2670193.669898 nChanged 1527 SP:Iteration 10Q (432.082319 sec): 3 clusters Score: Raw -2674316.211212 + Penalty 3443.491649 = -2670872.719564 nChanged 1196 SP:Iteration 11Q (432.155462 sec): 3 clusters Score: Raw -2674738.484465 + Penalty 3443.491649 = -2671294.992816 nChanged 847 SP:Iteration 12Q (432.228152 sec): 3 clusters Score: Raw -2675034.543128 + Penalty 3443.491649 = -2671591.051479 nChanged 746 SP:Iteration 13Q (432.300582 sec): 3 clusters Score: Raw -2675326.578117 + Penalty 3443.491649 = -2671883.086469 nChanged 721 SP:Iteration 14Q (432.376151 sec): 3 clusters Score: Raw -2675657.706899 + Penalty 3443.491649 = -2672214.215250 nChanged 747 SP:Iteration 15Q (432.447806 sec): 3 clusters Score: Raw -2676041.769213 + Penalty 3443.491649 = -2672598.277564 nChanged 763 SP:Iteration 16Q (432.519002 sec): 3 clusters Score: Raw -2676487.577327 + Penalty 3443.491649 = -2673044.085678 nChanged 810 SP:Iteration 17Q (432.589985 sec): 3 clusters Score: Raw -2676948.656312 + Penalty 3443.491649 = -2673505.164664 nChanged 739 SP:Iteration 18Q (432.660560 sec): 3 clusters Score: Raw -2677357.536173 + Penalty 3443.491649 = -2673914.044524 nChanged 687 SP:Iteration 19Q (432.731292 sec): 3 clusters Score: Raw -2677739.174420 + Penalty 3443.491649 = -2674295.682771 nChanged 659 SP:Iteration 20F (432.803408 sec): 3 clusters Score: Raw -2678068.748782 + Penalty 3443.491649 = -2674625.257133 nChanged 592 SP:Iteration 21Q (432.873665 sec): 3 clusters Score: Raw -2678330.574215 + Penalty 3443.491649 = -2674887.082566 nChanged 507 SP:Iteration 22Q (432.942624 sec): 3 clusters Score: Raw -2678522.254079 + Penalty 3443.491649 = -2675078.762430 nChanged 461 SP:Iteration 23Q (433.011403 sec): 3 clusters Score: Raw -2678665.081871 + Penalty 3443.491649 = -2675221.590222 nChanged 380 SP:Iteration 24Q (433.079608 sec): 3 clusters Score: Raw -2678786.586342 + Penalty 3443.491649 = -2675343.094693 nChanged 352 SP:Iteration 25Q (433.150038 sec): 3 clusters Score: Raw -2678885.862015 + Penalty 3443.491649 = -2675442.370366 nChanged 314 SP:Iteration 26Q (433.217589 sec): 3 clusters Score: Raw -2678968.074498 + Penalty 3443.491649 = -2675524.582849 nChanged 312 SP:Iteration 27Q (433.285070 sec): 3 clusters Score: Raw -2679046.074468 + Penalty 3443.491649 = -2675602.582819 nChanged 256 SP:Iteration 28Q (433.352019 sec): 3 clusters Score: Raw -2679109.063336 + Penalty 3443.491649 = -2675665.571687 nChanged 261 SP:Iteration 29Q (433.419163 sec): 3 clusters Score: Raw -2679174.024135 + Penalty 3443.491649 = -2675730.532486 nChanged 235 SP:Iteration 30Q (433.485751 sec): 3 clusters Score: Raw -2679228.291189 + Penalty 3443.491649 = -2675784.799541 nChanged 199 SP:Iteration 31Q (433.551684 sec): 3 clusters Score: Raw -2679268.609339 + Penalty 3443.491649 = -2675825.117691 nChanged 183 SP:Iteration 32Q (433.618130 sec): 3 clusters Score: Raw -2679307.652565 + Penalty 3443.491649 = -2675864.160916 nChanged 156 SP:Iteration 33Q (433.684605 sec): 3 clusters Score: Raw -2679339.131162 + Penalty 3443.491649 = -2675895.639513 nChanged 154 SP:Iteration 34Q (433.751056 sec): 3 clusters Score: Raw -2679370.415532 + Penalty 3443.491649 = -2675926.923883 nChanged 152 SP:Iteration 35Q (433.817364 sec): 3 clusters Score: Raw -2679400.106093 + Penalty 3443.491649 = -2675956.614445 nChanged 152 SP:Iteration 36Q (433.883562 sec): 3 clusters Score: Raw -2679430.755694 + Penalty 3443.491649 = -2675987.264045 nChanged 156 SP:Iteration 37Q (433.950054 sec): 3 clusters Score: Raw -2679461.481079 + Penalty 3443.491649 = -2676017.989430 nChanged 148 SP:Iteration 38Q (434.016011 sec): 3 clusters Score: Raw -2679490.107691 + Penalty 3443.491649 = -2676046.616042 nChanged 139 SP:Iteration 39Q (434.082018 sec): 3 clusters Score: Raw -2679512.974398 + Penalty 3443.491649 = -2676069.482749 nChanged 97 SP:Iteration 40F (434.154020 sec): 3 clusters Score: Raw -2679526.391824 + Penalty 3443.491649 = -2676082.900175 nChanged 82 SP:Iteration 41Q (434.220523 sec): 3 clusters Score: Raw -2679534.461375 + Penalty 3443.491649 = -2676090.969726 nChanged 69 SP:Iteration 42Q (434.286758 sec): 3 clusters Score: Raw -2679541.646574 + Penalty 3443.491649 = -2676098.154925 nChanged 63 SP:Iteration 43Q (434.352403 sec): 3 clusters Score: Raw -2679548.720189 + Penalty 3443.491649 = -2676105.228541 nChanged 54 SP:Iteration 44Q (434.420566 sec): 3 clusters Score: Raw -2679554.220586 + Penalty 3443.491649 = -2676110.728938 nChanged 51 SP:Iteration 45Q (434.486342 sec): 3 clusters Score: Raw -2679558.015221 + Penalty 3443.491649 = -2676114.523572 nChanged 51 SP:Iteration 46Q (434.552224 sec): 3 clusters Score: Raw -2679562.742459 + Penalty 3443.491649 = -2676119.250810 nChanged 49 SP:Iteration 47Q (434.618490 sec): 3 clusters Score: Raw -2679567.768934 + Penalty 3443.491649 = -2676124.277285 nChanged 54 SP:Iteration 48Q (434.684328 sec): 3 clusters Score: Raw -2679572.965800 + Penalty 3443.491649 = -2676129.474151 nChanged 55 SP:Iteration 49Q (434.750101 sec): 3 clusters Score: Raw -2679577.385951 + Penalty 3443.491649 = -2676133.894302 nChanged 41 SP:Iteration 50Q (434.815817 sec): 3 clusters Score: Raw -2679580.780362 + Penalty 3443.491649 = -2676137.288713 nChanged 42 SP:Iteration 51Q (434.881509 sec): 3 clusters Score: Raw -2679584.210954 + Penalty 3443.491649 = -2676140.719305 nChanged 43 SP:Iteration 52Q (434.947523 sec): 3 clusters Score: Raw -2679586.989858 + Penalty 3443.491649 = -2676143.498209 nChanged 31 SP:Iteration 53Q (435.013168 sec): 3 clusters Score: Raw -2679589.096349 + Penalty 3443.491649 = -2676145.604700 nChanged 24 SP:Iteration 54Q (435.078887 sec): 3 clusters Score: Raw -2679590.593222 + Penalty 3443.491649 = -2676147.101573 nChanged 29 SP:Iteration 55Q (435.144926 sec): 3 clusters Score: Raw -2679592.174580 + Penalty 3443.491649 = -2676148.682931 nChanged 30 SP:Iteration 56Q (435.210339 sec): 3 clusters Score: Raw -2679594.069942 + Penalty 3443.491649 = -2676150.578293 nChanged 35 SP:Iteration 57Q (435.275791 sec): 3 clusters Score: Raw -2679596.665592 + Penalty 3443.491649 = -2676153.173943 nChanged 36 SP:Iteration 58Q (435.341656 sec): 3 clusters Score: Raw -2679600.034894 + Penalty 3443.491649 = -2676156.543245 nChanged 48 SP:Iteration 59Q (435.407193 sec): 3 clusters Score: Raw -2679604.527721 + Penalty 3443.491649 = -2676161.036073 nChanged 46 SP:Iteration 60F (435.479345 sec): 3 clusters Score: Raw -2679609.636852 + Penalty 3443.491649 = -2676166.145203 nChanged 48 SP:Iteration 61Q (435.545370 sec): 3 clusters Score: Raw -2679613.949857 + Penalty 3443.491649 = -2676170.458208 nChanged 43 SP:Iteration 62Q (435.610643 sec): 3 clusters Score: Raw -2679616.829272 + Penalty 3443.491649 = -2676173.337623 nChanged 37 SP:Iteration 63Q (435.675982 sec): 3 clusters Score: Raw -2679619.807104 + Penalty 3443.491649 = -2676176.315455 nChanged 34 SP:Iteration 64Q (435.743409 sec): 3 clusters Score: Raw -2679622.305701 + Penalty 3443.491649 = -2676178.814052 nChanged 29 SP:Iteration 65Q (435.808655 sec): 3 clusters Score: Raw -2679624.584229 + Penalty 3443.491649 = -2676181.092580 nChanged 25 SP:Iteration 66Q (435.876103 sec): 3 clusters Score: Raw -2679626.307202 + Penalty 3443.491649 = -2676182.815553 nChanged 23 SP:Iteration 67Q (435.941141 sec): 3 clusters Score: Raw -2679627.844676 + Penalty 3443.491649 = -2676184.353027 nChanged 23 SP:Iteration 68Q (436.006692 sec): 3 clusters Score: Raw -2679629.115981 + Penalty 3443.491649 = -2676185.624332 nChanged 24 SP:Iteration 69Q (436.072076 sec): 3 clusters Score: Raw -2679630.540046 + Penalty 3443.491649 = -2676187.048397 nChanged 22 SP:Iteration 70Q (436.155993 sec): 3 clusters Score: Raw -2679631.454153 + Penalty 3443.491649 = -2676187.962504 nChanged 17 SP:Iteration 71Q (436.221118 sec): 3 clusters Score: Raw -2679632.154165 + Penalty 3443.491649 = -2676188.662516 nChanged 16 SP:Iteration 72Q (436.286666 sec): 3 clusters Score: Raw -2679633.026394 + Penalty 3443.491649 = -2676189.534745 nChanged 12 SP:Iteration 73Q (436.351841 sec): 3 clusters Score: Raw -2679633.776553 + Penalty 3443.491649 = -2676190.284904 nChanged 14 SP:Iteration 74Q (436.417293 sec): 3 clusters Score: Raw -2679634.436513 + Penalty 3443.491649 = -2676190.944864 nChanged 18 SP:Iteration 75Q (436.482849 sec): 3 clusters Score: Raw -2679635.477211 + Penalty 3443.491649 = -2676191.985562 nChanged 12 SP:Iteration 76Q (436.549630 sec): 3 clusters Score: Raw -2679636.071491 + Penalty 3443.491649 = -2676192.579842 nChanged 11 SP:Iteration 77Q (436.614095 sec): 3 clusters Score: Raw -2679636.668608 + Penalty 3443.491649 = -2676193.176960 nChanged 9 SP:Iteration 78Q (436.679010 sec): 3 clusters Score: Raw -2679637.250694 + Penalty 3443.491649 = -2676193.759045 nChanged 14 SP:Iteration 79Q (436.743991 sec): 3 clusters Score: Raw -2679637.995636 + Penalty 3443.491649 = -2676194.503987 nChanged 15 SP:Iteration 80F (436.816616 sec): 3 clusters Score: Raw -2679638.778373 + Penalty 3443.491649 = -2676195.286724 nChanged 13 SP:Iteration 81Q (436.882004 sec): 3 clusters Score: Raw -2679639.424673 + Penalty 3443.491649 = -2676195.933025 nChanged 12 SP:Iteration 82Q (436.947121 sec): 3 clusters Score: Raw -2679639.864269 + Penalty 3443.491649 = -2676196.372621 nChanged 12 SP:Iteration 83Q (437.012064 sec): 3 clusters Score: Raw -2679640.401585 + Penalty 3443.491649 = -2676196.909937 nChanged 13 SP:Iteration 84Q (437.077097 sec): 3 clusters Score: Raw -2679640.894708 + Penalty 3443.491649 = -2676197.403059 nChanged 13 SP:Iteration 85Q (437.142394 sec): 3 clusters Score: Raw -2679641.662086 + Penalty 3443.491649 = -2676198.170437 nChanged 7 SP:Iteration 86Q (437.207393 sec): 3 clusters Score: Raw -2679642.112898 + Penalty 3443.491649 = -2676198.621249 nChanged 5 SP:Iteration 87Q (437.272413 sec): 3 clusters Score: Raw -2679642.434748 + Penalty 3443.491649 = -2676198.943099 nChanged 8 SP:Iteration 88Q (437.337288 sec): 3 clusters Score: Raw -2679642.822795 + Penalty 3443.491649 = -2676199.331146 nChanged 4 SP:Iteration 89Q (437.402666 sec): 3 clusters Score: Raw -2679642.930721 + Penalty 3443.491649 = -2676199.439073 nChanged 4 SP:Iteration 90Q (437.467714 sec): 3 clusters Score: Raw -2679643.160729 + Penalty 3443.491649 = -2676199.669080 nChanged 5 SP:Iteration 91Q (437.532840 sec): 3 clusters Score: Raw -2679643.480555 + Penalty 3443.491649 = -2676199.988906 nChanged 6 SP:Iteration 92Q (437.598139 sec): 3 clusters Score: Raw -2679643.835809 + Penalty 3443.491649 = -2676200.344160 nChanged 10 SP:Iteration 93Q (437.663136 sec): 3 clusters Score: Raw -2679644.379775 + Penalty 3443.491649 = -2676200.888126 nChanged 11 SP:Iteration 94Q (437.728490 sec): 3 clusters Score: Raw -2679644.944309 + Penalty 3443.491649 = -2676201.452660 nChanged 12 SP:Iteration 95Q (437.793511 sec): 3 clusters Score: Raw -2679645.805794 + Penalty 3443.491649 = -2676202.314146 nChanged 9 SP:Iteration 96Q (437.858510 sec): 3 clusters Score: Raw -2679646.358114 + Penalty 3443.491649 = -2676202.866465 nChanged 10 SP:Iteration 97Q (437.923897 sec): 3 clusters Score: Raw -2679646.854386 + Penalty 3443.491649 = -2676203.362737 nChanged 13 SP:Iteration 98Q (437.989060 sec): 3 clusters Score: Raw -2679647.424566 + Penalty 3443.491649 = -2676203.932917 nChanged 9 SP:Iteration 99Q (438.054020 sec): 3 clusters Score: Raw -2679647.832068 + Penalty 3443.491649 = -2676204.340419 nChanged 8 SP:Iteration 100F (438.125961 sec): 3 clusters Score: Raw -2679648.078721 + Penalty 3443.491649 = -2676204.587072 nChanged 4 SP:Iteration 101Q (438.191296 sec): 3 clusters Score: Raw -2679648.452867 + Penalty 3443.491649 = -2676204.961218 nChanged 4 SP:Iteration 102Q (438.256806 sec): 3 clusters Score: Raw -2679648.600181 + Penalty 3443.491649 = -2676205.108532 nChanged 0 SP:Iteration 103F (438.328723 sec): 3 clusters Score: Raw -2679648.600181 + Penalty 3443.491649 = -2676205.108532 nChanged 0 Trying to split cluster 24 (2772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (438.338289 sec): 2 clusters Score: Raw -161595.371422 + Penalty 1288.190209 = -160307.181213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (438.353157 sec): 3 clusters Score: Raw -160345.802863 + Penalty 2576.380417 = -157769.422446 nChanged 1024 SP:Iteration 1F (438.367281 sec): 3 clusters Score: Raw -160941.094392 + Penalty 2576.380417 = -158364.713975 nChanged 215 SP:Iteration 2F (438.381390 sec): 3 clusters Score: Raw -161065.206417 + Penalty 2576.380417 = -158488.826000 nChanged 126 SP:Iteration 3Q (438.395405 sec): 3 clusters Score: Raw -161150.450649 + Penalty 2576.380417 = -158574.070232 nChanged 119 SP:Iteration 4Q (438.412237 sec): 3 clusters Score: Raw -161225.374940 + Penalty 2576.380417 = -158648.994523 nChanged 100 SP:Iteration 5Q (438.426240 sec): 3 clusters Score: Raw -161300.663032 + Penalty 2576.380417 = -158724.282615 nChanged 112 SP:Iteration 6Q (438.440359 sec): 3 clusters Score: Raw -161386.386181 + Penalty 2576.380417 = -158810.005764 nChanged 111 SP:Iteration 7Q (438.454272 sec): 3 clusters Score: Raw -161481.234646 + Penalty 2576.380417 = -158904.854229 nChanged 115 SP:Iteration 8Q (438.468237 sec): 3 clusters Score: Raw -161587.475647 + Penalty 2576.380417 = -159011.095230 nChanged 121 SP:Iteration 9Q (438.482158 sec): 3 clusters Score: Raw -161706.727253 + Penalty 2576.380417 = -159130.346835 nChanged 124 SP:Iteration 10Q (438.496206 sec): 3 clusters Score: Raw -161826.468610 + Penalty 2576.380417 = -159250.088193 nChanged 90 SP:Iteration 11Q (438.510166 sec): 3 clusters Score: Raw -161893.822372 + Penalty 2576.380417 = -159317.441955 nChanged 70 SP:Iteration 12Q (438.524027 sec): 3 clusters Score: Raw -161956.898338 + Penalty 2576.380417 = -159380.517921 nChanged 70 SP:Iteration 13Q (438.538006 sec): 3 clusters Score: Raw -162007.275746 + Penalty 2576.380417 = -159430.895329 nChanged 53 SP:Iteration 14Q (438.551522 sec): 3 clusters Score: Raw -162036.918557 + Penalty 2576.380417 = -159460.538140 nChanged 38 SP:Iteration 15Q (438.565444 sec): 3 clusters Score: Raw -162056.745323 + Penalty 2576.380417 = -159480.364906 nChanged 34 SP:Iteration 16Q (438.579241 sec): 3 clusters Score: Raw -162077.885879 + Penalty 2576.380417 = -159501.505462 nChanged 42 SP:Iteration 17Q (438.593127 sec): 3 clusters Score: Raw -162110.667703 + Penalty 2576.380417 = -159534.287286 nChanged 44 SP:Iteration 18Q (438.606886 sec): 3 clusters Score: Raw -162161.936344 + Penalty 2576.380417 = -159585.555927 nChanged 43 SP:Iteration 19Q (438.620580 sec): 3 clusters Score: Raw -162199.946294 + Penalty 2576.380417 = -159623.565876 nChanged 44 SP:Iteration 20F (438.634697 sec): 3 clusters Score: Raw -162224.709303 + Penalty 2576.380417 = -159648.328886 nChanged 32 SP:Iteration 21Q (438.648476 sec): 3 clusters Score: Raw -162243.684035 + Penalty 2576.380417 = -159667.303618 nChanged 19 SP:Iteration 22Q (438.662262 sec): 3 clusters Score: Raw -162252.944605 + Penalty 2576.380417 = -159676.564188 nChanged 15 SP:Iteration 23Q (438.677825 sec): 3 clusters Score: Raw -162261.708554 + Penalty 2576.380417 = -159685.328136 nChanged 11 SP:Iteration 24Q (438.691556 sec): 3 clusters Score: Raw -162266.557097 + Penalty 2576.380417 = -159690.176680 nChanged 6 SP:Iteration 25Q (438.705255 sec): 3 clusters Score: Raw -162268.554287 + Penalty 2576.380417 = -159692.173870 nChanged 5 SP:Iteration 26Q (438.718920 sec): 3 clusters Score: Raw -162270.302393 + Penalty 2576.380417 = -159693.921975 nChanged 5 SP:Iteration 27Q (438.732613 sec): 3 clusters Score: Raw -162271.942959 + Penalty 2576.380417 = -159695.562542 nChanged 4 SP:Iteration 28Q (438.746159 sec): 3 clusters Score: Raw -162274.296275 + Penalty 2576.380417 = -159697.915858 nChanged 9 SP:Iteration 29Q (438.759839 sec): 3 clusters Score: Raw -162276.765627 + Penalty 2576.380417 = -159700.385210 nChanged 0 SP:Iteration 30F (438.773752 sec): 3 clusters Score: Raw -162276.765627 + Penalty 2576.380417 = -159700.385210 nChanged 0 Trying to split cluster 25 (21549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (438.811411 sec): 2 clusters Score: Raw -1437276.132366 + Penalty 1621.438762 = -1435654.693603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (438.859724 sec): 3 clusters Score: Raw -1424203.126442 + Penalty 3242.877524 = -1420960.248917 nChanged 9756 SP:Iteration 1F (438.902857 sec): 3 clusters Score: Raw -1429676.496737 + Penalty 3242.877524 = -1426433.619213 nChanged 1248 SP:Iteration 2F (438.949424 sec): 3 clusters Score: Raw -1430303.240038 + Penalty 3242.877524 = -1427060.362514 nChanged 1324 SP:Iteration 3F (438.992673 sec): 3 clusters Score: Raw -1431165.862406 + Penalty 3242.877524 = -1427922.984881 nChanged 1456 SP:Iteration 4F (439.040002 sec): 3 clusters Score: Raw -1432262.975744 + Penalty 3242.877524 = -1429020.098219 nChanged 1450 SP:Iteration 5F (439.087253 sec): 3 clusters Score: Raw -1433283.371238 + Penalty 3242.877524 = -1430040.493714 nChanged 1232 SP:Iteration 6F (439.134262 sec): 3 clusters Score: Raw -1434090.552508 + Penalty 3242.877524 = -1430847.674984 nChanged 1071 SP:Iteration 7Q (439.181668 sec): 3 clusters Score: Raw -1434762.815772 + Penalty 3242.877524 = -1431519.938247 nChanged 919 SP:Iteration 8Q (439.228908 sec): 3 clusters Score: Raw -1435372.533093 + Penalty 3242.877524 = -1432129.655568 nChanged 761 SP:Iteration 9Q (439.275897 sec): 3 clusters Score: Raw -1435960.724572 + Penalty 3242.877524 = -1432717.847047 nChanged 640 SP:Iteration 10Q (439.321905 sec): 3 clusters Score: Raw -1436583.979906 + Penalty 3242.877524 = -1433341.102381 nChanged 538 SP:Iteration 11Q (439.367427 sec): 3 clusters Score: Raw -1437044.276089 + Penalty 3242.877524 = -1433801.398565 nChanged 444 SP:Iteration 12Q (439.411541 sec): 3 clusters Score: Raw -1437357.260254 + Penalty 3242.877524 = -1434114.382729 nChanged 342 SP:Iteration 13Q (439.455063 sec): 3 clusters Score: Raw -1437532.331159 + Penalty 3242.877524 = -1434289.453635 nChanged 238 SP:Iteration 14Q (439.498080 sec): 3 clusters Score: Raw -1437636.778573 + Penalty 3242.877524 = -1434393.901048 nChanged 184 SP:Iteration 15Q (439.540530 sec): 3 clusters Score: Raw -1437707.948450 + Penalty 3242.877524 = -1434465.070925 nChanged 144 SP:Iteration 16Q (439.585199 sec): 3 clusters Score: Raw -1437750.453148 + Penalty 3242.877524 = -1434507.575623 nChanged 121 SP:Iteration 17Q (439.627652 sec): 3 clusters Score: Raw -1437782.624397 + Penalty 3242.877524 = -1434539.746872 nChanged 95 SP:Iteration 18Q (439.669619 sec): 3 clusters Score: Raw -1437806.084743 + Penalty 3242.877524 = -1434563.207219 nChanged 80 SP:Iteration 19Q (439.711613 sec): 3 clusters Score: Raw -1437829.534162 + Penalty 3242.877524 = -1434586.656637 nChanged 82 SP:Iteration 20F (439.758447 sec): 3 clusters Score: Raw -1437847.861538 + Penalty 3242.877524 = -1434604.984013 nChanged 61 SP:Iteration 21Q (439.800607 sec): 3 clusters Score: Raw -1437860.469475 + Penalty 3242.877524 = -1434617.591951 nChanged 57 SP:Iteration 22Q (439.842286 sec): 3 clusters Score: Raw -1437872.035774 + Penalty 3242.877524 = -1434629.158249 nChanged 50 SP:Iteration 23Q (439.884245 sec): 3 clusters Score: Raw -1437883.397831 + Penalty 3242.877524 = -1434640.520306 nChanged 44 SP:Iteration 24Q (439.926111 sec): 3 clusters Score: Raw -1437891.994349 + Penalty 3242.877524 = -1434649.116824 nChanged 42 SP:Iteration 25Q (439.967857 sec): 3 clusters Score: Raw -1437898.662111 + Penalty 3242.877524 = -1434655.784587 nChanged 25 SP:Iteration 26Q (440.011968 sec): 3 clusters Score: Raw -1437902.849415 + Penalty 3242.877524 = -1434659.971891 nChanged 21 SP:Iteration 27Q (440.053435 sec): 3 clusters Score: Raw -1437905.891556 + Penalty 3242.877524 = -1434663.014032 nChanged 13 SP:Iteration 28Q (440.095218 sec): 3 clusters Score: Raw -1437908.616132 + Penalty 3242.877524 = -1434665.738608 nChanged 18 SP:Iteration 29Q (440.136707 sec): 3 clusters Score: Raw -1437911.225175 + Penalty 3242.877524 = -1434668.347650 nChanged 24 SP:Iteration 30Q (440.178563 sec): 3 clusters Score: Raw -1437916.055853 + Penalty 3242.877524 = -1434673.178329 nChanged 28 SP:Iteration 31Q (440.220037 sec): 3 clusters Score: Raw -1437921.497935 + Penalty 3242.877524 = -1434678.620411 nChanged 24 SP:Iteration 32Q (440.261734 sec): 3 clusters Score: Raw -1437925.820056 + Penalty 3242.877524 = -1434682.942532 nChanged 20 SP:Iteration 33Q (440.303817 sec): 3 clusters Score: Raw -1437928.498460 + Penalty 3242.877524 = -1434685.620935 nChanged 21 SP:Iteration 34Q (440.345115 sec): 3 clusters Score: Raw -1437930.758796 + Penalty 3242.877524 = -1434687.881271 nChanged 10 SP:Iteration 35Q (440.388028 sec): 3 clusters Score: Raw -1437931.859029 + Penalty 3242.877524 = -1434688.981505 nChanged 12 SP:Iteration 36Q (440.429498 sec): 3 clusters Score: Raw -1437933.344145 + Penalty 3242.877524 = -1434690.466621 nChanged 13 SP:Iteration 37Q (440.471118 sec): 3 clusters Score: Raw -1437934.843841 + Penalty 3242.877524 = -1434691.966317 nChanged 12 SP:Iteration 38Q (440.512489 sec): 3 clusters Score: Raw -1437936.484046 + Penalty 3242.877524 = -1434693.606522 nChanged 8 SP:Iteration 39Q (440.554221 sec): 3 clusters Score: Raw -1437937.598041 + Penalty 3242.877524 = -1434694.720517 nChanged 5 SP:Iteration 40F (440.601309 sec): 3 clusters Score: Raw -1437938.050787 + Penalty 3242.877524 = -1434695.173263 nChanged 4 SP:Iteration 41Q (440.642730 sec): 3 clusters Score: Raw -1437938.570063 + Penalty 3242.877524 = -1434695.692539 nChanged 2 SP:Iteration 42Q (440.684246 sec): 3 clusters Score: Raw -1437938.839749 + Penalty 3242.877524 = -1434695.962224 nChanged 5 SP:Iteration 43Q (440.725493 sec): 3 clusters Score: Raw -1437939.268708 + Penalty 3242.877524 = -1434696.391183 nChanged 3 SP:Iteration 44Q (440.767054 sec): 3 clusters Score: Raw -1437939.562874 + Penalty 3242.877524 = -1434696.685350 nChanged 3 SP:Iteration 45Q (440.808449 sec): 3 clusters Score: Raw -1437939.807343 + Penalty 3242.877524 = -1434696.929818 nChanged 3 SP:Iteration 46Q (440.850722 sec): 3 clusters Score: Raw -1437940.075915 + Penalty 3242.877524 = -1434697.198391 nChanged 2 SP:Iteration 47Q (440.893672 sec): 3 clusters Score: Raw -1437940.271114 + Penalty 3242.877524 = -1434697.393590 nChanged 2 SP:Iteration 48Q (440.935178 sec): 3 clusters Score: Raw -1437940.490363 + Penalty 3242.877524 = -1434697.612839 nChanged 1 SP:Iteration 49Q (440.977558 sec): 3 clusters Score: Raw -1437940.541418 + Penalty 3242.877524 = -1434697.663893 nChanged 0 SP:Iteration 50F (441.024478 sec): 3 clusters Score: Raw -1437940.541418 + Penalty 3242.877524 = -1434697.663893 nChanged 0 Trying to split cluster 26 (7901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (441.044882 sec): 2 clusters Score: Raw -510693.795948 + Penalty 1458.396000 = -509235.399948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (441.070365 sec): 3 clusters Score: Raw -506344.108032 + Penalty 2916.791999 = -503427.316033 nChanged 3325 SP:Iteration 1F (441.094947 sec): 3 clusters Score: Raw -508122.306748 + Penalty 2916.791999 = -505205.514749 nChanged 566 SP:Iteration 2F (441.119986 sec): 3 clusters Score: Raw -508459.457758 + Penalty 2916.791999 = -505542.665759 nChanged 523 SP:Iteration 3F (441.145044 sec): 3 clusters Score: Raw -508798.645844 + Penalty 2916.791999 = -505881.853845 nChanged 526 SP:Iteration 4F (441.169947 sec): 3 clusters Score: Raw -509253.536273 + Penalty 2916.791999 = -506336.744273 nChanged 618 SP:Iteration 5F (441.194907 sec): 3 clusters Score: Raw -509884.498549 + Penalty 2916.791999 = -506967.706549 nChanged 631 SP:Iteration 6F (441.219917 sec): 3 clusters Score: Raw -510533.218977 + Penalty 2916.791999 = -507616.426978 nChanged 525 SP:Iteration 7F (441.244878 sec): 3 clusters Score: Raw -510930.583770 + Penalty 2916.791999 = -508013.791771 nChanged 331 SP:Iteration 8Q (441.269945 sec): 3 clusters Score: Raw -511118.891809 + Penalty 2916.791999 = -508202.099809 nChanged 221 SP:Iteration 9Q (441.294972 sec): 3 clusters Score: Raw -511220.557316 + Penalty 2916.791999 = -508303.765317 nChanged 145 SP:Iteration 10Q (441.320258 sec): 3 clusters Score: Raw -511270.677998 + Penalty 2916.791999 = -508353.885999 nChanged 89 SP:Iteration 11Q (441.345363 sec): 3 clusters Score: Raw -511293.818922 + Penalty 2916.791999 = -508377.026922 nChanged 61 SP:Iteration 12Q (441.370364 sec): 3 clusters Score: Raw -511309.452011 + Penalty 2916.791999 = -508392.660012 nChanged 46 SP:Iteration 13Q (441.395379 sec): 3 clusters Score: Raw -511318.733345 + Penalty 2916.791999 = -508401.941345 nChanged 32 SP:Iteration 14Q (441.420492 sec): 3 clusters Score: Raw -511326.200709 + Penalty 2916.791999 = -508409.408710 nChanged 22 SP:Iteration 15Q (441.445346 sec): 3 clusters Score: Raw -511331.594905 + Penalty 2916.791999 = -508414.802906 nChanged 17 SP:Iteration 16Q (441.470571 sec): 3 clusters Score: Raw -511335.404688 + Penalty 2916.791999 = -508418.612689 nChanged 17 SP:Iteration 17Q (441.495779 sec): 3 clusters Score: Raw -511338.489913 + Penalty 2916.791999 = -508421.697914 nChanged 16 SP:Iteration 18Q (441.520797 sec): 3 clusters Score: Raw -511341.199670 + Penalty 2916.791999 = -508424.407670 nChanged 15 SP:Iteration 19Q (441.546098 sec): 3 clusters Score: Raw -511343.351828 + Penalty 2916.791999 = -508426.559829 nChanged 10 SP:Iteration 20F (441.572581 sec): 3 clusters Score: Raw -511345.239756 + Penalty 2916.791999 = -508428.447757 nChanged 12 SP:Iteration 21Q (441.597745 sec): 3 clusters Score: Raw -511347.566042 + Penalty 2916.791999 = -508430.774043 nChanged 9 SP:Iteration 22Q (441.622786 sec): 3 clusters Score: Raw -511349.192831 + Penalty 2916.791999 = -508432.400832 nChanged 9 SP:Iteration 23Q (441.647935 sec): 3 clusters Score: Raw -511350.647189 + Penalty 2916.791999 = -508433.855190 nChanged 5 SP:Iteration 24Q (441.673022 sec): 3 clusters Score: Raw -511351.442113 + Penalty 2916.791999 = -508434.650114 nChanged 4 SP:Iteration 25Q (441.697995 sec): 3 clusters Score: Raw -511351.995479 + Penalty 2916.791999 = -508435.203480 nChanged 5 SP:Iteration 26Q (441.723155 sec): 3 clusters Score: Raw -511352.548466 + Penalty 2916.791999 = -508435.756467 nChanged 5 SP:Iteration 27Q (441.748151 sec): 3 clusters Score: Raw -511353.073762 + Penalty 2916.791999 = -508436.281763 nChanged 2 SP:Iteration 28Q (441.773205 sec): 3 clusters Score: Raw -511353.320766 + Penalty 2916.791999 = -508436.528767 nChanged 4 SP:Iteration 29Q (441.798074 sec): 3 clusters Score: Raw -511353.860721 + Penalty 2916.791999 = -508437.068722 nChanged 5 SP:Iteration 30Q (441.823215 sec): 3 clusters Score: Raw -511354.632214 + Penalty 2916.791999 = -508437.840215 nChanged 4 SP:Iteration 31Q (441.848448 sec): 3 clusters Score: Raw -511355.101731 + Penalty 2916.791999 = -508438.309731 nChanged 1 SP:Iteration 32Q (441.895511 sec): 3 clusters Score: Raw -511355.162354 + Penalty 2916.791999 = -508438.370354 nChanged 2 SP:Iteration 33Q (441.920646 sec): 3 clusters Score: Raw -511355.450924 + Penalty 2916.791999 = -508438.658925 nChanged 5 SP:Iteration 34Q (441.945565 sec): 3 clusters Score: Raw -511356.115498 + Penalty 2916.791999 = -508439.323499 nChanged 5 SP:Iteration 35Q (441.970664 sec): 3 clusters Score: Raw -511357.168600 + Penalty 2916.791999 = -508440.376601 nChanged 5 SP:Iteration 36Q (441.995755 sec): 3 clusters Score: Raw -511358.545227 + Penalty 2916.791999 = -508441.753228 nChanged 5 SP:Iteration 37Q (442.020883 sec): 3 clusters Score: Raw -511359.438922 + Penalty 2916.791999 = -508442.646923 nChanged 4 SP:Iteration 38Q (442.045970 sec): 3 clusters Score: Raw -511360.110991 + Penalty 2916.791999 = -508443.318992 nChanged 2 SP:Iteration 39Q (442.072722 sec): 3 clusters Score: Raw -511360.976919 + Penalty 2916.791999 = -508444.184920 nChanged 0 SP:Iteration 40F (442.097574 sec): 3 clusters Score: Raw -511360.976919 + Penalty 2916.791999 = -508444.184920 nChanged 0 Trying to split cluster 27 (7057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (442.117890 sec): 2 clusters Score: Raw -492441.725194 + Penalty 1440.038488 = -491001.686706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (442.142957 sec): 3 clusters Score: Raw -488614.833136 + Penalty 2880.076976 = -485734.756160 nChanged 2948 SP:Iteration 1F (442.167169 sec): 3 clusters Score: Raw -490215.352974 + Penalty 2880.076976 = -487335.275998 nChanged 509 SP:Iteration 2F (442.191581 sec): 3 clusters Score: Raw -490503.138650 + Penalty 2880.076976 = -487623.061674 nChanged 402 SP:Iteration 3F (442.215626 sec): 3 clusters Score: Raw -490733.361274 + Penalty 2880.076976 = -487853.284298 nChanged 336 SP:Iteration 4Q (442.240015 sec): 3 clusters Score: Raw -490967.365631 + Penalty 2880.076976 = -488087.288655 nChanged 333 SP:Iteration 5Q (442.264388 sec): 3 clusters Score: Raw -491199.879112 + Penalty 2880.076976 = -488319.802136 nChanged 331 SP:Iteration 6Q (442.288555 sec): 3 clusters Score: Raw -491464.125978 + Penalty 2880.076976 = -488584.049002 nChanged 349 SP:Iteration 7Q (442.312612 sec): 3 clusters Score: Raw -491710.748509 + Penalty 2880.076976 = -488830.671533 nChanged 325 SP:Iteration 8Q (442.336707 sec): 3 clusters Score: Raw -491936.154676 + Penalty 2880.076976 = -489056.077700 nChanged 339 SP:Iteration 9Q (442.360488 sec): 3 clusters Score: Raw -492131.110555 + Penalty 2880.076976 = -489251.033579 nChanged 247 SP:Iteration 10Q (442.384036 sec): 3 clusters Score: Raw -492276.127953 + Penalty 2880.076976 = -489396.050977 nChanged 231 SP:Iteration 11Q (442.407667 sec): 3 clusters Score: Raw -492411.457039 + Penalty 2880.076976 = -489531.380063 nChanged 189 SP:Iteration 12Q (442.431330 sec): 3 clusters Score: Raw -492500.237972 + Penalty 2880.076976 = -489620.160996 nChanged 164 SP:Iteration 13Q (442.455262 sec): 3 clusters Score: Raw -492578.952250 + Penalty 2880.076976 = -489698.875274 nChanged 140 SP:Iteration 14Q (442.478953 sec): 3 clusters Score: Raw -492641.283012 + Penalty 2880.076976 = -489761.206036 nChanged 118 SP:Iteration 15Q (442.502645 sec): 3 clusters Score: Raw -492685.793132 + Penalty 2880.076976 = -489805.716156 nChanged 105 SP:Iteration 16Q (442.526550 sec): 3 clusters Score: Raw -492720.244068 + Penalty 2880.076976 = -489840.167092 nChanged 80 SP:Iteration 17Q (442.550141 sec): 3 clusters Score: Raw -492746.024538 + Penalty 2880.076976 = -489865.947562 nChanged 76 SP:Iteration 18Q (442.573843 sec): 3 clusters Score: Raw -492771.661671 + Penalty 2880.076976 = -489891.584695 nChanged 81 SP:Iteration 19Q (442.597729 sec): 3 clusters Score: Raw -492794.577238 + Penalty 2880.076976 = -489914.500262 nChanged 70 SP:Iteration 20F (442.622016 sec): 3 clusters Score: Raw -492821.873847 + Penalty 2880.076976 = -489941.796871 nChanged 71 SP:Iteration 21Q (442.645938 sec): 3 clusters Score: Raw -492843.592505 + Penalty 2880.076976 = -489963.515529 nChanged 62 SP:Iteration 22Q (442.669940 sec): 3 clusters Score: Raw -492860.361920 + Penalty 2880.076976 = -489980.284944 nChanged 56 SP:Iteration 23Q (442.693648 sec): 3 clusters Score: Raw -492874.440095 + Penalty 2880.076976 = -489994.363119 nChanged 47 SP:Iteration 24Q (442.717081 sec): 3 clusters Score: Raw -492886.955388 + Penalty 2880.076976 = -490006.878412 nChanged 53 SP:Iteration 25Q (442.740629 sec): 3 clusters Score: Raw -492902.038101 + Penalty 2880.076976 = -490021.961125 nChanged 45 SP:Iteration 26Q (442.764217 sec): 3 clusters Score: Raw -492915.174425 + Penalty 2880.076976 = -490035.097449 nChanged 48 SP:Iteration 27Q (442.787988 sec): 3 clusters Score: Raw -492926.857658 + Penalty 2880.076976 = -490046.780682 nChanged 39 SP:Iteration 28Q (442.811448 sec): 3 clusters Score: Raw -492935.545310 + Penalty 2880.076976 = -490055.468334 nChanged 38 SP:Iteration 29Q (442.835048 sec): 3 clusters Score: Raw -492944.316387 + Penalty 2880.076976 = -490064.239411 nChanged 41 SP:Iteration 30Q (442.858674 sec): 3 clusters Score: Raw -492954.899207 + Penalty 2880.076976 = -490074.822231 nChanged 42 SP:Iteration 31Q (442.882389 sec): 3 clusters Score: Raw -492964.458638 + Penalty 2880.076976 = -490084.381662 nChanged 42 SP:Iteration 32Q (442.905950 sec): 3 clusters Score: Raw -492974.985686 + Penalty 2880.076976 = -490094.908710 nChanged 41 SP:Iteration 33Q (442.929553 sec): 3 clusters Score: Raw -492987.284924 + Penalty 2880.076976 = -490107.207948 nChanged 45 SP:Iteration 34Q (442.953196 sec): 3 clusters Score: Raw -493001.504606 + Penalty 2880.076976 = -490121.427630 nChanged 46 SP:Iteration 35Q (442.977024 sec): 3 clusters Score: Raw -493014.808239 + Penalty 2880.076976 = -490134.731263 nChanged 45 SP:Iteration 36Q (443.000560 sec): 3 clusters Score: Raw -493026.701457 + Penalty 2880.076976 = -490146.624481 nChanged 43 SP:Iteration 37Q (443.024339 sec): 3 clusters Score: Raw -493036.093706 + Penalty 2880.076976 = -490156.016729 nChanged 39 SP:Iteration 38Q (443.047829 sec): 3 clusters Score: Raw -493044.967181 + Penalty 2880.076976 = -490164.890205 nChanged 34 SP:Iteration 39Q (443.071108 sec): 3 clusters Score: Raw -493053.379265 + Penalty 2880.076976 = -490173.302289 nChanged 28 SP:Iteration 40F (443.095392 sec): 3 clusters Score: Raw -493060.748344 + Penalty 2880.076976 = -490180.671368 nChanged 33 SP:Iteration 41Q (443.118989 sec): 3 clusters Score: Raw -493071.252741 + Penalty 2880.076976 = -490191.175765 nChanged 35 SP:Iteration 42Q (443.142442 sec): 3 clusters Score: Raw -493080.601557 + Penalty 2880.076976 = -490200.524581 nChanged 24 SP:Iteration 43Q (443.166252 sec): 3 clusters Score: Raw -493086.434256 + Penalty 2880.076976 = -490206.357280 nChanged 20 SP:Iteration 44Q (443.189922 sec): 3 clusters Score: Raw -493090.842140 + Penalty 2880.076976 = -490210.765164 nChanged 21 SP:Iteration 45Q (443.213407 sec): 3 clusters Score: Raw -493095.582844 + Penalty 2880.076976 = -490215.505868 nChanged 14 SP:Iteration 46Q (443.237868 sec): 3 clusters Score: Raw -493098.767059 + Penalty 2880.076976 = -490218.690083 nChanged 15 SP:Iteration 47Q (443.261471 sec): 3 clusters Score: Raw -493102.507483 + Penalty 2880.076976 = -490222.430507 nChanged 23 SP:Iteration 48Q (443.285071 sec): 3 clusters Score: Raw -493107.894951 + Penalty 2880.076976 = -490227.817975 nChanged 20 SP:Iteration 49Q (443.308680 sec): 3 clusters Score: Raw -493111.129211 + Penalty 2880.076976 = -490231.052234 nChanged 7 SP:Iteration 50Q (443.332186 sec): 3 clusters Score: Raw -493112.362516 + Penalty 2880.076976 = -490232.285540 nChanged 7 SP:Iteration 51Q (443.355549 sec): 3 clusters Score: Raw -493113.112736 + Penalty 2880.076976 = -490233.035760 nChanged 2 SP:Iteration 52Q (443.378817 sec): 3 clusters Score: Raw -493113.382336 + Penalty 2880.076976 = -490233.305360 nChanged 3 SP:Iteration 53Q (443.402299 sec): 3 clusters Score: Raw -493113.795765 + Penalty 2880.076976 = -490233.718789 nChanged 3 SP:Iteration 54Q (443.425617 sec): 3 clusters Score: Raw -493114.097460 + Penalty 2880.076976 = -490234.020484 nChanged 4 SP:Iteration 55Q (443.448974 sec): 3 clusters Score: Raw -493114.696769 + Penalty 2880.076976 = -490234.619793 nChanged 3 SP:Iteration 56Q (443.472237 sec): 3 clusters Score: Raw -493115.153373 + Penalty 2880.076976 = -490235.076397 nChanged 3 SP:Iteration 57Q (443.495457 sec): 3 clusters Score: Raw -493115.414213 + Penalty 2880.076976 = -490235.337237 nChanged 3 SP:Iteration 58Q (443.518947 sec): 3 clusters Score: Raw -493116.348360 + Penalty 2880.076976 = -490236.271384 nChanged 5 SP:Iteration 59Q (443.542524 sec): 3 clusters Score: Raw -493117.121372 + Penalty 2880.076976 = -490237.044396 nChanged 3 SP:Iteration 60F (443.566868 sec): 3 clusters Score: Raw -493117.672583 + Penalty 2880.076976 = -490237.595607 nChanged 5 SP:Iteration 61Q (443.590090 sec): 3 clusters Score: Raw -493118.600575 + Penalty 2880.076976 = -490238.523599 nChanged 4 SP:Iteration 62Q (443.613460 sec): 3 clusters Score: Raw -493119.156973 + Penalty 2880.076976 = -490239.079997 nChanged 2 SP:Iteration 63Q (443.636921 sec): 3 clusters Score: Raw -493119.683222 + Penalty 2880.076976 = -490239.606246 nChanged 5 SP:Iteration 64Q (443.660183 sec): 3 clusters Score: Raw -493120.900071 + Penalty 2880.076976 = -490240.823095 nChanged 7 SP:Iteration 65Q (443.683479 sec): 3 clusters Score: Raw -493122.884720 + Penalty 2880.076976 = -490242.807744 nChanged 12 SP:Iteration 66Q (443.706907 sec): 3 clusters Score: Raw -493126.931657 + Penalty 2880.076976 = -490246.854681 nChanged 15 SP:Iteration 67Q (443.730567 sec): 3 clusters Score: Raw -493131.274840 + Penalty 2880.076976 = -490251.197864 nChanged 18 SP:Iteration 68Q (443.753863 sec): 3 clusters Score: Raw -493136.058198 + Penalty 2880.076976 = -490255.981222 nChanged 22 SP:Iteration 69Q (443.777272 sec): 3 clusters Score: Raw -493140.430531 + Penalty 2880.076976 = -490260.353555 nChanged 12 SP:Iteration 70Q (443.800756 sec): 3 clusters Score: Raw -493143.921253 + Penalty 2880.076976 = -490263.844276 nChanged 14 SP:Iteration 71Q (443.824065 sec): 3 clusters Score: Raw -493147.764383 + Penalty 2880.076976 = -490267.687407 nChanged 17 SP:Iteration 72Q (443.847559 sec): 3 clusters Score: Raw -493152.314828 + Penalty 2880.076976 = -490272.237852 nChanged 16 SP:Iteration 73Q (443.871148 sec): 3 clusters Score: Raw -493156.430509 + Penalty 2880.076976 = -490276.353533 nChanged 14 SP:Iteration 74Q (443.894317 sec): 3 clusters Score: Raw -493161.031463 + Penalty 2880.076976 = -490280.954487 nChanged 12 SP:Iteration 75Q (443.917519 sec): 3 clusters Score: Raw -493164.569383 + Penalty 2880.076976 = -490284.492407 nChanged 11 SP:Iteration 76Q (443.940732 sec): 3 clusters Score: Raw -493166.620775 + Penalty 2880.076976 = -490286.543799 nChanged 7 SP:Iteration 77Q (443.963903 sec): 3 clusters Score: Raw -493168.282969 + Penalty 2880.076976 = -490288.205993 nChanged 8 SP:Iteration 78Q (443.987016 sec): 3 clusters Score: Raw -493169.990596 + Penalty 2880.076976 = -490289.913620 nChanged 3 SP:Iteration 79Q (444.010184 sec): 3 clusters Score: Raw -493170.631653 + Penalty 2880.076976 = -490290.554677 nChanged 1 SP:Iteration 80F (444.034454 sec): 3 clusters Score: Raw -493170.702896 + Penalty 2880.076976 = -490290.625920 nChanged 2 SP:Iteration 81Q (444.057787 sec): 3 clusters Score: Raw -493171.127228 + Penalty 2880.076976 = -490291.050252 nChanged 2 SP:Iteration 82Q (444.081261 sec): 3 clusters Score: Raw -493171.307025 + Penalty 2880.076976 = -490291.230049 nChanged 2 SP:Iteration 83Q (444.104625 sec): 3 clusters Score: Raw -493171.505529 + Penalty 2880.076976 = -490291.428553 nChanged 3 SP:Iteration 84Q (444.128090 sec): 3 clusters Score: Raw -493171.970519 + Penalty 2880.076976 = -490291.893543 nChanged 1 SP:Iteration 85Q (444.151491 sec): 3 clusters Score: Raw -493172.213938 + Penalty 2880.076976 = -490292.136962 nChanged 1 SP:Iteration 86Q (444.174816 sec): 3 clusters Score: Raw -493172.481522 + Penalty 2880.076976 = -490292.404545 nChanged 3 SP:Iteration 87Q (444.198380 sec): 3 clusters Score: Raw -493172.885355 + Penalty 2880.076976 = -490292.808379 nChanged 1 SP:Iteration 88Q (444.221952 sec): 3 clusters Score: Raw -493172.982307 + Penalty 2880.076976 = -490292.905331 nChanged 0 SP:Iteration 89F (444.246231 sec): 3 clusters Score: Raw -493172.982307 + Penalty 2880.076976 = -490292.905331 nChanged 0 Trying to split cluster 28 (1855 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.261442 sec): 2 clusters Score: Raw -116998.352084 + Penalty 1222.916496 = -115775.435588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.271519 sec): 3 clusters Score: Raw -116233.259355 + Penalty 2445.832992 = -113787.426363 nChanged 635 SP:Iteration 1F (444.283735 sec): 3 clusters Score: Raw -116662.757370 + Penalty 2445.832992 = -114216.924378 nChanged 142 SP:Iteration 2F (444.293248 sec): 3 clusters Score: Raw -116780.208995 + Penalty 2445.832992 = -114334.376003 nChanged 84 SP:Iteration 3Q (444.302422 sec): 3 clusters Score: Raw -116866.036729 + Penalty 2445.832992 = -114420.203737 nChanged 74 SP:Iteration 4Q (444.311935 sec): 3 clusters Score: Raw -116958.100345 + Penalty 2445.832992 = -114512.267354 nChanged 84 SP:Iteration 5Q (444.321411 sec): 3 clusters Score: Raw -117124.552062 + Penalty 2445.832992 = -114678.719070 nChanged 125 SP:Iteration 6F (444.330897 sec): 3 clusters Score: Raw -117551.736934 + Penalty 2445.832992 = -115105.903942 nChanged 173 SP:Iteration 7F (444.340365 sec): 3 clusters Score: Raw -118301.357561 + Penalty 2445.832992 = -115855.524570 nChanged 172 SP:Iteration 8F (444.349835 sec): 3 clusters Score: Raw -118588.289117 + Penalty 2445.832992 = -116142.456125 nChanged 104 SP:Iteration 9F (444.359244 sec): 3 clusters Score: Raw -118723.239014 + Penalty 2445.832992 = -116277.406022 nChanged 52 SP:Iteration 10Q (444.368460 sec): 3 clusters Score: Raw -118788.430953 + Penalty 2445.832992 = -116342.597961 nChanged 30 SP:Iteration 11Q (444.377500 sec): 3 clusters Score: Raw -118821.294490 + Penalty 2445.832992 = -116375.461498 nChanged 11 SP:Iteration 12Q (444.386569 sec): 3 clusters Score: Raw -118833.094828 + Penalty 2445.832992 = -116387.261836 nChanged 11 SP:Iteration 13Q (444.395533 sec): 3 clusters Score: Raw -118846.775275 + Penalty 2445.832992 = -116400.942283 nChanged 6 SP:Iteration 14Q (444.404506 sec): 3 clusters Score: Raw -118853.326734 + Penalty 2445.832992 = -116407.493742 nChanged 6 SP:Iteration 15Q (444.413492 sec): 3 clusters Score: Raw -118857.733773 + Penalty 2445.832992 = -116411.900781 nChanged 2 SP:Iteration 16Q (444.422398 sec): 3 clusters Score: Raw -118859.341045 + Penalty 2445.832992 = -116413.508053 nChanged 1 SP:Iteration 17Q (444.431355 sec): 3 clusters Score: Raw -118859.617333 + Penalty 2445.832992 = -116413.784341 nChanged 0 SP:Iteration 18F (444.440512 sec): 3 clusters Score: Raw -118859.617333 + Penalty 2445.832992 = -116413.784341 nChanged 0 Score: Raw -27529144.294667 + Penalty 69642.379305 = -27459501.915361 Splitting cluster 28 changes total score from -27459427.175453 to -27459501.915361 So it's getting split into cluster 33. Trying to split cluster 29 (5171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (453.182203 sec): 2 clusters Score: Raw -349840.599005 + Penalty 1389.508473 = -348451.090532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.203520 sec): 3 clusters Score: Raw -347164.976179 + Penalty 2779.016946 = -344385.959233 nChanged 2111 SP:Iteration 1F (453.224318 sec): 3 clusters Score: Raw -348418.828623 + Penalty 2779.016946 = -345639.811677 nChanged 399 SP:Iteration 2F (453.245293 sec): 3 clusters Score: Raw -348638.495453 + Penalty 2779.016946 = -345859.478507 nChanged 294 SP:Iteration 3F (453.266260 sec): 3 clusters Score: Raw -348804.602052 + Penalty 2779.016946 = -346025.585106 nChanged 284 SP:Iteration 4F (453.287298 sec): 3 clusters Score: Raw -348971.797618 + Penalty 2779.016946 = -346192.780672 nChanged 263 SP:Iteration 5F (453.308300 sec): 3 clusters Score: Raw -349128.799969 + Penalty 2779.016946 = -346349.783022 nChanged 231 SP:Iteration 6Q (453.329202 sec): 3 clusters Score: Raw -349275.500969 + Penalty 2779.016946 = -346496.484023 nChanged 216 SP:Iteration 7Q (453.350236 sec): 3 clusters Score: Raw -349415.816792 + Penalty 2779.016946 = -346636.799846 nChanged 192 SP:Iteration 8Q (453.371199 sec): 3 clusters Score: Raw -349534.304556 + Penalty 2779.016946 = -346755.287610 nChanged 145 SP:Iteration 9Q (453.392241 sec): 3 clusters Score: Raw -349628.219440 + Penalty 2779.016946 = -346849.202494 nChanged 131 SP:Iteration 10Q (453.413231 sec): 3 clusters Score: Raw -349716.337823 + Penalty 2779.016946 = -346937.320877 nChanged 117 SP:Iteration 11Q (453.434392 sec): 3 clusters Score: Raw -349808.555064 + Penalty 2779.016946 = -347029.538118 nChanged 116 SP:Iteration 12Q (453.455403 sec): 3 clusters Score: Raw -349901.618860 + Penalty 2779.016946 = -347122.601914 nChanged 97 SP:Iteration 13Q (453.476203 sec): 3 clusters Score: Raw -349962.032025 + Penalty 2779.016946 = -347183.015079 nChanged 80 SP:Iteration 14Q (453.496805 sec): 3 clusters Score: Raw -350010.956866 + Penalty 2779.016946 = -347231.939920 nChanged 73 SP:Iteration 15Q (453.517590 sec): 3 clusters Score: Raw -350063.343097 + Penalty 2779.016946 = -347284.326151 nChanged 71 SP:Iteration 16Q (453.538366 sec): 3 clusters Score: Raw -350112.684614 + Penalty 2779.016946 = -347333.667667 nChanged 65 SP:Iteration 17Q (453.559153 sec): 3 clusters Score: Raw -350149.049155 + Penalty 2779.016946 = -347370.032209 nChanged 53 SP:Iteration 18Q (453.579726 sec): 3 clusters Score: Raw -350174.230442 + Penalty 2779.016946 = -347395.213496 nChanged 44 SP:Iteration 19Q (453.634301 sec): 3 clusters Score: Raw -350198.426592 + Penalty 2779.016946 = -347419.409646 nChanged 44 SP:Iteration 20F (453.690289 sec): 3 clusters Score: Raw -350221.059100 + Penalty 2779.016946 = -347442.042154 nChanged 37 SP:Iteration 21Q (453.727921 sec): 3 clusters Score: Raw -350234.337087 + Penalty 2779.016946 = -347455.320141 nChanged 23 SP:Iteration 22Q (453.748249 sec): 3 clusters Score: Raw -350244.331999 + Penalty 2779.016946 = -347465.315052 nChanged 29 SP:Iteration 23Q (453.768452 sec): 3 clusters Score: Raw -350260.147344 + Penalty 2779.016946 = -347481.130398 nChanged 29 SP:Iteration 24Q (453.788865 sec): 3 clusters Score: Raw -350273.394778 + Penalty 2779.016946 = -347494.377832 nChanged 24 SP:Iteration 25Q (453.808887 sec): 3 clusters Score: Raw -350283.047948 + Penalty 2779.016946 = -347504.031002 nChanged 22 SP:Iteration 26Q (453.829226 sec): 3 clusters Score: Raw -350292.263980 + Penalty 2779.016946 = -347513.247034 nChanged 20 SP:Iteration 27Q (453.849545 sec): 3 clusters Score: Raw -350297.960108 + Penalty 2779.016946 = -347518.943162 nChanged 8 SP:Iteration 28Q (453.869797 sec): 3 clusters Score: Raw -350300.275259 + Penalty 2779.016946 = -347521.258313 nChanged 8 SP:Iteration 29Q (453.890101 sec): 3 clusters Score: Raw -350303.088458 + Penalty 2779.016946 = -347524.071512 nChanged 9 SP:Iteration 30Q (453.910344 sec): 3 clusters Score: Raw -350306.530772 + Penalty 2779.016946 = -347527.513826 nChanged 9 SP:Iteration 31Q (453.930436 sec): 3 clusters Score: Raw -350308.756446 + Penalty 2779.016946 = -347529.739500 nChanged 9 SP:Iteration 32Q (453.950626 sec): 3 clusters Score: Raw -350312.116739 + Penalty 2779.016946 = -347533.099793 nChanged 7 SP:Iteration 33Q (453.970618 sec): 3 clusters Score: Raw -350314.151089 + Penalty 2779.016946 = -347535.134143 nChanged 6 SP:Iteration 34Q (453.990971 sec): 3 clusters Score: Raw -350315.730563 + Penalty 2779.016946 = -347536.713617 nChanged 4 SP:Iteration 35Q (454.011309 sec): 3 clusters Score: Raw -350316.967802 + Penalty 2779.016946 = -347537.950856 nChanged 4 SP:Iteration 36Q (454.031373 sec): 3 clusters Score: Raw -350317.946821 + Penalty 2779.016946 = -347538.929875 nChanged 0 SP:Iteration 37F (454.052096 sec): 3 clusters Score: Raw -350317.946821 + Penalty 2779.016946 = -347538.929875 nChanged 0 Trying to split cluster 30 (2584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (454.068318 sec): 2 clusters Score: Raw -126179.239586 + Penalty 1276.777753 = -124902.461833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (454.082093 sec): 3 clusters Score: Raw -125106.761854 + Penalty 2553.555506 = -122553.206348 nChanged 972 SP:Iteration 1F (454.095052 sec): 3 clusters Score: Raw -126368.861927 + Penalty 2553.555506 = -123815.306421 nChanged 390 SP:Iteration 2F (454.108010 sec): 3 clusters Score: Raw -127166.070378 + Penalty 2553.555506 = -124612.514871 nChanged 278 SP:Iteration 3F (454.120902 sec): 3 clusters Score: Raw -127858.568450 + Penalty 2553.555506 = -125305.012944 nChanged 219 SP:Iteration 4F (454.133797 sec): 3 clusters Score: Raw -128523.860979 + Penalty 2553.555506 = -125970.305473 nChanged 154 SP:Iteration 5F (454.146593 sec): 3 clusters Score: Raw -128765.382553 + Penalty 2553.555506 = -126211.827047 nChanged 66 SP:Iteration 6Q (454.158817 sec): 3 clusters Score: Raw -128842.148526 + Penalty 2553.555506 = -126288.593020 nChanged 42 SP:Iteration 7Q (454.171066 sec): 3 clusters Score: Raw -128889.520318 + Penalty 2553.555506 = -126335.964812 nChanged 30 SP:Iteration 8Q (454.183212 sec): 3 clusters Score: Raw -128912.482400 + Penalty 2553.555506 = -126358.926894 nChanged 13 SP:Iteration 9Q (454.195037 sec): 3 clusters Score: Raw -128921.646164 + Penalty 2553.555506 = -126368.090658 nChanged 12 SP:Iteration 10Q (454.207193 sec): 3 clusters Score: Raw -128928.665394 + Penalty 2553.555506 = -126375.109888 nChanged 13 SP:Iteration 11Q (454.219071 sec): 3 clusters Score: Raw -128941.126072 + Penalty 2553.555506 = -126387.570565 nChanged 12 SP:Iteration 12Q (454.231297 sec): 3 clusters Score: Raw -128958.501411 + Penalty 2553.555506 = -126404.945905 nChanged 18 SP:Iteration 13Q (454.243357 sec): 3 clusters Score: Raw -128971.421504 + Penalty 2553.555506 = -126417.865998 nChanged 11 SP:Iteration 14Q (454.255496 sec): 3 clusters Score: Raw -128976.827256 + Penalty 2553.555506 = -126423.271750 nChanged 8 SP:Iteration 15Q (454.267666 sec): 3 clusters Score: Raw -128980.736142 + Penalty 2553.555506 = -126427.180636 nChanged 7 SP:Iteration 16Q (454.279801 sec): 3 clusters Score: Raw -128986.284396 + Penalty 2553.555506 = -126432.728890 nChanged 10 SP:Iteration 17Q (454.291962 sec): 3 clusters Score: Raw -128992.524364 + Penalty 2553.555506 = -126438.968858 nChanged 7 SP:Iteration 18Q (454.304096 sec): 3 clusters Score: Raw -128997.637192 + Penalty 2553.555506 = -126444.081686 nChanged 8 SP:Iteration 19Q (454.316212 sec): 3 clusters Score: Raw -129003.030726 + Penalty 2553.555506 = -126449.475220 nChanged 4 SP:Iteration 20F (454.328822 sec): 3 clusters Score: Raw -129005.977578 + Penalty 2553.555506 = -126452.422072 nChanged 7 SP:Iteration 21Q (454.340979 sec): 3 clusters Score: Raw -129012.875148 + Penalty 2553.555506 = -126459.319642 nChanged 3 SP:Iteration 22Q (454.353159 sec): 3 clusters Score: Raw -129013.691079 + Penalty 2553.555506 = -126460.135573 nChanged 1 SP:Iteration 23Q (454.365328 sec): 3 clusters Score: Raw -129017.325567 + Penalty 2553.555506 = -126463.770061 nChanged 3 SP:Iteration 24Q (454.377378 sec): 3 clusters Score: Raw -129021.648460 + Penalty 2553.555506 = -126468.092954 nChanged 3 SP:Iteration 25Q (454.389557 sec): 3 clusters Score: Raw -129023.569599 + Penalty 2553.555506 = -126470.014093 nChanged 1 SP:Iteration 26Q (454.401724 sec): 3 clusters Score: Raw -129024.091668 + Penalty 2553.555506 = -126470.536161 nChanged 0 SP:Iteration 27F (454.414605 sec): 3 clusters Score: Raw -129024.091668 + Penalty 2553.555506 = -126470.536161 nChanged 0 Score: Raw -27531989.146748 + Penalty 71752.754436 = -27460236.392312 Splitting cluster 30 changes total score from -27459427.175453 to -27460236.392312 So it's getting split into cluster 34. Deleting Class 33 (493 points): Lose 2033.251763 but Gain 2110.375130 Iteration 59Q (467.821916 sec): 34 clusters Score: Raw -27530943.535942 + Penalty 69642.379305 = -27461301.156637 nChanged 2509 Iteration 60F (476.996116 sec): 34 clusters Score: Raw -27532972.455403 + Penalty 69642.379305 = -27463330.076097 nChanged 2267 Iteration 61Q (480.866215 sec): 34 clusters Score: Raw -27533876.434011 + Penalty 69642.379305 = -27464234.054706 nChanged 1668 Iteration 62Q (484.731250 sec): 34 clusters Score: Raw -27534439.082237 + Penalty 69642.379305 = -27464796.702932 nChanged 1477 Iteration 63Q (488.614233 sec): 34 clusters Score: Raw -27534872.406339 + Penalty 69642.379305 = -27465230.027034 nChanged 1311 Iteration 64Q (492.467432 sec): 34 clusters Score: Raw -27535196.817950 + Penalty 69642.379305 = -27465554.438644 nChanged 1189 Iteration 65Q (496.322108 sec): 34 clusters Score: Raw -27535463.389916 + Penalty 69642.379305 = -27465821.010610 nChanged 1069 Iteration 66Q (500.171668 sec): 34 clusters Score: Raw -27535704.580835 + Penalty 69642.379305 = -27466062.201530 nChanged 967 Iteration 67Q (504.025191 sec): 34 clusters Score: Raw -27535943.691746 + Penalty 69642.379305 = -27466301.312440 nChanged 992 Iteration 68Q (507.903429 sec): 34 clusters Score: Raw -27536219.747177 + Penalty 69642.379305 = -27466577.367872 nChanged 989 Iteration 69Q (511.791687 sec): 34 clusters Score: Raw -27536509.960336 + Penalty 69642.379305 = -27466867.581031 nChanged 940 Iteration 70Q (515.647492 sec): 34 clusters Score: Raw -27536756.067716 + Penalty 69642.379305 = -27467113.688411 nChanged 915 Iteration 71Q (519.495251 sec): 34 clusters Score: Raw -27536906.232656 + Penalty 69642.379305 = -27467263.853350 nChanged 804 Iteration 72Q (523.361220 sec): 34 clusters Score: Raw -27537017.906682 + Penalty 69642.379305 = -27467375.527377 nChanged 713 Iteration 73Q (527.210403 sec): 34 clusters Score: Raw -27537102.496050 + Penalty 69642.379305 = -27467460.116744 nChanged 627 Iteration 74Q (531.048826 sec): 34 clusters Score: Raw -27537167.302380 + Penalty 69642.379305 = -27467524.923075 nChanged 526 Iteration 75Q (534.911338 sec): 34 clusters Score: Raw -27537220.875326 + Penalty 69642.379305 = -27467578.496021 nChanged 504 Iteration 76Q (538.752485 sec): 34 clusters Score: Raw -27537273.093603 + Penalty 69642.379305 = -27467630.714297 nChanged 465 Iteration 77Q (542.597514 sec): 34 clusters Score: Raw -27537322.375682 + Penalty 69642.379305 = -27467679.996377 nChanged 506 Iteration 78Q (546.435952 sec): 34 clusters Score: Raw -27537374.712547 + Penalty 69642.379305 = -27467732.333242 nChanged 486 Iteration 79Q (550.274859 sec): 34 clusters Score: Raw -27537420.171178 + Penalty 69642.379305 = -27467777.791872 nChanged 447 Iteration 80F (558.649628 sec): 34 clusters Score: Raw -27537502.335948 + Penalty 69642.379305 = -27467859.956642 nChanged 459 Iteration 81Q (562.511779 sec): 34 clusters Score: Raw -27537564.503697 + Penalty 69642.379305 = -27467922.124392 nChanged 450 Iteration 82Q (566.378727 sec): 34 clusters Score: Raw -27537613.214567 + Penalty 69642.379305 = -27467970.835261 nChanged 453 Iteration 83Q (570.239575 sec): 34 clusters Score: Raw -27537655.808507 + Penalty 69642.379305 = -27468013.429202 nChanged 403 Iteration 84Q (574.132383 sec): 34 clusters Score: Raw -27537694.116643 + Penalty 69642.379305 = -27468051.737338 nChanged 369 Iteration 85Q (578.065705 sec): 34 clusters Score: Raw -27537729.563764 + Penalty 69642.379305 = -27468087.184459 nChanged 394 Iteration 86Q (581.988477 sec): 34 clusters Score: Raw -27537767.122587 + Penalty 69642.379305 = -27468124.743282 nChanged 391 Iteration 87Q (585.876524 sec): 34 clusters Score: Raw -27537803.629449 + Penalty 69642.379305 = -27468161.250144 nChanged 357 Iteration 88Q (589.901735 sec): 34 clusters Score: Raw -27537834.433852 + Penalty 69642.379305 = -27468192.054547 nChanged 335 Iteration 89Q (593.791315 sec): 34 clusters Score: Raw -27537860.101597 + Penalty 69642.379305 = -27468217.722292 nChanged 289 Iteration 90Q (597.707018 sec): 34 clusters Score: Raw -27537883.742866 + Penalty 69642.379305 = -27468241.363561 nChanged 277 Iteration 91Q (601.583427 sec): 34 clusters Score: Raw -27537906.785080 + Penalty 69642.379305 = -27468264.405775 nChanged 266 Iteration 92Q (605.442906 sec): 34 clusters Score: Raw -27537926.914439 + Penalty 69642.379305 = -27468284.535133 nChanged 263 Iteration 93Q (609.331588 sec): 34 clusters Score: Raw -27537949.720812 + Penalty 69642.379305 = -27468307.341507 nChanged 238 Iteration 94Q (613.213382 sec): 34 clusters Score: Raw -27537968.752343 + Penalty 69642.379305 = -27468326.373038 nChanged 230 Iteration 95Q (617.323553 sec): 34 clusters Score: Raw -27537986.178074 + Penalty 69642.379305 = -27468343.798769 nChanged 237 Iteration 96Q (621.210608 sec): 34 clusters Score: Raw -27538006.688850 + Penalty 69642.379305 = -27468364.309545 nChanged 232 Iteration 97Q (625.087187 sec): 34 clusters Score: Raw -27538023.659490 + Penalty 69642.379305 = -27468381.280185 nChanged 236 Iteration 98Q (628.942499 sec): 34 clusters Score: Raw -27538040.573484 + Penalty 69642.379305 = -27468398.194179 nChanged 235 Writing temp clu file Because OldScore, -27468381.280185, is greater than current (better) Score,-27468398.194179 Compute initial score before splitting: Score: Raw -27538040.573484 + Penalty 69642.379305 = -27468398.194179 Trying to split cluster 1 (3761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (629.029724 sec): 2 clusters Score: Raw -224872.338674 + Penalty 1337.771526 = -223534.567148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (629.048930 sec): 3 clusters Score: Raw -223048.454210 + Penalty 2675.543052 = -220372.911159 nChanged 1453 SP:Iteration 1F (629.066999 sec): 3 clusters Score: Raw -223931.237395 + Penalty 2675.543052 = -221255.694344 nChanged 291 SP:Iteration 2F (629.085202 sec): 3 clusters Score: Raw -224137.521463 + Penalty 2675.543052 = -221461.978411 nChanged 243 SP:Iteration 3F (629.103426 sec): 3 clusters Score: Raw -224289.980928 + Penalty 2675.543052 = -221614.437876 nChanged 182 SP:Iteration 4Q (629.121599 sec): 3 clusters Score: Raw -224434.531204 + Penalty 2675.543052 = -221758.988153 nChanged 188 SP:Iteration 5Q (629.139391 sec): 3 clusters Score: Raw -224611.289491 + Penalty 2675.543052 = -221935.746439 nChanged 201 SP:Iteration 6F (629.157636 sec): 3 clusters Score: Raw -224833.426746 + Penalty 2675.543052 = -222157.883694 nChanged 230 SP:Iteration 7F (629.175826 sec): 3 clusters Score: Raw -225067.199869 + Penalty 2675.543052 = -222391.656817 nChanged 200 SP:Iteration 8F (629.194072 sec): 3 clusters Score: Raw -225246.280254 + Penalty 2675.543052 = -222570.737202 nChanged 166 SP:Iteration 9Q (629.212114 sec): 3 clusters Score: Raw -225357.015842 + Penalty 2675.543052 = -222681.472790 nChanged 94 SP:Iteration 10Q (629.229954 sec): 3 clusters Score: Raw -225412.405229 + Penalty 2675.543052 = -222736.862177 nChanged 80 SP:Iteration 11Q (629.247767 sec): 3 clusters Score: Raw -225460.896755 + Penalty 2675.543052 = -222785.353703 nChanged 78 SP:Iteration 12Q (629.265326 sec): 3 clusters Score: Raw -225507.104051 + Penalty 2675.543052 = -222831.561000 nChanged 58 SP:Iteration 13Q (629.283302 sec): 3 clusters Score: Raw -225541.924018 + Penalty 2675.543052 = -222866.380966 nChanged 59 SP:Iteration 14Q (629.301240 sec): 3 clusters Score: Raw -225573.923732 + Penalty 2675.543052 = -222898.380680 nChanged 48 SP:Iteration 15Q (629.318688 sec): 3 clusters Score: Raw -225596.845546 + Penalty 2675.543052 = -222921.302494 nChanged 41 SP:Iteration 16Q (629.336471 sec): 3 clusters Score: Raw -225614.858903 + Penalty 2675.543052 = -222939.315852 nChanged 35 SP:Iteration 17Q (629.354361 sec): 3 clusters Score: Raw -225632.006146 + Penalty 2675.543052 = -222956.463095 nChanged 35 SP:Iteration 18Q (629.372215 sec): 3 clusters Score: Raw -225651.458470 + Penalty 2675.543052 = -222975.915419 nChanged 37 SP:Iteration 19Q (629.390109 sec): 3 clusters Score: Raw -225671.464468 + Penalty 2675.543052 = -222995.921416 nChanged 25 SP:Iteration 20F (629.407983 sec): 3 clusters Score: Raw -225684.612416 + Penalty 2675.543052 = -223009.069364 nChanged 25 SP:Iteration 21Q (629.425858 sec): 3 clusters Score: Raw -225695.257820 + Penalty 2675.543052 = -223019.714769 nChanged 23 SP:Iteration 22Q (629.443700 sec): 3 clusters Score: Raw -225703.913605 + Penalty 2675.543052 = -223028.370553 nChanged 11 SP:Iteration 23Q (629.461279 sec): 3 clusters Score: Raw -225709.077113 + Penalty 2675.543052 = -223033.534061 nChanged 12 SP:Iteration 24Q (629.479049 sec): 3 clusters Score: Raw -225713.493795 + Penalty 2675.543052 = -223037.950743 nChanged 8 SP:Iteration 25Q (629.496805 sec): 3 clusters Score: Raw -225715.547541 + Penalty 2675.543052 = -223040.004489 nChanged 7 SP:Iteration 26Q (629.514583 sec): 3 clusters Score: Raw -225717.772842 + Penalty 2675.543052 = -223042.229790 nChanged 9 SP:Iteration 27Q (629.531861 sec): 3 clusters Score: Raw -225721.343840 + Penalty 2675.543052 = -223045.800789 nChanged 5 SP:Iteration 28Q (629.549614 sec): 3 clusters Score: Raw -225723.077448 + Penalty 2675.543052 = -223047.534397 nChanged 5 SP:Iteration 29Q (629.567345 sec): 3 clusters Score: Raw -225724.485885 + Penalty 2675.543052 = -223048.942834 nChanged 2 SP:Iteration 30Q (629.585116 sec): 3 clusters Score: Raw -225725.444158 + Penalty 2675.543052 = -223049.901106 nChanged 6 SP:Iteration 31Q (629.602859 sec): 3 clusters Score: Raw -225728.072345 + Penalty 2675.543052 = -223052.529293 nChanged 3 SP:Iteration 32Q (629.620593 sec): 3 clusters Score: Raw -225728.507546 + Penalty 2675.543052 = -223052.964494 nChanged 3 SP:Iteration 33Q (629.638324 sec): 3 clusters Score: Raw -225729.060117 + Penalty 2675.543052 = -223053.517065 nChanged 1 SP:Iteration 34Q (629.655869 sec): 3 clusters Score: Raw -225729.235029 + Penalty 2675.543052 = -223053.691978 nChanged 0 SP:Iteration 35F (629.673723 sec): 3 clusters Score: Raw -225729.235029 + Penalty 2675.543052 = -223053.691978 nChanged 0 Trying to split cluster 2 (74692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (629.775435 sec): 2 clusters Score: Raw -4983358.707346 + Penalty 1823.433344 = -4981535.274002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (629.899810 sec): 3 clusters Score: Raw -4935563.526373 + Penalty 3646.866688 = -4931916.659685 nChanged 35441 SP:Iteration 1F (630.020813 sec): 3 clusters Score: Raw -4956411.035929 + Penalty 3646.866688 = -4952764.169241 nChanged 3339 SP:Iteration 2Q (630.149755 sec): 3 clusters Score: Raw -4957649.725995 + Penalty 3646.866688 = -4954002.859307 nChanged 3622 SP:Iteration 3Q (630.278340 sec): 3 clusters Score: Raw -4959286.276080 + Penalty 3646.866688 = -4955639.409392 nChanged 4227 SP:Iteration 4F (630.399142 sec): 3 clusters Score: Raw -4961661.318813 + Penalty 3646.866688 = -4958014.452125 nChanged 4665 SP:Iteration 5F (630.519991 sec): 3 clusters Score: Raw -4964660.214742 + Penalty 3646.866688 = -4961013.348054 nChanged 4937 SP:Iteration 6F (630.643054 sec): 3 clusters Score: Raw -4968021.104878 + Penalty 3646.866688 = -4964374.238190 nChanged 4668 SP:Iteration 7F (630.764026 sec): 3 clusters Score: Raw -4971082.467709 + Penalty 3646.866688 = -4967435.601021 nChanged 3880 SP:Iteration 8F (630.884874 sec): 3 clusters Score: Raw -4973220.241498 + Penalty 3646.866688 = -4969573.374810 nChanged 2883 SP:Iteration 9Q (631.010852 sec): 3 clusters Score: Raw -4974343.385644 + Penalty 3646.866688 = -4970696.518956 nChanged 1931 SP:Iteration 10Q (631.135986 sec): 3 clusters Score: Raw -4974860.594146 + Penalty 3646.866688 = -4971213.727458 nChanged 1266 SP:Iteration 11Q (631.263089 sec): 3 clusters Score: Raw -4975128.428510 + Penalty 3646.866688 = -4971481.561822 nChanged 952 SP:Iteration 12Q (631.386995 sec): 3 clusters Score: Raw -4975306.292788 + Penalty 3646.866688 = -4971659.426100 nChanged 803 SP:Iteration 13Q (631.510697 sec): 3 clusters Score: Raw -4975449.845305 + Penalty 3646.866688 = -4971802.978617 nChanged 741 SP:Iteration 14Q (631.634265 sec): 3 clusters Score: Raw -4975589.388971 + Penalty 3646.866688 = -4971942.522284 nChanged 722 SP:Iteration 15Q (631.758153 sec): 3 clusters Score: Raw -4975722.435212 + Penalty 3646.866688 = -4972075.568524 nChanged 654 SP:Iteration 16Q (631.883586 sec): 3 clusters Score: Raw -4975844.457168 + Penalty 3646.866688 = -4972197.590480 nChanged 663 SP:Iteration 17Q (632.008153 sec): 3 clusters Score: Raw -4975968.769812 + Penalty 3646.866688 = -4972321.903124 nChanged 687 SP:Iteration 18Q (632.131995 sec): 3 clusters Score: Raw -4976093.850581 + Penalty 3646.866688 = -4972446.983893 nChanged 646 SP:Iteration 19Q (632.254795 sec): 3 clusters Score: Raw -4976197.726154 + Penalty 3646.866688 = -4972550.859466 nChanged 571 SP:Iteration 20F (632.376567 sec): 3 clusters Score: Raw -4976282.392153 + Penalty 3646.866688 = -4972635.525465 nChanged 515 SP:Iteration 21Q (632.499259 sec): 3 clusters Score: Raw -4976352.420666 + Penalty 3646.866688 = -4972705.553978 nChanged 484 SP:Iteration 22Q (632.621606 sec): 3 clusters Score: Raw -4976415.849648 + Penalty 3646.866688 = -4972768.982960 nChanged 445 SP:Iteration 23Q (632.743933 sec): 3 clusters Score: Raw -4976469.606999 + Penalty 3646.866688 = -4972822.740311 nChanged 401 SP:Iteration 24Q (632.866093 sec): 3 clusters Score: Raw -4976509.743464 + Penalty 3646.866688 = -4972862.876776 nChanged 375 SP:Iteration 25Q (632.988135 sec): 3 clusters Score: Raw -4976546.653175 + Penalty 3646.866688 = -4972899.786487 nChanged 357 SP:Iteration 26Q (633.110270 sec): 3 clusters Score: Raw -4976580.826184 + Penalty 3646.866688 = -4972933.959496 nChanged 318 SP:Iteration 27Q (633.232144 sec): 3 clusters Score: Raw -4976613.338370 + Penalty 3646.866688 = -4972966.471682 nChanged 364 SP:Iteration 28Q (633.354584 sec): 3 clusters Score: Raw -4976653.387183 + Penalty 3646.866688 = -4973006.520495 nChanged 349 SP:Iteration 29Q (633.477947 sec): 3 clusters Score: Raw -4976689.669998 + Penalty 3646.866688 = -4973042.803311 nChanged 362 SP:Iteration 30Q (633.599429 sec): 3 clusters Score: Raw -4976729.412075 + Penalty 3646.866688 = -4973082.545387 nChanged 384 SP:Iteration 31Q (633.720612 sec): 3 clusters Score: Raw -4976772.151821 + Penalty 3646.866688 = -4973125.285133 nChanged 388 SP:Iteration 32Q (633.844541 sec): 3 clusters Score: Raw -4976816.569245 + Penalty 3646.866688 = -4973169.702557 nChanged 401 SP:Iteration 33Q (633.965545 sec): 3 clusters Score: Raw -4976863.472346 + Penalty 3646.866688 = -4973216.605659 nChanged 430 SP:Iteration 34Q (634.086348 sec): 3 clusters Score: Raw -4976918.297986 + Penalty 3646.866688 = -4973271.431299 nChanged 439 SP:Iteration 35Q (634.206741 sec): 3 clusters Score: Raw -4976971.364298 + Penalty 3646.866688 = -4973324.497610 nChanged 462 SP:Iteration 36Q (634.327144 sec): 3 clusters Score: Raw -4977029.429221 + Penalty 3646.866688 = -4973382.562534 nChanged 454 SP:Iteration 37Q (634.447151 sec): 3 clusters Score: Raw -4977089.845026 + Penalty 3646.866688 = -4973442.978338 nChanged 490 SP:Iteration 38Q (634.577512 sec): 3 clusters Score: Raw -4977155.382434 + Penalty 3646.866688 = -4973508.515746 nChanged 498 SP:Iteration 39Q (634.698164 sec): 3 clusters Score: Raw -4977221.805092 + Penalty 3646.866688 = -4973574.938404 nChanged 490 SP:Iteration 40F (634.834340 sec): 3 clusters Score: Raw -4977288.962719 + Penalty 3646.866688 = -4973642.096031 nChanged 501 SP:Iteration 41Q (634.993077 sec): 3 clusters Score: Raw -4977353.275090 + Penalty 3646.866688 = -4973706.408402 nChanged 506 SP:Iteration 42Q (635.124135 sec): 3 clusters Score: Raw -4977427.217898 + Penalty 3646.866688 = -4973780.351210 nChanged 532 SP:Iteration 43Q (635.269641 sec): 3 clusters Score: Raw -4977509.435819 + Penalty 3646.866688 = -4973862.569131 nChanged 555 SP:Iteration 44Q (635.415008 sec): 3 clusters Score: Raw -4977597.893201 + Penalty 3646.866688 = -4973951.026513 nChanged 576 SP:Iteration 45Q (635.544558 sec): 3 clusters Score: Raw -4977693.109476 + Penalty 3646.866688 = -4974046.242788 nChanged 597 SP:Iteration 46Q (635.683720 sec): 3 clusters Score: Raw -4977797.572989 + Penalty 3646.866688 = -4974150.706301 nChanged 637 SP:Iteration 47Q (635.814030 sec): 3 clusters Score: Raw -4977911.966710 + Penalty 3646.866688 = -4974265.100022 nChanged 626 SP:Iteration 48Q (635.952210 sec): 3 clusters Score: Raw -4978037.679472 + Penalty 3646.866688 = -4974390.812784 nChanged 703 SP:Iteration 49Q (636.069456 sec): 3 clusters Score: Raw -4978189.774302 + Penalty 3646.866688 = -4974542.907614 nChanged 719 SP:Iteration 50Q (636.186276 sec): 3 clusters Score: Raw -4978355.225214 + Penalty 3646.866688 = -4974708.358526 nChanged 731 SP:Iteration 51Q (636.302646 sec): 3 clusters Score: Raw -4978530.110055 + Penalty 3646.866688 = -4974883.243367 nChanged 817 SP:Iteration 52Q (636.418628 sec): 3 clusters Score: Raw -4978738.516027 + Penalty 3646.866688 = -4975091.649339 nChanged 804 SP:Iteration 53Q (636.533912 sec): 3 clusters Score: Raw -4978957.155509 + Penalty 3646.866688 = -4975310.288821 nChanged 791 SP:Iteration 54Q (636.648659 sec): 3 clusters Score: Raw -4979172.010892 + Penalty 3646.866688 = -4975525.144204 nChanged 782 SP:Iteration 55Q (636.762806 sec): 3 clusters Score: Raw -4979398.022349 + Penalty 3646.866688 = -4975751.155661 nChanged 794 SP:Iteration 56Q (636.876480 sec): 3 clusters Score: Raw -4979628.421182 + Penalty 3646.866688 = -4975981.554494 nChanged 758 SP:Iteration 57Q (637.011719 sec): 3 clusters Score: Raw -4979857.201750 + Penalty 3646.866688 = -4976210.335062 nChanged 805 SP:Iteration 58Q (637.135817 sec): 3 clusters Score: Raw -4980123.516393 + Penalty 3646.866688 = -4976476.649705 nChanged 845 SP:Iteration 59Q (637.283951 sec): 3 clusters Score: Raw -4980411.675757 + Penalty 3646.866688 = -4976764.809069 nChanged 821 SP:Iteration 60F (637.425951 sec): 3 clusters Score: Raw -4980709.458619 + Penalty 3646.866688 = -4977062.591931 nChanged 846 SP:Iteration 61Q (637.546301 sec): 3 clusters Score: Raw -4981032.384872 + Penalty 3646.866688 = -4977385.518185 nChanged 812 SP:Iteration 62Q (637.679305 sec): 3 clusters Score: Raw -4981342.196192 + Penalty 3646.866688 = -4977695.329505 nChanged 789 SP:Iteration 63Q (637.791196 sec): 3 clusters Score: Raw -4981642.039275 + Penalty 3646.866688 = -4977995.172587 nChanged 762 SP:Iteration 64Q (637.900941 sec): 3 clusters Score: Raw -4981934.499803 + Penalty 3646.866688 = -4978287.633115 nChanged 677 SP:Iteration 65Q (638.039047 sec): 3 clusters Score: Raw -4982190.680350 + Penalty 3646.866688 = -4978543.813662 nChanged 627 SP:Iteration 66Q (638.160152 sec): 3 clusters Score: Raw -4982444.394803 + Penalty 3646.866688 = -4978797.528115 nChanged 610 SP:Iteration 67Q (638.268381 sec): 3 clusters Score: Raw -4982710.268229 + Penalty 3646.866688 = -4979063.401541 nChanged 558 SP:Iteration 68Q (638.384545 sec): 3 clusters Score: Raw -4982979.058534 + Penalty 3646.866688 = -4979332.191847 nChanged 503 SP:Iteration 69Q (638.492991 sec): 3 clusters Score: Raw -4983243.095009 + Penalty 3646.866688 = -4979596.228321 nChanged 457 SP:Iteration 70Q (638.599811 sec): 3 clusters Score: Raw -4983484.494203 + Penalty 3646.866688 = -4979837.627515 nChanged 378 SP:Iteration 71Q (638.704377 sec): 3 clusters Score: Raw -4983667.721828 + Penalty 3646.866688 = -4980020.855140 nChanged 343 SP:Iteration 72Q (638.808423 sec): 3 clusters Score: Raw -4983835.368419 + Penalty 3646.866688 = -4980188.501731 nChanged 332 SP:Iteration 73Q (638.911975 sec): 3 clusters Score: Raw -4983985.975079 + Penalty 3646.866688 = -4980339.108391 nChanged 280 SP:Iteration 74Q (639.015774 sec): 3 clusters Score: Raw -4984110.494722 + Penalty 3646.866688 = -4980463.628035 nChanged 246 SP:Iteration 75Q (639.121693 sec): 3 clusters Score: Raw -4984201.498912 + Penalty 3646.866688 = -4980554.632224 nChanged 203 SP:Iteration 76Q (639.224131 sec): 3 clusters Score: Raw -4984269.282936 + Penalty 3646.866688 = -4980622.416249 nChanged 155 SP:Iteration 77Q (639.326509 sec): 3 clusters Score: Raw -4984315.662257 + Penalty 3646.866688 = -4980668.795569 nChanged 136 SP:Iteration 78Q (639.428589 sec): 3 clusters Score: Raw -4984355.734954 + Penalty 3646.866688 = -4980708.868266 nChanged 107 SP:Iteration 79Q (639.530556 sec): 3 clusters Score: Raw -4984388.362288 + Penalty 3646.866688 = -4980741.495600 nChanged 107 SP:Iteration 80F (639.650861 sec): 3 clusters Score: Raw -4984417.432500 + Penalty 3646.866688 = -4980770.565812 nChanged 88 SP:Iteration 81Q (639.752194 sec): 3 clusters Score: Raw -4984438.203419 + Penalty 3646.866688 = -4980791.336731 nChanged 86 SP:Iteration 82Q (639.853664 sec): 3 clusters Score: Raw -4984460.324015 + Penalty 3646.866688 = -4980813.457327 nChanged 80 SP:Iteration 83Q (639.954978 sec): 3 clusters Score: Raw -4984479.310056 + Penalty 3646.866688 = -4980832.443368 nChanged 67 SP:Iteration 84Q (640.059133 sec): 3 clusters Score: Raw -4984493.167620 + Penalty 3646.866688 = -4980846.300932 nChanged 66 SP:Iteration 85Q (640.160428 sec): 3 clusters Score: Raw -4984508.668451 + Penalty 3646.866688 = -4980861.801763 nChanged 62 SP:Iteration 86Q (640.262204 sec): 3 clusters Score: Raw -4984522.655449 + Penalty 3646.866688 = -4980875.788761 nChanged 54 SP:Iteration 87Q (640.363930 sec): 3 clusters Score: Raw -4984531.885838 + Penalty 3646.866688 = -4980885.019150 nChanged 35 SP:Iteration 88Q (640.465628 sec): 3 clusters Score: Raw -4984537.103651 + Penalty 3646.866688 = -4980890.236963 nChanged 15 SP:Iteration 89Q (640.566651 sec): 3 clusters Score: Raw -4984539.137761 + Penalty 3646.866688 = -4980892.271073 nChanged 12 SP:Iteration 90Q (640.667909 sec): 3 clusters Score: Raw -4984540.921982 + Penalty 3646.866688 = -4980894.055295 nChanged 7 SP:Iteration 91Q (640.770381 sec): 3 clusters Score: Raw -4984541.945353 + Penalty 3646.866688 = -4980895.078665 nChanged 10 SP:Iteration 92Q (640.871284 sec): 3 clusters Score: Raw -4984543.534956 + Penalty 3646.866688 = -4980896.668269 nChanged 11 SP:Iteration 93Q (640.975399 sec): 3 clusters Score: Raw -4984545.286731 + Penalty 3646.866688 = -4980898.420043 nChanged 11 SP:Iteration 94Q (641.076474 sec): 3 clusters Score: Raw -4984546.968063 + Penalty 3646.866688 = -4980900.101375 nChanged 9 SP:Iteration 95Q (641.197730 sec): 3 clusters Score: Raw -4984548.137271 + Penalty 3646.866688 = -4980901.270583 nChanged 9 SP:Iteration 96Q (641.335683 sec): 3 clusters Score: Raw -4984550.124719 + Penalty 3646.866688 = -4980903.258032 nChanged 12 SP:Iteration 97Q (641.467051 sec): 3 clusters Score: Raw -4984552.473792 + Penalty 3646.866688 = -4980905.607104 nChanged 12 SP:Iteration 98Q (641.572956 sec): 3 clusters Score: Raw -4984554.415580 + Penalty 3646.866688 = -4980907.548892 nChanged 19 SP:Iteration 99Q (641.674009 sec): 3 clusters Score: Raw -4984557.352363 + Penalty 3646.866688 = -4980910.485675 nChanged 13 SP:Iteration 100F (641.819349 sec): 3 clusters Score: Raw -4984559.165716 + Penalty 3646.866688 = -4980912.299028 nChanged 14 SP:Iteration 101Q (641.920963 sec): 3 clusters Score: Raw -4984561.687811 + Penalty 3646.866688 = -4980914.821123 nChanged 12 SP:Iteration 102Q (642.022389 sec): 3 clusters Score: Raw -4984563.342274 + Penalty 3646.866688 = -4980916.475586 nChanged 9 SP:Iteration 103Q (642.123667 sec): 3 clusters Score: Raw -4984564.977884 + Penalty 3646.866688 = -4980918.111196 nChanged 12 SP:Iteration 104Q (642.224684 sec): 3 clusters Score: Raw -4984567.047749 + Penalty 3646.866688 = -4980920.181061 nChanged 10 SP:Iteration 105Q (642.326032 sec): 3 clusters Score: Raw -4984568.349926 + Penalty 3646.866688 = -4980921.483238 nChanged 5 SP:Iteration 106Q (642.427906 sec): 3 clusters Score: Raw -4984568.993639 + Penalty 3646.866688 = -4980922.126951 nChanged 6 SP:Iteration 107Q (642.542344 sec): 3 clusters Score: Raw -4984569.593506 + Penalty 3646.866688 = -4980922.726819 nChanged 6 SP:Iteration 108Q (642.655723 sec): 3 clusters Score: Raw -4984570.406341 + Penalty 3646.866688 = -4980923.539653 nChanged 5 SP:Iteration 109Q (642.791676 sec): 3 clusters Score: Raw -4984570.801666 + Penalty 3646.866688 = -4980923.934979 nChanged 7 SP:Iteration 110Q (642.918637 sec): 3 clusters Score: Raw -4984571.971356 + Penalty 3646.866688 = -4980925.104668 nChanged 10 SP:Iteration 111Q (643.032388 sec): 3 clusters Score: Raw -4984573.686472 + Penalty 3646.866688 = -4980926.819784 nChanged 12 SP:Iteration 112Q (643.158169 sec): 3 clusters Score: Raw -4984575.643465 + Penalty 3646.866688 = -4980928.776777 nChanged 9 SP:Iteration 113Q (643.260444 sec): 3 clusters Score: Raw -4984577.157395 + Penalty 3646.866688 = -4980930.290707 nChanged 8 SP:Iteration 114Q (643.361037 sec): 3 clusters Score: Raw -4984578.231794 + Penalty 3646.866688 = -4980931.365106 nChanged 6 SP:Iteration 115Q (643.462955 sec): 3 clusters Score: Raw -4984578.993407 + Penalty 3646.866688 = -4980932.126719 nChanged 4 SP:Iteration 116Q (643.604392 sec): 3 clusters Score: Raw -4984579.465001 + Penalty 3646.866688 = -4980932.598313 nChanged 3 SP:Iteration 117Q (643.706430 sec): 3 clusters Score: Raw -4984580.130366 + Penalty 3646.866688 = -4980933.263678 nChanged 7 SP:Iteration 118Q (643.807472 sec): 3 clusters Score: Raw -4984581.331705 + Penalty 3646.866688 = -4980934.465017 nChanged 5 SP:Iteration 119Q (643.909391 sec): 3 clusters Score: Raw -4984581.827615 + Penalty 3646.866688 = -4980934.960927 nChanged 1 SP:Iteration 120F (644.029826 sec): 3 clusters Score: Raw -4984581.880712 + Penalty 3646.866688 = -4980935.014024 nChanged 0 Trying to split cluster 3 (69604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (644.111706 sec): 2 clusters Score: Raw -4642531.198210 + Penalty 1811.968814 = -4640719.229396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (644.227422 sec): 3 clusters Score: Raw -4597891.327947 + Penalty 3623.937628 = -4594267.390320 nChanged 32984 SP:Iteration 1F (644.340321 sec): 3 clusters Score: Raw -4617107.435441 + Penalty 3623.937628 = -4613483.497814 nChanged 2890 SP:Iteration 2Q (644.460957 sec): 3 clusters Score: Raw -4618042.422461 + Penalty 3623.937628 = -4614418.484833 nChanged 3103 SP:Iteration 3Q (644.582064 sec): 3 clusters Score: Raw -4619194.714834 + Penalty 3623.937628 = -4615570.777206 nChanged 3461 SP:Iteration 4Q (644.702435 sec): 3 clusters Score: Raw -4620666.854503 + Penalty 3623.937628 = -4617042.916876 nChanged 3926 SP:Iteration 5F (644.815699 sec): 3 clusters Score: Raw -4622721.215456 + Penalty 3623.937628 = -4619097.277829 nChanged 4469 SP:Iteration 6F (644.928817 sec): 3 clusters Score: Raw -4625628.651146 + Penalty 3623.937628 = -4622004.713519 nChanged 4844 SP:Iteration 7F (645.042302 sec): 3 clusters Score: Raw -4629360.477822 + Penalty 3623.937628 = -4625736.540195 nChanged 4453 SP:Iteration 8F (645.155847 sec): 3 clusters Score: Raw -4633099.932439 + Penalty 3623.937628 = -4629475.994811 nChanged 3633 SP:Iteration 9F (645.268868 sec): 3 clusters Score: Raw -4636323.140175 + Penalty 3623.937628 = -4632699.202548 nChanged 2693 SP:Iteration 10Q (645.383671 sec): 3 clusters Score: Raw -4638754.007895 + Penalty 3623.937628 = -4635130.070267 nChanged 1821 SP:Iteration 11Q (645.492739 sec): 3 clusters Score: Raw -4640398.893135 + Penalty 3623.937628 = -4636774.955507 nChanged 1227 SP:Iteration 12Q (645.597413 sec): 3 clusters Score: Raw -4641397.562743 + Penalty 3623.937628 = -4637773.625115 nChanged 853 SP:Iteration 13Q (645.699364 sec): 3 clusters Score: Raw -4641982.152139 + Penalty 3623.937628 = -4638358.214512 nChanged 648 SP:Iteration 14Q (645.799915 sec): 3 clusters Score: Raw -4642397.102782 + Penalty 3623.937628 = -4638773.165155 nChanged 501 SP:Iteration 15Q (645.900397 sec): 3 clusters Score: Raw -4642669.239037 + Penalty 3623.937628 = -4639045.301409 nChanged 374 SP:Iteration 16Q (645.999285 sec): 3 clusters Score: Raw -4642862.418228 + Penalty 3623.937628 = -4639238.480600 nChanged 319 SP:Iteration 17Q (646.096996 sec): 3 clusters Score: Raw -4643019.916481 + Penalty 3623.937628 = -4639395.978853 nChanged 240 SP:Iteration 18Q (646.194267 sec): 3 clusters Score: Raw -4643126.168645 + Penalty 3623.937628 = -4639502.231017 nChanged 205 SP:Iteration 19Q (646.290799 sec): 3 clusters Score: Raw -4643212.094419 + Penalty 3623.937628 = -4639588.156792 nChanged 190 SP:Iteration 20F (646.403614 sec): 3 clusters Score: Raw -4643276.870059 + Penalty 3623.937628 = -4639652.932432 nChanged 134 SP:Iteration 21Q (646.499515 sec): 3 clusters Score: Raw -4643318.404782 + Penalty 3623.937628 = -4639694.467154 nChanged 118 SP:Iteration 22Q (646.595120 sec): 3 clusters Score: Raw -4643354.413687 + Penalty 3623.937628 = -4639730.476059 nChanged 100 SP:Iteration 23Q (646.690822 sec): 3 clusters Score: Raw -4643382.539111 + Penalty 3623.937628 = -4639758.601483 nChanged 91 SP:Iteration 24Q (646.786274 sec): 3 clusters Score: Raw -4643406.875510 + Penalty 3623.937628 = -4639782.937882 nChanged 83 SP:Iteration 25Q (646.892354 sec): 3 clusters Score: Raw -4643425.939834 + Penalty 3623.937628 = -4639802.002206 nChanged 59 SP:Iteration 26Q (647.013080 sec): 3 clusters Score: Raw -4643440.701887 + Penalty 3623.937628 = -4639816.764259 nChanged 56 SP:Iteration 27Q (647.109189 sec): 3 clusters Score: Raw -4643451.534635 + Penalty 3623.937628 = -4639827.597007 nChanged 42 SP:Iteration 28Q (647.204166 sec): 3 clusters Score: Raw -4643459.099906 + Penalty 3623.937628 = -4639835.162279 nChanged 33 SP:Iteration 29Q (647.299245 sec): 3 clusters Score: Raw -4643466.662995 + Penalty 3623.937628 = -4639842.725367 nChanged 38 SP:Iteration 30Q (647.395909 sec): 3 clusters Score: Raw -4643473.910162 + Penalty 3623.937628 = -4639849.972534 nChanged 39 SP:Iteration 31Q (647.490805 sec): 3 clusters Score: Raw -4643481.473249 + Penalty 3623.937628 = -4639857.535622 nChanged 26 SP:Iteration 32Q (647.585712 sec): 3 clusters Score: Raw -4643487.065381 + Penalty 3623.937628 = -4639863.127753 nChanged 25 SP:Iteration 33Q (647.680744 sec): 3 clusters Score: Raw -4643491.446604 + Penalty 3623.937628 = -4639867.508976 nChanged 16 SP:Iteration 34Q (647.775644 sec): 3 clusters Score: Raw -4643494.421902 + Penalty 3623.937628 = -4639870.484274 nChanged 15 SP:Iteration 35Q (647.870204 sec): 3 clusters Score: Raw -4643497.306756 + Penalty 3623.937628 = -4639873.369128 nChanged 15 SP:Iteration 36Q (647.964855 sec): 3 clusters Score: Raw -4643500.173459 + Penalty 3623.937628 = -4639876.235831 nChanged 17 SP:Iteration 37Q (648.059442 sec): 3 clusters Score: Raw -4643503.123596 + Penalty 3623.937628 = -4639879.185968 nChanged 15 SP:Iteration 38Q (648.153940 sec): 3 clusters Score: Raw -4643505.791411 + Penalty 3623.937628 = -4639881.853783 nChanged 11 SP:Iteration 39Q (648.258834 sec): 3 clusters Score: Raw -4643507.226138 + Penalty 3623.937628 = -4639883.288510 nChanged 9 SP:Iteration 40F (648.372044 sec): 3 clusters Score: Raw -4643508.305111 + Penalty 3623.937628 = -4639884.367483 nChanged 9 SP:Iteration 41Q (648.468612 sec): 3 clusters Score: Raw -4643509.416642 + Penalty 3623.937628 = -4639885.479015 nChanged 6 SP:Iteration 42Q (648.587318 sec): 3 clusters Score: Raw -4643510.032517 + Penalty 3623.937628 = -4639886.094889 nChanged 6 SP:Iteration 43Q (648.682113 sec): 3 clusters Score: Raw -4643510.580817 + Penalty 3623.937628 = -4639886.643189 nChanged 5 SP:Iteration 44Q (648.778665 sec): 3 clusters Score: Raw -4643511.187723 + Penalty 3623.937628 = -4639887.250095 nChanged 7 SP:Iteration 45Q (648.874992 sec): 3 clusters Score: Raw -4643511.845085 + Penalty 3623.937628 = -4639887.907457 nChanged 4 SP:Iteration 46Q (648.972444 sec): 3 clusters Score: Raw -4643512.655830 + Penalty 3623.937628 = -4639888.718202 nChanged 5 SP:Iteration 47Q (649.067789 sec): 3 clusters Score: Raw -4643513.289850 + Penalty 3623.937628 = -4639889.352222 nChanged 6 SP:Iteration 48Q (649.169461 sec): 3 clusters Score: Raw -4643514.119628 + Penalty 3623.937628 = -4639890.182001 nChanged 3 SP:Iteration 49Q (649.264824 sec): 3 clusters Score: Raw -4643514.435200 + Penalty 3623.937628 = -4639890.497572 nChanged 3 SP:Iteration 50Q (649.360330 sec): 3 clusters Score: Raw -4643514.602617 + Penalty 3623.937628 = -4639890.664989 nChanged 2 SP:Iteration 51Q (649.456216 sec): 3 clusters Score: Raw -4643514.740869 + Penalty 3623.937628 = -4639890.803241 nChanged 0 SP:Iteration 52F (649.569922 sec): 3 clusters Score: Raw -4643514.740869 + Penalty 3623.937628 = -4639890.803241 nChanged 0 Trying to split cluster 4 (11589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (649.587584 sec): 2 clusters Score: Raw -787042.555339 + Penalty 1520.644393 = -785521.910946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (649.618374 sec): 3 clusters Score: Raw -780453.956823 + Penalty 3041.288787 = -777412.668036 nChanged 4969 SP:Iteration 1F (649.648091 sec): 3 clusters Score: Raw -783067.479127 + Penalty 3041.288787 = -780026.190340 nChanged 706 SP:Iteration 2F (649.677732 sec): 3 clusters Score: Raw -783381.093836 + Penalty 3041.288787 = -780339.805049 nChanged 618 SP:Iteration 3F (649.707395 sec): 3 clusters Score: Raw -783657.800345 + Penalty 3041.288787 = -780616.511558 nChanged 585 SP:Iteration 4F (649.737289 sec): 3 clusters Score: Raw -783955.767045 + Penalty 3041.288787 = -780914.478259 nChanged 602 SP:Iteration 5F (649.766921 sec): 3 clusters Score: Raw -784346.753287 + Penalty 3041.288787 = -781305.464500 nChanged 662 SP:Iteration 6F (649.796898 sec): 3 clusters Score: Raw -784831.409779 + Penalty 3041.288787 = -781790.120992 nChanged 672 SP:Iteration 7F (649.826558 sec): 3 clusters Score: Raw -785357.501696 + Penalty 3041.288787 = -782316.212909 nChanged 616 SP:Iteration 8F (649.856846 sec): 3 clusters Score: Raw -785844.903933 + Penalty 3041.288787 = -782803.615146 nChanged 525 SP:Iteration 9Q (649.907882 sec): 3 clusters Score: Raw -786231.350669 + Penalty 3041.288787 = -783190.061883 nChanged 425 SP:Iteration 10Q (649.937014 sec): 3 clusters Score: Raw -786532.928677 + Penalty 3041.288787 = -783491.639891 nChanged 302 SP:Iteration 11Q (649.965692 sec): 3 clusters Score: Raw -786714.382907 + Penalty 3041.288787 = -783673.094121 nChanged 230 SP:Iteration 12Q (649.994070 sec): 3 clusters Score: Raw -786841.957287 + Penalty 3041.288787 = -783800.668501 nChanged 168 SP:Iteration 13Q (650.021864 sec): 3 clusters Score: Raw -786927.157551 + Penalty 3041.288787 = -783885.868765 nChanged 127 SP:Iteration 14Q (650.049790 sec): 3 clusters Score: Raw -786991.512163 + Penalty 3041.288787 = -783950.223376 nChanged 114 SP:Iteration 15Q (650.077483 sec): 3 clusters Score: Raw -787058.370241 + Penalty 3041.288787 = -784017.081454 nChanged 100 SP:Iteration 16Q (650.104754 sec): 3 clusters Score: Raw -787110.558361 + Penalty 3041.288787 = -784069.269575 nChanged 90 SP:Iteration 17Q (650.132297 sec): 3 clusters Score: Raw -787150.783259 + Penalty 3041.288787 = -784109.494472 nChanged 65 SP:Iteration 18Q (650.159492 sec): 3 clusters Score: Raw -787173.416146 + Penalty 3041.288787 = -784132.127359 nChanged 38 SP:Iteration 19Q (650.186567 sec): 3 clusters Score: Raw -787189.107518 + Penalty 3041.288787 = -784147.818732 nChanged 36 SP:Iteration 20F (650.216124 sec): 3 clusters Score: Raw -787203.687263 + Penalty 3041.288787 = -784162.398477 nChanged 38 SP:Iteration 21Q (650.243131 sec): 3 clusters Score: Raw -787220.915259 + Penalty 3041.288787 = -784179.626473 nChanged 46 SP:Iteration 22Q (650.269923 sec): 3 clusters Score: Raw -787242.690572 + Penalty 3041.288787 = -784201.401785 nChanged 50 SP:Iteration 23Q (650.296843 sec): 3 clusters Score: Raw -787267.960383 + Penalty 3041.288787 = -784226.671597 nChanged 48 SP:Iteration 24Q (650.323856 sec): 3 clusters Score: Raw -787296.503135 + Penalty 3041.288787 = -784255.214349 nChanged 43 SP:Iteration 25Q (650.350594 sec): 3 clusters Score: Raw -787317.790502 + Penalty 3041.288787 = -784276.501715 nChanged 46 SP:Iteration 26Q (650.377216 sec): 3 clusters Score: Raw -787338.885143 + Penalty 3041.288787 = -784297.596356 nChanged 41 SP:Iteration 27Q (650.445736 sec): 3 clusters Score: Raw -787356.714338 + Penalty 3041.288787 = -784315.425551 nChanged 38 SP:Iteration 28Q (650.504682 sec): 3 clusters Score: Raw -787369.370698 + Penalty 3041.288787 = -784328.081912 nChanged 27 SP:Iteration 29Q (650.561635 sec): 3 clusters Score: Raw -787380.019237 + Penalty 3041.288787 = -784338.730450 nChanged 23 SP:Iteration 30Q (650.597737 sec): 3 clusters Score: Raw -787389.558608 + Penalty 3041.288787 = -784348.269821 nChanged 25 SP:Iteration 31Q (650.624295 sec): 3 clusters Score: Raw -787401.948070 + Penalty 3041.288787 = -784360.659284 nChanged 34 SP:Iteration 32Q (650.654095 sec): 3 clusters Score: Raw -787415.357493 + Penalty 3041.288787 = -784374.068706 nChanged 30 SP:Iteration 33Q (650.680420 sec): 3 clusters Score: Raw -787427.143304 + Penalty 3041.288787 = -784385.854517 nChanged 27 SP:Iteration 34Q (650.706799 sec): 3 clusters Score: Raw -787436.089144 + Penalty 3041.288787 = -784394.800358 nChanged 18 SP:Iteration 35Q (650.733184 sec): 3 clusters Score: Raw -787443.176639 + Penalty 3041.288787 = -784401.887852 nChanged 20 SP:Iteration 36Q (650.759296 sec): 3 clusters Score: Raw -787447.669004 + Penalty 3041.288787 = -784406.380217 nChanged 11 SP:Iteration 37Q (650.785842 sec): 3 clusters Score: Raw -787449.584478 + Penalty 3041.288787 = -784408.295691 nChanged 7 SP:Iteration 38Q (650.812354 sec): 3 clusters Score: Raw -787451.018529 + Penalty 3041.288787 = -784409.729742 nChanged 8 SP:Iteration 39Q (650.838772 sec): 3 clusters Score: Raw -787452.585006 + Penalty 3041.288787 = -784411.296219 nChanged 10 SP:Iteration 40F (650.868393 sec): 3 clusters Score: Raw -787454.930766 + Penalty 3041.288787 = -784413.641980 nChanged 10 SP:Iteration 41Q (650.894857 sec): 3 clusters Score: Raw -787457.970141 + Penalty 3041.288787 = -784416.681354 nChanged 8 SP:Iteration 42Q (650.921281 sec): 3 clusters Score: Raw -787459.947350 + Penalty 3041.288787 = -784418.658563 nChanged 5 SP:Iteration 43Q (650.948005 sec): 3 clusters Score: Raw -787461.463495 + Penalty 3041.288787 = -784420.174708 nChanged 9 SP:Iteration 44Q (650.974599 sec): 3 clusters Score: Raw -787463.341846 + Penalty 3041.288787 = -784422.053059 nChanged 2 SP:Iteration 45Q (651.000841 sec): 3 clusters Score: Raw -787463.715611 + Penalty 3041.288787 = -784422.426824 nChanged 3 SP:Iteration 46Q (651.033027 sec): 3 clusters Score: Raw -787464.327071 + Penalty 3041.288787 = -784423.038284 nChanged 3 SP:Iteration 47Q (651.059470 sec): 3 clusters Score: Raw -787465.087702 + Penalty 3041.288787 = -784423.798915 nChanged 3 SP:Iteration 48Q (651.089773 sec): 3 clusters Score: Raw -787465.697852 + Penalty 3041.288787 = -784424.409065 nChanged 3 SP:Iteration 49Q (651.127656 sec): 3 clusters Score: Raw -787466.582233 + Penalty 3041.288787 = -784425.293446 nChanged 8 SP:Iteration 50Q (651.154042 sec): 3 clusters Score: Raw -787468.008149 + Penalty 3041.288787 = -784426.719362 nChanged 7 SP:Iteration 51Q (651.180830 sec): 3 clusters Score: Raw -787469.617344 + Penalty 3041.288787 = -784428.328557 nChanged 10 SP:Iteration 52Q (651.211176 sec): 3 clusters Score: Raw -787473.853846 + Penalty 3041.288787 = -784432.565059 nChanged 14 SP:Iteration 53Q (651.237488 sec): 3 clusters Score: Raw -787479.433580 + Penalty 3041.288787 = -784438.144793 nChanged 9 SP:Iteration 54Q (651.264081 sec): 3 clusters Score: Raw -787482.128273 + Penalty 3041.288787 = -784440.839486 nChanged 8 SP:Iteration 55Q (651.290380 sec): 3 clusters Score: Raw -787484.914264 + Penalty 3041.288787 = -784443.625477 nChanged 10 SP:Iteration 56Q (651.316568 sec): 3 clusters Score: Raw -787487.112828 + Penalty 3041.288787 = -784445.824042 nChanged 7 SP:Iteration 57Q (651.344781 sec): 3 clusters Score: Raw -787488.364860 + Penalty 3041.288787 = -784447.076073 nChanged 5 SP:Iteration 58Q (651.371026 sec): 3 clusters Score: Raw -787489.176329 + Penalty 3041.288787 = -784447.887542 nChanged 1 SP:Iteration 59Q (651.397409 sec): 3 clusters Score: Raw -787489.257061 + Penalty 3041.288787 = -784447.968274 nChanged 0 SP:Iteration 60F (651.426958 sec): 3 clusters Score: Raw -787489.257061 + Penalty 3041.288787 = -784447.968274 nChanged 0 Trying to split cluster 5 (2501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (651.442556 sec): 2 clusters Score: Raw -170750.231357 + Penalty 1271.472464 = -169478.758893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (651.455894 sec): 3 clusters Score: Raw -169621.230464 + Penalty 2542.944928 = -167078.285537 nChanged 930 SP:Iteration 1F (651.468383 sec): 3 clusters Score: Raw -170258.509680 + Penalty 2542.944928 = -167715.564753 nChanged 218 SP:Iteration 2F (651.484613 sec): 3 clusters Score: Raw -170418.050564 + Penalty 2542.944928 = -167875.105637 nChanged 141 SP:Iteration 3F (651.496958 sec): 3 clusters Score: Raw -170513.786535 + Penalty 2542.944928 = -167970.841607 nChanged 87 SP:Iteration 4Q (651.509353 sec): 3 clusters Score: Raw -170565.970363 + Penalty 2542.944928 = -168023.025435 nChanged 72 SP:Iteration 5Q (651.521676 sec): 3 clusters Score: Raw -170605.067700 + Penalty 2542.944928 = -168062.122773 nChanged 58 SP:Iteration 6Q (651.533961 sec): 3 clusters Score: Raw -170638.429147 + Penalty 2542.944928 = -168095.484219 nChanged 46 SP:Iteration 7Q (651.546265 sec): 3 clusters Score: Raw -170665.917407 + Penalty 2542.944928 = -168122.972480 nChanged 49 SP:Iteration 8Q (651.558236 sec): 3 clusters Score: Raw -170690.260443 + Penalty 2542.944928 = -168147.315515 nChanged 43 SP:Iteration 9Q (651.572794 sec): 3 clusters Score: Raw -170711.360994 + Penalty 2542.944928 = -168168.416067 nChanged 41 SP:Iteration 10Q (651.585162 sec): 3 clusters Score: Raw -170732.015298 + Penalty 2542.944928 = -168189.070370 nChanged 38 SP:Iteration 11Q (651.597353 sec): 3 clusters Score: Raw -170751.007245 + Penalty 2542.944928 = -168208.062318 nChanged 44 SP:Iteration 12Q (651.609468 sec): 3 clusters Score: Raw -170772.873785 + Penalty 2542.944928 = -168229.928858 nChanged 46 SP:Iteration 13Q (651.621315 sec): 3 clusters Score: Raw -170796.959726 + Penalty 2542.944928 = -168254.014799 nChanged 49 SP:Iteration 14Q (651.633508 sec): 3 clusters Score: Raw -170820.165407 + Penalty 2542.944928 = -168277.220479 nChanged 35 SP:Iteration 15Q (651.645707 sec): 3 clusters Score: Raw -170836.483218 + Penalty 2542.944928 = -168293.538291 nChanged 29 SP:Iteration 16Q (651.657990 sec): 3 clusters Score: Raw -170850.460998 + Penalty 2542.944928 = -168307.516070 nChanged 28 SP:Iteration 17Q (651.670261 sec): 3 clusters Score: Raw -170864.816065 + Penalty 2542.944928 = -168321.871138 nChanged 29 SP:Iteration 18Q (651.682573 sec): 3 clusters Score: Raw -170879.311080 + Penalty 2542.944928 = -168336.366152 nChanged 32 SP:Iteration 19Q (651.694447 sec): 3 clusters Score: Raw -170895.764873 + Penalty 2542.944928 = -168352.819946 nChanged 36 SP:Iteration 20F (651.706952 sec): 3 clusters Score: Raw -170922.923115 + Penalty 2542.944928 = -168379.978187 nChanged 46 SP:Iteration 21Q (651.719193 sec): 3 clusters Score: Raw -170961.990430 + Penalty 2542.944928 = -168419.045502 nChanged 50 SP:Iteration 22Q (651.731386 sec): 3 clusters Score: Raw -171000.528157 + Penalty 2542.944928 = -168457.583230 nChanged 40 SP:Iteration 23Q (651.746036 sec): 3 clusters Score: Raw -171030.478092 + Penalty 2542.944928 = -168487.533164 nChanged 22 SP:Iteration 24Q (651.758184 sec): 3 clusters Score: Raw -171045.417828 + Penalty 2542.944928 = -168502.472901 nChanged 15 SP:Iteration 25Q (651.770365 sec): 3 clusters Score: Raw -171055.370190 + Penalty 2542.944928 = -168512.425263 nChanged 19 SP:Iteration 26Q (651.782346 sec): 3 clusters Score: Raw -171069.759840 + Penalty 2542.944928 = -168526.814912 nChanged 25 SP:Iteration 27Q (651.794412 sec): 3 clusters Score: Raw -171089.284268 + Penalty 2542.944928 = -168546.339341 nChanged 19 SP:Iteration 28Q (651.806540 sec): 3 clusters Score: Raw -171101.020070 + Penalty 2542.944928 = -168558.075142 nChanged 10 SP:Iteration 29Q (651.818320 sec): 3 clusters Score: Raw -171108.638297 + Penalty 2542.944928 = -168565.693370 nChanged 10 SP:Iteration 30Q (651.833014 sec): 3 clusters Score: Raw -171114.999711 + Penalty 2542.944928 = -168572.054783 nChanged 7 SP:Iteration 31Q (651.845050 sec): 3 clusters Score: Raw -171119.571192 + Penalty 2542.944928 = -168576.626264 nChanged 6 SP:Iteration 32Q (651.857052 sec): 3 clusters Score: Raw -171124.896020 + Penalty 2542.944928 = -168581.951093 nChanged 8 SP:Iteration 33Q (651.869107 sec): 3 clusters Score: Raw -171130.727756 + Penalty 2542.944928 = -168587.782828 nChanged 8 SP:Iteration 34Q (651.880594 sec): 3 clusters Score: Raw -171136.634131 + Penalty 2542.944928 = -168593.689203 nChanged 7 SP:Iteration 35Q (651.892611 sec): 3 clusters Score: Raw -171144.138562 + Penalty 2542.944928 = -168601.193634 nChanged 10 SP:Iteration 36Q (651.904612 sec): 3 clusters Score: Raw -171153.688036 + Penalty 2542.944928 = -168610.743108 nChanged 7 SP:Iteration 37Q (651.916601 sec): 3 clusters Score: Raw -171160.391320 + Penalty 2542.944928 = -168617.446392 nChanged 4 SP:Iteration 38Q (651.928536 sec): 3 clusters Score: Raw -171164.431511 + Penalty 2542.944928 = -168621.486583 nChanged 5 SP:Iteration 39Q (651.940391 sec): 3 clusters Score: Raw -171170.291217 + Penalty 2542.944928 = -168627.346290 nChanged 4 SP:Iteration 40F (651.952432 sec): 3 clusters Score: Raw -171172.711374 + Penalty 2542.944928 = -168629.766447 nChanged 2 SP:Iteration 41Q (651.967227 sec): 3 clusters Score: Raw -171174.212159 + Penalty 2542.944928 = -168631.267231 nChanged 1 SP:Iteration 42Q (651.979246 sec): 3 clusters Score: Raw -171175.332892 + Penalty 2542.944928 = -168632.387964 nChanged 2 SP:Iteration 43Q (651.991180 sec): 3 clusters Score: Raw -171177.114738 + Penalty 2542.944928 = -168634.169810 nChanged 1 SP:Iteration 44Q (652.005756 sec): 3 clusters Score: Raw -171177.425856 + Penalty 2542.944928 = -168634.480928 nChanged 1 SP:Iteration 45Q (652.017786 sec): 3 clusters Score: Raw -171178.533618 + Penalty 2542.944928 = -168635.588690 nChanged 1 SP:Iteration 46Q (652.029769 sec): 3 clusters Score: Raw -171179.242373 + Penalty 2542.944928 = -168636.297445 nChanged 1 SP:Iteration 47Q (652.041715 sec): 3 clusters Score: Raw -171180.338329 + Penalty 2542.944928 = -168637.393402 nChanged 2 SP:Iteration 48Q (652.053672 sec): 3 clusters Score: Raw -171181.086288 + Penalty 2542.944928 = -168638.141360 nChanged 2 SP:Iteration 49Q (652.065540 sec): 3 clusters Score: Raw -171182.529361 + Penalty 2542.944928 = -168639.584434 nChanged 1 SP:Iteration 50Q (652.077256 sec): 3 clusters Score: Raw -171183.041927 + Penalty 2542.944928 = -168640.096999 nChanged 0 SP:Iteration 51F (652.093525 sec): 3 clusters Score: Raw -171183.041927 + Penalty 2542.944928 = -168640.096999 nChanged 0 Trying to split cluster 6 (692 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (652.104339 sec): 2 clusters Score: Raw -40831.331970 + Penalty 1062.682718 = -39768.649253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (652.112424 sec): 3 clusters Score: Raw -40624.135519 + Penalty 2125.365436 = -38498.770083 nChanged 200 SP:Iteration 1F (652.116396 sec): 3 clusters Score: Raw -40849.452232 + Penalty 2125.365436 = -38724.086797 nChanged 52 SP:Iteration 2F (652.120325 sec): 3 clusters Score: Raw -40912.304513 + Penalty 2125.365436 = -38786.939078 nChanged 21 SP:Iteration 3Q (652.124201 sec): 3 clusters Score: Raw -40942.256492 + Penalty 2125.365436 = -38816.891056 nChanged 15 SP:Iteration 4Q (652.128092 sec): 3 clusters Score: Raw -40958.193582 + Penalty 2125.365436 = -38832.828146 nChanged 10 SP:Iteration 5Q (652.131985 sec): 3 clusters Score: Raw -40974.100869 + Penalty 2125.365436 = -38848.735433 nChanged 12 SP:Iteration 6Q (652.136158 sec): 3 clusters Score: Raw -40991.463043 + Penalty 2125.365436 = -38866.097607 nChanged 10 SP:Iteration 7Q (652.140031 sec): 3 clusters Score: Raw -41007.194461 + Penalty 2125.365436 = -38881.829025 nChanged 4 SP:Iteration 8Q (652.143941 sec): 3 clusters Score: Raw -41011.753994 + Penalty 2125.365436 = -38886.388559 nChanged 7 SP:Iteration 9Q (652.147801 sec): 3 clusters Score: Raw -41021.263625 + Penalty 2125.365436 = -38895.898190 nChanged 5 SP:Iteration 10Q (652.151652 sec): 3 clusters Score: Raw -41030.256209 + Penalty 2125.365436 = -38904.890773 nChanged 4 SP:Iteration 11Q (652.155515 sec): 3 clusters Score: Raw -41035.608015 + Penalty 2125.365436 = -38910.242579 nChanged 2 SP:Iteration 12Q (652.159367 sec): 3 clusters Score: Raw -41037.266585 + Penalty 2125.365436 = -38911.901150 nChanged 1 SP:Iteration 13Q (652.163226 sec): 3 clusters Score: Raw -41038.182907 + Penalty 2125.365436 = -38912.817471 nChanged 1 SP:Iteration 14Q (652.167048 sec): 3 clusters Score: Raw -41039.099243 + Penalty 2125.365436 = -38913.733807 nChanged 0 SP:Iteration 15F (652.170932 sec): 3 clusters Score: Raw -41039.099243 + Penalty 2125.365436 = -38913.733807 nChanged 0 Trying to split cluster 7 (26364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (652.216609 sec): 2 clusters Score: Raw -1672180.817730 + Penalty 1654.210142 = -1670526.607587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (652.273302 sec): 3 clusters Score: Raw -1655937.549815 + Penalty 3308.420285 = -1652629.129531 nChanged 12211 SP:Iteration 1F (652.349040 sec): 3 clusters Score: Raw -1662882.828020 + Penalty 3308.420285 = -1659574.407735 nChanged 1361 SP:Iteration 2F (652.402819 sec): 3 clusters Score: Raw -1663353.839554 + Penalty 3308.420285 = -1660045.419269 nChanged 1203 SP:Iteration 3Q (652.457251 sec): 3 clusters Score: Raw -1663774.336992 + Penalty 3308.420285 = -1660465.916707 nChanged 1117 SP:Iteration 4Q (652.512751 sec): 3 clusters Score: Raw -1664161.540199 + Penalty 3308.420285 = -1660853.119914 nChanged 1029 SP:Iteration 5Q (652.567414 sec): 3 clusters Score: Raw -1664530.043254 + Penalty 3308.420285 = -1661221.622969 nChanged 970 SP:Iteration 6Q (652.625543 sec): 3 clusters Score: Raw -1664918.551856 + Penalty 3308.420285 = -1661610.131571 nChanged 1072 SP:Iteration 7Q (652.680017 sec): 3 clusters Score: Raw -1665353.614126 + Penalty 3308.420285 = -1662045.193841 nChanged 1036 SP:Iteration 8Q (652.734603 sec): 3 clusters Score: Raw -1665824.375021 + Penalty 3308.420285 = -1662515.954736 nChanged 1109 SP:Iteration 9Q (652.790257 sec): 3 clusters Score: Raw -1666378.021847 + Penalty 3308.420285 = -1663069.601562 nChanged 1180 SP:Iteration 10Q (652.843719 sec): 3 clusters Score: Raw -1667007.801738 + Penalty 3308.420285 = -1663699.381453 nChanged 1165 SP:Iteration 11Q (652.898479 sec): 3 clusters Score: Raw -1667650.997037 + Penalty 3308.420285 = -1664342.576752 nChanged 1145 SP:Iteration 12Q (652.951629 sec): 3 clusters Score: Raw -1668241.311047 + Penalty 3308.420285 = -1664932.890762 nChanged 982 SP:Iteration 13Q (653.004981 sec): 3 clusters Score: Raw -1668710.769790 + Penalty 3308.420285 = -1665402.349506 nChanged 793 SP:Iteration 14Q (653.058181 sec): 3 clusters Score: Raw -1669009.734248 + Penalty 3308.420285 = -1665701.313963 nChanged 623 SP:Iteration 15Q (653.110283 sec): 3 clusters Score: Raw -1669199.543961 + Penalty 3308.420285 = -1665891.123676 nChanged 468 SP:Iteration 16Q (653.162769 sec): 3 clusters Score: Raw -1669338.472285 + Penalty 3308.420285 = -1666030.052000 nChanged 403 SP:Iteration 17Q (653.214865 sec): 3 clusters Score: Raw -1669450.752430 + Penalty 3308.420285 = -1666142.332145 nChanged 366 SP:Iteration 18Q (653.266972 sec): 3 clusters Score: Raw -1669550.041548 + Penalty 3308.420285 = -1666241.621264 nChanged 339 SP:Iteration 19Q (653.332770 sec): 3 clusters Score: Raw -1669647.638194 + Penalty 3308.420285 = -1666339.217910 nChanged 341 SP:Iteration 20F (653.421874 sec): 3 clusters Score: Raw -1669748.901480 + Penalty 3308.420285 = -1666440.481195 nChanged 348 SP:Iteration 21Q (653.488447 sec): 3 clusters Score: Raw -1669849.041157 + Penalty 3308.420285 = -1666540.620872 nChanged 347 SP:Iteration 22Q (653.544064 sec): 3 clusters Score: Raw -1669940.449790 + Penalty 3308.420285 = -1666632.029505 nChanged 303 SP:Iteration 23Q (653.595924 sec): 3 clusters Score: Raw -1670015.213927 + Penalty 3308.420285 = -1666706.793642 nChanged 291 SP:Iteration 24Q (653.647688 sec): 3 clusters Score: Raw -1670092.330031 + Penalty 3308.420285 = -1666783.909746 nChanged 279 SP:Iteration 25Q (653.699151 sec): 3 clusters Score: Raw -1670164.008512 + Penalty 3308.420285 = -1666855.588228 nChanged 270 SP:Iteration 26Q (653.750267 sec): 3 clusters Score: Raw -1670233.448241 + Penalty 3308.420285 = -1666925.027957 nChanged 295 SP:Iteration 27Q (653.801601 sec): 3 clusters Score: Raw -1670309.720843 + Penalty 3308.420285 = -1667001.300558 nChanged 255 SP:Iteration 28Q (653.852616 sec): 3 clusters Score: Raw -1670377.928521 + Penalty 3308.420285 = -1667069.508236 nChanged 262 SP:Iteration 29Q (653.903695 sec): 3 clusters Score: Raw -1670448.522718 + Penalty 3308.420285 = -1667140.102433 nChanged 281 SP:Iteration 30Q (653.954695 sec): 3 clusters Score: Raw -1670521.159016 + Penalty 3308.420285 = -1667212.738731 nChanged 270 SP:Iteration 31Q (654.005418 sec): 3 clusters Score: Raw -1670596.834092 + Penalty 3308.420285 = -1667288.413807 nChanged 264 SP:Iteration 32Q (654.056188 sec): 3 clusters Score: Raw -1670672.825512 + Penalty 3308.420285 = -1667364.405228 nChanged 263 SP:Iteration 33Q (654.106600 sec): 3 clusters Score: Raw -1670751.149501 + Penalty 3308.420285 = -1667442.729217 nChanged 244 SP:Iteration 34Q (654.156687 sec): 3 clusters Score: Raw -1670825.144917 + Penalty 3308.420285 = -1667516.724632 nChanged 262 SP:Iteration 35Q (654.206966 sec): 3 clusters Score: Raw -1670903.308124 + Penalty 3308.420285 = -1667594.887840 nChanged 257 SP:Iteration 36Q (654.257014 sec): 3 clusters Score: Raw -1670976.820286 + Penalty 3308.420285 = -1667668.400001 nChanged 244 SP:Iteration 37Q (654.307446 sec): 3 clusters Score: Raw -1671047.823721 + Penalty 3308.420285 = -1667739.403437 nChanged 240 SP:Iteration 38Q (654.357502 sec): 3 clusters Score: Raw -1671124.661453 + Penalty 3308.420285 = -1667816.241169 nChanged 259 SP:Iteration 39Q (654.415336 sec): 3 clusters Score: Raw -1671213.322684 + Penalty 3308.420285 = -1667904.902399 nChanged 271 SP:Iteration 40F (654.468361 sec): 3 clusters Score: Raw -1671305.296663 + Penalty 3308.420285 = -1667996.876379 nChanged 246 SP:Iteration 41Q (654.518026 sec): 3 clusters Score: Raw -1671387.020479 + Penalty 3308.420285 = -1668078.600195 nChanged 226 SP:Iteration 42Q (654.567168 sec): 3 clusters Score: Raw -1671456.161723 + Penalty 3308.420285 = -1668147.741439 nChanged 206 SP:Iteration 43Q (654.615894 sec): 3 clusters Score: Raw -1671511.916447 + Penalty 3308.420285 = -1668203.496162 nChanged 186 SP:Iteration 44Q (654.664547 sec): 3 clusters Score: Raw -1671559.112322 + Penalty 3308.420285 = -1668250.692038 nChanged 161 SP:Iteration 45Q (654.713850 sec): 3 clusters Score: Raw -1671594.242383 + Penalty 3308.420285 = -1668285.822098 nChanged 149 SP:Iteration 46Q (654.762058 sec): 3 clusters Score: Raw -1671623.758672 + Penalty 3308.420285 = -1668315.338388 nChanged 125 SP:Iteration 47Q (654.810136 sec): 3 clusters Score: Raw -1671651.214955 + Penalty 3308.420285 = -1668342.794671 nChanged 149 SP:Iteration 48Q (654.857865 sec): 3 clusters Score: Raw -1671685.993294 + Penalty 3308.420285 = -1668377.573009 nChanged 134 SP:Iteration 49Q (654.906239 sec): 3 clusters Score: Raw -1671715.888998 + Penalty 3308.420285 = -1668407.468713 nChanged 143 SP:Iteration 50Q (654.953257 sec): 3 clusters Score: Raw -1671746.860880 + Penalty 3308.420285 = -1668438.440595 nChanged 135 SP:Iteration 51Q (655.000607 sec): 3 clusters Score: Raw -1671777.221778 + Penalty 3308.420285 = -1668468.801493 nChanged 133 SP:Iteration 52Q (655.047749 sec): 3 clusters Score: Raw -1671809.635909 + Penalty 3308.420285 = -1668501.215625 nChanged 122 SP:Iteration 53Q (655.094957 sec): 3 clusters Score: Raw -1671836.600439 + Penalty 3308.420285 = -1668528.180155 nChanged 115 SP:Iteration 54Q (655.142053 sec): 3 clusters Score: Raw -1671860.249676 + Penalty 3308.420285 = -1668551.829391 nChanged 126 SP:Iteration 55Q (655.188790 sec): 3 clusters Score: Raw -1671890.133317 + Penalty 3308.420285 = -1668581.713032 nChanged 125 SP:Iteration 56Q (655.236056 sec): 3 clusters Score: Raw -1671921.663878 + Penalty 3308.420285 = -1668613.243594 nChanged 130 SP:Iteration 57Q (655.281617 sec): 3 clusters Score: Raw -1671957.484214 + Penalty 3308.420285 = -1668649.063930 nChanged 127 SP:Iteration 58Q (655.339396 sec): 3 clusters Score: Raw -1671993.830721 + Penalty 3308.420285 = -1668685.410436 nChanged 133 SP:Iteration 59Q (655.405915 sec): 3 clusters Score: Raw -1672027.373661 + Penalty 3308.420285 = -1668718.953376 nChanged 130 SP:Iteration 60F (655.459951 sec): 3 clusters Score: Raw -1672059.319386 + Penalty 3308.420285 = -1668750.899101 nChanged 127 SP:Iteration 61Q (655.505380 sec): 3 clusters Score: Raw -1672089.223548 + Penalty 3308.420285 = -1668780.803263 nChanged 100 SP:Iteration 62Q (655.580594 sec): 3 clusters Score: Raw -1672112.719572 + Penalty 3308.420285 = -1668804.299287 nChanged 94 SP:Iteration 63Q (655.626167 sec): 3 clusters Score: Raw -1672135.561995 + Penalty 3308.420285 = -1668827.141710 nChanged 92 SP:Iteration 64Q (655.672368 sec): 3 clusters Score: Raw -1672161.642690 + Penalty 3308.420285 = -1668853.222405 nChanged 106 SP:Iteration 65Q (655.717664 sec): 3 clusters Score: Raw -1672192.111444 + Penalty 3308.420285 = -1668883.691159 nChanged 108 SP:Iteration 66Q (655.762522 sec): 3 clusters Score: Raw -1672221.317442 + Penalty 3308.420285 = -1668912.897157 nChanged 114 SP:Iteration 67Q (655.807523 sec): 3 clusters Score: Raw -1672251.392513 + Penalty 3308.420285 = -1668942.972228 nChanged 106 SP:Iteration 68Q (655.853706 sec): 3 clusters Score: Raw -1672282.072068 + Penalty 3308.420285 = -1668973.651784 nChanged 99 SP:Iteration 69Q (655.897103 sec): 3 clusters Score: Raw -1672308.619037 + Penalty 3308.420285 = -1669000.198752 nChanged 93 SP:Iteration 70Q (655.941810 sec): 3 clusters Score: Raw -1672334.426462 + Penalty 3308.420285 = -1669026.006177 nChanged 104 SP:Iteration 71Q (655.987107 sec): 3 clusters Score: Raw -1672367.068886 + Penalty 3308.420285 = -1669058.648602 nChanged 112 SP:Iteration 72Q (656.031326 sec): 3 clusters Score: Raw -1672403.150898 + Penalty 3308.420285 = -1669094.730613 nChanged 110 SP:Iteration 73Q (656.076159 sec): 3 clusters Score: Raw -1672439.475940 + Penalty 3308.420285 = -1669131.055655 nChanged 95 SP:Iteration 74Q (656.119359 sec): 3 clusters Score: Raw -1672469.780727 + Penalty 3308.420285 = -1669161.360443 nChanged 82 SP:Iteration 75Q (656.163111 sec): 3 clusters Score: Raw -1672496.934787 + Penalty 3308.420285 = -1669188.514503 nChanged 78 SP:Iteration 76Q (656.206742 sec): 3 clusters Score: Raw -1672522.542162 + Penalty 3308.420285 = -1669214.121878 nChanged 94 SP:Iteration 77Q (656.249936 sec): 3 clusters Score: Raw -1672559.076434 + Penalty 3308.420285 = -1669250.656149 nChanged 93 SP:Iteration 78Q (656.293058 sec): 3 clusters Score: Raw -1672593.190598 + Penalty 3308.420285 = -1669284.770314 nChanged 83 SP:Iteration 79Q (656.336147 sec): 3 clusters Score: Raw -1672624.928492 + Penalty 3308.420285 = -1669316.508207 nChanged 87 SP:Iteration 80F (656.389682 sec): 3 clusters Score: Raw -1672657.322330 + Penalty 3308.420285 = -1669348.902045 nChanged 74 SP:Iteration 81Q (656.432324 sec): 3 clusters Score: Raw -1672683.765317 + Penalty 3308.420285 = -1669375.345032 nChanged 66 SP:Iteration 82Q (656.474880 sec): 3 clusters Score: Raw -1672711.292789 + Penalty 3308.420285 = -1669402.872504 nChanged 65 SP:Iteration 83Q (656.516957 sec): 3 clusters Score: Raw -1672731.434984 + Penalty 3308.420285 = -1669423.014700 nChanged 45 SP:Iteration 84Q (656.559446 sec): 3 clusters Score: Raw -1672745.701078 + Penalty 3308.420285 = -1669437.280793 nChanged 35 SP:Iteration 85Q (656.601766 sec): 3 clusters Score: Raw -1672758.040874 + Penalty 3308.420285 = -1669449.620590 nChanged 43 SP:Iteration 86Q (656.647094 sec): 3 clusters Score: Raw -1672769.087391 + Penalty 3308.420285 = -1669460.667106 nChanged 30 SP:Iteration 87Q (656.688911 sec): 3 clusters Score: Raw -1672777.602255 + Penalty 3308.420285 = -1669469.181970 nChanged 24 SP:Iteration 88Q (656.731169 sec): 3 clusters Score: Raw -1672785.239996 + Penalty 3308.420285 = -1669476.819711 nChanged 31 SP:Iteration 89Q (656.773001 sec): 3 clusters Score: Raw -1672793.405226 + Penalty 3308.420285 = -1669484.984942 nChanged 26 SP:Iteration 90Q (656.814962 sec): 3 clusters Score: Raw -1672802.261237 + Penalty 3308.420285 = -1669493.840953 nChanged 26 SP:Iteration 91Q (656.857080 sec): 3 clusters Score: Raw -1672809.691743 + Penalty 3308.420285 = -1669501.271458 nChanged 25 SP:Iteration 92Q (656.898833 sec): 3 clusters Score: Raw -1672816.464157 + Penalty 3308.420285 = -1669508.043872 nChanged 16 SP:Iteration 93Q (656.940746 sec): 3 clusters Score: Raw -1672821.400412 + Penalty 3308.420285 = -1669512.980127 nChanged 19 SP:Iteration 94Q (656.982435 sec): 3 clusters Score: Raw -1672827.352702 + Penalty 3308.420285 = -1669518.932418 nChanged 17 SP:Iteration 95Q (657.024288 sec): 3 clusters Score: Raw -1672832.783327 + Penalty 3308.420285 = -1669524.363042 nChanged 14 SP:Iteration 96Q (657.066298 sec): 3 clusters Score: Raw -1672836.460769 + Penalty 3308.420285 = -1669528.040485 nChanged 13 SP:Iteration 97Q (657.109818 sec): 3 clusters Score: Raw -1672840.443090 + Penalty 3308.420285 = -1669532.022805 nChanged 13 SP:Iteration 98Q (657.151235 sec): 3 clusters Score: Raw -1672844.356766 + Penalty 3308.420285 = -1669535.936481 nChanged 8 SP:Iteration 99Q (657.193666 sec): 3 clusters Score: Raw -1672846.597073 + Penalty 3308.420285 = -1669538.176788 nChanged 7 SP:Iteration 100F (657.247140 sec): 3 clusters Score: Raw -1672848.126968 + Penalty 3308.420285 = -1669539.706683 nChanged 7 SP:Iteration 101Q (657.288926 sec): 3 clusters Score: Raw -1672849.903168 + Penalty 3308.420285 = -1669541.482884 nChanged 15 SP:Iteration 102Q (657.330612 sec): 3 clusters Score: Raw -1672853.940582 + Penalty 3308.420285 = -1669545.520297 nChanged 19 SP:Iteration 103Q (657.372458 sec): 3 clusters Score: Raw -1672859.543807 + Penalty 3308.420285 = -1669551.123523 nChanged 17 SP:Iteration 104Q (657.414083 sec): 3 clusters Score: Raw -1672864.882683 + Penalty 3308.420285 = -1669556.462399 nChanged 19 SP:Iteration 105Q (657.457046 sec): 3 clusters Score: Raw -1672871.825812 + Penalty 3308.420285 = -1669563.405528 nChanged 20 SP:Iteration 106Q (657.497987 sec): 3 clusters Score: Raw -1672878.304858 + Penalty 3308.420285 = -1669569.884573 nChanged 18 SP:Iteration 107Q (657.539677 sec): 3 clusters Score: Raw -1672882.558035 + Penalty 3308.420285 = -1669574.137750 nChanged 10 SP:Iteration 108Q (657.581142 sec): 3 clusters Score: Raw -1672884.921697 + Penalty 3308.420285 = -1669576.501413 nChanged 9 SP:Iteration 109Q (657.622612 sec): 3 clusters Score: Raw -1672887.404270 + Penalty 3308.420285 = -1669578.983986 nChanged 8 SP:Iteration 110Q (657.664147 sec): 3 clusters Score: Raw -1672890.033692 + Penalty 3308.420285 = -1669581.613408 nChanged 6 SP:Iteration 111Q (657.705795 sec): 3 clusters Score: Raw -1672891.784568 + Penalty 3308.420285 = -1669583.364284 nChanged 7 SP:Iteration 112Q (657.747426 sec): 3 clusters Score: Raw -1672894.693338 + Penalty 3308.420285 = -1669586.273053 nChanged 4 SP:Iteration 113Q (657.788793 sec): 3 clusters Score: Raw -1672895.615573 + Penalty 3308.420285 = -1669587.195288 nChanged 3 SP:Iteration 114Q (657.830264 sec): 3 clusters Score: Raw -1672895.912486 + Penalty 3308.420285 = -1669587.492201 nChanged 0 SP:Iteration 115F (657.883205 sec): 3 clusters Score: Raw -1672895.912486 + Penalty 3308.420285 = -1669587.492201 nChanged 0 Trying to split cluster 8 (8077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (657.903013 sec): 2 clusters Score: Raw -520178.584400 + Penalty 1461.976067 = -518716.608333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (657.929733 sec): 3 clusters Score: Raw -515699.579103 + Penalty 2923.952134 = -512775.626970 nChanged 3488 SP:Iteration 1F (657.955629 sec): 3 clusters Score: Raw -517506.085528 + Penalty 2923.952134 = -514582.133394 nChanged 507 SP:Iteration 2F (657.981183 sec): 3 clusters Score: Raw -517737.409283 + Penalty 2923.952134 = -514813.457150 nChanged 437 SP:Iteration 3F (658.007204 sec): 3 clusters Score: Raw -517927.526074 + Penalty 2923.952134 = -515003.573940 nChanged 367 SP:Iteration 4Q (658.033170 sec): 3 clusters Score: Raw -518113.962734 + Penalty 2923.952134 = -515190.010601 nChanged 366 SP:Iteration 5Q (658.059252 sec): 3 clusters Score: Raw -518321.657329 + Penalty 2923.952134 = -515397.705195 nChanged 390 SP:Iteration 6Q (658.085270 sec): 3 clusters Score: Raw -518555.536585 + Penalty 2923.952134 = -515631.584451 nChanged 396 SP:Iteration 7Q (658.111317 sec): 3 clusters Score: Raw -518815.918921 + Penalty 2923.952134 = -515891.966787 nChanged 419 SP:Iteration 8F (658.137079 sec): 3 clusters Score: Raw -519074.121572 + Penalty 2923.952134 = -516150.169438 nChanged 392 SP:Iteration 9Q (658.162967 sec): 3 clusters Score: Raw -519310.600024 + Penalty 2923.952134 = -516386.647890 nChanged 364 SP:Iteration 10Q (658.189004 sec): 3 clusters Score: Raw -519556.511576 + Penalty 2923.952134 = -516632.559443 nChanged 360 SP:Iteration 11Q (658.215140 sec): 3 clusters Score: Raw -519762.707401 + Penalty 2923.952134 = -516838.755268 nChanged 291 SP:Iteration 12Q (658.241009 sec): 3 clusters Score: Raw -519906.686913 + Penalty 2923.952134 = -516982.734780 nChanged 228 SP:Iteration 13Q (658.266709 sec): 3 clusters Score: Raw -520000.345643 + Penalty 2923.952134 = -517076.393509 nChanged 172 SP:Iteration 14Q (658.292936 sec): 3 clusters Score: Raw -520059.665881 + Penalty 2923.952134 = -517135.713748 nChanged 149 SP:Iteration 15Q (658.318675 sec): 3 clusters Score: Raw -520111.578849 + Penalty 2923.952134 = -517187.626716 nChanged 118 SP:Iteration 16Q (658.344356 sec): 3 clusters Score: Raw -520147.664893 + Penalty 2923.952134 = -517223.712759 nChanged 91 SP:Iteration 17Q (658.370087 sec): 3 clusters Score: Raw -520172.153271 + Penalty 2923.952134 = -517248.201137 nChanged 85 SP:Iteration 18Q (658.395843 sec): 3 clusters Score: Raw -520192.095145 + Penalty 2923.952134 = -517268.143011 nChanged 74 SP:Iteration 19Q (658.421643 sec): 3 clusters Score: Raw -520208.887719 + Penalty 2923.952134 = -517284.935586 nChanged 60 SP:Iteration 20F (658.447539 sec): 3 clusters Score: Raw -520221.060994 + Penalty 2923.952134 = -517297.108861 nChanged 54 SP:Iteration 21Q (658.473168 sec): 3 clusters Score: Raw -520232.577437 + Penalty 2923.952134 = -517308.625303 nChanged 50 SP:Iteration 22Q (658.498749 sec): 3 clusters Score: Raw -520243.874683 + Penalty 2923.952134 = -517319.922550 nChanged 56 SP:Iteration 23Q (658.524575 sec): 3 clusters Score: Raw -520256.529636 + Penalty 2923.952134 = -517332.577502 nChanged 58 SP:Iteration 24Q (658.550259 sec): 3 clusters Score: Raw -520268.329617 + Penalty 2923.952134 = -517344.377484 nChanged 48 SP:Iteration 25Q (658.576037 sec): 3 clusters Score: Raw -520276.945561 + Penalty 2923.952134 = -517352.993427 nChanged 37 SP:Iteration 26Q (658.601967 sec): 3 clusters Score: Raw -520283.530225 + Penalty 2923.952134 = -517359.578092 nChanged 47 SP:Iteration 27Q (658.627640 sec): 3 clusters Score: Raw -520292.640635 + Penalty 2923.952134 = -517368.688501 nChanged 43 SP:Iteration 28Q (658.653414 sec): 3 clusters Score: Raw -520300.269785 + Penalty 2923.952134 = -517376.317652 nChanged 43 SP:Iteration 29Q (658.679359 sec): 3 clusters Score: Raw -520309.119770 + Penalty 2923.952134 = -517385.167637 nChanged 46 SP:Iteration 30Q (658.705102 sec): 3 clusters Score: Raw -520317.909676 + Penalty 2923.952134 = -517393.957543 nChanged 41 SP:Iteration 31Q (658.730762 sec): 3 clusters Score: Raw -520324.722267 + Penalty 2923.952134 = -517400.770134 nChanged 41 SP:Iteration 32Q (658.756443 sec): 3 clusters Score: Raw -520330.363819 + Penalty 2923.952134 = -517406.411685 nChanged 30 SP:Iteration 33Q (658.782159 sec): 3 clusters Score: Raw -520334.673515 + Penalty 2923.952134 = -517410.721382 nChanged 28 SP:Iteration 34Q (658.808727 sec): 3 clusters Score: Raw -520338.429176 + Penalty 2923.952134 = -517414.477043 nChanged 28 SP:Iteration 35Q (658.834254 sec): 3 clusters Score: Raw -520342.299201 + Penalty 2923.952134 = -517418.347067 nChanged 24 SP:Iteration 36Q (658.859776 sec): 3 clusters Score: Raw -520345.633620 + Penalty 2923.952134 = -517421.681486 nChanged 22 SP:Iteration 37Q (658.885330 sec): 3 clusters Score: Raw -520348.195848 + Penalty 2923.952134 = -517424.243714 nChanged 18 SP:Iteration 38Q (658.910965 sec): 3 clusters Score: Raw -520350.440262 + Penalty 2923.952134 = -517426.488128 nChanged 12 SP:Iteration 39Q (658.936414 sec): 3 clusters Score: Raw -520352.349339 + Penalty 2923.952134 = -517428.397205 nChanged 14 SP:Iteration 40F (658.962672 sec): 3 clusters Score: Raw -520354.491933 + Penalty 2923.952134 = -517430.539799 nChanged 21 SP:Iteration 41Q (658.988112 sec): 3 clusters Score: Raw -520357.705721 + Penalty 2923.952134 = -517433.753587 nChanged 21 SP:Iteration 42Q (659.013798 sec): 3 clusters Score: Raw -520360.802686 + Penalty 2923.952134 = -517436.850552 nChanged 19 SP:Iteration 43Q (659.039333 sec): 3 clusters Score: Raw -520363.210665 + Penalty 2923.952134 = -517439.258531 nChanged 14 SP:Iteration 44Q (659.064948 sec): 3 clusters Score: Raw -520365.713515 + Penalty 2923.952134 = -517441.761381 nChanged 20 SP:Iteration 45Q (659.090782 sec): 3 clusters Score: Raw -520368.724592 + Penalty 2923.952134 = -517444.772458 nChanged 17 SP:Iteration 46Q (659.116488 sec): 3 clusters Score: Raw -520371.256411 + Penalty 2923.952134 = -517447.304278 nChanged 19 SP:Iteration 47Q (659.142124 sec): 3 clusters Score: Raw -520373.914036 + Penalty 2923.952134 = -517449.961903 nChanged 21 SP:Iteration 48Q (659.167673 sec): 3 clusters Score: Raw -520377.086306 + Penalty 2923.952134 = -517453.134172 nChanged 18 SP:Iteration 49Q (659.193088 sec): 3 clusters Score: Raw -520379.324870 + Penalty 2923.952134 = -517455.372736 nChanged 14 SP:Iteration 50Q (659.218951 sec): 3 clusters Score: Raw -520381.093220 + Penalty 2923.952134 = -517457.141087 nChanged 14 SP:Iteration 51Q (659.244612 sec): 3 clusters Score: Raw -520382.697870 + Penalty 2923.952134 = -517458.745736 nChanged 16 SP:Iteration 52Q (659.270083 sec): 3 clusters Score: Raw -520385.139982 + Penalty 2923.952134 = -517461.187849 nChanged 15 SP:Iteration 53Q (659.295636 sec): 3 clusters Score: Raw -520387.436896 + Penalty 2923.952134 = -517463.484763 nChanged 15 SP:Iteration 54Q (659.323245 sec): 3 clusters Score: Raw -520389.721878 + Penalty 2923.952134 = -517465.769745 nChanged 14 SP:Iteration 55Q (659.371948 sec): 3 clusters Score: Raw -520391.716177 + Penalty 2923.952134 = -517467.764044 nChanged 13 SP:Iteration 56Q (659.397208 sec): 3 clusters Score: Raw -520394.419999 + Penalty 2923.952134 = -517470.467865 nChanged 20 SP:Iteration 57Q (659.422752 sec): 3 clusters Score: Raw -520398.561501 + Penalty 2923.952134 = -517474.609367 nChanged 26 SP:Iteration 58Q (659.448142 sec): 3 clusters Score: Raw -520404.351082 + Penalty 2923.952134 = -517480.398949 nChanged 24 SP:Iteration 59Q (659.473680 sec): 3 clusters Score: Raw -520408.376483 + Penalty 2923.952134 = -517484.424349 nChanged 17 SP:Iteration 60F (659.499414 sec): 3 clusters Score: Raw -520411.355792 + Penalty 2923.952134 = -517487.403659 nChanged 16 SP:Iteration 61Q (659.527083 sec): 3 clusters Score: Raw -520414.036733 + Penalty 2923.952134 = -517490.084600 nChanged 15 SP:Iteration 62Q (659.552532 sec): 3 clusters Score: Raw -520416.466388 + Penalty 2923.952134 = -517492.514254 nChanged 15 SP:Iteration 63Q (659.577941 sec): 3 clusters Score: Raw -520418.047136 + Penalty 2923.952134 = -517494.095003 nChanged 8 SP:Iteration 64Q (659.603406 sec): 3 clusters Score: Raw -520418.699428 + Penalty 2923.952134 = -517494.747295 nChanged 6 SP:Iteration 65Q (659.629004 sec): 3 clusters Score: Raw -520419.384653 + Penalty 2923.952134 = -517495.432519 nChanged 8 SP:Iteration 66Q (659.654483 sec): 3 clusters Score: Raw -520420.404066 + Penalty 2923.952134 = -517496.451933 nChanged 9 SP:Iteration 67Q (659.680155 sec): 3 clusters Score: Raw -520421.634278 + Penalty 2923.952134 = -517497.682144 nChanged 11 SP:Iteration 68Q (659.705791 sec): 3 clusters Score: Raw -520423.336189 + Penalty 2923.952134 = -517499.384056 nChanged 10 SP:Iteration 69Q (659.734571 sec): 3 clusters Score: Raw -520424.795477 + Penalty 2923.952134 = -517500.843343 nChanged 8 SP:Iteration 70Q (659.760152 sec): 3 clusters Score: Raw -520425.780575 + Penalty 2923.952134 = -517501.828441 nChanged 6 SP:Iteration 71Q (659.785600 sec): 3 clusters Score: Raw -520426.824999 + Penalty 2923.952134 = -517502.872865 nChanged 6 SP:Iteration 72Q (659.810960 sec): 3 clusters Score: Raw -520427.807484 + Penalty 2923.952134 = -517503.855350 nChanged 4 SP:Iteration 73Q (659.836847 sec): 3 clusters Score: Raw -520428.173962 + Penalty 2923.952134 = -517504.221828 nChanged 2 SP:Iteration 74Q (659.862189 sec): 3 clusters Score: Raw -520428.305689 + Penalty 2923.952134 = -517504.353555 nChanged 2 SP:Iteration 75Q (659.887685 sec): 3 clusters Score: Raw -520428.460776 + Penalty 2923.952134 = -517504.508643 nChanged 0 SP:Iteration 76F (659.912867 sec): 3 clusters Score: Raw -520428.460776 + Penalty 2923.952134 = -517504.508643 nChanged 0 Trying to split cluster 9 (41786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.980289 sec): 2 clusters Score: Raw -2817030.451962 + Penalty 1729.051453 = -2815301.400509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (660.064983 sec): 3 clusters Score: Raw -2790857.583560 + Penalty 3458.102906 = -2787399.480653 nChanged 19489 SP:Iteration 1F (660.144704 sec): 3 clusters Score: Raw -2802450.929649 + Penalty 3458.102906 = -2798992.826743 nChanged 2373 SP:Iteration 2F (660.225992 sec): 3 clusters Score: Raw -2803675.205407 + Penalty 3458.102906 = -2800217.102501 nChanged 2644 SP:Iteration 3F (660.306978 sec): 3 clusters Score: Raw -2805419.371846 + Penalty 3458.102906 = -2801961.268940 nChanged 3021 SP:Iteration 4F (660.385711 sec): 3 clusters Score: Raw -2807749.398217 + Penalty 3458.102906 = -2804291.295311 nChanged 3105 SP:Iteration 5F (660.465275 sec): 3 clusters Score: Raw -2810309.831047 + Penalty 3458.102906 = -2806851.728141 nChanged 2832 SP:Iteration 6F (660.545028 sec): 3 clusters Score: Raw -2812474.142583 + Penalty 3458.102906 = -2809016.039677 nChanged 2238 SP:Iteration 7F (660.624484 sec): 3 clusters Score: Raw -2814002.404705 + Penalty 3458.102906 = -2810544.301799 nChanged 1714 SP:Iteration 8Q (660.705091 sec): 3 clusters Score: Raw -2814906.217475 + Penalty 3458.102906 = -2811448.114569 nChanged 1177 SP:Iteration 9Q (660.782850 sec): 3 clusters Score: Raw -2815383.122570 + Penalty 3458.102906 = -2811925.019664 nChanged 829 SP:Iteration 10Q (660.859696 sec): 3 clusters Score: Raw -2815663.570686 + Penalty 3458.102906 = -2812205.467780 nChanged 607 SP:Iteration 11Q (660.935759 sec): 3 clusters Score: Raw -2815833.064371 + Penalty 3458.102906 = -2812374.961465 nChanged 502 SP:Iteration 12Q (661.011455 sec): 3 clusters Score: Raw -2815988.505062 + Penalty 3458.102906 = -2812530.402155 nChanged 506 SP:Iteration 13Q (661.086797 sec): 3 clusters Score: Raw -2816161.834748 + Penalty 3458.102906 = -2812703.731842 nChanged 545 SP:Iteration 14Q (661.174894 sec): 3 clusters Score: Raw -2816347.697667 + Penalty 3458.102906 = -2812889.594761 nChanged 555 SP:Iteration 15Q (661.270765 sec): 3 clusters Score: Raw -2816551.432592 + Penalty 3458.102906 = -2813093.329686 nChanged 566 SP:Iteration 16Q (661.345105 sec): 3 clusters Score: Raw -2816769.930147 + Penalty 3458.102906 = -2813311.827241 nChanged 589 SP:Iteration 17Q (661.420012 sec): 3 clusters Score: Raw -2817000.493800 + Penalty 3458.102906 = -2813542.390894 nChanged 567 SP:Iteration 18Q (661.494811 sec): 3 clusters Score: Raw -2817217.581365 + Penalty 3458.102906 = -2813759.478459 nChanged 598 SP:Iteration 19Q (661.568767 sec): 3 clusters Score: Raw -2817435.067168 + Penalty 3458.102906 = -2813976.964262 nChanged 546 SP:Iteration 20F (661.647529 sec): 3 clusters Score: Raw -2817638.087116 + Penalty 3458.102906 = -2814179.984210 nChanged 553 SP:Iteration 21Q (661.722823 sec): 3 clusters Score: Raw -2817828.398073 + Penalty 3458.102906 = -2814370.295167 nChanged 501 SP:Iteration 22Q (661.797606 sec): 3 clusters Score: Raw -2817972.823828 + Penalty 3458.102906 = -2814514.720922 nChanged 418 SP:Iteration 23Q (661.872348 sec): 3 clusters Score: Raw -2818075.078813 + Penalty 3458.102906 = -2814616.975907 nChanged 352 SP:Iteration 24Q (661.946046 sec): 3 clusters Score: Raw -2818151.837468 + Penalty 3458.102906 = -2814693.734562 nChanged 306 SP:Iteration 25Q (662.020611 sec): 3 clusters Score: Raw -2818210.296731 + Penalty 3458.102906 = -2814752.193824 nChanged 264 SP:Iteration 26Q (662.094246 sec): 3 clusters Score: Raw -2818251.049463 + Penalty 3458.102906 = -2814792.946557 nChanged 210 SP:Iteration 27Q (662.168459 sec): 3 clusters Score: Raw -2818277.414232 + Penalty 3458.102906 = -2814819.311326 nChanged 187 SP:Iteration 28Q (662.242543 sec): 3 clusters Score: Raw -2818299.271435 + Penalty 3458.102906 = -2814841.168529 nChanged 171 SP:Iteration 29Q (662.316177 sec): 3 clusters Score: Raw -2818317.244805 + Penalty 3458.102906 = -2814859.141899 nChanged 144 SP:Iteration 30Q (662.390023 sec): 3 clusters Score: Raw -2818330.066105 + Penalty 3458.102906 = -2814871.963199 nChanged 128 SP:Iteration 31Q (662.463407 sec): 3 clusters Score: Raw -2818340.083146 + Penalty 3458.102906 = -2814881.980240 nChanged 92 SP:Iteration 32Q (662.537433 sec): 3 clusters Score: Raw -2818346.410013 + Penalty 3458.102906 = -2814888.307107 nChanged 98 SP:Iteration 33Q (662.610823 sec): 3 clusters Score: Raw -2818353.018914 + Penalty 3458.102906 = -2814894.916008 nChanged 73 SP:Iteration 34Q (662.684325 sec): 3 clusters Score: Raw -2818357.520122 + Penalty 3458.102906 = -2814899.417216 nChanged 70 SP:Iteration 35Q (662.757957 sec): 3 clusters Score: Raw -2818361.572603 + Penalty 3458.102906 = -2814903.469697 nChanged 63 SP:Iteration 36Q (662.832406 sec): 3 clusters Score: Raw -2818364.652890 + Penalty 3458.102906 = -2814906.549984 nChanged 48 SP:Iteration 37Q (662.905776 sec): 3 clusters Score: Raw -2818366.741508 + Penalty 3458.102906 = -2814908.638602 nChanged 43 SP:Iteration 38Q (662.980649 sec): 3 clusters Score: Raw -2818369.176182 + Penalty 3458.102906 = -2814911.073276 nChanged 47 SP:Iteration 39Q (663.053801 sec): 3 clusters Score: Raw -2818371.618194 + Penalty 3458.102906 = -2814913.515288 nChanged 44 SP:Iteration 40F (663.133932 sec): 3 clusters Score: Raw -2818374.022496 + Penalty 3458.102906 = -2814915.919590 nChanged 42 SP:Iteration 41Q (663.209848 sec): 3 clusters Score: Raw -2818375.865121 + Penalty 3458.102906 = -2814917.762215 nChanged 32 SP:Iteration 42Q (663.285287 sec): 3 clusters Score: Raw -2818376.858375 + Penalty 3458.102906 = -2814918.755469 nChanged 21 SP:Iteration 43Q (663.361077 sec): 3 clusters Score: Raw -2818377.573230 + Penalty 3458.102906 = -2814919.470324 nChanged 15 SP:Iteration 44Q (663.443360 sec): 3 clusters Score: Raw -2818378.072227 + Penalty 3458.102906 = -2814919.969321 nChanged 16 SP:Iteration 45Q (663.520877 sec): 3 clusters Score: Raw -2818378.760865 + Penalty 3458.102906 = -2814920.657959 nChanged 12 SP:Iteration 46Q (663.596502 sec): 3 clusters Score: Raw -2818379.112975 + Penalty 3458.102906 = -2814921.010069 nChanged 10 SP:Iteration 47Q (663.672452 sec): 3 clusters Score: Raw -2818379.464230 + Penalty 3458.102906 = -2814921.361324 nChanged 11 SP:Iteration 48Q (663.753419 sec): 3 clusters Score: Raw -2818379.938356 + Penalty 3458.102906 = -2814921.835450 nChanged 7 SP:Iteration 49Q (663.829643 sec): 3 clusters Score: Raw -2818380.120155 + Penalty 3458.102906 = -2814922.017249 nChanged 7 SP:Iteration 50Q (663.907727 sec): 3 clusters Score: Raw -2818380.345067 + Penalty 3458.102906 = -2814922.242161 nChanged 8 SP:Iteration 51Q (663.992860 sec): 3 clusters Score: Raw -2818380.663984 + Penalty 3458.102906 = -2814922.561078 nChanged 8 SP:Iteration 52Q (664.069324 sec): 3 clusters Score: Raw -2818380.911234 + Penalty 3458.102906 = -2814922.808328 nChanged 8 SP:Iteration 53Q (664.145096 sec): 3 clusters Score: Raw -2818381.204660 + Penalty 3458.102906 = -2814923.101754 nChanged 6 SP:Iteration 54Q (664.222311 sec): 3 clusters Score: Raw -2818381.516686 + Penalty 3458.102906 = -2814923.413780 nChanged 3 SP:Iteration 55Q (664.297688 sec): 3 clusters Score: Raw -2818381.628717 + Penalty 3458.102906 = -2814923.525811 nChanged 2 SP:Iteration 56Q (664.372805 sec): 3 clusters Score: Raw -2818381.690409 + Penalty 3458.102906 = -2814923.587503 nChanged 3 SP:Iteration 57Q (664.449258 sec): 3 clusters Score: Raw -2818381.743425 + Penalty 3458.102906 = -2814923.640519 nChanged 2 SP:Iteration 58Q (664.524761 sec): 3 clusters Score: Raw -2818381.835940 + Penalty 3458.102906 = -2814923.733033 nChanged 1 SP:Iteration 59Q (664.618549 sec): 3 clusters Score: Raw -2818381.862892 + Penalty 3458.102906 = -2814923.759986 nChanged 1 SP:Iteration 60F (664.697662 sec): 3 clusters Score: Raw -2818381.886497 + Penalty 3458.102906 = -2814923.783590 nChanged 0 Trying to split cluster 10 (4926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (664.708547 sec): 2 clusters Score: Raw -328917.405135 + Penalty 1381.620919 = -327535.784216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (664.729256 sec): 3 clusters Score: Raw -326387.115879 + Penalty 2763.241838 = -323623.874041 nChanged 1982 SP:Iteration 1F (664.749978 sec): 3 clusters Score: Raw -327483.541639 + Penalty 2763.241838 = -324720.299801 nChanged 371 SP:Iteration 2F (664.770943 sec): 3 clusters Score: Raw -327733.601281 + Penalty 2763.241838 = -324970.359443 nChanged 316 SP:Iteration 3F (664.792213 sec): 3 clusters Score: Raw -327921.171922 + Penalty 2763.241838 = -325157.930084 nChanged 262 SP:Iteration 4F (664.812552 sec): 3 clusters Score: Raw -328065.895232 + Penalty 2763.241838 = -325302.653394 nChanged 216 SP:Iteration 5Q (664.840922 sec): 3 clusters Score: Raw -328174.175628 + Penalty 2763.241838 = -325410.933789 nChanged 173 SP:Iteration 6Q (664.861823 sec): 3 clusters Score: Raw -328259.051980 + Penalty 2763.241838 = -325495.810141 nChanged 149 SP:Iteration 7Q (664.882881 sec): 3 clusters Score: Raw -328325.300375 + Penalty 2763.241838 = -325562.058537 nChanged 124 SP:Iteration 8Q (664.903971 sec): 3 clusters Score: Raw -328385.248626 + Penalty 2763.241838 = -325622.006788 nChanged 125 SP:Iteration 9Q (664.924411 sec): 3 clusters Score: Raw -328439.725262 + Penalty 2763.241838 = -325676.483424 nChanged 112 SP:Iteration 10Q (664.945376 sec): 3 clusters Score: Raw -328494.188826 + Penalty 2763.241838 = -325730.946988 nChanged 116 SP:Iteration 11Q (664.967141 sec): 3 clusters Score: Raw -328552.367512 + Penalty 2763.241838 = -325789.125674 nChanged 106 SP:Iteration 12Q (664.987856 sec): 3 clusters Score: Raw -328600.538653 + Penalty 2763.241838 = -325837.296815 nChanged 108 SP:Iteration 13Q (665.008667 sec): 3 clusters Score: Raw -328649.676252 + Penalty 2763.241838 = -325886.434414 nChanged 122 SP:Iteration 14Q (665.029677 sec): 3 clusters Score: Raw -328714.772817 + Penalty 2763.241838 = -325951.530979 nChanged 125 SP:Iteration 15Q (665.049963 sec): 3 clusters Score: Raw -328773.890684 + Penalty 2763.241838 = -326010.648846 nChanged 99 SP:Iteration 16Q (665.072603 sec): 3 clusters Score: Raw -328815.324954 + Penalty 2763.241838 = -326052.083116 nChanged 88 SP:Iteration 17Q (665.093348 sec): 3 clusters Score: Raw -328858.873760 + Penalty 2763.241838 = -326095.631922 nChanged 81 SP:Iteration 18Q (665.114268 sec): 3 clusters Score: Raw -328900.038834 + Penalty 2763.241838 = -326136.796996 nChanged 84 SP:Iteration 19Q (665.135302 sec): 3 clusters Score: Raw -328948.256237 + Penalty 2763.241838 = -326185.014399 nChanged 75 SP:Iteration 20F (665.155981 sec): 3 clusters Score: Raw -328984.252005 + Penalty 2763.241838 = -326221.010167 nChanged 57 SP:Iteration 21Q (665.176835 sec): 3 clusters Score: Raw -329007.316949 + Penalty 2763.241838 = -326244.075111 nChanged 38 SP:Iteration 22Q (665.197154 sec): 3 clusters Score: Raw -329020.474254 + Penalty 2763.241838 = -326257.232416 nChanged 28 SP:Iteration 23Q (665.217864 sec): 3 clusters Score: Raw -329031.374958 + Penalty 2763.241838 = -326268.133120 nChanged 32 SP:Iteration 24Q (665.238709 sec): 3 clusters Score: Raw -329043.624033 + Penalty 2763.241838 = -326280.382195 nChanged 27 SP:Iteration 25Q (665.259381 sec): 3 clusters Score: Raw -329056.399623 + Penalty 2763.241838 = -326293.157785 nChanged 33 SP:Iteration 26Q (665.279684 sec): 3 clusters Score: Raw -329072.888504 + Penalty 2763.241838 = -326309.646666 nChanged 32 SP:Iteration 27Q (665.300600 sec): 3 clusters Score: Raw -329087.750303 + Penalty 2763.241838 = -326324.508465 nChanged 25 SP:Iteration 28Q (665.320696 sec): 3 clusters Score: Raw -329101.530348 + Penalty 2763.241838 = -326338.288509 nChanged 33 SP:Iteration 29Q (665.341348 sec): 3 clusters Score: Raw -329116.950151 + Penalty 2763.241838 = -326353.708313 nChanged 24 SP:Iteration 30Q (665.362072 sec): 3 clusters Score: Raw -329129.278063 + Penalty 2763.241838 = -326366.036225 nChanged 28 SP:Iteration 31Q (665.382725 sec): 3 clusters Score: Raw -329145.397418 + Penalty 2763.241838 = -326382.155580 nChanged 26 SP:Iteration 32Q (665.402870 sec): 3 clusters Score: Raw -329160.785780 + Penalty 2763.241838 = -326397.543942 nChanged 19 SP:Iteration 33Q (665.423353 sec): 3 clusters Score: Raw -329172.047980 + Penalty 2763.241838 = -326408.806142 nChanged 20 SP:Iteration 34Q (665.443391 sec): 3 clusters Score: Raw -329182.427885 + Penalty 2763.241838 = -326419.186047 nChanged 10 SP:Iteration 35Q (665.463912 sec): 3 clusters Score: Raw -329186.641906 + Penalty 2763.241838 = -326423.400068 nChanged 6 SP:Iteration 36Q (665.484325 sec): 3 clusters Score: Raw -329188.643561 + Penalty 2763.241838 = -326425.401723 nChanged 1 SP:Iteration 37Q (665.507677 sec): 3 clusters Score: Raw -329189.342860 + Penalty 2763.241838 = -326426.101022 nChanged 1 SP:Iteration 38Q (665.528180 sec): 3 clusters Score: Raw -329190.020563 + Penalty 2763.241838 = -326426.778725 nChanged 3 SP:Iteration 39Q (665.552104 sec): 3 clusters Score: Raw -329190.766731 + Penalty 2763.241838 = -326427.524893 nChanged 0 SP:Iteration 40F (665.573019 sec): 3 clusters Score: Raw -329190.766731 + Penalty 2763.241838 = -326427.524893 nChanged 0 Trying to split cluster 11 (7356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (665.594356 sec): 2 clusters Score: Raw -471062.780668 + Penalty 1446.781633 = -469615.999036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (665.619130 sec): 3 clusters Score: Raw -467119.966597 + Penalty 2893.563265 = -464226.403331 nChanged 3038 SP:Iteration 1F (665.646843 sec): 3 clusters Score: Raw -468667.997254 + Penalty 2893.563265 = -465774.433989 nChanged 462 SP:Iteration 2F (665.670595 sec): 3 clusters Score: Raw -468894.618705 + Penalty 2893.563265 = -466001.055440 nChanged 434 SP:Iteration 3F (665.694285 sec): 3 clusters Score: Raw -469108.746141 + Penalty 2893.563265 = -466215.182876 nChanged 356 SP:Iteration 4Q (665.718446 sec): 3 clusters Score: Raw -469292.642197 + Penalty 2893.563265 = -466399.078931 nChanged 343 SP:Iteration 5Q (665.742370 sec): 3 clusters Score: Raw -469487.158999 + Penalty 2893.563265 = -466593.595734 nChanged 324 SP:Iteration 6Q (665.766108 sec): 3 clusters Score: Raw -469683.562972 + Penalty 2893.563265 = -466789.999707 nChanged 342 SP:Iteration 7Q (665.789891 sec): 3 clusters Score: Raw -469929.106647 + Penalty 2893.563265 = -467035.543381 nChanged 354 SP:Iteration 8Q (665.817435 sec): 3 clusters Score: Raw -470167.995054 + Penalty 2893.563265 = -467274.431789 nChanged 325 SP:Iteration 9Q (665.841566 sec): 3 clusters Score: Raw -470393.088761 + Penalty 2893.563265 = -467499.525495 nChanged 330 SP:Iteration 10Q (665.865230 sec): 3 clusters Score: Raw -470621.189919 + Penalty 2893.563265 = -467727.626654 nChanged 279 SP:Iteration 11Q (665.888909 sec): 3 clusters Score: Raw -470787.627737 + Penalty 2893.563265 = -467894.064472 nChanged 240 SP:Iteration 12Q (665.912775 sec): 3 clusters Score: Raw -470935.539307 + Penalty 2893.563265 = -468041.976042 nChanged 208 SP:Iteration 13Q (665.936196 sec): 3 clusters Score: Raw -471066.269481 + Penalty 2893.563265 = -468172.706215 nChanged 198 SP:Iteration 14Q (665.961577 sec): 3 clusters Score: Raw -471176.903622 + Penalty 2893.563265 = -468283.340357 nChanged 165 SP:Iteration 15Q (665.985015 sec): 3 clusters Score: Raw -471273.846100 + Penalty 2893.563265 = -468380.282834 nChanged 158 SP:Iteration 16Q (666.008413 sec): 3 clusters Score: Raw -471389.542919 + Penalty 2893.563265 = -468495.979653 nChanged 149 SP:Iteration 17Q (666.031737 sec): 3 clusters Score: Raw -471494.233558 + Penalty 2893.563265 = -468600.670293 nChanged 151 SP:Iteration 18Q (666.054968 sec): 3 clusters Score: Raw -471593.380504 + Penalty 2893.563265 = -468699.817239 nChanged 150 SP:Iteration 19Q (666.078065 sec): 3 clusters Score: Raw -471686.116378 + Penalty 2893.563265 = -468792.553113 nChanged 131 SP:Iteration 20F (666.102158 sec): 3 clusters Score: Raw -471766.645654 + Penalty 2893.563265 = -468873.082388 nChanged 122 SP:Iteration 21Q (666.125177 sec): 3 clusters Score: Raw -471832.180771 + Penalty 2893.563265 = -468938.617506 nChanged 91 SP:Iteration 22Q (666.184570 sec): 3 clusters Score: Raw -471870.920450 + Penalty 2893.563265 = -468977.357185 nChanged 68 SP:Iteration 23Q (666.224281 sec): 3 clusters Score: Raw -471893.065319 + Penalty 2893.563265 = -468999.502053 nChanged 44 SP:Iteration 24Q (666.246994 sec): 3 clusters Score: Raw -471906.429317 + Penalty 2893.563265 = -469012.866052 nChanged 41 SP:Iteration 25Q (666.269659 sec): 3 clusters Score: Raw -471917.175322 + Penalty 2893.563265 = -469023.612056 nChanged 29 SP:Iteration 26Q (666.292561 sec): 3 clusters Score: Raw -471922.064374 + Penalty 2893.563265 = -469028.501109 nChanged 24 SP:Iteration 27Q (666.315514 sec): 3 clusters Score: Raw -471926.020041 + Penalty 2893.563265 = -469032.456776 nChanged 16 SP:Iteration 28Q (666.338272 sec): 3 clusters Score: Raw -471929.367371 + Penalty 2893.563265 = -469035.804105 nChanged 26 SP:Iteration 29Q (666.360902 sec): 3 clusters Score: Raw -471936.583909 + Penalty 2893.563265 = -469043.020643 nChanged 32 SP:Iteration 30Q (666.383847 sec): 3 clusters Score: Raw -471946.818385 + Penalty 2893.563265 = -469053.255119 nChanged 31 SP:Iteration 31Q (666.406513 sec): 3 clusters Score: Raw -471956.834086 + Penalty 2893.563265 = -469063.270821 nChanged 31 SP:Iteration 32Q (666.429153 sec): 3 clusters Score: Raw -471966.864384 + Penalty 2893.563265 = -469073.301119 nChanged 33 SP:Iteration 33Q (666.451751 sec): 3 clusters Score: Raw -471976.367158 + Penalty 2893.563265 = -469082.803893 nChanged 26 SP:Iteration 34Q (666.474106 sec): 3 clusters Score: Raw -471981.906510 + Penalty 2893.563265 = -469088.343245 nChanged 19 SP:Iteration 35Q (666.496671 sec): 3 clusters Score: Raw -471985.257201 + Penalty 2893.563265 = -469091.693936 nChanged 18 SP:Iteration 36Q (666.519432 sec): 3 clusters Score: Raw -471989.377407 + Penalty 2893.563265 = -469095.814141 nChanged 15 SP:Iteration 37Q (666.542078 sec): 3 clusters Score: Raw -471992.562884 + Penalty 2893.563265 = -469098.999619 nChanged 13 SP:Iteration 38Q (666.564636 sec): 3 clusters Score: Raw -471994.798362 + Penalty 2893.563265 = -469101.235096 nChanged 18 SP:Iteration 39Q (666.587784 sec): 3 clusters Score: Raw -471998.353892 + Penalty 2893.563265 = -469104.790627 nChanged 12 SP:Iteration 40F (666.611569 sec): 3 clusters Score: Raw -472000.397556 + Penalty 2893.563265 = -469106.834291 nChanged 11 SP:Iteration 41Q (666.634212 sec): 3 clusters Score: Raw -472001.928433 + Penalty 2893.563265 = -469108.365168 nChanged 10 SP:Iteration 42Q (666.656816 sec): 3 clusters Score: Raw -472003.532748 + Penalty 2893.563265 = -469109.969482 nChanged 10 SP:Iteration 43Q (666.680932 sec): 3 clusters Score: Raw -472005.674265 + Penalty 2893.563265 = -469112.111000 nChanged 10 SP:Iteration 44Q (666.713805 sec): 3 clusters Score: Raw -472007.667251 + Penalty 2893.563265 = -469114.103986 nChanged 13 SP:Iteration 45Q (666.748416 sec): 3 clusters Score: Raw -472010.077591 + Penalty 2893.563265 = -469116.514326 nChanged 9 SP:Iteration 46Q (666.804328 sec): 3 clusters Score: Raw -472011.508204 + Penalty 2893.563265 = -469117.944939 nChanged 8 SP:Iteration 47Q (666.837168 sec): 3 clusters Score: Raw -472012.538492 + Penalty 2893.563265 = -469118.975227 nChanged 7 SP:Iteration 48Q (666.860436 sec): 3 clusters Score: Raw -472013.460055 + Penalty 2893.563265 = -469119.896790 nChanged 6 SP:Iteration 49Q (666.883769 sec): 3 clusters Score: Raw -472014.171925 + Penalty 2893.563265 = -469120.608660 nChanged 7 SP:Iteration 50Q (666.906384 sec): 3 clusters Score: Raw -472015.926930 + Penalty 2893.563265 = -469122.363665 nChanged 8 SP:Iteration 51Q (666.929059 sec): 3 clusters Score: Raw -472017.457525 + Penalty 2893.563265 = -469123.894259 nChanged 12 SP:Iteration 52Q (666.951736 sec): 3 clusters Score: Raw -472019.320505 + Penalty 2893.563265 = -469125.757240 nChanged 13 SP:Iteration 53Q (666.974312 sec): 3 clusters Score: Raw -472022.449105 + Penalty 2893.563265 = -469128.885840 nChanged 12 SP:Iteration 54Q (666.998376 sec): 3 clusters Score: Raw -472025.916009 + Penalty 2893.563265 = -469132.352744 nChanged 14 SP:Iteration 55Q (667.020930 sec): 3 clusters Score: Raw -472029.446648 + Penalty 2893.563265 = -469135.883383 nChanged 16 SP:Iteration 56Q (667.053873 sec): 3 clusters Score: Raw -472032.801870 + Penalty 2893.563265 = -469139.238605 nChanged 8 SP:Iteration 57Q (667.113382 sec): 3 clusters Score: Raw -472034.353689 + Penalty 2893.563265 = -469140.790424 nChanged 7 SP:Iteration 58Q (667.144764 sec): 3 clusters Score: Raw -472035.295917 + Penalty 2893.563265 = -469141.732652 nChanged 6 SP:Iteration 59Q (667.167638 sec): 3 clusters Score: Raw -472036.742724 + Penalty 2893.563265 = -469143.179459 nChanged 8 SP:Iteration 60F (667.227516 sec): 3 clusters Score: Raw -472037.725242 + Penalty 2893.563265 = -469144.161977 nChanged 8 SP:Iteration 61Q (667.254996 sec): 3 clusters Score: Raw -472038.973884 + Penalty 2893.563265 = -469145.410619 nChanged 10 SP:Iteration 62Q (667.302863 sec): 3 clusters Score: Raw -472040.861992 + Penalty 2893.563265 = -469147.298726 nChanged 8 SP:Iteration 63Q (667.348442 sec): 3 clusters Score: Raw -472042.302853 + Penalty 2893.563265 = -469148.739588 nChanged 7 SP:Iteration 64Q (667.371309 sec): 3 clusters Score: Raw -472042.928798 + Penalty 2893.563265 = -469149.365533 nChanged 7 SP:Iteration 65Q (667.393728 sec): 3 clusters Score: Raw -472044.426095 + Penalty 2893.563265 = -469150.862829 nChanged 7 SP:Iteration 66Q (667.416044 sec): 3 clusters Score: Raw -472045.864778 + Penalty 2893.563265 = -469152.301512 nChanged 13 SP:Iteration 67Q (667.438752 sec): 3 clusters Score: Raw -472048.647889 + Penalty 2893.563265 = -469155.084623 nChanged 16 SP:Iteration 68Q (667.461352 sec): 3 clusters Score: Raw -472052.328618 + Penalty 2893.563265 = -469158.765353 nChanged 18 SP:Iteration 69Q (667.483796 sec): 3 clusters Score: Raw -472057.896306 + Penalty 2893.563265 = -469164.333041 nChanged 22 SP:Iteration 70Q (667.507171 sec): 3 clusters Score: Raw -472063.923321 + Penalty 2893.563265 = -469170.360055 nChanged 24 SP:Iteration 71Q (667.529643 sec): 3 clusters Score: Raw -472071.959649 + Penalty 2893.563265 = -469178.396384 nChanged 24 SP:Iteration 72Q (667.551995 sec): 3 clusters Score: Raw -472080.842317 + Penalty 2893.563265 = -469187.279052 nChanged 28 SP:Iteration 73Q (667.580067 sec): 3 clusters Score: Raw -472091.754965 + Penalty 2893.563265 = -469198.191699 nChanged 37 SP:Iteration 74Q (667.605640 sec): 3 clusters Score: Raw -472108.317988 + Penalty 2893.563265 = -469214.754723 nChanged 41 SP:Iteration 75Q (667.627958 sec): 3 clusters Score: Raw -472128.664494 + Penalty 2893.563265 = -469235.101229 nChanged 49 SP:Iteration 76Q (667.650628 sec): 3 clusters Score: Raw -472156.213358 + Penalty 2893.563265 = -469262.650093 nChanged 45 SP:Iteration 77Q (667.674532 sec): 3 clusters Score: Raw -472181.937257 + Penalty 2893.563265 = -469288.373991 nChanged 42 SP:Iteration 78Q (667.696587 sec): 3 clusters Score: Raw -472201.106955 + Penalty 2893.563265 = -469307.543690 nChanged 39 SP:Iteration 79Q (667.718781 sec): 3 clusters Score: Raw -472222.357054 + Penalty 2893.563265 = -469328.793789 nChanged 45 SP:Iteration 80F (667.742887 sec): 3 clusters Score: Raw -472244.892316 + Penalty 2893.563265 = -469351.329051 nChanged 37 SP:Iteration 81Q (667.765223 sec): 3 clusters Score: Raw -472258.590711 + Penalty 2893.563265 = -469365.027445 nChanged 25 SP:Iteration 82Q (667.787303 sec): 3 clusters Score: Raw -472266.196194 + Penalty 2893.563265 = -469372.632929 nChanged 20 SP:Iteration 83Q (667.809385 sec): 3 clusters Score: Raw -472271.821778 + Penalty 2893.563265 = -469378.258512 nChanged 21 SP:Iteration 84Q (667.831496 sec): 3 clusters Score: Raw -472276.576683 + Penalty 2893.563265 = -469383.013417 nChanged 20 SP:Iteration 85Q (667.853656 sec): 3 clusters Score: Raw -472283.293808 + Penalty 2893.563265 = -469389.730543 nChanged 21 SP:Iteration 86Q (667.876011 sec): 3 clusters Score: Raw -472291.542547 + Penalty 2893.563265 = -469397.979281 nChanged 19 SP:Iteration 87Q (667.899945 sec): 3 clusters Score: Raw -472298.287606 + Penalty 2893.563265 = -469404.724341 nChanged 21 SP:Iteration 88Q (667.922193 sec): 3 clusters Score: Raw -472302.969556 + Penalty 2893.563265 = -469409.406290 nChanged 11 SP:Iteration 89Q (667.944533 sec): 3 clusters Score: Raw -472305.956760 + Penalty 2893.563265 = -469412.393495 nChanged 9 SP:Iteration 90Q (667.966628 sec): 3 clusters Score: Raw -472308.182563 + Penalty 2893.563265 = -469414.619298 nChanged 6 SP:Iteration 91Q (667.988622 sec): 3 clusters Score: Raw -472309.423737 + Penalty 2893.563265 = -469415.860472 nChanged 6 SP:Iteration 92Q (668.010625 sec): 3 clusters Score: Raw -472311.238104 + Penalty 2893.563265 = -469417.674838 nChanged 8 SP:Iteration 93Q (668.032809 sec): 3 clusters Score: Raw -472312.880199 + Penalty 2893.563265 = -469419.316934 nChanged 9 SP:Iteration 94Q (668.054732 sec): 3 clusters Score: Raw -472314.661593 + Penalty 2893.563265 = -469421.098328 nChanged 5 SP:Iteration 95Q (668.076957 sec): 3 clusters Score: Raw -472315.921526 + Penalty 2893.563265 = -469422.358261 nChanged 8 SP:Iteration 96Q (668.099078 sec): 3 clusters Score: Raw -472317.256698 + Penalty 2893.563265 = -469423.693433 nChanged 6 SP:Iteration 97Q (668.121054 sec): 3 clusters Score: Raw -472318.087302 + Penalty 2893.563265 = -469424.524037 nChanged 2 SP:Iteration 98Q (668.143164 sec): 3 clusters Score: Raw -472318.437508 + Penalty 2893.563265 = -469424.874243 nChanged 2 SP:Iteration 99Q (668.165262 sec): 3 clusters Score: Raw -472318.505077 + Penalty 2893.563265 = -469424.941812 nChanged 0 SP:Iteration 100F (668.188923 sec): 3 clusters Score: Raw -472318.505077 + Penalty 2893.563265 = -469424.941812 nChanged 0 Trying to split cluster 12 (1628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.204426 sec): 2 clusters Score: Raw -87402.687020 + Penalty 1201.704976 = -86200.982044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.213182 sec): 3 clusters Score: Raw -86735.419755 + Penalty 2403.409953 = -84332.009802 nChanged 580 SP:Iteration 1F (668.221316 sec): 3 clusters Score: Raw -87185.268431 + Penalty 2403.409953 = -84781.858478 nChanged 130 SP:Iteration 2F (668.229402 sec): 3 clusters Score: Raw -87317.692994 + Penalty 2403.409953 = -84914.283041 nChanged 100 SP:Iteration 3F (668.237616 sec): 3 clusters Score: Raw -87391.718219 + Penalty 2403.409953 = -84988.308267 nChanged 58 SP:Iteration 4Q (668.245762 sec): 3 clusters Score: Raw -87447.514577 + Penalty 2403.409953 = -85044.104624 nChanged 54 SP:Iteration 5Q (668.254046 sec): 3 clusters Score: Raw -87498.618729 + Penalty 2403.409953 = -85095.208777 nChanged 44 SP:Iteration 6Q (668.262179 sec): 3 clusters Score: Raw -87537.495145 + Penalty 2403.409953 = -85134.085192 nChanged 40 SP:Iteration 7Q (668.270306 sec): 3 clusters Score: Raw -87572.206920 + Penalty 2403.409953 = -85168.796968 nChanged 38 SP:Iteration 8Q (668.278442 sec): 3 clusters Score: Raw -87597.297051 + Penalty 2403.409953 = -85193.887099 nChanged 37 SP:Iteration 9Q (668.286536 sec): 3 clusters Score: Raw -87627.110387 + Penalty 2403.409953 = -85223.700434 nChanged 33 SP:Iteration 10Q (668.294636 sec): 3 clusters Score: Raw -87667.033682 + Penalty 2403.409953 = -85263.623730 nChanged 42 SP:Iteration 11Q (668.302746 sec): 3 clusters Score: Raw -87710.225852 + Penalty 2403.409953 = -85306.815899 nChanged 44 SP:Iteration 12Q (668.310858 sec): 3 clusters Score: Raw -87758.708835 + Penalty 2403.409953 = -85355.298882 nChanged 38 SP:Iteration 13Q (668.318843 sec): 3 clusters Score: Raw -87798.948745 + Penalty 2403.409953 = -85395.538792 nChanged 26 SP:Iteration 14Q (668.326888 sec): 3 clusters Score: Raw -87829.049810 + Penalty 2403.409953 = -85425.639857 nChanged 19 SP:Iteration 15Q (668.334760 sec): 3 clusters Score: Raw -87845.448683 + Penalty 2403.409953 = -85442.038730 nChanged 19 SP:Iteration 16Q (668.342441 sec): 3 clusters Score: Raw -87863.087952 + Penalty 2403.409953 = -85459.677999 nChanged 13 SP:Iteration 17Q (668.350348 sec): 3 clusters Score: Raw -87887.361506 + Penalty 2403.409953 = -85483.951554 nChanged 14 SP:Iteration 18Q (668.358274 sec): 3 clusters Score: Raw -87898.489338 + Penalty 2403.409953 = -85495.079386 nChanged 9 SP:Iteration 19Q (668.366242 sec): 3 clusters Score: Raw -87905.600441 + Penalty 2403.409953 = -85502.190488 nChanged 10 SP:Iteration 20F (668.374285 sec): 3 clusters Score: Raw -87914.729852 + Penalty 2403.409953 = -85511.319900 nChanged 8 SP:Iteration 21Q (668.382201 sec): 3 clusters Score: Raw -87920.702221 + Penalty 2403.409953 = -85517.292269 nChanged 5 SP:Iteration 22Q (668.390042 sec): 3 clusters Score: Raw -87926.468296 + Penalty 2403.409953 = -85523.058343 nChanged 6 SP:Iteration 23Q (668.397945 sec): 3 clusters Score: Raw -87931.523902 + Penalty 2403.409953 = -85528.113950 nChanged 2 SP:Iteration 24Q (668.405855 sec): 3 clusters Score: Raw -87932.887527 + Penalty 2403.409953 = -85529.477575 nChanged 1 SP:Iteration 25Q (668.413760 sec): 3 clusters Score: Raw -87933.384638 + Penalty 2403.409953 = -85529.974685 nChanged 1 SP:Iteration 26Q (668.421658 sec): 3 clusters Score: Raw -87934.098381 + Penalty 2403.409953 = -85530.688428 nChanged 0 SP:Iteration 27F (668.429781 sec): 3 clusters Score: Raw -87934.098381 + Penalty 2403.409953 = -85530.688428 nChanged 0 Trying to split cluster 13 (7155 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.451589 sec): 2 clusters Score: Raw -492165.718175 + Penalty 1442.279587 = -490723.438587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.476419 sec): 3 clusters Score: Raw -488325.695255 + Penalty 2884.559175 = -485441.136081 nChanged 2933 SP:Iteration 1F (668.500816 sec): 3 clusters Score: Raw -489820.026378 + Penalty 2884.559175 = -486935.467203 nChanged 448 SP:Iteration 2F (668.525065 sec): 3 clusters Score: Raw -490009.421985 + Penalty 2884.559175 = -487124.862810 nChanged 349 SP:Iteration 3Q (668.549378 sec): 3 clusters Score: Raw -490144.891273 + Penalty 2884.559175 = -487260.332098 nChanged 270 SP:Iteration 4Q (668.573690 sec): 3 clusters Score: Raw -490252.702835 + Penalty 2884.559175 = -487368.143660 nChanged 257 SP:Iteration 5Q (668.598095 sec): 3 clusters Score: Raw -490348.940949 + Penalty 2884.559175 = -487464.381774 nChanged 232 SP:Iteration 6Q (668.622544 sec): 3 clusters Score: Raw -490455.152441 + Penalty 2884.559175 = -487570.593266 nChanged 238 SP:Iteration 7Q (668.646988 sec): 3 clusters Score: Raw -490571.277936 + Penalty 2884.559175 = -487686.718761 nChanged 260 SP:Iteration 8Q (668.671913 sec): 3 clusters Score: Raw -490700.060923 + Penalty 2884.559175 = -487815.501748 nChanged 260 SP:Iteration 9Q (668.696414 sec): 3 clusters Score: Raw -490838.379271 + Penalty 2884.559175 = -487953.820097 nChanged 263 SP:Iteration 10Q (668.720919 sec): 3 clusters Score: Raw -491000.123618 + Penalty 2884.559175 = -488115.564443 nChanged 285 SP:Iteration 11Q (668.745261 sec): 3 clusters Score: Raw -491206.154341 + Penalty 2884.559175 = -488321.595166 nChanged 288 SP:Iteration 12Q (668.770957 sec): 3 clusters Score: Raw -491392.781220 + Penalty 2884.559175 = -488508.222045 nChanged 241 SP:Iteration 13Q (668.795099 sec): 3 clusters Score: Raw -491551.118947 + Penalty 2884.559175 = -488666.559773 nChanged 228 SP:Iteration 14Q (668.819081 sec): 3 clusters Score: Raw -491698.266787 + Penalty 2884.559175 = -488813.707612 nChanged 185 SP:Iteration 15Q (668.842896 sec): 3 clusters Score: Raw -491818.727949 + Penalty 2884.559175 = -488934.168774 nChanged 163 SP:Iteration 16Q (668.866524 sec): 3 clusters Score: Raw -491912.932236 + Penalty 2884.559175 = -489028.373061 nChanged 131 SP:Iteration 17Q (668.889892 sec): 3 clusters Score: Raw -491990.076713 + Penalty 2884.559175 = -489105.517538 nChanged 107 SP:Iteration 18Q (668.913068 sec): 3 clusters Score: Raw -492049.534986 + Penalty 2884.559175 = -489164.975811 nChanged 87 SP:Iteration 19Q (668.935982 sec): 3 clusters Score: Raw -492099.893370 + Penalty 2884.559175 = -489215.334195 nChanged 84 SP:Iteration 20F (668.960101 sec): 3 clusters Score: Raw -492146.212723 + Penalty 2884.559175 = -489261.653548 nChanged 73 SP:Iteration 21Q (668.983928 sec): 3 clusters Score: Raw -492182.085550 + Penalty 2884.559175 = -489297.526375 nChanged 61 SP:Iteration 22Q (669.006614 sec): 3 clusters Score: Raw -492209.812746 + Penalty 2884.559175 = -489325.253571 nChanged 49 SP:Iteration 23Q (669.028940 sec): 3 clusters Score: Raw -492232.748114 + Penalty 2884.559175 = -489348.188939 nChanged 43 SP:Iteration 24Q (669.063075 sec): 3 clusters Score: Raw -492252.277016 + Penalty 2884.559175 = -489367.717841 nChanged 34 SP:Iteration 25Q (669.084523 sec): 3 clusters Score: Raw -492270.925302 + Penalty 2884.559175 = -489386.366127 nChanged 42 SP:Iteration 26Q (669.106679 sec): 3 clusters Score: Raw -492290.612249 + Penalty 2884.559175 = -489406.053074 nChanged 28 SP:Iteration 27Q (669.155871 sec): 3 clusters Score: Raw -492301.658502 + Penalty 2884.559175 = -489417.099327 nChanged 18 SP:Iteration 28Q (669.177990 sec): 3 clusters Score: Raw -492309.015051 + Penalty 2884.559175 = -489424.455876 nChanged 13 SP:Iteration 29Q (669.200375 sec): 3 clusters Score: Raw -492313.244502 + Penalty 2884.559175 = -489428.685327 nChanged 12 SP:Iteration 30Q (669.222651 sec): 3 clusters Score: Raw -492316.616945 + Penalty 2884.559175 = -489432.057770 nChanged 11 SP:Iteration 31Q (669.245004 sec): 3 clusters Score: Raw -492320.861068 + Penalty 2884.559175 = -489436.301893 nChanged 13 SP:Iteration 32Q (669.267075 sec): 3 clusters Score: Raw -492325.222655 + Penalty 2884.559175 = -489440.663480 nChanged 9 SP:Iteration 33Q (669.289059 sec): 3 clusters Score: Raw -492329.312710 + Penalty 2884.559175 = -489444.753535 nChanged 10 SP:Iteration 34Q (669.310940 sec): 3 clusters Score: Raw -492332.886870 + Penalty 2884.559175 = -489448.327695 nChanged 6 SP:Iteration 35Q (669.333115 sec): 3 clusters Score: Raw -492335.183668 + Penalty 2884.559175 = -489450.624493 nChanged 4 SP:Iteration 36Q (669.354986 sec): 3 clusters Score: Raw -492336.391358 + Penalty 2884.559175 = -489451.832183 nChanged 3 SP:Iteration 37Q (669.377280 sec): 3 clusters Score: Raw -492337.405413 + Penalty 2884.559175 = -489452.846238 nChanged 5 SP:Iteration 38Q (669.401363 sec): 3 clusters Score: Raw -492339.048965 + Penalty 2884.559175 = -489454.489790 nChanged 2 SP:Iteration 39Q (669.423477 sec): 3 clusters Score: Raw -492340.498240 + Penalty 2884.559175 = -489455.939065 nChanged 3 SP:Iteration 40F (669.447948 sec): 3 clusters Score: Raw -492341.729939 + Penalty 2884.559175 = -489457.170764 nChanged 1 SP:Iteration 41Q (669.500489 sec): 3 clusters Score: Raw -492342.130912 + Penalty 2884.559175 = -489457.571737 nChanged 0 SP:Iteration 42F (669.550294 sec): 3 clusters Score: Raw -492342.130912 + Penalty 2884.559175 = -489457.571737 nChanged 0 Trying to split cluster 14 (20522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (669.596898 sec): 2 clusters Score: Raw -1372852.809942 + Penalty 1613.503574 = -1371239.306369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (669.661971 sec): 3 clusters Score: Raw -1360407.355081 + Penalty 3227.007147 = -1357180.347934 nChanged 9282 SP:Iteration 1F (669.703077 sec): 3 clusters Score: Raw -1365667.997042 + Penalty 3227.007147 = -1362440.989894 nChanged 1058 SP:Iteration 2F (669.744886 sec): 3 clusters Score: Raw -1366059.043995 + Penalty 3227.007147 = -1362832.036848 nChanged 938 SP:Iteration 3Q (669.788140 sec): 3 clusters Score: Raw -1366429.853160 + Penalty 3227.007147 = -1363202.846013 nChanged 920 SP:Iteration 4Q (669.830707 sec): 3 clusters Score: Raw -1366833.631503 + Penalty 3227.007147 = -1363606.624356 nChanged 887 SP:Iteration 5Q (669.873471 sec): 3 clusters Score: Raw -1367251.380349 + Penalty 3227.007147 = -1364024.373202 nChanged 931 SP:Iteration 6Q (669.916025 sec): 3 clusters Score: Raw -1367800.415514 + Penalty 3227.007147 = -1364573.408367 nChanged 1005 SP:Iteration 7Q (669.958931 sec): 3 clusters Score: Raw -1368419.624621 + Penalty 3227.007147 = -1365192.617474 nChanged 1038 SP:Iteration 8F (670.000398 sec): 3 clusters Score: Raw -1369168.306941 + Penalty 3227.007147 = -1365941.299793 nChanged 1096 SP:Iteration 9F (670.041909 sec): 3 clusters Score: Raw -1369997.959235 + Penalty 3227.007147 = -1366770.952088 nChanged 1069 SP:Iteration 10F (670.084094 sec): 3 clusters Score: Raw -1370777.367052 + Penalty 3227.007147 = -1367550.359905 nChanged 952 SP:Iteration 11Q (670.124808 sec): 3 clusters Score: Raw -1371461.960345 + Penalty 3227.007147 = -1368234.953198 nChanged 847 SP:Iteration 12Q (670.165279 sec): 3 clusters Score: Raw -1372039.599619 + Penalty 3227.007147 = -1368812.592472 nChanged 680 SP:Iteration 13Q (670.204777 sec): 3 clusters Score: Raw -1372449.842242 + Penalty 3227.007147 = -1369222.835095 nChanged 530 SP:Iteration 14Q (670.245831 sec): 3 clusters Score: Raw -1372756.833348 + Penalty 3227.007147 = -1369529.826201 nChanged 399 SP:Iteration 15Q (670.284362 sec): 3 clusters Score: Raw -1372943.572091 + Penalty 3227.007147 = -1369716.564944 nChanged 294 SP:Iteration 16Q (670.323248 sec): 3 clusters Score: Raw -1373056.659412 + Penalty 3227.007147 = -1369829.652265 nChanged 236 SP:Iteration 17Q (670.361516 sec): 3 clusters Score: Raw -1373142.284856 + Penalty 3227.007147 = -1369915.277709 nChanged 193 SP:Iteration 18Q (670.399794 sec): 3 clusters Score: Raw -1373201.294482 + Penalty 3227.007147 = -1369974.287335 nChanged 147 SP:Iteration 19Q (670.473976 sec): 3 clusters Score: Raw -1373245.016890 + Penalty 3227.007147 = -1370018.009743 nChanged 142 SP:Iteration 20F (670.515094 sec): 3 clusters Score: Raw -1373281.929929 + Penalty 3227.007147 = -1370054.922781 nChanged 127 SP:Iteration 21Q (670.564860 sec): 3 clusters Score: Raw -1373322.192857 + Penalty 3227.007147 = -1370095.185710 nChanged 104 SP:Iteration 22Q (670.602713 sec): 3 clusters Score: Raw -1373349.221862 + Penalty 3227.007147 = -1370122.214714 nChanged 93 SP:Iteration 23Q (670.642726 sec): 3 clusters Score: Raw -1373374.718576 + Penalty 3227.007147 = -1370147.711429 nChanged 92 SP:Iteration 24Q (670.690773 sec): 3 clusters Score: Raw -1373399.581847 + Penalty 3227.007147 = -1370172.574700 nChanged 80 SP:Iteration 25Q (670.738251 sec): 3 clusters Score: Raw -1373421.304020 + Penalty 3227.007147 = -1370194.296873 nChanged 79 SP:Iteration 26Q (670.775037 sec): 3 clusters Score: Raw -1373443.703977 + Penalty 3227.007147 = -1370216.696830 nChanged 69 SP:Iteration 27Q (670.822193 sec): 3 clusters Score: Raw -1373458.763774 + Penalty 3227.007147 = -1370231.756627 nChanged 55 SP:Iteration 28Q (670.859612 sec): 3 clusters Score: Raw -1373468.775821 + Penalty 3227.007147 = -1370241.768674 nChanged 38 SP:Iteration 29Q (670.908664 sec): 3 clusters Score: Raw -1373474.872591 + Penalty 3227.007147 = -1370247.865444 nChanged 27 SP:Iteration 30Q (670.957915 sec): 3 clusters Score: Raw -1373479.353069 + Penalty 3227.007147 = -1370252.345922 nChanged 23 SP:Iteration 31Q (670.995498 sec): 3 clusters Score: Raw -1373483.409619 + Penalty 3227.007147 = -1370256.402472 nChanged 23 SP:Iteration 32Q (671.032628 sec): 3 clusters Score: Raw -1373487.305665 + Penalty 3227.007147 = -1370260.298518 nChanged 27 SP:Iteration 33Q (671.069920 sec): 3 clusters Score: Raw -1373492.680703 + Penalty 3227.007147 = -1370265.673556 nChanged 25 SP:Iteration 34Q (671.107006 sec): 3 clusters Score: Raw -1373496.994312 + Penalty 3227.007147 = -1370269.987165 nChanged 19 SP:Iteration 35Q (671.143896 sec): 3 clusters Score: Raw -1373500.516621 + Penalty 3227.007147 = -1370273.509473 nChanged 20 SP:Iteration 36Q (671.191166 sec): 3 clusters Score: Raw -1373503.680117 + Penalty 3227.007147 = -1370276.672970 nChanged 11 SP:Iteration 37Q (671.240096 sec): 3 clusters Score: Raw -1373506.159494 + Penalty 3227.007147 = -1370279.152347 nChanged 17 SP:Iteration 38Q (671.299005 sec): 3 clusters Score: Raw -1373509.012789 + Penalty 3227.007147 = -1370282.005642 nChanged 14 SP:Iteration 39Q (671.336018 sec): 3 clusters Score: Raw -1373511.110987 + Penalty 3227.007147 = -1370284.103840 nChanged 11 SP:Iteration 40F (671.379391 sec): 3 clusters Score: Raw -1373513.088051 + Penalty 3227.007147 = -1370286.080903 nChanged 13 SP:Iteration 41Q (671.429135 sec): 3 clusters Score: Raw -1373515.459198 + Penalty 3227.007147 = -1370288.452051 nChanged 14 SP:Iteration 42Q (671.464385 sec): 3 clusters Score: Raw -1373518.099724 + Penalty 3227.007147 = -1370291.092577 nChanged 10 SP:Iteration 43Q (671.529701 sec): 3 clusters Score: Raw -1373519.571317 + Penalty 3227.007147 = -1370292.564170 nChanged 9 SP:Iteration 44Q (671.568450 sec): 3 clusters Score: Raw -1373520.583892 + Penalty 3227.007147 = -1370293.576745 nChanged 3 SP:Iteration 45Q (671.604986 sec): 3 clusters Score: Raw -1373520.848954 + Penalty 3227.007147 = -1370293.841806 nChanged 2 SP:Iteration 46Q (671.641586 sec): 3 clusters Score: Raw -1373521.032097 + Penalty 3227.007147 = -1370294.024950 nChanged 1 SP:Iteration 47Q (671.678240 sec): 3 clusters Score: Raw -1373521.221546 + Penalty 3227.007147 = -1370294.214399 nChanged 1 SP:Iteration 48Q (671.714915 sec): 3 clusters Score: Raw -1373521.267134 + Penalty 3227.007147 = -1370294.259987 nChanged 0 SP:Iteration 49F (671.756324 sec): 3 clusters Score: Raw -1373521.267134 + Penalty 3227.007147 = -1370294.259987 nChanged 0 Trying to split cluster 15 (11370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (671.780398 sec): 2 clusters Score: Raw -750885.580447 + Penalty 1517.544208 = -749368.036239 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (671.811401 sec): 3 clusters Score: Raw -744365.458467 + Penalty 3035.088416 = -741330.370051 nChanged 4908 SP:Iteration 1F (671.852873 sec): 3 clusters Score: Raw -747201.113075 + Penalty 3035.088416 = -744166.024659 nChanged 795 SP:Iteration 2F (671.882637 sec): 3 clusters Score: Raw -747731.884786 + Penalty 3035.088416 = -744696.796371 nChanged 812 SP:Iteration 3F (671.927403 sec): 3 clusters Score: Raw -748363.625465 + Penalty 3035.088416 = -745328.537050 nChanged 870 SP:Iteration 4F (671.958201 sec): 3 clusters Score: Raw -749045.754583 + Penalty 3035.088416 = -746010.666167 nChanged 837 SP:Iteration 5F (672.000652 sec): 3 clusters Score: Raw -749673.760062 + Penalty 3035.088416 = -746638.671646 nChanged 733 SP:Iteration 6F (672.044675 sec): 3 clusters Score: Raw -750132.647673 + Penalty 3035.088416 = -747097.559258 nChanged 523 SP:Iteration 7Q (672.110178 sec): 3 clusters Score: Raw -750399.639693 + Penalty 3035.088416 = -747364.551277 nChanged 391 SP:Iteration 8Q (672.150142 sec): 3 clusters Score: Raw -750549.018541 + Penalty 3035.088416 = -747513.930125 nChanged 281 SP:Iteration 9Q (672.189627 sec): 3 clusters Score: Raw -750639.109849 + Penalty 3035.088416 = -747604.021434 nChanged 199 SP:Iteration 10Q (672.242355 sec): 3 clusters Score: Raw -750684.007853 + Penalty 3035.088416 = -747648.919437 nChanged 131 SP:Iteration 11Q (672.272716 sec): 3 clusters Score: Raw -750710.888725 + Penalty 3035.088416 = -747675.800309 nChanged 95 SP:Iteration 12Q (672.326263 sec): 3 clusters Score: Raw -750726.550741 + Penalty 3035.088416 = -747691.462325 nChanged 77 SP:Iteration 13Q (672.387402 sec): 3 clusters Score: Raw -750738.292189 + Penalty 3035.088416 = -747703.203774 nChanged 69 SP:Iteration 14Q (672.416976 sec): 3 clusters Score: Raw -750748.043722 + Penalty 3035.088416 = -747712.955306 nChanged 49 SP:Iteration 15Q (672.450493 sec): 3 clusters Score: Raw -750753.454699 + Penalty 3035.088416 = -747718.366283 nChanged 29 SP:Iteration 16Q (672.494015 sec): 3 clusters Score: Raw -750756.637483 + Penalty 3035.088416 = -747721.549067 nChanged 25 SP:Iteration 17Q (672.534503 sec): 3 clusters Score: Raw -750759.645775 + Penalty 3035.088416 = -747724.557359 nChanged 24 SP:Iteration 18Q (672.584300 sec): 3 clusters Score: Raw -750762.867176 + Penalty 3035.088416 = -747727.778760 nChanged 25 SP:Iteration 19Q (672.624633 sec): 3 clusters Score: Raw -750765.386967 + Penalty 3035.088416 = -747730.298551 nChanged 22 SP:Iteration 20F (672.669869 sec): 3 clusters Score: Raw -750767.712320 + Penalty 3035.088416 = -747732.623904 nChanged 24 SP:Iteration 21Q (672.714184 sec): 3 clusters Score: Raw -750770.336254 + Penalty 3035.088416 = -747735.247838 nChanged 26 SP:Iteration 22Q (672.744349 sec): 3 clusters Score: Raw -750773.220298 + Penalty 3035.088416 = -747738.131882 nChanged 17 SP:Iteration 23Q (672.774671 sec): 3 clusters Score: Raw -750774.913452 + Penalty 3035.088416 = -747739.825036 nChanged 21 SP:Iteration 24Q (672.805154 sec): 3 clusters Score: Raw -750776.633313 + Penalty 3035.088416 = -747741.544898 nChanged 20 SP:Iteration 25Q (672.835071 sec): 3 clusters Score: Raw -750778.826510 + Penalty 3035.088416 = -747743.738095 nChanged 16 SP:Iteration 26Q (672.865195 sec): 3 clusters Score: Raw -750781.294872 + Penalty 3035.088416 = -747746.206456 nChanged 11 SP:Iteration 27Q (672.907962 sec): 3 clusters Score: Raw -750782.582606 + Penalty 3035.088416 = -747747.494190 nChanged 19 SP:Iteration 28Q (672.937930 sec): 3 clusters Score: Raw -750784.229322 + Penalty 3035.088416 = -747749.140907 nChanged 15 SP:Iteration 29Q (672.975766 sec): 3 clusters Score: Raw -750785.527782 + Penalty 3035.088416 = -747750.439367 nChanged 17 SP:Iteration 30Q (673.019691 sec): 3 clusters Score: Raw -750787.649344 + Penalty 3035.088416 = -747752.560928 nChanged 18 SP:Iteration 31Q (673.061383 sec): 3 clusters Score: Raw -750789.567545 + Penalty 3035.088416 = -747754.479129 nChanged 13 SP:Iteration 32Q (673.114808 sec): 3 clusters Score: Raw -750791.310626 + Penalty 3035.088416 = -747756.222210 nChanged 16 SP:Iteration 33Q (673.155958 sec): 3 clusters Score: Raw -750793.042996 + Penalty 3035.088416 = -747757.954580 nChanged 16 SP:Iteration 34Q (673.198766 sec): 3 clusters Score: Raw -750794.595796 + Penalty 3035.088416 = -747759.507380 nChanged 13 SP:Iteration 35Q (673.243664 sec): 3 clusters Score: Raw -750796.125051 + Penalty 3035.088416 = -747761.036635 nChanged 22 SP:Iteration 36Q (673.292438 sec): 3 clusters Score: Raw -750798.083517 + Penalty 3035.088416 = -747762.995101 nChanged 13 SP:Iteration 37Q (673.334964 sec): 3 clusters Score: Raw -750799.149779 + Penalty 3035.088416 = -747764.061364 nChanged 13 SP:Iteration 38Q (673.387162 sec): 3 clusters Score: Raw -750799.909957 + Penalty 3035.088416 = -747764.821542 nChanged 4 SP:Iteration 39Q (673.436761 sec): 3 clusters Score: Raw -750800.126499 + Penalty 3035.088416 = -747765.038083 nChanged 9 SP:Iteration 40F (673.478802 sec): 3 clusters Score: Raw -750800.722316 + Penalty 3035.088416 = -747765.633900 nChanged 6 SP:Iteration 41Q (673.519084 sec): 3 clusters Score: Raw -750801.019087 + Penalty 3035.088416 = -747765.930672 nChanged 2 SP:Iteration 42Q (673.563615 sec): 3 clusters Score: Raw -750801.081521 + Penalty 3035.088416 = -747765.993105 nChanged 3 SP:Iteration 43Q (673.610650 sec): 3 clusters Score: Raw -750801.479010 + Penalty 3035.088416 = -747766.390594 nChanged 5 SP:Iteration 44Q (673.652666 sec): 3 clusters Score: Raw -750801.790376 + Penalty 3035.088416 = -747766.701960 nChanged 3 SP:Iteration 45Q (673.705658 sec): 3 clusters Score: Raw -750801.921813 + Penalty 3035.088416 = -747766.833398 nChanged 0 SP:Iteration 46F (673.756424 sec): 3 clusters Score: Raw -750801.921813 + Penalty 3035.088416 = -747766.833398 nChanged 0 Trying to split cluster 16 (6655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (673.782677 sec): 2 clusters Score: Raw -437442.009350 + Penalty 1430.507606 = -436011.501743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (673.806803 sec): 3 clusters Score: Raw -433822.171904 + Penalty 2861.015213 = -430961.156691 nChanged 2754 SP:Iteration 1F (673.830433 sec): 3 clusters Score: Raw -435340.403524 + Penalty 2861.015213 = -432479.388312 nChanged 445 SP:Iteration 2F (673.854074 sec): 3 clusters Score: Raw -435652.697029 + Penalty 2861.015213 = -432791.681816 nChanged 434 SP:Iteration 3F (673.877697 sec): 3 clusters Score: Raw -436072.060976 + Penalty 2861.015213 = -433211.045763 nChanged 515 SP:Iteration 4F (673.901489 sec): 3 clusters Score: Raw -436590.518882 + Penalty 2861.015213 = -433729.503669 nChanged 559 SP:Iteration 5F (673.924994 sec): 3 clusters Score: Raw -437122.562491 + Penalty 2861.015213 = -434261.547278 nChanged 481 SP:Iteration 6F (673.949353 sec): 3 clusters Score: Raw -437557.909008 + Penalty 2861.015213 = -434696.893795 nChanged 421 SP:Iteration 7F (673.972772 sec): 3 clusters Score: Raw -437917.147088 + Penalty 2861.015213 = -435056.131875 nChanged 329 SP:Iteration 8Q (673.996049 sec): 3 clusters Score: Raw -438174.548989 + Penalty 2861.015213 = -435313.533777 nChanged 279 SP:Iteration 9Q (674.019569 sec): 3 clusters Score: Raw -438377.746470 + Penalty 2861.015213 = -435516.731258 nChanged 185 SP:Iteration 10Q (674.043092 sec): 3 clusters Score: Raw -438483.723016 + Penalty 2861.015213 = -435622.707804 nChanged 138 SP:Iteration 11Q (674.066570 sec): 3 clusters Score: Raw -438548.977994 + Penalty 2861.015213 = -435687.962782 nChanged 115 SP:Iteration 12Q (674.089998 sec): 3 clusters Score: Raw -438591.642980 + Penalty 2861.015213 = -435730.627768 nChanged 78 SP:Iteration 13Q (674.113707 sec): 3 clusters Score: Raw -438618.622394 + Penalty 2861.015213 = -435757.607181 nChanged 58 SP:Iteration 14Q (674.137178 sec): 3 clusters Score: Raw -438635.809892 + Penalty 2861.015213 = -435774.794679 nChanged 42 SP:Iteration 15Q (674.160507 sec): 3 clusters Score: Raw -438647.920411 + Penalty 2861.015213 = -435786.905198 nChanged 36 SP:Iteration 16Q (674.183556 sec): 3 clusters Score: Raw -438656.874221 + Penalty 2861.015213 = -435795.859008 nChanged 30 SP:Iteration 17Q (674.206951 sec): 3 clusters Score: Raw -438662.485598 + Penalty 2861.015213 = -435801.470386 nChanged 17 SP:Iteration 18Q (674.230351 sec): 3 clusters Score: Raw -438664.430115 + Penalty 2861.015213 = -435803.414902 nChanged 8 SP:Iteration 19Q (674.253541 sec): 3 clusters Score: Raw -438665.996098 + Penalty 2861.015213 = -435804.980885 nChanged 6 SP:Iteration 20F (674.277354 sec): 3 clusters Score: Raw -438666.785730 + Penalty 2861.015213 = -435805.770517 nChanged 3 SP:Iteration 21Q (674.300664 sec): 3 clusters Score: Raw -438667.091651 + Penalty 2861.015213 = -435806.076438 nChanged 1 SP:Iteration 22Q (674.324039 sec): 3 clusters Score: Raw -438667.225588 + Penalty 2861.015213 = -435806.210375 nChanged 2 SP:Iteration 23Q (674.347504 sec): 3 clusters Score: Raw -438667.402853 + Penalty 2861.015213 = -435806.387640 nChanged 2 SP:Iteration 24Q (674.370807 sec): 3 clusters Score: Raw -438667.584776 + Penalty 2861.015213 = -435806.569564 nChanged 1 SP:Iteration 25Q (674.394128 sec): 3 clusters Score: Raw -438667.675924 + Penalty 2861.015213 = -435806.660712 nChanged 0 SP:Iteration 26F (674.417493 sec): 3 clusters Score: Raw -438667.675924 + Penalty 2861.015213 = -435806.660712 nChanged 0 Trying to split cluster 17 (2184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (674.432756 sec): 2 clusters Score: Raw -132118.760965 + Penalty 1249.448417 = -130869.312547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (674.444449 sec): 3 clusters Score: Raw -131175.616756 + Penalty 2498.896834 = -128676.719921 nChanged 767 SP:Iteration 1F (674.455370 sec): 3 clusters Score: Raw -131658.315927 + Penalty 2498.896834 = -129159.419092 nChanged 166 SP:Iteration 2F (674.466264 sec): 3 clusters Score: Raw -131768.457942 + Penalty 2498.896834 = -129269.561108 nChanged 100 SP:Iteration 3Q (674.477107 sec): 3 clusters Score: Raw -131854.967391 + Penalty 2498.896834 = -129356.070556 nChanged 98 SP:Iteration 4Q (674.487907 sec): 3 clusters Score: Raw -131963.104039 + Penalty 2498.896834 = -129464.207204 nChanged 108 SP:Iteration 5Q (674.498800 sec): 3 clusters Score: Raw -132076.120560 + Penalty 2498.896834 = -129577.223725 nChanged 94 SP:Iteration 6Q (674.509256 sec): 3 clusters Score: Raw -132151.637139 + Penalty 2498.896834 = -129652.740305 nChanged 73 SP:Iteration 7Q (674.520097 sec): 3 clusters Score: Raw -132215.595448 + Penalty 2498.896834 = -129716.698613 nChanged 72 SP:Iteration 8Q (674.530896 sec): 3 clusters Score: Raw -132295.274573 + Penalty 2498.896834 = -129796.377738 nChanged 61 SP:Iteration 9Q (674.541696 sec): 3 clusters Score: Raw -132343.738256 + Penalty 2498.896834 = -129844.841421 nChanged 51 SP:Iteration 10Q (674.552472 sec): 3 clusters Score: Raw -132384.644154 + Penalty 2498.896834 = -129885.747320 nChanged 44 SP:Iteration 11Q (674.563236 sec): 3 clusters Score: Raw -132421.156059 + Penalty 2498.896834 = -129922.259224 nChanged 38 SP:Iteration 12Q (674.573908 sec): 3 clusters Score: Raw -132454.093373 + Penalty 2498.896834 = -129955.196538 nChanged 32 SP:Iteration 13Q (674.584537 sec): 3 clusters Score: Raw -132476.189766 + Penalty 2498.896834 = -129977.292931 nChanged 27 SP:Iteration 14Q (674.595242 sec): 3 clusters Score: Raw -132492.006796 + Penalty 2498.896834 = -129993.109962 nChanged 18 SP:Iteration 15Q (674.605918 sec): 3 clusters Score: Raw -132503.368282 + Penalty 2498.896834 = -130004.471447 nChanged 17 SP:Iteration 16Q (674.616481 sec): 3 clusters Score: Raw -132518.683099 + Penalty 2498.896834 = -130019.786265 nChanged 17 SP:Iteration 17Q (674.627016 sec): 3 clusters Score: Raw -132532.556280 + Penalty 2498.896834 = -130033.659445 nChanged 14 SP:Iteration 18Q (674.637408 sec): 3 clusters Score: Raw -132540.686802 + Penalty 2498.896834 = -130041.789967 nChanged 9 SP:Iteration 19Q (674.648021 sec): 3 clusters Score: Raw -132546.416926 + Penalty 2498.896834 = -130047.520092 nChanged 6 SP:Iteration 20F (674.658851 sec): 3 clusters Score: Raw -132551.691375 + Penalty 2498.896834 = -130052.794540 nChanged 8 SP:Iteration 21Q (674.669473 sec): 3 clusters Score: Raw -132555.699780 + Penalty 2498.896834 = -130056.802946 nChanged 7 SP:Iteration 22Q (674.680097 sec): 3 clusters Score: Raw -132559.348422 + Penalty 2498.896834 = -130060.451587 nChanged 2 SP:Iteration 23Q (674.690702 sec): 3 clusters Score: Raw -132560.230663 + Penalty 2498.896834 = -130061.333828 nChanged 2 SP:Iteration 24Q (674.701233 sec): 3 clusters Score: Raw -132560.599694 + Penalty 2498.896834 = -130061.702859 nChanged 0 SP:Iteration 25F (674.711971 sec): 3 clusters Score: Raw -132560.599694 + Penalty 2498.896834 = -130061.702859 nChanged 0 Trying to split cluster 18 (6446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (674.732818 sec): 2 clusters Score: Raw -432678.171176 + Penalty 1425.322448 = -431252.848729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (674.756263 sec): 3 clusters Score: Raw -429213.870894 + Penalty 2850.644895 = -426363.225999 nChanged 2674 SP:Iteration 1F (674.779509 sec): 3 clusters Score: Raw -430677.536111 + Penalty 2850.644895 = -427826.891216 nChanged 418 SP:Iteration 2F (674.808432 sec): 3 clusters Score: Raw -430890.779653 + Penalty 2850.644895 = -428040.134758 nChanged 339 SP:Iteration 3F (674.831458 sec): 3 clusters Score: Raw -431037.973556 + Penalty 2850.644895 = -428187.328661 nChanged 276 SP:Iteration 4Q (674.862569 sec): 3 clusters Score: Raw -431153.825725 + Penalty 2850.644895 = -428303.180830 nChanged 247 SP:Iteration 5Q (674.885796 sec): 3 clusters Score: Raw -431267.945590 + Penalty 2850.644895 = -428417.300695 nChanged 226 SP:Iteration 6Q (674.909105 sec): 3 clusters Score: Raw -431378.368143 + Penalty 2850.644895 = -428527.723248 nChanged 222 SP:Iteration 7Q (674.932578 sec): 3 clusters Score: Raw -431500.153008 + Penalty 2850.644895 = -428649.508113 nChanged 249 SP:Iteration 8Q (674.955247 sec): 3 clusters Score: Raw -431668.953380 + Penalty 2850.644895 = -428818.308484 nChanged 280 SP:Iteration 9Q (674.978696 sec): 3 clusters Score: Raw -431865.224367 + Penalty 2850.644895 = -429014.579471 nChanged 272 SP:Iteration 10Q (675.002214 sec): 3 clusters Score: Raw -432052.470298 + Penalty 2850.644895 = -429201.825403 nChanged 263 SP:Iteration 11Q (675.025546 sec): 3 clusters Score: Raw -432229.577321 + Penalty 2850.644895 = -429378.932425 nChanged 243 SP:Iteration 12Q (675.048802 sec): 3 clusters Score: Raw -432378.777967 + Penalty 2850.644895 = -429528.133072 nChanged 200 SP:Iteration 13Q (675.072085 sec): 3 clusters Score: Raw -432488.509181 + Penalty 2850.644895 = -429637.864286 nChanged 153 SP:Iteration 14Q (675.095314 sec): 3 clusters Score: Raw -432557.671691 + Penalty 2850.644895 = -429707.026796 nChanged 125 SP:Iteration 15Q (675.118524 sec): 3 clusters Score: Raw -432608.300005 + Penalty 2850.644895 = -429757.655110 nChanged 91 SP:Iteration 16Q (675.141738 sec): 3 clusters Score: Raw -432646.139379 + Penalty 2850.644895 = -429795.494484 nChanged 78 SP:Iteration 17Q (675.164971 sec): 3 clusters Score: Raw -432677.395348 + Penalty 2850.644895 = -429826.750453 nChanged 61 SP:Iteration 18Q (675.188364 sec): 3 clusters Score: Raw -432701.241902 + Penalty 2850.644895 = -429850.597007 nChanged 58 SP:Iteration 19Q (675.211451 sec): 3 clusters Score: Raw -432731.898385 + Penalty 2850.644895 = -429881.253490 nChanged 92 SP:Iteration 20F (675.234724 sec): 3 clusters Score: Raw -432770.746193 + Penalty 2850.644895 = -429920.101297 nChanged 73 SP:Iteration 21Q (675.257748 sec): 3 clusters Score: Raw -432797.705894 + Penalty 2850.644895 = -429947.060998 nChanged 58 SP:Iteration 22Q (675.280795 sec): 3 clusters Score: Raw -432815.119439 + Penalty 2850.644895 = -429964.474544 nChanged 40 SP:Iteration 23Q (675.303675 sec): 3 clusters Score: Raw -432824.648225 + Penalty 2850.644895 = -429974.003329 nChanged 29 SP:Iteration 24Q (675.326731 sec): 3 clusters Score: Raw -432832.500669 + Penalty 2850.644895 = -429981.855774 nChanged 35 SP:Iteration 25Q (675.349905 sec): 3 clusters Score: Raw -432842.427957 + Penalty 2850.644895 = -429991.783062 nChanged 33 SP:Iteration 26Q (675.372901 sec): 3 clusters Score: Raw -432848.928111 + Penalty 2850.644895 = -429998.283216 nChanged 27 SP:Iteration 27Q (675.395919 sec): 3 clusters Score: Raw -432856.479758 + Penalty 2850.644895 = -430005.834863 nChanged 38 SP:Iteration 28Q (675.418670 sec): 3 clusters Score: Raw -432867.748146 + Penalty 2850.644895 = -430017.103250 nChanged 36 SP:Iteration 29Q (675.441765 sec): 3 clusters Score: Raw -432878.517729 + Penalty 2850.644895 = -430027.872834 nChanged 34 SP:Iteration 30Q (675.464744 sec): 3 clusters Score: Raw -432888.181818 + Penalty 2850.644895 = -430037.536922 nChanged 34 SP:Iteration 31Q (675.487615 sec): 3 clusters Score: Raw -432895.757250 + Penalty 2850.644895 = -430045.112355 nChanged 20 SP:Iteration 32Q (675.510334 sec): 3 clusters Score: Raw -432901.372773 + Penalty 2850.644895 = -430050.727878 nChanged 20 SP:Iteration 33Q (675.557987 sec): 3 clusters Score: Raw -432905.912221 + Penalty 2850.644895 = -430055.267326 nChanged 22 SP:Iteration 34Q (675.613639 sec): 3 clusters Score: Raw -432911.194574 + Penalty 2850.644895 = -430060.549679 nChanged 18 SP:Iteration 35Q (675.683789 sec): 3 clusters Score: Raw -432915.482119 + Penalty 2850.644895 = -430064.837224 nChanged 15 SP:Iteration 36Q (675.727285 sec): 3 clusters Score: Raw -432919.768551 + Penalty 2850.644895 = -430069.123655 nChanged 22 SP:Iteration 37Q (675.779681 sec): 3 clusters Score: Raw -432925.501407 + Penalty 2850.644895 = -430074.856512 nChanged 27 SP:Iteration 38Q (675.833611 sec): 3 clusters Score: Raw -432932.613139 + Penalty 2850.644895 = -430081.968244 nChanged 26 SP:Iteration 39Q (675.880912 sec): 3 clusters Score: Raw -432939.783805 + Penalty 2850.644895 = -430089.138910 nChanged 28 SP:Iteration 40F (675.917421 sec): 3 clusters Score: Raw -432947.425551 + Penalty 2850.644895 = -430096.780656 nChanged 24 SP:Iteration 41Q (675.940327 sec): 3 clusters Score: Raw -432951.846164 + Penalty 2850.644895 = -430101.201269 nChanged 20 SP:Iteration 42Q (675.963170 sec): 3 clusters Score: Raw -432955.050453 + Penalty 2850.644895 = -430104.405557 nChanged 16 SP:Iteration 43Q (675.987082 sec): 3 clusters Score: Raw -432958.018182 + Penalty 2850.644895 = -430107.373287 nChanged 15 SP:Iteration 44Q (676.014395 sec): 3 clusters Score: Raw -432960.376486 + Penalty 2850.644895 = -430109.731591 nChanged 5 SP:Iteration 45Q (676.039606 sec): 3 clusters Score: Raw -432961.034494 + Penalty 2850.644895 = -430110.389599 nChanged 6 SP:Iteration 46Q (676.063601 sec): 3 clusters Score: Raw -432962.018028 + Penalty 2850.644895 = -430111.373133 nChanged 9 SP:Iteration 47Q (676.086687 sec): 3 clusters Score: Raw -432963.597454 + Penalty 2850.644895 = -430112.952559 nChanged 9 SP:Iteration 48Q (676.123657 sec): 3 clusters Score: Raw -432964.944033 + Penalty 2850.644895 = -430114.299138 nChanged 10 SP:Iteration 49Q (676.182220 sec): 3 clusters Score: Raw -432966.376943 + Penalty 2850.644895 = -430115.732048 nChanged 10 SP:Iteration 50Q (676.235030 sec): 3 clusters Score: Raw -432968.682239 + Penalty 2850.644895 = -430118.037343 nChanged 16 SP:Iteration 51Q (676.279882 sec): 3 clusters Score: Raw -432972.950710 + Penalty 2850.644895 = -430122.305815 nChanged 17 SP:Iteration 52Q (676.302551 sec): 3 clusters Score: Raw -432977.510094 + Penalty 2850.644895 = -430126.865199 nChanged 22 SP:Iteration 53Q (676.332855 sec): 3 clusters Score: Raw -432980.801428 + Penalty 2850.644895 = -430130.156532 nChanged 11 SP:Iteration 54Q (676.355647 sec): 3 clusters Score: Raw -432982.093203 + Penalty 2850.644895 = -430131.448308 nChanged 5 SP:Iteration 55Q (676.383913 sec): 3 clusters Score: Raw -432983.245719 + Penalty 2850.644895 = -430132.600824 nChanged 10 SP:Iteration 56Q (676.406490 sec): 3 clusters Score: Raw -432985.138788 + Penalty 2850.644895 = -430134.493893 nChanged 7 SP:Iteration 57Q (676.435547 sec): 3 clusters Score: Raw -432986.148957 + Penalty 2850.644895 = -430135.504062 nChanged 5 SP:Iteration 58Q (676.458403 sec): 3 clusters Score: Raw -432986.869313 + Penalty 2850.644895 = -430136.224418 nChanged 4 SP:Iteration 59Q (676.516704 sec): 3 clusters Score: Raw -432987.402802 + Penalty 2850.644895 = -430136.757907 nChanged 4 SP:Iteration 60F (676.540578 sec): 3 clusters Score: Raw -432987.839062 + Penalty 2850.644895 = -430137.194166 nChanged 3 SP:Iteration 61Q (676.563316 sec): 3 clusters Score: Raw -432988.261693 + Penalty 2850.644895 = -430137.616798 nChanged 4 SP:Iteration 62Q (676.595504 sec): 3 clusters Score: Raw -432988.787841 + Penalty 2850.644895 = -430138.142946 nChanged 6 SP:Iteration 63Q (676.640388 sec): 3 clusters Score: Raw -432989.802889 + Penalty 2850.644895 = -430139.157994 nChanged 5 SP:Iteration 64Q (676.663024 sec): 3 clusters Score: Raw -432990.882494 + Penalty 2850.644895 = -430140.237599 nChanged 7 SP:Iteration 65Q (676.732389 sec): 3 clusters Score: Raw -432991.932993 + Penalty 2850.644895 = -430141.288098 nChanged 5 SP:Iteration 66Q (676.746217 sec): 3 clusters Score: Raw -432993.044869 + Penalty 2850.644895 = -430142.399973 nChanged 5 SP:Iteration 67Q (676.783683 sec): 3 clusters Score: Raw -432993.670318 + Penalty 2850.644895 = -430143.025423 nChanged 3 SP:Iteration 68Q (676.806679 sec): 3 clusters Score: Raw -432994.049522 + Penalty 2850.644895 = -430143.404627 nChanged 1 SP:Iteration 69Q (676.851077 sec): 3 clusters Score: Raw -432994.132248 + Penalty 2850.644895 = -430143.487352 nChanged 2 SP:Iteration 70Q (676.909561 sec): 3 clusters Score: Raw -432994.368526 + Penalty 2850.644895 = -430143.723631 nChanged 3 SP:Iteration 71Q (676.967008 sec): 3 clusters Score: Raw -432994.604678 + Penalty 2850.644895 = -430143.959783 nChanged 1 SP:Iteration 72Q (676.989134 sec): 3 clusters Score: Raw -432994.822815 + Penalty 2850.644895 = -430144.177920 nChanged 4 SP:Iteration 73Q (677.011900 sec): 3 clusters Score: Raw -432995.375544 + Penalty 2850.644895 = -430144.730649 nChanged 1 SP:Iteration 74Q (677.039964 sec): 3 clusters Score: Raw -432995.566930 + Penalty 2850.644895 = -430144.922035 nChanged 3 SP:Iteration 75Q (677.065099 sec): 3 clusters Score: Raw -432996.286785 + Penalty 2850.644895 = -430145.641889 nChanged 5 SP:Iteration 76Q (677.097037 sec): 3 clusters Score: Raw -432997.061491 + Penalty 2850.644895 = -430146.416596 nChanged 4 SP:Iteration 77Q (677.145005 sec): 3 clusters Score: Raw -432997.552184 + Penalty 2850.644895 = -430146.907288 nChanged 2 SP:Iteration 78Q (677.165548 sec): 3 clusters Score: Raw -432997.707462 + Penalty 2850.644895 = -430147.062567 nChanged 1 SP:Iteration 79Q (677.198843 sec): 3 clusters Score: Raw -432997.920028 + Penalty 2850.644895 = -430147.275133 nChanged 0 SP:Iteration 80F (677.232900 sec): 3 clusters Score: Raw -432997.920028 + Penalty 2850.644895 = -430147.275133 nChanged 0 Trying to split cluster 19 (15196 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (677.264007 sec): 2 clusters Score: Raw -882481.049043 + Penalty 1564.677971 = -880916.371071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (677.309070 sec): 3 clusters Score: Raw -873575.931325 + Penalty 3129.355942 = -870446.575382 nChanged 6744 SP:Iteration 1F (677.353096 sec): 3 clusters Score: Raw -877808.584368 + Penalty 3129.355942 = -874679.228426 nChanged 1212 SP:Iteration 2F (677.399150 sec): 3 clusters Score: Raw -878633.499903 + Penalty 3129.355942 = -875504.143961 nChanged 1060 SP:Iteration 3F (677.434821 sec): 3 clusters Score: Raw -879380.062758 + Penalty 3129.355942 = -876250.706816 nChanged 987 SP:Iteration 4F (677.469895 sec): 3 clusters Score: Raw -880124.536793 + Penalty 3129.355942 = -876995.180851 nChanged 930 SP:Iteration 5F (677.508644 sec): 3 clusters Score: Raw -880841.089444 + Penalty 3129.355942 = -877711.733501 nChanged 798 SP:Iteration 6F (677.567454 sec): 3 clusters Score: Raw -881420.704076 + Penalty 3129.355942 = -878291.348134 nChanged 679 SP:Iteration 7Q (677.602400 sec): 3 clusters Score: Raw -881851.976005 + Penalty 3129.355942 = -878722.620063 nChanged 520 SP:Iteration 8Q (677.636908 sec): 3 clusters Score: Raw -882110.016999 + Penalty 3129.355942 = -878980.661057 nChanged 365 SP:Iteration 9Q (677.671903 sec): 3 clusters Score: Raw -882248.897464 + Penalty 3129.355942 = -879119.541522 nChanged 250 SP:Iteration 10Q (677.708516 sec): 3 clusters Score: Raw -882320.726495 + Penalty 3129.355942 = -879191.370552 nChanged 189 SP:Iteration 11Q (677.763370 sec): 3 clusters Score: Raw -882367.435566 + Penalty 3129.355942 = -879238.079624 nChanged 149 SP:Iteration 12Q (677.820477 sec): 3 clusters Score: Raw -882406.075380 + Penalty 3129.355942 = -879276.719437 nChanged 143 SP:Iteration 13Q (677.877377 sec): 3 clusters Score: Raw -882443.249529 + Penalty 3129.355942 = -879313.893587 nChanged 133 SP:Iteration 14Q (677.913092 sec): 3 clusters Score: Raw -882474.790646 + Penalty 3129.355942 = -879345.434704 nChanged 117 SP:Iteration 15Q (677.957366 sec): 3 clusters Score: Raw -882501.403777 + Penalty 3129.355942 = -879372.047834 nChanged 105 SP:Iteration 16Q (678.021216 sec): 3 clusters Score: Raw -882520.925016 + Penalty 3129.355942 = -879391.569074 nChanged 96 SP:Iteration 17Q (678.065499 sec): 3 clusters Score: Raw -882540.332873 + Penalty 3129.355942 = -879410.976931 nChanged 76 SP:Iteration 18Q (678.122870 sec): 3 clusters Score: Raw -882553.939812 + Penalty 3129.355942 = -879424.583870 nChanged 76 SP:Iteration 19Q (678.172490 sec): 3 clusters Score: Raw -882568.076654 + Penalty 3129.355942 = -879438.720712 nChanged 78 SP:Iteration 20F (678.207835 sec): 3 clusters Score: Raw -882583.622479 + Penalty 3129.355942 = -879454.266537 nChanged 80 SP:Iteration 21Q (678.241712 sec): 3 clusters Score: Raw -882595.988959 + Penalty 3129.355942 = -879466.633017 nChanged 78 SP:Iteration 22Q (678.275676 sec): 3 clusters Score: Raw -882609.980247 + Penalty 3129.355942 = -879480.624305 nChanged 88 SP:Iteration 23Q (678.319283 sec): 3 clusters Score: Raw -882626.841948 + Penalty 3129.355942 = -879497.486005 nChanged 86 SP:Iteration 24Q (678.353047 sec): 3 clusters Score: Raw -882642.424285 + Penalty 3129.355942 = -879513.068343 nChanged 75 SP:Iteration 25Q (678.390509 sec): 3 clusters Score: Raw -882654.020321 + Penalty 3129.355942 = -879524.664379 nChanged 59 SP:Iteration 26Q (678.426262 sec): 3 clusters Score: Raw -882663.816687 + Penalty 3129.355942 = -879534.460745 nChanged 57 SP:Iteration 27Q (678.459617 sec): 3 clusters Score: Raw -882672.943433 + Penalty 3129.355942 = -879543.587491 nChanged 53 SP:Iteration 28Q (678.493045 sec): 3 clusters Score: Raw -882680.581085 + Penalty 3129.355942 = -879551.225143 nChanged 43 SP:Iteration 29Q (678.526059 sec): 3 clusters Score: Raw -882685.576079 + Penalty 3129.355942 = -879556.220137 nChanged 39 SP:Iteration 30Q (678.559208 sec): 3 clusters Score: Raw -882690.070863 + Penalty 3129.355942 = -879560.714921 nChanged 32 SP:Iteration 31Q (678.592682 sec): 3 clusters Score: Raw -882693.859508 + Penalty 3129.355942 = -879564.503566 nChanged 40 SP:Iteration 32Q (678.626011 sec): 3 clusters Score: Raw -882699.830754 + Penalty 3129.355942 = -879570.474811 nChanged 32 SP:Iteration 33Q (678.659051 sec): 3 clusters Score: Raw -882705.051431 + Penalty 3129.355942 = -879575.695488 nChanged 40 SP:Iteration 34Q (678.692183 sec): 3 clusters Score: Raw -882710.796829 + Penalty 3129.355942 = -879581.440887 nChanged 40 SP:Iteration 35Q (678.725237 sec): 3 clusters Score: Raw -882716.384273 + Penalty 3129.355942 = -879587.028331 nChanged 43 SP:Iteration 36Q (678.758494 sec): 3 clusters Score: Raw -882723.550503 + Penalty 3129.355942 = -879594.194561 nChanged 60 SP:Iteration 37Q (678.791690 sec): 3 clusters Score: Raw -882735.162503 + Penalty 3129.355942 = -879605.806561 nChanged 68 SP:Iteration 38Q (678.824740 sec): 3 clusters Score: Raw -882745.811550 + Penalty 3129.355942 = -879616.455608 nChanged 61 SP:Iteration 39Q (678.857768 sec): 3 clusters Score: Raw -882756.339339 + Penalty 3129.355942 = -879626.983397 nChanged 53 SP:Iteration 40F (678.899773 sec): 3 clusters Score: Raw -882764.712064 + Penalty 3129.355942 = -879635.356122 nChanged 44 SP:Iteration 41Q (678.933020 sec): 3 clusters Score: Raw -882771.558516 + Penalty 3129.355942 = -879642.202574 nChanged 46 SP:Iteration 42Q (678.971829 sec): 3 clusters Score: Raw -882777.993090 + Penalty 3129.355942 = -879648.637148 nChanged 51 SP:Iteration 43Q (679.015696 sec): 3 clusters Score: Raw -882785.476883 + Penalty 3129.355942 = -879656.120941 nChanged 45 SP:Iteration 44Q (679.048714 sec): 3 clusters Score: Raw -882792.349617 + Penalty 3129.355942 = -879662.993675 nChanged 44 SP:Iteration 45Q (679.094565 sec): 3 clusters Score: Raw -882800.739171 + Penalty 3129.355942 = -879671.383229 nChanged 52 SP:Iteration 46Q (679.134611 sec): 3 clusters Score: Raw -882812.456744 + Penalty 3129.355942 = -879683.100802 nChanged 62 SP:Iteration 47Q (679.191033 sec): 3 clusters Score: Raw -882825.872587 + Penalty 3129.355942 = -879696.516645 nChanged 61 SP:Iteration 48Q (679.224094 sec): 3 clusters Score: Raw -882838.512542 + Penalty 3129.355942 = -879709.156600 nChanged 59 SP:Iteration 49Q (679.258811 sec): 3 clusters Score: Raw -882851.924063 + Penalty 3129.355942 = -879722.568121 nChanged 70 SP:Iteration 50Q (679.296917 sec): 3 clusters Score: Raw -882864.853843 + Penalty 3129.355942 = -879735.497900 nChanged 51 SP:Iteration 51Q (679.339378 sec): 3 clusters Score: Raw -882873.798661 + Penalty 3129.355942 = -879744.442719 nChanged 51 SP:Iteration 52Q (679.375426 sec): 3 clusters Score: Raw -882881.634750 + Penalty 3129.355942 = -879752.278808 nChanged 39 SP:Iteration 53Q (679.414770 sec): 3 clusters Score: Raw -882887.373437 + Penalty 3129.355942 = -879758.017495 nChanged 38 SP:Iteration 54Q (679.457234 sec): 3 clusters Score: Raw -882892.904488 + Penalty 3129.355942 = -879763.548546 nChanged 34 SP:Iteration 55Q (679.494330 sec): 3 clusters Score: Raw -882899.393007 + Penalty 3129.355942 = -879770.037065 nChanged 38 SP:Iteration 56Q (679.537343 sec): 3 clusters Score: Raw -882905.180303 + Penalty 3129.355942 = -879775.824360 nChanged 35 SP:Iteration 57Q (679.579400 sec): 3 clusters Score: Raw -882909.600716 + Penalty 3129.355942 = -879780.244774 nChanged 31 SP:Iteration 58Q (679.613789 sec): 3 clusters Score: Raw -882915.214273 + Penalty 3129.355942 = -879785.858330 nChanged 33 SP:Iteration 59Q (679.657504 sec): 3 clusters Score: Raw -882922.458083 + Penalty 3129.355942 = -879793.102141 nChanged 42 SP:Iteration 60F (679.695782 sec): 3 clusters Score: Raw -882932.488364 + Penalty 3129.355942 = -879803.132422 nChanged 45 SP:Iteration 61Q (679.738532 sec): 3 clusters Score: Raw -882943.634145 + Penalty 3129.355942 = -879814.278203 nChanged 54 SP:Iteration 62Q (679.801046 sec): 3 clusters Score: Raw -882955.360755 + Penalty 3129.355942 = -879826.004813 nChanged 52 SP:Iteration 63Q (679.861032 sec): 3 clusters Score: Raw -882969.040720 + Penalty 3129.355942 = -879839.684778 nChanged 54 SP:Iteration 64Q (679.903304 sec): 3 clusters Score: Raw -882983.071264 + Penalty 3129.355942 = -879853.715322 nChanged 60 SP:Iteration 65Q (679.945798 sec): 3 clusters Score: Raw -883002.018439 + Penalty 3129.355942 = -879872.662497 nChanged 79 SP:Iteration 66Q (679.988006 sec): 3 clusters Score: Raw -883035.996486 + Penalty 3129.355942 = -879906.640544 nChanged 98 SP:Iteration 67Q (680.020366 sec): 3 clusters Score: Raw -883080.847459 + Penalty 3129.355942 = -879951.491517 nChanged 92 SP:Iteration 68Q (680.056758 sec): 3 clusters Score: Raw -883124.760748 + Penalty 3129.355942 = -879995.404806 nChanged 105 SP:Iteration 69Q (680.089451 sec): 3 clusters Score: Raw -883174.295294 + Penalty 3129.355942 = -880044.939352 nChanged 106 SP:Iteration 70Q (680.121723 sec): 3 clusters Score: Raw -883219.829416 + Penalty 3129.355942 = -880090.473474 nChanged 94 SP:Iteration 71Q (680.153814 sec): 3 clusters Score: Raw -883259.898111 + Penalty 3129.355942 = -880130.542169 nChanged 92 SP:Iteration 72Q (680.185786 sec): 3 clusters Score: Raw -883293.183298 + Penalty 3129.355942 = -880163.827356 nChanged 80 SP:Iteration 73Q (680.217708 sec): 3 clusters Score: Raw -883315.503700 + Penalty 3129.355942 = -880186.147758 nChanged 60 SP:Iteration 74Q (680.249784 sec): 3 clusters Score: Raw -883330.150634 + Penalty 3129.355942 = -880200.794692 nChanged 46 SP:Iteration 75Q (680.311389 sec): 3 clusters Score: Raw -883340.452367 + Penalty 3129.355942 = -880211.096424 nChanged 56 SP:Iteration 76Q (680.344035 sec): 3 clusters Score: Raw -883353.455812 + Penalty 3129.355942 = -880224.099869 nChanged 51 SP:Iteration 77Q (680.376143 sec): 3 clusters Score: Raw -883365.701319 + Penalty 3129.355942 = -880236.345377 nChanged 62 SP:Iteration 78Q (680.407980 sec): 3 clusters Score: Raw -883381.758537 + Penalty 3129.355942 = -880252.402595 nChanged 48 SP:Iteration 79Q (680.439973 sec): 3 clusters Score: Raw -883395.409142 + Penalty 3129.355942 = -880266.053200 nChanged 53 SP:Iteration 80F (680.474876 sec): 3 clusters Score: Raw -883411.786169 + Penalty 3129.355942 = -880282.430227 nChanged 49 SP:Iteration 81Q (680.506817 sec): 3 clusters Score: Raw -883430.461430 + Penalty 3129.355942 = -880301.105488 nChanged 58 SP:Iteration 82Q (680.538487 sec): 3 clusters Score: Raw -883446.710425 + Penalty 3129.355942 = -880317.354483 nChanged 45 SP:Iteration 83Q (680.570189 sec): 3 clusters Score: Raw -883457.792137 + Penalty 3129.355942 = -880328.436195 nChanged 37 SP:Iteration 84Q (680.601608 sec): 3 clusters Score: Raw -883466.650806 + Penalty 3129.355942 = -880337.294864 nChanged 33 SP:Iteration 85Q (680.633323 sec): 3 clusters Score: Raw -883472.868368 + Penalty 3129.355942 = -880343.512426 nChanged 28 SP:Iteration 86Q (680.664945 sec): 3 clusters Score: Raw -883478.426743 + Penalty 3129.355942 = -880349.070801 nChanged 27 SP:Iteration 87Q (680.696459 sec): 3 clusters Score: Raw -883484.942451 + Penalty 3129.355942 = -880355.586509 nChanged 33 SP:Iteration 88Q (680.730972 sec): 3 clusters Score: Raw -883491.454137 + Penalty 3129.355942 = -880362.098195 nChanged 27 SP:Iteration 89Q (680.762315 sec): 3 clusters Score: Raw -883497.081263 + Penalty 3129.355942 = -880367.725321 nChanged 26 SP:Iteration 90Q (680.793767 sec): 3 clusters Score: Raw -883502.553658 + Penalty 3129.355942 = -880373.197716 nChanged 23 SP:Iteration 91Q (680.825431 sec): 3 clusters Score: Raw -883506.592737 + Penalty 3129.355942 = -880377.236795 nChanged 20 SP:Iteration 92Q (680.856728 sec): 3 clusters Score: Raw -883510.477849 + Penalty 3129.355942 = -880381.121907 nChanged 23 SP:Iteration 93Q (680.888056 sec): 3 clusters Score: Raw -883514.420511 + Penalty 3129.355942 = -880385.064569 nChanged 21 SP:Iteration 94Q (680.919595 sec): 3 clusters Score: Raw -883518.190094 + Penalty 3129.355942 = -880388.834152 nChanged 11 SP:Iteration 95Q (680.951006 sec): 3 clusters Score: Raw -883519.616167 + Penalty 3129.355942 = -880390.260225 nChanged 14 SP:Iteration 96Q (680.982378 sec): 3 clusters Score: Raw -883522.037849 + Penalty 3129.355942 = -880392.681907 nChanged 12 SP:Iteration 97Q (681.013690 sec): 3 clusters Score: Raw -883524.291303 + Penalty 3129.355942 = -880394.935360 nChanged 15 SP:Iteration 98Q (681.045065 sec): 3 clusters Score: Raw -883526.384767 + Penalty 3129.355942 = -880397.028825 nChanged 11 SP:Iteration 99Q (681.076623 sec): 3 clusters Score: Raw -883527.653857 + Penalty 3129.355942 = -880398.297915 nChanged 6 SP:Iteration 100F (681.111643 sec): 3 clusters Score: Raw -883528.668818 + Penalty 3129.355942 = -880399.312876 nChanged 8 SP:Iteration 101Q (681.165659 sec): 3 clusters Score: Raw -883529.873656 + Penalty 3129.355942 = -880400.517714 nChanged 8 SP:Iteration 102Q (681.197004 sec): 3 clusters Score: Raw -883531.109163 + Penalty 3129.355942 = -880401.753221 nChanged 4 SP:Iteration 103Q (681.228416 sec): 3 clusters Score: Raw -883531.612471 + Penalty 3129.355942 = -880402.256529 nChanged 5 SP:Iteration 104Q (681.259967 sec): 3 clusters Score: Raw -883532.095561 + Penalty 3129.355942 = -880402.739619 nChanged 5 SP:Iteration 105Q (681.291511 sec): 3 clusters Score: Raw -883532.524230 + Penalty 3129.355942 = -880403.168288 nChanged 4 SP:Iteration 106Q (681.322688 sec): 3 clusters Score: Raw -883533.091804 + Penalty 3129.355942 = -880403.735861 nChanged 4 SP:Iteration 107Q (681.354059 sec): 3 clusters Score: Raw -883533.375945 + Penalty 3129.355942 = -880404.020003 nChanged 3 SP:Iteration 108Q (681.385339 sec): 3 clusters Score: Raw -883533.668545 + Penalty 3129.355942 = -880404.312602 nChanged 1 SP:Iteration 109Q (681.416388 sec): 3 clusters Score: Raw -883533.689445 + Penalty 3129.355942 = -880404.333503 nChanged 0 SP:Iteration 110F (681.451256 sec): 3 clusters Score: Raw -883533.689445 + Penalty 3129.355942 = -880404.333503 nChanged 0 Trying to split cluster 20 (4016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (681.468018 sec): 2 clusters Score: Raw -265428.024371 + Penalty 1348.431770 = -264079.592601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (681.488004 sec): 3 clusters Score: Raw -263409.537638 + Penalty 2696.863540 = -260712.674098 nChanged 1621 SP:Iteration 1F (681.507373 sec): 3 clusters Score: Raw -264336.693253 + Penalty 2696.863540 = -261639.829713 nChanged 302 SP:Iteration 2F (681.526933 sec): 3 clusters Score: Raw -264532.128180 + Penalty 2696.863540 = -261835.264640 nChanged 217 SP:Iteration 3F (681.546622 sec): 3 clusters Score: Raw -264681.245069 + Penalty 2696.863540 = -261984.381529 nChanged 188 SP:Iteration 4Q (681.566290 sec): 3 clusters Score: Raw -264787.426284 + Penalty 2696.863540 = -262090.562744 nChanged 150 SP:Iteration 5Q (681.588136 sec): 3 clusters Score: Raw -264867.744866 + Penalty 2696.863540 = -262170.881326 nChanged 107 SP:Iteration 6Q (681.607484 sec): 3 clusters Score: Raw -264926.700047 + Penalty 2696.863540 = -262229.836507 nChanged 115 SP:Iteration 7Q (681.626851 sec): 3 clusters Score: Raw -264989.506733 + Penalty 2696.863540 = -262292.643193 nChanged 115 SP:Iteration 8Q (681.646155 sec): 3 clusters Score: Raw -265064.672005 + Penalty 2696.863540 = -262367.808465 nChanged 125 SP:Iteration 9Q (681.665494 sec): 3 clusters Score: Raw -265155.451385 + Penalty 2696.863540 = -262458.587845 nChanged 142 SP:Iteration 10Q (681.684793 sec): 3 clusters Score: Raw -265265.638631 + Penalty 2696.863540 = -262568.775091 nChanged 151 SP:Iteration 11Q (681.704053 sec): 3 clusters Score: Raw -265393.119492 + Penalty 2696.863540 = -262696.255952 nChanged 147 SP:Iteration 12Q (681.723142 sec): 3 clusters Score: Raw -265515.702801 + Penalty 2696.863540 = -262818.839261 nChanged 138 SP:Iteration 13Q (681.742438 sec): 3 clusters Score: Raw -265641.861402 + Penalty 2696.863540 = -262944.997862 nChanged 127 SP:Iteration 14Q (681.761674 sec): 3 clusters Score: Raw -265749.405357 + Penalty 2696.863540 = -263052.541817 nChanged 134 SP:Iteration 15Q (681.780758 sec): 3 clusters Score: Raw -265881.971420 + Penalty 2696.863540 = -263185.107880 nChanged 121 SP:Iteration 16Q (681.799806 sec): 3 clusters Score: Raw -266000.378652 + Penalty 2696.863540 = -263303.515112 nChanged 116 SP:Iteration 17Q (681.818707 sec): 3 clusters Score: Raw -266096.067594 + Penalty 2696.863540 = -263399.204054 nChanged 67 SP:Iteration 18Q (681.837618 sec): 3 clusters Score: Raw -266134.862915 + Penalty 2696.863540 = -263437.999375 nChanged 45 SP:Iteration 19Q (681.856011 sec): 3 clusters Score: Raw -266156.292765 + Penalty 2696.863540 = -263459.429226 nChanged 30 SP:Iteration 20F (681.875443 sec): 3 clusters Score: Raw -266168.479220 + Penalty 2696.863540 = -263471.615680 nChanged 26 SP:Iteration 21Q (681.893998 sec): 3 clusters Score: Raw -266177.868840 + Penalty 2696.863540 = -263481.005301 nChanged 17 SP:Iteration 22Q (681.912557 sec): 3 clusters Score: Raw -266186.131979 + Penalty 2696.863540 = -263489.268439 nChanged 16 SP:Iteration 23Q (681.931364 sec): 3 clusters Score: Raw -266194.665101 + Penalty 2696.863540 = -263497.801562 nChanged 17 SP:Iteration 24Q (681.950087 sec): 3 clusters Score: Raw -266203.372439 + Penalty 2696.863540 = -263506.508899 nChanged 16 SP:Iteration 25Q (681.968671 sec): 3 clusters Score: Raw -266208.203890 + Penalty 2696.863540 = -263511.340350 nChanged 7 SP:Iteration 26Q (681.986793 sec): 3 clusters Score: Raw -266210.345565 + Penalty 2696.863540 = -263513.482025 nChanged 5 SP:Iteration 27Q (682.005234 sec): 3 clusters Score: Raw -266211.439746 + Penalty 2696.863540 = -263514.576206 nChanged 3 SP:Iteration 28Q (682.023894 sec): 3 clusters Score: Raw -266212.037172 + Penalty 2696.863540 = -263515.173632 nChanged 1 SP:Iteration 29Q (682.042609 sec): 3 clusters Score: Raw -266212.212681 + Penalty 2696.863540 = -263515.349141 nChanged 0 SP:Iteration 30F (682.061989 sec): 3 clusters Score: Raw -266212.212681 + Penalty 2696.863540 = -263515.349141 nChanged 0 Trying to split cluster 21 (1655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (682.076957 sec): 2 clusters Score: Raw -105976.513522 + Penalty 1204.377897 = -104772.135625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (682.085834 sec): 3 clusters Score: Raw -105314.458490 + Penalty 2408.755794 = -102905.702696 nChanged 552 SP:Iteration 1F (682.094191 sec): 3 clusters Score: Raw -105671.033546 + Penalty 2408.755794 = -103262.277753 nChanged 134 SP:Iteration 2F (682.102504 sec): 3 clusters Score: Raw -105794.903874 + Penalty 2408.755794 = -103386.148081 nChanged 91 SP:Iteration 3F (682.110440 sec): 3 clusters Score: Raw -105873.456513 + Penalty 2408.755794 = -103464.700719 nChanged 51 SP:Iteration 4Q (682.118744 sec): 3 clusters Score: Raw -105908.745120 + Penalty 2408.755794 = -103499.989327 nChanged 39 SP:Iteration 5Q (682.127062 sec): 3 clusters Score: Raw -105943.855483 + Penalty 2408.755794 = -103535.099690 nChanged 38 SP:Iteration 6Q (682.135344 sec): 3 clusters Score: Raw -105970.976380 + Penalty 2408.755794 = -103562.220587 nChanged 22 SP:Iteration 7Q (682.143540 sec): 3 clusters Score: Raw -105990.300706 + Penalty 2408.755794 = -103581.544913 nChanged 26 SP:Iteration 8Q (682.151811 sec): 3 clusters Score: Raw -106011.452956 + Penalty 2408.755794 = -103602.697163 nChanged 25 SP:Iteration 9Q (682.160087 sec): 3 clusters Score: Raw -106026.934802 + Penalty 2408.755794 = -103618.179009 nChanged 17 SP:Iteration 10Q (682.168090 sec): 3 clusters Score: Raw -106039.360157 + Penalty 2408.755794 = -103630.604364 nChanged 13 SP:Iteration 11Q (682.176273 sec): 3 clusters Score: Raw -106050.625288 + Penalty 2408.755794 = -103641.869495 nChanged 8 SP:Iteration 12Q (682.184441 sec): 3 clusters Score: Raw -106054.886177 + Penalty 2408.755794 = -103646.130383 nChanged 9 SP:Iteration 13Q (682.192721 sec): 3 clusters Score: Raw -106059.091985 + Penalty 2408.755794 = -103650.336192 nChanged 7 SP:Iteration 14Q (682.200883 sec): 3 clusters Score: Raw -106063.578594 + Penalty 2408.755794 = -103654.822801 nChanged 7 SP:Iteration 15Q (682.209108 sec): 3 clusters Score: Raw -106067.766153 + Penalty 2408.755794 = -103659.010359 nChanged 6 SP:Iteration 16Q (682.217346 sec): 3 clusters Score: Raw -106071.743297 + Penalty 2408.755794 = -103662.987503 nChanged 7 SP:Iteration 17Q (682.225614 sec): 3 clusters Score: Raw -106079.299677 + Penalty 2408.755794 = -103670.543883 nChanged 16 SP:Iteration 18Q (682.233772 sec): 3 clusters Score: Raw -106089.303248 + Penalty 2408.755794 = -103680.547455 nChanged 8 SP:Iteration 19Q (682.243429 sec): 3 clusters Score: Raw -106093.205302 + Penalty 2408.755794 = -103684.449508 nChanged 8 SP:Iteration 20F (682.251782 sec): 3 clusters Score: Raw -106098.045798 + Penalty 2408.755794 = -103689.290005 nChanged 8 SP:Iteration 21Q (682.259999 sec): 3 clusters Score: Raw -106104.263769 + Penalty 2408.755794 = -103695.507975 nChanged 8 SP:Iteration 22Q (682.268192 sec): 3 clusters Score: Raw -106107.468923 + Penalty 2408.755794 = -103698.713129 nChanged 2 SP:Iteration 23Q (682.276332 sec): 3 clusters Score: Raw -106108.117565 + Penalty 2408.755794 = -103699.361771 nChanged 2 SP:Iteration 24Q (682.284584 sec): 3 clusters Score: Raw -106109.141706 + Penalty 2408.755794 = -103700.385912 nChanged 1 SP:Iteration 25Q (682.292793 sec): 3 clusters Score: Raw -106109.520608 + Penalty 2408.755794 = -103700.764814 nChanged 0 SP:Iteration 26F (682.301003 sec): 3 clusters Score: Raw -106109.520608 + Penalty 2408.755794 = -103700.764814 nChanged 0 Trying to split cluster 22 (6875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (682.321593 sec): 2 clusters Score: Raw -415872.950548 + Penalty 1435.792625 = -414437.157924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (682.345548 sec): 3 clusters Score: Raw -412124.774763 + Penalty 2871.585250 = -409253.189513 nChanged 2886 SP:Iteration 1F (682.368622 sec): 3 clusters Score: Raw -413812.310379 + Penalty 2871.585250 = -410940.725129 nChanged 484 SP:Iteration 2F (682.391850 sec): 3 clusters Score: Raw -414093.661030 + Penalty 2871.585250 = -411222.075780 nChanged 377 SP:Iteration 3F (682.415289 sec): 3 clusters Score: Raw -414322.777548 + Penalty 2871.585250 = -411451.192299 nChanged 333 SP:Iteration 4Q (682.438902 sec): 3 clusters Score: Raw -414542.081906 + Penalty 2871.585250 = -411670.496656 nChanged 335 SP:Iteration 5Q (682.464159 sec): 3 clusters Score: Raw -414751.201212 + Penalty 2871.585250 = -411879.615962 nChanged 324 SP:Iteration 6Q (682.487298 sec): 3 clusters Score: Raw -414997.462558 + Penalty 2871.585250 = -412125.877308 nChanged 307 SP:Iteration 7Q (682.510304 sec): 3 clusters Score: Raw -415232.363937 + Penalty 2871.585250 = -412360.778687 nChanged 267 SP:Iteration 8Q (682.533312 sec): 3 clusters Score: Raw -415410.041195 + Penalty 2871.585250 = -412538.455945 nChanged 199 SP:Iteration 9Q (682.556248 sec): 3 clusters Score: Raw -415533.085179 + Penalty 2871.585250 = -412661.499929 nChanged 154 SP:Iteration 10Q (682.578918 sec): 3 clusters Score: Raw -415622.704286 + Penalty 2871.585250 = -412751.119036 nChanged 141 SP:Iteration 11Q (682.601473 sec): 3 clusters Score: Raw -415702.994993 + Penalty 2871.585250 = -412831.409743 nChanged 121 SP:Iteration 12Q (682.624104 sec): 3 clusters Score: Raw -415766.253993 + Penalty 2871.585250 = -412894.668743 nChanged 94 SP:Iteration 13Q (682.646365 sec): 3 clusters Score: Raw -415813.240332 + Penalty 2871.585250 = -412941.655082 nChanged 80 SP:Iteration 14Q (682.668761 sec): 3 clusters Score: Raw -415851.686657 + Penalty 2871.585250 = -412980.101408 nChanged 69 SP:Iteration 15Q (682.690781 sec): 3 clusters Score: Raw -415887.387631 + Penalty 2871.585250 = -413015.802381 nChanged 62 SP:Iteration 16Q (682.712671 sec): 3 clusters Score: Raw -415917.760016 + Penalty 2871.585250 = -413046.174766 nChanged 51 SP:Iteration 17Q (682.734685 sec): 3 clusters Score: Raw -415947.097351 + Penalty 2871.585250 = -413075.512101 nChanged 53 SP:Iteration 18Q (682.756766 sec): 3 clusters Score: Raw -415971.474735 + Penalty 2871.585250 = -413099.889485 nChanged 39 SP:Iteration 19Q (682.778659 sec): 3 clusters Score: Raw -415988.551641 + Penalty 2871.585250 = -413116.966391 nChanged 35 SP:Iteration 20F (682.801848 sec): 3 clusters Score: Raw -416003.252053 + Penalty 2871.585250 = -413131.666803 nChanged 28 SP:Iteration 21Q (682.823975 sec): 3 clusters Score: Raw -416015.728198 + Penalty 2871.585250 = -413144.142948 nChanged 32 SP:Iteration 22Q (682.845915 sec): 3 clusters Score: Raw -416025.832185 + Penalty 2871.585250 = -413154.246935 nChanged 16 SP:Iteration 23Q (682.867631 sec): 3 clusters Score: Raw -416029.712516 + Penalty 2871.585250 = -413158.127266 nChanged 14 SP:Iteration 24Q (682.889566 sec): 3 clusters Score: Raw -416033.594188 + Penalty 2871.585250 = -413162.008938 nChanged 14 SP:Iteration 25Q (682.911507 sec): 3 clusters Score: Raw -416038.654697 + Penalty 2871.585250 = -413167.069447 nChanged 13 SP:Iteration 26Q (682.933188 sec): 3 clusters Score: Raw -416043.135137 + Penalty 2871.585250 = -413171.549887 nChanged 10 SP:Iteration 27Q (682.954843 sec): 3 clusters Score: Raw -416046.102373 + Penalty 2871.585250 = -413174.517123 nChanged 11 SP:Iteration 28Q (682.976621 sec): 3 clusters Score: Raw -416048.922931 + Penalty 2871.585250 = -413177.337681 nChanged 9 SP:Iteration 29Q (682.998171 sec): 3 clusters Score: Raw -416052.444384 + Penalty 2871.585250 = -413180.859134 nChanged 15 SP:Iteration 30Q (683.019800 sec): 3 clusters Score: Raw -416059.271797 + Penalty 2871.585250 = -413187.686547 nChanged 15 SP:Iteration 31Q (683.041317 sec): 3 clusters Score: Raw -416066.072803 + Penalty 2871.585250 = -413194.487553 nChanged 11 SP:Iteration 32Q (683.062727 sec): 3 clusters Score: Raw -416069.591412 + Penalty 2871.585250 = -413198.006162 nChanged 15 SP:Iteration 33Q (683.084430 sec): 3 clusters Score: Raw -416073.963803 + Penalty 2871.585250 = -413202.378553 nChanged 13 SP:Iteration 34Q (683.106091 sec): 3 clusters Score: Raw -416078.869868 + Penalty 2871.585250 = -413207.284619 nChanged 11 SP:Iteration 35Q (683.127662 sec): 3 clusters Score: Raw -416082.520503 + Penalty 2871.585250 = -413210.935253 nChanged 9 SP:Iteration 36Q (683.149437 sec): 3 clusters Score: Raw -416084.984428 + Penalty 2871.585250 = -413213.399179 nChanged 5 SP:Iteration 37Q (683.170804 sec): 3 clusters Score: Raw -416086.897927 + Penalty 2871.585250 = -413215.312677 nChanged 5 SP:Iteration 38Q (683.192124 sec): 3 clusters Score: Raw -416088.030772 + Penalty 2871.585250 = -413216.445522 nChanged 2 SP:Iteration 39Q (683.213675 sec): 3 clusters Score: Raw -416088.261923 + Penalty 2871.585250 = -413216.676673 nChanged 0 SP:Iteration 40F (683.237073 sec): 3 clusters Score: Raw -416088.261923 + Penalty 2871.585250 = -413216.676673 nChanged 0 Trying to split cluster 23 (39466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (683.296409 sec): 2 clusters Score: Raw -2650216.240669 + Penalty 1719.769158 = -2648496.471510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (683.374588 sec): 3 clusters Score: Raw -2625568.439561 + Penalty 3439.538317 = -2622128.901244 nChanged 18230 SP:Iteration 1F (683.446865 sec): 3 clusters Score: Raw -2635867.965144 + Penalty 3439.538317 = -2632428.426827 nChanged 1804 SP:Iteration 2Q (683.522638 sec): 3 clusters Score: Raw -2636519.887508 + Penalty 3439.538317 = -2633080.349191 nChanged 1855 SP:Iteration 3Q (683.597926 sec): 3 clusters Score: Raw -2637324.770245 + Penalty 3439.538317 = -2633885.231928 nChanged 2055 SP:Iteration 4F (683.668930 sec): 3 clusters Score: Raw -2638315.807098 + Penalty 3439.538317 = -2634876.268782 nChanged 2170 SP:Iteration 5F (683.740687 sec): 3 clusters Score: Raw -2639523.975515 + Penalty 3439.538317 = -2636084.437198 nChanged 2287 SP:Iteration 6F (683.812859 sec): 3 clusters Score: Raw -2640932.949824 + Penalty 3439.538317 = -2637493.411507 nChanged 2423 SP:Iteration 7F (683.884884 sec): 3 clusters Score: Raw -2642501.047744 + Penalty 3439.538317 = -2639061.509427 nChanged 2358 SP:Iteration 8F (683.957036 sec): 3 clusters Score: Raw -2643973.266544 + Penalty 3439.538317 = -2640533.728227 nChanged 2053 SP:Iteration 9F (684.029362 sec): 3 clusters Score: Raw -2645161.234081 + Penalty 3439.538317 = -2641721.695764 nChanged 1753 SP:Iteration 10Q (684.103985 sec): 3 clusters Score: Raw -2646001.981637 + Penalty 3439.538317 = -2642562.443320 nChanged 1360 SP:Iteration 11Q (684.202952 sec): 3 clusters Score: Raw -2646504.984648 + Penalty 3439.538317 = -2643065.446331 nChanged 940 SP:Iteration 12Q (684.274720 sec): 3 clusters Score: Raw -2646758.024353 + Penalty 3439.538317 = -2643318.486037 nChanged 677 SP:Iteration 13Q (684.347163 sec): 3 clusters Score: Raw -2646899.420609 + Penalty 3439.538317 = -2643459.882292 nChanged 499 SP:Iteration 14Q (684.419035 sec): 3 clusters Score: Raw -2646983.332073 + Penalty 3439.538317 = -2643543.793756 nChanged 393 SP:Iteration 15Q (684.491127 sec): 3 clusters Score: Raw -2647040.585339 + Penalty 3439.538317 = -2643601.047022 nChanged 286 SP:Iteration 16Q (684.563094 sec): 3 clusters Score: Raw -2647076.407657 + Penalty 3439.538317 = -2643636.869340 nChanged 234 SP:Iteration 17Q (684.660447 sec): 3 clusters Score: Raw -2647105.268363 + Penalty 3439.538317 = -2643665.730046 nChanged 221 SP:Iteration 18Q (684.733532 sec): 3 clusters Score: Raw -2647134.913837 + Penalty 3439.538317 = -2643695.375520 nChanged 255 SP:Iteration 19Q (684.810835 sec): 3 clusters Score: Raw -2647169.836966 + Penalty 3439.538317 = -2643730.298649 nChanged 271 SP:Iteration 20F (684.907654 sec): 3 clusters Score: Raw -2647204.503250 + Penalty 3439.538317 = -2643764.964933 nChanged 235 SP:Iteration 21Q (684.981360 sec): 3 clusters Score: Raw -2647239.808549 + Penalty 3439.538317 = -2643800.270232 nChanged 247 SP:Iteration 22Q (685.069047 sec): 3 clusters Score: Raw -2647275.209086 + Penalty 3439.538317 = -2643835.670769 nChanged 229 SP:Iteration 23Q (685.146379 sec): 3 clusters Score: Raw -2647306.952452 + Penalty 3439.538317 = -2643867.414135 nChanged 238 SP:Iteration 24Q (685.230917 sec): 3 clusters Score: Raw -2647337.970089 + Penalty 3439.538317 = -2643898.431772 nChanged 235 SP:Iteration 25Q (685.313217 sec): 3 clusters Score: Raw -2647374.147614 + Penalty 3439.538317 = -2643934.609298 nChanged 256 SP:Iteration 26Q (685.406618 sec): 3 clusters Score: Raw -2647413.793177 + Penalty 3439.538317 = -2643974.254860 nChanged 268 SP:Iteration 27Q (685.504017 sec): 3 clusters Score: Raw -2647450.971214 + Penalty 3439.538317 = -2644011.432897 nChanged 251 SP:Iteration 28Q (685.590595 sec): 3 clusters Score: Raw -2647489.980733 + Penalty 3439.538317 = -2644050.442417 nChanged 276 SP:Iteration 29Q (685.698276 sec): 3 clusters Score: Raw -2647538.466761 + Penalty 3439.538317 = -2644098.928445 nChanged 304 SP:Iteration 30Q (685.804474 sec): 3 clusters Score: Raw -2647590.585894 + Penalty 3439.538317 = -2644151.047578 nChanged 274 SP:Iteration 31Q (685.921489 sec): 3 clusters Score: Raw -2647636.659662 + Penalty 3439.538317 = -2644197.121345 nChanged 276 SP:Iteration 32Q (686.014180 sec): 3 clusters Score: Raw -2647683.885369 + Penalty 3439.538317 = -2644244.347052 nChanged 315 SP:Iteration 33Q (686.113872 sec): 3 clusters Score: Raw -2647737.328662 + Penalty 3439.538317 = -2644297.790346 nChanged 303 SP:Iteration 34Q (686.208526 sec): 3 clusters Score: Raw -2647791.610498 + Penalty 3439.538317 = -2644352.072182 nChanged 362 SP:Iteration 35Q (686.318068 sec): 3 clusters Score: Raw -2647867.629113 + Penalty 3439.538317 = -2644428.090796 nChanged 373 SP:Iteration 36Q (686.412547 sec): 3 clusters Score: Raw -2647946.208320 + Penalty 3439.538317 = -2644506.670003 nChanged 383 SP:Iteration 37Q (686.517699 sec): 3 clusters Score: Raw -2648026.998834 + Penalty 3439.538317 = -2644587.460517 nChanged 394 SP:Iteration 38Q (686.610125 sec): 3 clusters Score: Raw -2648121.030976 + Penalty 3439.538317 = -2644681.492659 nChanged 410 SP:Iteration 39Q (686.686422 sec): 3 clusters Score: Raw -2648208.417154 + Penalty 3439.538317 = -2644768.878837 nChanged 407 SP:Iteration 40F (686.757175 sec): 3 clusters Score: Raw -2648295.829978 + Penalty 3439.538317 = -2644856.291661 nChanged 377 SP:Iteration 41Q (686.828782 sec): 3 clusters Score: Raw -2648383.814176 + Penalty 3439.538317 = -2644944.275859 nChanged 405 SP:Iteration 42Q (686.899226 sec): 3 clusters Score: Raw -2648480.339625 + Penalty 3439.538317 = -2645040.801309 nChanged 402 SP:Iteration 43Q (686.969314 sec): 3 clusters Score: Raw -2648586.735928 + Penalty 3439.538317 = -2645147.197611 nChanged 467 SP:Iteration 44Q (687.039369 sec): 3 clusters Score: Raw -2648729.500071 + Penalty 3439.538317 = -2645289.961754 nChanged 475 SP:Iteration 45Q (687.108833 sec): 3 clusters Score: Raw -2648872.799418 + Penalty 3439.538317 = -2645433.261102 nChanged 465 SP:Iteration 46Q (687.180978 sec): 3 clusters Score: Raw -2649004.638627 + Penalty 3439.538317 = -2645565.100310 nChanged 453 SP:Iteration 47Q (687.249869 sec): 3 clusters Score: Raw -2649131.610716 + Penalty 3439.538317 = -2645692.072399 nChanged 449 SP:Iteration 48Q (687.318602 sec): 3 clusters Score: Raw -2649264.448109 + Penalty 3439.538317 = -2645824.909792 nChanged 456 SP:Iteration 49Q (687.388989 sec): 3 clusters Score: Raw -2649402.054916 + Penalty 3439.538317 = -2645962.516599 nChanged 433 SP:Iteration 50Q (687.457261 sec): 3 clusters Score: Raw -2649523.550010 + Penalty 3439.538317 = -2646084.011693 nChanged 388 SP:Iteration 51Q (687.532123 sec): 3 clusters Score: Raw -2649625.560282 + Penalty 3439.538317 = -2646186.021965 nChanged 347 SP:Iteration 52Q (687.600161 sec): 3 clusters Score: Raw -2649713.091399 + Penalty 3439.538317 = -2646273.553083 nChanged 329 SP:Iteration 53Q (687.667211 sec): 3 clusters Score: Raw -2649798.346343 + Penalty 3439.538317 = -2646358.808026 nChanged 358 SP:Iteration 54Q (687.734296 sec): 3 clusters Score: Raw -2649884.838591 + Penalty 3439.538317 = -2646445.300275 nChanged 345 SP:Iteration 55Q (687.801374 sec): 3 clusters Score: Raw -2649973.430452 + Penalty 3439.538317 = -2646533.892135 nChanged 315 SP:Iteration 56Q (687.868141 sec): 3 clusters Score: Raw -2650047.096468 + Penalty 3439.538317 = -2646607.558151 nChanged 285 SP:Iteration 57Q (687.934637 sec): 3 clusters Score: Raw -2650112.340682 + Penalty 3439.538317 = -2646672.802365 nChanged 252 SP:Iteration 58Q (688.000993 sec): 3 clusters Score: Raw -2650169.377869 + Penalty 3439.538317 = -2646729.839552 nChanged 253 SP:Iteration 59Q (688.096108 sec): 3 clusters Score: Raw -2650224.142384 + Penalty 3439.538317 = -2646784.604068 nChanged 234 SP:Iteration 60F (688.204289 sec): 3 clusters Score: Raw -2650273.188049 + Penalty 3439.538317 = -2646833.649732 nChanged 220 SP:Iteration 61Q (688.296874 sec): 3 clusters Score: Raw -2650317.458830 + Penalty 3439.538317 = -2646877.920514 nChanged 199 SP:Iteration 62Q (688.362157 sec): 3 clusters Score: Raw -2650359.028962 + Penalty 3439.538317 = -2646919.490645 nChanged 181 SP:Iteration 63Q (688.428708 sec): 3 clusters Score: Raw -2650395.458188 + Penalty 3439.538317 = -2646955.919871 nChanged 192 SP:Iteration 64Q (688.494617 sec): 3 clusters Score: Raw -2650432.030257 + Penalty 3439.538317 = -2646992.491940 nChanged 180 SP:Iteration 65Q (688.560310 sec): 3 clusters Score: Raw -2650463.390890 + Penalty 3439.538317 = -2647023.852574 nChanged 140 SP:Iteration 66Q (688.626079 sec): 3 clusters Score: Raw -2650488.603433 + Penalty 3439.538317 = -2647049.065116 nChanged 138 SP:Iteration 67Q (688.692473 sec): 3 clusters Score: Raw -2650512.289539 + Penalty 3439.538317 = -2647072.751222 nChanged 116 SP:Iteration 68Q (688.758093 sec): 3 clusters Score: Raw -2650530.922341 + Penalty 3439.538317 = -2647091.384025 nChanged 115 SP:Iteration 69Q (688.823263 sec): 3 clusters Score: Raw -2650549.087110 + Penalty 3439.538317 = -2647109.548793 nChanged 109 SP:Iteration 70Q (688.888699 sec): 3 clusters Score: Raw -2650566.115221 + Penalty 3439.538317 = -2647126.576904 nChanged 100 SP:Iteration 71Q (688.963505 sec): 3 clusters Score: Raw -2650580.836949 + Penalty 3439.538317 = -2647141.298633 nChanged 92 SP:Iteration 72Q (689.028802 sec): 3 clusters Score: Raw -2650590.520310 + Penalty 3439.538317 = -2647150.981994 nChanged 77 SP:Iteration 73Q (689.093825 sec): 3 clusters Score: Raw -2650598.202735 + Penalty 3439.538317 = -2647158.664418 nChanged 68 SP:Iteration 74Q (689.159440 sec): 3 clusters Score: Raw -2650604.457283 + Penalty 3439.538317 = -2647164.918966 nChanged 60 SP:Iteration 75Q (689.225114 sec): 3 clusters Score: Raw -2650609.209338 + Penalty 3439.538317 = -2647169.671021 nChanged 41 SP:Iteration 76Q (689.290218 sec): 3 clusters Score: Raw -2650612.143079 + Penalty 3439.538317 = -2647172.604762 nChanged 39 SP:Iteration 77Q (689.355059 sec): 3 clusters Score: Raw -2650614.514042 + Penalty 3439.538317 = -2647174.975725 nChanged 31 SP:Iteration 78Q (689.419840 sec): 3 clusters Score: Raw -2650616.514539 + Penalty 3439.538317 = -2647176.976222 nChanged 30 SP:Iteration 79Q (689.484921 sec): 3 clusters Score: Raw -2650618.380952 + Penalty 3439.538317 = -2647178.842635 nChanged 26 SP:Iteration 80F (689.555611 sec): 3 clusters Score: Raw -2650620.027521 + Penalty 3439.538317 = -2647180.489204 nChanged 27 SP:Iteration 81Q (689.622056 sec): 3 clusters Score: Raw -2650621.631294 + Penalty 3439.538317 = -2647182.092977 nChanged 22 SP:Iteration 82Q (689.687004 sec): 3 clusters Score: Raw -2650622.963412 + Penalty 3439.538317 = -2647183.425095 nChanged 26 SP:Iteration 83Q (689.751745 sec): 3 clusters Score: Raw -2650623.982589 + Penalty 3439.538317 = -2647184.444272 nChanged 19 SP:Iteration 84Q (689.816652 sec): 3 clusters Score: Raw -2650624.788973 + Penalty 3439.538317 = -2647185.250657 nChanged 15 SP:Iteration 85Q (689.881358 sec): 3 clusters Score: Raw -2650625.717986 + Penalty 3439.538317 = -2647186.179669 nChanged 20 SP:Iteration 86Q (689.946246 sec): 3 clusters Score: Raw -2650626.944085 + Penalty 3439.538317 = -2647187.405768 nChanged 23 SP:Iteration 87Q (690.011424 sec): 3 clusters Score: Raw -2650628.260832 + Penalty 3439.538317 = -2647188.722516 nChanged 21 SP:Iteration 88Q (690.076363 sec): 3 clusters Score: Raw -2650629.670092 + Penalty 3439.538317 = -2647190.131776 nChanged 23 SP:Iteration 89Q (690.141194 sec): 3 clusters Score: Raw -2650631.395952 + Penalty 3439.538317 = -2647191.857636 nChanged 33 SP:Iteration 90Q (690.205983 sec): 3 clusters Score: Raw -2650633.828747 + Penalty 3439.538317 = -2647194.290431 nChanged 35 SP:Iteration 91Q (690.274009 sec): 3 clusters Score: Raw -2650636.652188 + Penalty 3439.538317 = -2647197.113871 nChanged 30 SP:Iteration 92Q (690.338873 sec): 3 clusters Score: Raw -2650638.374853 + Penalty 3439.538317 = -2647198.836536 nChanged 25 SP:Iteration 93Q (690.403899 sec): 3 clusters Score: Raw -2650640.025846 + Penalty 3439.538317 = -2647200.487529 nChanged 17 SP:Iteration 94Q (690.468830 sec): 3 clusters Score: Raw -2650640.982672 + Penalty 3439.538317 = -2647201.444355 nChanged 26 SP:Iteration 95Q (690.533810 sec): 3 clusters Score: Raw -2650642.749242 + Penalty 3439.538317 = -2647203.210925 nChanged 34 SP:Iteration 96Q (690.598577 sec): 3 clusters Score: Raw -2650645.335305 + Penalty 3439.538317 = -2647205.796989 nChanged 36 SP:Iteration 97Q (690.663303 sec): 3 clusters Score: Raw -2650648.511346 + Penalty 3439.538317 = -2647208.973029 nChanged 45 SP:Iteration 98Q (690.728025 sec): 3 clusters Score: Raw -2650652.534774 + Penalty 3439.538317 = -2647212.996457 nChanged 42 SP:Iteration 99Q (690.792612 sec): 3 clusters Score: Raw -2650656.165633 + Penalty 3439.538317 = -2647216.627316 nChanged 40 SP:Iteration 100F (690.902096 sec): 3 clusters Score: Raw -2650659.362607 + Penalty 3439.538317 = -2647219.824290 nChanged 46 SP:Iteration 101Q (690.976516 sec): 3 clusters Score: Raw -2650663.481245 + Penalty 3439.538317 = -2647223.942928 nChanged 49 SP:Iteration 102Q (691.042120 sec): 3 clusters Score: Raw -2650668.193366 + Penalty 3439.538317 = -2647228.655049 nChanged 47 SP:Iteration 103Q (691.106763 sec): 3 clusters Score: Raw -2650672.590178 + Penalty 3439.538317 = -2647233.051862 nChanged 34 SP:Iteration 104Q (691.171596 sec): 3 clusters Score: Raw -2650675.058279 + Penalty 3439.538317 = -2647235.519962 nChanged 29 SP:Iteration 105Q (691.235962 sec): 3 clusters Score: Raw -2650676.648393 + Penalty 3439.538317 = -2647237.110077 nChanged 26 SP:Iteration 106Q (691.300432 sec): 3 clusters Score: Raw -2650677.780717 + Penalty 3439.538317 = -2647238.242400 nChanged 23 SP:Iteration 107Q (691.364884 sec): 3 clusters Score: Raw -2650679.183759 + Penalty 3439.538317 = -2647239.645442 nChanged 25 SP:Iteration 108Q (691.429387 sec): 3 clusters Score: Raw -2650680.736115 + Penalty 3439.538317 = -2647241.197798 nChanged 34 SP:Iteration 109Q (691.493668 sec): 3 clusters Score: Raw -2650683.128049 + Penalty 3439.538317 = -2647243.589732 nChanged 24 SP:Iteration 110Q (691.558134 sec): 3 clusters Score: Raw -2650685.013921 + Penalty 3439.538317 = -2647245.475604 nChanged 27 SP:Iteration 111Q (691.622645 sec): 3 clusters Score: Raw -2650687.138282 + Penalty 3439.538317 = -2647247.599965 nChanged 31 SP:Iteration 112Q (691.686863 sec): 3 clusters Score: Raw -2650689.602211 + Penalty 3439.538317 = -2647250.063894 nChanged 30 SP:Iteration 113Q (691.751121 sec): 3 clusters Score: Raw -2650691.266613 + Penalty 3439.538317 = -2647251.728296 nChanged 24 SP:Iteration 114Q (691.827852 sec): 3 clusters Score: Raw -2650692.789034 + Penalty 3439.538317 = -2647253.250717 nChanged 23 SP:Iteration 115Q (691.891653 sec): 3 clusters Score: Raw -2650694.259866 + Penalty 3439.538317 = -2647254.721550 nChanged 18 SP:Iteration 116Q (691.955929 sec): 3 clusters Score: Raw -2650695.454798 + Penalty 3439.538317 = -2647255.916481 nChanged 22 SP:Iteration 117Q (692.020222 sec): 3 clusters Score: Raw -2650696.707092 + Penalty 3439.538317 = -2647257.168775 nChanged 16 SP:Iteration 118Q (692.084528 sec): 3 clusters Score: Raw -2650697.596216 + Penalty 3439.538317 = -2647258.057899 nChanged 19 SP:Iteration 119Q (692.148924 sec): 3 clusters Score: Raw -2650698.498036 + Penalty 3439.538317 = -2647258.959719 nChanged 10 SP:Iteration 120F (692.223204 sec): 3 clusters Score: Raw -2650698.995407 + Penalty 3439.538317 = -2647259.457091 nChanged 11 SP:Iteration 121Q (692.289657 sec): 3 clusters Score: Raw -2650699.327139 + Penalty 3439.538317 = -2647259.788822 nChanged 5 SP:Iteration 122Q (692.353707 sec): 3 clusters Score: Raw -2650699.498912 + Penalty 3439.538317 = -2647259.960595 nChanged 5 SP:Iteration 123Q (692.417787 sec): 3 clusters Score: Raw -2650699.719434 + Penalty 3439.538317 = -2647260.181118 nChanged 10 SP:Iteration 124Q (692.481869 sec): 3 clusters Score: Raw -2650700.347268 + Penalty 3439.538317 = -2647260.808951 nChanged 18 SP:Iteration 125Q (692.545987 sec): 3 clusters Score: Raw -2650701.261571 + Penalty 3439.538317 = -2647261.723254 nChanged 17 SP:Iteration 126Q (692.612035 sec): 3 clusters Score: Raw -2650702.133005 + Penalty 3439.538317 = -2647262.594688 nChanged 8 SP:Iteration 127Q (692.676108 sec): 3 clusters Score: Raw -2650702.465882 + Penalty 3439.538317 = -2647262.927565 nChanged 6 SP:Iteration 128Q (692.740325 sec): 3 clusters Score: Raw -2650702.827985 + Penalty 3439.538317 = -2647263.289668 nChanged 12 SP:Iteration 129Q (692.804667 sec): 3 clusters Score: Raw -2650703.659276 + Penalty 3439.538317 = -2647264.120959 nChanged 14 SP:Iteration 130Q (692.869164 sec): 3 clusters Score: Raw -2650704.459452 + Penalty 3439.538317 = -2647264.921135 nChanged 15 SP:Iteration 131Q (692.968169 sec): 3 clusters Score: Raw -2650705.402551 + Penalty 3439.538317 = -2647265.864234 nChanged 19 SP:Iteration 132Q (693.039475 sec): 3 clusters Score: Raw -2650706.436743 + Penalty 3439.538317 = -2647266.898426 nChanged 12 SP:Iteration 133Q (693.103490 sec): 3 clusters Score: Raw -2650707.254754 + Penalty 3439.538317 = -2647267.716438 nChanged 18 SP:Iteration 134Q (693.167240 sec): 3 clusters Score: Raw -2650708.231020 + Penalty 3439.538317 = -2647268.692703 nChanged 7 SP:Iteration 135Q (693.231282 sec): 3 clusters Score: Raw -2650708.587076 + Penalty 3439.538317 = -2647269.048759 nChanged 7 SP:Iteration 136Q (693.295694 sec): 3 clusters Score: Raw -2650708.903062 + Penalty 3439.538317 = -2647269.364745 nChanged 4 SP:Iteration 137Q (693.359811 sec): 3 clusters Score: Raw -2650709.006377 + Penalty 3439.538317 = -2647269.468060 nChanged 4 SP:Iteration 138Q (693.423606 sec): 3 clusters Score: Raw -2650709.258466 + Penalty 3439.538317 = -2647269.720149 nChanged 6 SP:Iteration 139Q (693.487819 sec): 3 clusters Score: Raw -2650709.789609 + Penalty 3439.538317 = -2647270.251292 nChanged 10 SP:Iteration 140F (693.558804 sec): 3 clusters Score: Raw -2650710.686013 + Penalty 3439.538317 = -2647271.147696 nChanged 13 SP:Iteration 141Q (693.625505 sec): 3 clusters Score: Raw -2650711.437397 + Penalty 3439.538317 = -2647271.899080 nChanged 10 SP:Iteration 142Q (693.689474 sec): 3 clusters Score: Raw -2650712.002769 + Penalty 3439.538317 = -2647272.464452 nChanged 10 SP:Iteration 143Q (693.753322 sec): 3 clusters Score: Raw -2650712.993443 + Penalty 3439.538317 = -2647273.455126 nChanged 19 SP:Iteration 144Q (693.817577 sec): 3 clusters Score: Raw -2650714.467058 + Penalty 3439.538317 = -2647274.928742 nChanged 22 SP:Iteration 145Q (693.881761 sec): 3 clusters Score: Raw -2650715.917749 + Penalty 3439.538317 = -2647276.379432 nChanged 27 SP:Iteration 146Q (693.945802 sec): 3 clusters Score: Raw -2650717.385369 + Penalty 3439.538317 = -2647277.847052 nChanged 15 SP:Iteration 147Q (694.009770 sec): 3 clusters Score: Raw -2650718.110886 + Penalty 3439.538317 = -2647278.572569 nChanged 14 SP:Iteration 148Q (694.073730 sec): 3 clusters Score: Raw -2650719.198528 + Penalty 3439.538317 = -2647279.660211 nChanged 25 SP:Iteration 149Q (694.137579 sec): 3 clusters Score: Raw -2650720.876125 + Penalty 3439.538317 = -2647281.337809 nChanged 28 SP:Iteration 150Q (694.201730 sec): 3 clusters Score: Raw -2650723.082547 + Penalty 3439.538317 = -2647283.544231 nChanged 36 SP:Iteration 151Q (694.265534 sec): 3 clusters Score: Raw -2650726.650282 + Penalty 3439.538317 = -2647287.111965 nChanged 39 SP:Iteration 152Q (694.329485 sec): 3 clusters Score: Raw -2650730.567737 + Penalty 3439.538317 = -2647291.029421 nChanged 43 SP:Iteration 153Q (694.393348 sec): 3 clusters Score: Raw -2650734.168161 + Penalty 3439.538317 = -2647294.629845 nChanged 35 SP:Iteration 154Q (694.457079 sec): 3 clusters Score: Raw -2650737.355643 + Penalty 3439.538317 = -2647297.817326 nChanged 38 SP:Iteration 155Q (694.520788 sec): 3 clusters Score: Raw -2650740.712045 + Penalty 3439.538317 = -2647301.173728 nChanged 39 SP:Iteration 156Q (694.584772 sec): 3 clusters Score: Raw -2650743.990932 + Penalty 3439.538317 = -2647304.452615 nChanged 39 SP:Iteration 157Q (694.648447 sec): 3 clusters Score: Raw -2650746.535460 + Penalty 3439.538317 = -2647306.997143 nChanged 29 SP:Iteration 158Q (694.712094 sec): 3 clusters Score: Raw -2650748.749556 + Penalty 3439.538317 = -2647309.211239 nChanged 34 SP:Iteration 159Q (694.775790 sec): 3 clusters Score: Raw -2650751.472189 + Penalty 3439.538317 = -2647311.933872 nChanged 37 SP:Iteration 160F (694.846423 sec): 3 clusters Score: Raw -2650754.283423 + Penalty 3439.538317 = -2647314.745106 nChanged 36 SP:Iteration 161Q (694.911643 sec): 3 clusters Score: Raw -2650757.275722 + Penalty 3439.538317 = -2647317.737405 nChanged 35 SP:Iteration 162Q (694.974682 sec): 3 clusters Score: Raw -2650759.829000 + Penalty 3439.538317 = -2647320.290683 nChanged 32 SP:Iteration 163Q (695.040493 sec): 3 clusters Score: Raw -2650762.940539 + Penalty 3439.538317 = -2647323.402222 nChanged 40 SP:Iteration 164Q (695.104252 sec): 3 clusters Score: Raw -2650767.163862 + Penalty 3439.538317 = -2647327.625546 nChanged 28 SP:Iteration 165Q (695.168638 sec): 3 clusters Score: Raw -2650769.682180 + Penalty 3439.538317 = -2647330.143863 nChanged 30 SP:Iteration 166Q (695.232689 sec): 3 clusters Score: Raw -2650772.352379 + Penalty 3439.538317 = -2647332.814062 nChanged 34 SP:Iteration 167Q (695.296737 sec): 3 clusters Score: Raw -2650775.376244 + Penalty 3439.538317 = -2647335.837927 nChanged 33 SP:Iteration 168Q (695.360545 sec): 3 clusters Score: Raw -2650777.789002 + Penalty 3439.538317 = -2647338.250685 nChanged 24 SP:Iteration 169Q (695.423951 sec): 3 clusters Score: Raw -2650779.807106 + Penalty 3439.538317 = -2647340.268790 nChanged 18 SP:Iteration 170Q (695.501604 sec): 3 clusters Score: Raw -2650781.764676 + Penalty 3439.538317 = -2647342.226359 nChanged 23 SP:Iteration 171Q (695.575194 sec): 3 clusters Score: Raw -2650784.000699 + Penalty 3439.538317 = -2647344.462382 nChanged 27 SP:Iteration 172Q (695.660379 sec): 3 clusters Score: Raw -2650786.437062 + Penalty 3439.538317 = -2647346.898745 nChanged 24 SP:Iteration 173Q (695.723030 sec): 3 clusters Score: Raw -2650788.470922 + Penalty 3439.538317 = -2647348.932605 nChanged 24 SP:Iteration 174Q (695.796441 sec): 3 clusters Score: Raw -2650789.983832 + Penalty 3439.538317 = -2647350.445515 nChanged 20 SP:Iteration 175Q (695.872037 sec): 3 clusters Score: Raw -2650791.234237 + Penalty 3439.538317 = -2647351.695920 nChanged 19 SP:Iteration 176Q (695.951635 sec): 3 clusters Score: Raw -2650792.573060 + Penalty 3439.538317 = -2647353.034743 nChanged 17 SP:Iteration 177Q (696.041981 sec): 3 clusters Score: Raw -2650793.697366 + Penalty 3439.538317 = -2647354.159049 nChanged 14 SP:Iteration 178Q (696.119657 sec): 3 clusters Score: Raw -2650794.616014 + Penalty 3439.538317 = -2647355.077697 nChanged 13 SP:Iteration 179Q (696.214559 sec): 3 clusters Score: Raw -2650795.472106 + Penalty 3439.538317 = -2647355.933789 nChanged 11 SP:Iteration 180F (696.284831 sec): 3 clusters Score: Raw -2650796.618077 + Penalty 3439.538317 = -2647357.079760 nChanged 18 SP:Iteration 181Q (696.364793 sec): 3 clusters Score: Raw -2650797.758672 + Penalty 3439.538317 = -2647358.220355 nChanged 12 SP:Iteration 182Q (696.438463 sec): 3 clusters Score: Raw -2650798.444217 + Penalty 3439.538317 = -2647358.905900 nChanged 15 SP:Iteration 183Q (696.508910 sec): 3 clusters Score: Raw -2650799.291030 + Penalty 3439.538317 = -2647359.752713 nChanged 15 SP:Iteration 184Q (696.594923 sec): 3 clusters Score: Raw -2650800.114907 + Penalty 3439.538317 = -2647360.576591 nChanged 11 SP:Iteration 185Q (696.667702 sec): 3 clusters Score: Raw -2650800.810086 + Penalty 3439.538317 = -2647361.271770 nChanged 10 SP:Iteration 186Q (696.760113 sec): 3 clusters Score: Raw -2650801.420225 + Penalty 3439.538317 = -2647361.881908 nChanged 12 SP:Iteration 187Q (696.836191 sec): 3 clusters Score: Raw -2650802.008636 + Penalty 3439.538317 = -2647362.470319 nChanged 7 SP:Iteration 188Q (696.905312 sec): 3 clusters Score: Raw -2650802.406456 + Penalty 3439.538317 = -2647362.868139 nChanged 3 SP:Iteration 189Q (696.986148 sec): 3 clusters Score: Raw -2650802.605640 + Penalty 3439.538317 = -2647363.067323 nChanged 3 SP:Iteration 190Q (697.058139 sec): 3 clusters Score: Raw -2650802.822363 + Penalty 3439.538317 = -2647363.284046 nChanged 6 SP:Iteration 191Q (697.128651 sec): 3 clusters Score: Raw -2650803.282714 + Penalty 3439.538317 = -2647363.744397 nChanged 10 SP:Iteration 192Q (697.203400 sec): 3 clusters Score: Raw -2650803.983350 + Penalty 3439.538317 = -2647364.445033 nChanged 17 SP:Iteration 193Q (697.282713 sec): 3 clusters Score: Raw -2650805.385622 + Penalty 3439.538317 = -2647365.847305 nChanged 22 SP:Iteration 194Q (697.369948 sec): 3 clusters Score: Raw -2650807.997227 + Penalty 3439.538317 = -2647368.458910 nChanged 18 SP:Iteration 195Q (697.448414 sec): 3 clusters Score: Raw -2650809.158804 + Penalty 3439.538317 = -2647369.620488 nChanged 15 SP:Iteration 196Q (697.519718 sec): 3 clusters Score: Raw -2650810.082743 + Penalty 3439.538317 = -2647370.544426 nChanged 11 SP:Iteration 197Q (697.586218 sec): 3 clusters Score: Raw -2650810.673296 + Penalty 3439.538317 = -2647371.134980 nChanged 12 SP:Iteration 198Q (697.660387 sec): 3 clusters Score: Raw -2650811.496618 + Penalty 3439.538317 = -2647371.958301 nChanged 13 SP:Iteration 199Q (697.723476 sec): 3 clusters Score: Raw -2650812.668544 + Penalty 3439.538317 = -2647373.130227 nChanged 12 SP:Iteration 200F (697.796165 sec): 3 clusters Score: Raw -2650813.428286 + Penalty 3439.538317 = -2647373.889969 nChanged 8 SP:Iteration 201Q (697.885325 sec): 3 clusters Score: Raw -2650814.304374 + Penalty 3439.538317 = -2647374.766058 nChanged 14 SP:Iteration 202Q (697.950337 sec): 3 clusters Score: Raw -2650815.357668 + Penalty 3439.538317 = -2647375.819351 nChanged 11 SP:Iteration 203Q (698.036287 sec): 3 clusters Score: Raw -2650815.935557 + Penalty 3439.538317 = -2647376.397240 nChanged 14 SP:Iteration 204Q (698.101714 sec): 3 clusters Score: Raw -2650816.680825 + Penalty 3439.538317 = -2647377.142508 nChanged 14 SP:Iteration 205Q (698.164975 sec): 3 clusters Score: Raw -2650817.727239 + Penalty 3439.538317 = -2647378.188923 nChanged 17 SP:Iteration 206Q (698.227956 sec): 3 clusters Score: Raw -2650819.076868 + Penalty 3439.538317 = -2647379.538551 nChanged 16 SP:Iteration 207Q (698.291040 sec): 3 clusters Score: Raw -2650819.997075 + Penalty 3439.538317 = -2647380.458759 nChanged 13 SP:Iteration 208Q (698.381201 sec): 3 clusters Score: Raw -2650820.517803 + Penalty 3439.538317 = -2647380.979486 nChanged 8 SP:Iteration 209Q (698.447141 sec): 3 clusters Score: Raw -2650821.047679 + Penalty 3439.538317 = -2647381.509362 nChanged 13 SP:Iteration 210Q (698.510065 sec): 3 clusters Score: Raw -2650822.008908 + Penalty 3439.538317 = -2647382.470591 nChanged 16 SP:Iteration 211Q (698.583817 sec): 3 clusters Score: Raw -2650823.506950 + Penalty 3439.538317 = -2647383.968633 nChanged 16 SP:Iteration 212Q (698.670623 sec): 3 clusters Score: Raw -2650824.833487 + Penalty 3439.538317 = -2647385.295171 nChanged 19 SP:Iteration 213Q (698.745866 sec): 3 clusters Score: Raw -2650826.576056 + Penalty 3439.538317 = -2647387.037740 nChanged 20 SP:Iteration 214Q (698.810963 sec): 3 clusters Score: Raw -2650829.023003 + Penalty 3439.538317 = -2647389.484686 nChanged 23 SP:Iteration 215Q (698.900352 sec): 3 clusters Score: Raw -2650832.183631 + Penalty 3439.538317 = -2647392.645314 nChanged 34 SP:Iteration 216Q (698.963209 sec): 3 clusters Score: Raw -2650835.976401 + Penalty 3439.538317 = -2647396.438085 nChanged 33 SP:Iteration 217Q (699.037813 sec): 3 clusters Score: Raw -2650839.645615 + Penalty 3439.538317 = -2647400.107298 nChanged 24 SP:Iteration 218Q (699.123643 sec): 3 clusters Score: Raw -2650841.797574 + Penalty 3439.538317 = -2647402.259257 nChanged 28 SP:Iteration 219Q (699.186595 sec): 3 clusters Score: Raw -2650844.554813 + Penalty 3439.538317 = -2647405.016496 nChanged 20 SP:Iteration 220F (699.257140 sec): 3 clusters Score: Raw -2650846.155428 + Penalty 3439.538317 = -2647406.617111 nChanged 21 SP:Iteration 221Q (699.321591 sec): 3 clusters Score: Raw -2650847.943738 + Penalty 3439.538317 = -2647408.405421 nChanged 20 SP:Iteration 222Q (699.384566 sec): 3 clusters Score: Raw -2650849.473650 + Penalty 3439.538317 = -2647409.935333 nChanged 14 SP:Iteration 223Q (699.475049 sec): 3 clusters Score: Raw -2650850.510527 + Penalty 3439.538317 = -2647410.972211 nChanged 14 SP:Iteration 224Q (699.552606 sec): 3 clusters Score: Raw -2650851.794606 + Penalty 3439.538317 = -2647412.256289 nChanged 15 SP:Iteration 225Q (699.641899 sec): 3 clusters Score: Raw -2650853.422830 + Penalty 3439.538317 = -2647413.884514 nChanged 16 SP:Iteration 226Q (699.701725 sec): 3 clusters Score: Raw -2650854.717611 + Penalty 3439.538317 = -2647415.179295 nChanged 7 SP:Iteration 227Q (699.774358 sec): 3 clusters Score: Raw -2650855.373425 + Penalty 3439.538317 = -2647415.835108 nChanged 11 SP:Iteration 228Q (699.843353 sec): 3 clusters Score: Raw -2650856.015495 + Penalty 3439.538317 = -2647416.477179 nChanged 7 SP:Iteration 229Q (699.934666 sec): 3 clusters Score: Raw -2650856.521217 + Penalty 3439.538317 = -2647416.982901 nChanged 7 SP:Iteration 230Q (699.997718 sec): 3 clusters Score: Raw -2650856.782453 + Penalty 3439.538317 = -2647417.244137 nChanged 4 SP:Iteration 231Q (700.061322 sec): 3 clusters Score: Raw -2650857.105050 + Penalty 3439.538317 = -2647417.566733 nChanged 3 SP:Iteration 232Q (700.124537 sec): 3 clusters Score: Raw -2650857.310006 + Penalty 3439.538317 = -2647417.771689 nChanged 4 SP:Iteration 233Q (700.196662 sec): 3 clusters Score: Raw -2650857.647379 + Penalty 3439.538317 = -2647418.109063 nChanged 7 SP:Iteration 234Q (700.259391 sec): 3 clusters Score: Raw -2650858.163809 + Penalty 3439.538317 = -2647418.625492 nChanged 8 SP:Iteration 235Q (700.322047 sec): 3 clusters Score: Raw -2650858.765516 + Penalty 3439.538317 = -2647419.227199 nChanged 2 SP:Iteration 236Q (700.394877 sec): 3 clusters Score: Raw -2650858.913364 + Penalty 3439.538317 = -2647419.375048 nChanged 1 SP:Iteration 237Q (700.458141 sec): 3 clusters Score: Raw -2650858.966306 + Penalty 3439.538317 = -2647419.427989 nChanged 1 SP:Iteration 238Q (700.520800 sec): 3 clusters Score: Raw -2650858.991907 + Penalty 3439.538317 = -2647419.453590 nChanged 0 SP:Iteration 239F (700.591398 sec): 3 clusters Score: Raw -2650858.991907 + Penalty 3439.538317 = -2647419.453590 nChanged 0 Trying to split cluster 24 (2825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (700.601951 sec): 2 clusters Score: Raw -164961.865422 + Penalty 1291.267842 = -163670.597580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (700.616807 sec): 3 clusters Score: Raw -163620.696779 + Penalty 2582.535684 = -161038.161095 nChanged 1050 SP:Iteration 1F (700.630531 sec): 3 clusters Score: Raw -164231.627918 + Penalty 2582.535684 = -161649.092234 nChanged 208 SP:Iteration 2F (700.644273 sec): 3 clusters Score: Raw -164356.193515 + Penalty 2582.535684 = -161773.657831 nChanged 152 SP:Iteration 3F (700.658154 sec): 3 clusters Score: Raw -164443.112574 + Penalty 2582.535684 = -161860.576889 nChanged 109 SP:Iteration 4Q (700.671524 sec): 3 clusters Score: Raw -164497.773338 + Penalty 2582.535684 = -161915.237654 nChanged 76 SP:Iteration 5Q (700.685329 sec): 3 clusters Score: Raw -164546.259703 + Penalty 2582.535684 = -161963.724019 nChanged 76 SP:Iteration 6Q (700.699175 sec): 3 clusters Score: Raw -164583.618263 + Penalty 2582.535684 = -162001.082579 nChanged 54 SP:Iteration 7Q (700.712876 sec): 3 clusters Score: Raw -164613.320377 + Penalty 2582.535684 = -162030.784693 nChanged 58 SP:Iteration 8Q (700.726648 sec): 3 clusters Score: Raw -164648.174472 + Penalty 2582.535684 = -162065.638788 nChanged 61 SP:Iteration 9Q (700.740297 sec): 3 clusters Score: Raw -164691.969579 + Penalty 2582.535684 = -162109.433894 nChanged 68 SP:Iteration 10Q (700.754059 sec): 3 clusters Score: Raw -164743.579855 + Penalty 2582.535684 = -162161.044171 nChanged 56 SP:Iteration 11Q (700.767756 sec): 3 clusters Score: Raw -164805.513743 + Penalty 2582.535684 = -162222.978059 nChanged 57 SP:Iteration 12Q (700.781465 sec): 3 clusters Score: Raw -164877.449102 + Penalty 2582.535684 = -162294.913418 nChanged 72 SP:Iteration 13Q (700.795070 sec): 3 clusters Score: Raw -164955.207222 + Penalty 2582.535684 = -162372.671537 nChanged 90 SP:Iteration 14Q (700.808462 sec): 3 clusters Score: Raw -165034.944271 + Penalty 2582.535684 = -162452.408587 nChanged 71 SP:Iteration 15Q (700.821942 sec): 3 clusters Score: Raw -165101.633994 + Penalty 2582.535684 = -162519.098310 nChanged 66 SP:Iteration 16Q (700.835531 sec): 3 clusters Score: Raw -165163.609631 + Penalty 2582.535684 = -162581.073947 nChanged 67 SP:Iteration 17Q (700.849069 sec): 3 clusters Score: Raw -165219.028329 + Penalty 2582.535684 = -162636.492645 nChanged 52 SP:Iteration 18Q (700.862580 sec): 3 clusters Score: Raw -165248.172084 + Penalty 2582.535684 = -162665.636400 nChanged 37 SP:Iteration 19Q (700.876087 sec): 3 clusters Score: Raw -165267.129012 + Penalty 2582.535684 = -162684.593328 nChanged 29 SP:Iteration 20F (700.889908 sec): 3 clusters Score: Raw -165283.407289 + Penalty 2582.535684 = -162700.871605 nChanged 29 SP:Iteration 21Q (700.903433 sec): 3 clusters Score: Raw -165300.623867 + Penalty 2582.535684 = -162718.088182 nChanged 27 SP:Iteration 22Q (700.916936 sec): 3 clusters Score: Raw -165315.710542 + Penalty 2582.535684 = -162733.174858 nChanged 26 SP:Iteration 23Q (700.930966 sec): 3 clusters Score: Raw -165329.983283 + Penalty 2582.535684 = -162747.447599 nChanged 19 SP:Iteration 24Q (700.944480 sec): 3 clusters Score: Raw -165338.442300 + Penalty 2582.535684 = -162755.906616 nChanged 16 SP:Iteration 25Q (700.957991 sec): 3 clusters Score: Raw -165344.296838 + Penalty 2582.535684 = -162761.761154 nChanged 13 SP:Iteration 26Q (700.971488 sec): 3 clusters Score: Raw -165349.833598 + Penalty 2582.535684 = -162767.297914 nChanged 10 SP:Iteration 27Q (700.985004 sec): 3 clusters Score: Raw -165352.627546 + Penalty 2582.535684 = -162770.091862 nChanged 7 SP:Iteration 28Q (700.998513 sec): 3 clusters Score: Raw -165355.439203 + Penalty 2582.535684 = -162772.903519 nChanged 9 SP:Iteration 29Q (701.012007 sec): 3 clusters Score: Raw -165358.688550 + Penalty 2582.535684 = -162776.152866 nChanged 8 SP:Iteration 30Q (701.025534 sec): 3 clusters Score: Raw -165361.328861 + Penalty 2582.535684 = -162778.793177 nChanged 4 SP:Iteration 31Q (701.039029 sec): 3 clusters Score: Raw -165363.912587 + Penalty 2582.535684 = -162781.376903 nChanged 10 SP:Iteration 32Q (701.052515 sec): 3 clusters Score: Raw -165370.275806 + Penalty 2582.535684 = -162787.740122 nChanged 19 SP:Iteration 33Q (701.067231 sec): 3 clusters Score: Raw -165379.657001 + Penalty 2582.535684 = -162797.121317 nChanged 19 SP:Iteration 34Q (701.080629 sec): 3 clusters Score: Raw -165387.075475 + Penalty 2582.535684 = -162804.539791 nChanged 18 SP:Iteration 35Q (701.094069 sec): 3 clusters Score: Raw -165395.645375 + Penalty 2582.535684 = -162813.109691 nChanged 14 SP:Iteration 36Q (701.107590 sec): 3 clusters Score: Raw -165403.667857 + Penalty 2582.535684 = -162821.132173 nChanged 16 SP:Iteration 37Q (701.121128 sec): 3 clusters Score: Raw -165409.744470 + Penalty 2582.535684 = -162827.208786 nChanged 12 SP:Iteration 38Q (701.134652 sec): 3 clusters Score: Raw -165413.091245 + Penalty 2582.535684 = -162830.555561 nChanged 6 SP:Iteration 39Q (701.148063 sec): 3 clusters Score: Raw -165415.699318 + Penalty 2582.535684 = -162833.163634 nChanged 5 SP:Iteration 40F (701.161895 sec): 3 clusters Score: Raw -165418.921325 + Penalty 2582.535684 = -162836.385641 nChanged 10 SP:Iteration 41Q (701.175459 sec): 3 clusters Score: Raw -165422.773188 + Penalty 2582.535684 = -162840.237504 nChanged 7 SP:Iteration 42Q (701.189070 sec): 3 clusters Score: Raw -165425.715844 + Penalty 2582.535684 = -162843.180160 nChanged 8 SP:Iteration 43Q (701.202357 sec): 3 clusters Score: Raw -165428.497293 + Penalty 2582.535684 = -162845.961609 nChanged 4 SP:Iteration 44Q (701.215831 sec): 3 clusters Score: Raw -165429.716345 + Penalty 2582.535684 = -162847.180661 nChanged 1 SP:Iteration 45Q (701.229424 sec): 3 clusters Score: Raw -165430.043921 + Penalty 2582.535684 = -162847.508236 nChanged 1 SP:Iteration 46Q (701.243017 sec): 3 clusters Score: Raw -165430.616075 + Penalty 2582.535684 = -162848.080391 nChanged 0 SP:Iteration 47F (701.256877 sec): 3 clusters Score: Raw -165430.616075 + Penalty 2582.535684 = -162848.080391 nChanged 0 Trying to split cluster 25 (14464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (701.286225 sec): 2 clusters Score: Raw -967405.009533 + Penalty 1556.655438 = -965848.354094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (701.321532 sec): 3 clusters Score: Raw -958940.715485 + Penalty 3113.310877 = -955827.404609 nChanged 6328 SP:Iteration 1F (701.355310 sec): 3 clusters Score: Raw -962345.647071 + Penalty 3113.310877 = -959232.336194 nChanged 891 SP:Iteration 2F (701.389321 sec): 3 clusters Score: Raw -962747.314077 + Penalty 3113.310877 = -959634.003200 nChanged 787 SP:Iteration 3F (701.423248 sec): 3 clusters Score: Raw -963133.656325 + Penalty 3113.310877 = -960020.345449 nChanged 799 SP:Iteration 4F (701.459312 sec): 3 clusters Score: Raw -963551.476592 + Penalty 3113.310877 = -960438.165715 nChanged 800 SP:Iteration 5F (701.493217 sec): 3 clusters Score: Raw -964075.783032 + Penalty 3113.310877 = -960962.472155 nChanged 878 SP:Iteration 6F (701.527252 sec): 3 clusters Score: Raw -964730.217545 + Penalty 3113.310877 = -961616.906668 nChanged 836 SP:Iteration 7F (701.561302 sec): 3 clusters Score: Raw -965377.958438 + Penalty 3113.310877 = -962264.647561 nChanged 749 SP:Iteration 8F (701.595261 sec): 3 clusters Score: Raw -965946.402457 + Penalty 3113.310877 = -962833.091580 nChanged 580 SP:Iteration 9Q (701.628746 sec): 3 clusters Score: Raw -966403.840408 + Penalty 3113.310877 = -963290.529531 nChanged 456 SP:Iteration 10Q (701.661775 sec): 3 clusters Score: Raw -966753.188172 + Penalty 3113.310877 = -963639.877295 nChanged 334 SP:Iteration 11Q (701.693892 sec): 3 clusters Score: Raw -966996.031275 + Penalty 3113.310877 = -963882.720398 nChanged 261 SP:Iteration 12Q (701.725328 sec): 3 clusters Score: Raw -967159.327497 + Penalty 3113.310877 = -964046.016620 nChanged 180 SP:Iteration 13Q (701.756160 sec): 3 clusters Score: Raw -967251.802212 + Penalty 3113.310877 = -964138.491335 nChanged 164 SP:Iteration 14Q (701.786838 sec): 3 clusters Score: Raw -967337.346777 + Penalty 3113.310877 = -964224.035900 nChanged 144 SP:Iteration 15Q (701.817297 sec): 3 clusters Score: Raw -967421.617318 + Penalty 3113.310877 = -964308.306442 nChanged 119 SP:Iteration 16Q (701.847521 sec): 3 clusters Score: Raw -967495.032471 + Penalty 3113.310877 = -964381.721594 nChanged 112 SP:Iteration 17Q (701.877735 sec): 3 clusters Score: Raw -967556.807120 + Penalty 3113.310877 = -964443.496243 nChanged 107 SP:Iteration 18Q (701.907482 sec): 3 clusters Score: Raw -967605.731949 + Penalty 3113.310877 = -964492.421072 nChanged 82 SP:Iteration 19Q (701.937169 sec): 3 clusters Score: Raw -967646.731284 + Penalty 3113.310877 = -964533.420407 nChanged 80 SP:Iteration 20F (701.971019 sec): 3 clusters Score: Raw -967686.079519 + Penalty 3113.310877 = -964572.768642 nChanged 70 SP:Iteration 21Q (702.000585 sec): 3 clusters Score: Raw -967717.364350 + Penalty 3113.310877 = -964604.053473 nChanged 56 SP:Iteration 22Q (702.030112 sec): 3 clusters Score: Raw -967743.604135 + Penalty 3113.310877 = -964630.293258 nChanged 45 SP:Iteration 23Q (702.059317 sec): 3 clusters Score: Raw -967764.128420 + Penalty 3113.310877 = -964650.817543 nChanged 35 SP:Iteration 24Q (702.088481 sec): 3 clusters Score: Raw -967775.797592 + Penalty 3113.310877 = -964662.486715 nChanged 20 SP:Iteration 25Q (702.117615 sec): 3 clusters Score: Raw -967781.837988 + Penalty 3113.310877 = -964668.527111 nChanged 15 SP:Iteration 26Q (702.146749 sec): 3 clusters Score: Raw -967786.783096 + Penalty 3113.310877 = -964673.472219 nChanged 14 SP:Iteration 27Q (702.175908 sec): 3 clusters Score: Raw -967791.652988 + Penalty 3113.310877 = -964678.342111 nChanged 14 SP:Iteration 28Q (702.205258 sec): 3 clusters Score: Raw -967796.276289 + Penalty 3113.310877 = -964682.965412 nChanged 21 SP:Iteration 29Q (702.234329 sec): 3 clusters Score: Raw -967804.657985 + Penalty 3113.310877 = -964691.347108 nChanged 19 SP:Iteration 30Q (702.263450 sec): 3 clusters Score: Raw -967813.038061 + Penalty 3113.310877 = -964699.727185 nChanged 20 SP:Iteration 31Q (702.292549 sec): 3 clusters Score: Raw -967820.412755 + Penalty 3113.310877 = -964707.101878 nChanged 16 SP:Iteration 32Q (702.321725 sec): 3 clusters Score: Raw -967825.774365 + Penalty 3113.310877 = -964712.463488 nChanged 13 SP:Iteration 33Q (702.350753 sec): 3 clusters Score: Raw -967830.462521 + Penalty 3113.310877 = -964717.151644 nChanged 27 SP:Iteration 34Q (702.379709 sec): 3 clusters Score: Raw -967841.587058 + Penalty 3113.310877 = -964728.276181 nChanged 22 SP:Iteration 35Q (702.408711 sec): 3 clusters Score: Raw -967849.131812 + Penalty 3113.310877 = -964735.820935 nChanged 15 SP:Iteration 36Q (702.438499 sec): 3 clusters Score: Raw -967854.022342 + Penalty 3113.310877 = -964740.711465 nChanged 13 SP:Iteration 37Q (702.467422 sec): 3 clusters Score: Raw -967858.373567 + Penalty 3113.310877 = -964745.062690 nChanged 6 SP:Iteration 38Q (702.496387 sec): 3 clusters Score: Raw -967860.538095 + Penalty 3113.310877 = -964747.227218 nChanged 6 SP:Iteration 39Q (702.525444 sec): 3 clusters Score: Raw -967862.402331 + Penalty 3113.310877 = -964749.091454 nChanged 7 SP:Iteration 40F (702.559340 sec): 3 clusters Score: Raw -967864.557757 + Penalty 3113.310877 = -964751.246880 nChanged 7 SP:Iteration 41Q (702.588671 sec): 3 clusters Score: Raw -967867.162798 + Penalty 3113.310877 = -964753.851922 nChanged 5 SP:Iteration 42Q (702.617654 sec): 3 clusters Score: Raw -967869.138528 + Penalty 3113.310877 = -964755.827651 nChanged 7 SP:Iteration 43Q (702.646704 sec): 3 clusters Score: Raw -967870.960453 + Penalty 3113.310877 = -964757.649577 nChanged 3 SP:Iteration 44Q (702.676640 sec): 3 clusters Score: Raw -967871.326532 + Penalty 3113.310877 = -964758.015655 nChanged 3 SP:Iteration 45Q (702.705754 sec): 3 clusters Score: Raw -967871.816261 + Penalty 3113.310877 = -964758.505384 nChanged 2 SP:Iteration 46Q (702.734724 sec): 3 clusters Score: Raw -967872.284870 + Penalty 3113.310877 = -964758.973994 nChanged 2 SP:Iteration 47Q (702.763797 sec): 3 clusters Score: Raw -967872.677425 + Penalty 3113.310877 = -964759.366548 nChanged 2 SP:Iteration 48Q (702.792847 sec): 3 clusters Score: Raw -967872.925691 + Penalty 3113.310877 = -964759.614814 nChanged 1 SP:Iteration 49Q (702.821845 sec): 3 clusters Score: Raw -967873.001404 + Penalty 3113.310877 = -964759.690527 nChanged 0 SP:Iteration 50F (702.855786 sec): 3 clusters Score: Raw -967873.001404 + Penalty 3113.310877 = -964759.690527 nChanged 0 Trying to split cluster 26 (7792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (702.876653 sec): 2 clusters Score: Raw -505157.607424 + Penalty 1456.138587 = -503701.468836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (702.902251 sec): 3 clusters Score: Raw -500874.733955 + Penalty 2912.277175 = -497962.456780 nChanged 3276 SP:Iteration 1F (702.929097 sec): 3 clusters Score: Raw -502640.410980 + Penalty 2912.277175 = -499728.133805 nChanged 509 SP:Iteration 2F (702.953750 sec): 3 clusters Score: Raw -502897.048102 + Penalty 2912.277175 = -499984.770927 nChanged 443 SP:Iteration 3F (702.978624 sec): 3 clusters Score: Raw -503169.353374 + Penalty 2912.277175 = -500257.076199 nChanged 445 SP:Iteration 4F (703.003660 sec): 3 clusters Score: Raw -503485.551407 + Penalty 2912.277175 = -500573.274232 nChanged 424 SP:Iteration 5F (703.028650 sec): 3 clusters Score: Raw -503865.982756 + Penalty 2912.277175 = -500953.705582 nChanged 449 SP:Iteration 6F (703.053156 sec): 3 clusters Score: Raw -504277.491286 + Penalty 2912.277175 = -501365.214112 nChanged 437 SP:Iteration 7F (703.077781 sec): 3 clusters Score: Raw -504634.056261 + Penalty 2912.277175 = -501721.779087 nChanged 407 SP:Iteration 8F (703.102399 sec): 3 clusters Score: Raw -504926.202395 + Penalty 2912.277175 = -502013.925220 nChanged 353 SP:Iteration 9Q (703.126884 sec): 3 clusters Score: Raw -505144.534746 + Penalty 2912.277175 = -502232.257571 nChanged 296 SP:Iteration 10Q (703.151268 sec): 3 clusters Score: Raw -505322.377085 + Penalty 2912.277175 = -502410.099910 nChanged 259 SP:Iteration 11Q (703.175519 sec): 3 clusters Score: Raw -505464.041183 + Penalty 2912.277175 = -502551.764008 nChanged 256 SP:Iteration 12Q (703.199849 sec): 3 clusters Score: Raw -505609.827677 + Penalty 2912.277175 = -502697.550502 nChanged 243 SP:Iteration 13Q (703.223819 sec): 3 clusters Score: Raw -505753.653347 + Penalty 2912.277175 = -502841.376172 nChanged 232 SP:Iteration 14Q (703.247735 sec): 3 clusters Score: Raw -505888.080070 + Penalty 2912.277175 = -502975.802895 nChanged 186 SP:Iteration 15Q (703.271732 sec): 3 clusters Score: Raw -505997.784858 + Penalty 2912.277175 = -503085.507683 nChanged 177 SP:Iteration 16Q (703.295486 sec): 3 clusters Score: Raw -506096.227454 + Penalty 2912.277175 = -503183.950279 nChanged 138 SP:Iteration 17Q (703.319173 sec): 3 clusters Score: Raw -506159.277417 + Penalty 2912.277175 = -503247.000242 nChanged 106 SP:Iteration 18Q (703.342810 sec): 3 clusters Score: Raw -506204.259804 + Penalty 2912.277175 = -503291.982629 nChanged 92 SP:Iteration 19Q (703.366581 sec): 3 clusters Score: Raw -506236.317718 + Penalty 2912.277175 = -503324.040543 nChanged 68 SP:Iteration 20F (703.391216 sec): 3 clusters Score: Raw -506256.117067 + Penalty 2912.277175 = -503343.839892 nChanged 66 SP:Iteration 21Q (703.414953 sec): 3 clusters Score: Raw -506276.663500 + Penalty 2912.277175 = -503364.386325 nChanged 56 SP:Iteration 22Q (703.440072 sec): 3 clusters Score: Raw -506293.682148 + Penalty 2912.277175 = -503381.404973 nChanged 48 SP:Iteration 23Q (703.463560 sec): 3 clusters Score: Raw -506307.506889 + Penalty 2912.277175 = -503395.229714 nChanged 44 SP:Iteration 24Q (703.487169 sec): 3 clusters Score: Raw -506319.293988 + Penalty 2912.277175 = -503407.016813 nChanged 43 SP:Iteration 25Q (703.510532 sec): 3 clusters Score: Raw -506332.899623 + Penalty 2912.277175 = -503420.622448 nChanged 46 SP:Iteration 26Q (703.534502 sec): 3 clusters Score: Raw -506347.954218 + Penalty 2912.277175 = -503435.677043 nChanged 57 SP:Iteration 27Q (703.557879 sec): 3 clusters Score: Raw -506367.720325 + Penalty 2912.277175 = -503455.443150 nChanged 37 SP:Iteration 28Q (703.581271 sec): 3 clusters Score: Raw -506378.989298 + Penalty 2912.277175 = -503466.712123 nChanged 47 SP:Iteration 29Q (703.604694 sec): 3 clusters Score: Raw -506391.792016 + Penalty 2912.277175 = -503479.514841 nChanged 36 SP:Iteration 30Q (703.627957 sec): 3 clusters Score: Raw -506401.543784 + Penalty 2912.277175 = -503489.266610 nChanged 21 SP:Iteration 31Q (703.651257 sec): 3 clusters Score: Raw -506406.398031 + Penalty 2912.277175 = -503494.120856 nChanged 7 SP:Iteration 32Q (703.674701 sec): 3 clusters Score: Raw -506408.553567 + Penalty 2912.277175 = -503496.276392 nChanged 10 SP:Iteration 33Q (703.698131 sec): 3 clusters Score: Raw -506410.925058 + Penalty 2912.277175 = -503498.647883 nChanged 10 SP:Iteration 34Q (703.721430 sec): 3 clusters Score: Raw -506412.798600 + Penalty 2912.277175 = -503500.521426 nChanged 6 SP:Iteration 35Q (703.744695 sec): 3 clusters Score: Raw -506413.648727 + Penalty 2912.277175 = -503501.371553 nChanged 4 SP:Iteration 36Q (703.767815 sec): 3 clusters Score: Raw -506414.134292 + Penalty 2912.277175 = -503501.857117 nChanged 4 SP:Iteration 37Q (703.791050 sec): 3 clusters Score: Raw -506414.857070 + Penalty 2912.277175 = -503502.579895 nChanged 3 SP:Iteration 38Q (703.814363 sec): 3 clusters Score: Raw -506415.516771 + Penalty 2912.277175 = -503503.239597 nChanged 1 SP:Iteration 39Q (703.837728 sec): 3 clusters Score: Raw -506415.746904 + Penalty 2912.277175 = -503503.469730 nChanged 3 SP:Iteration 40F (703.862620 sec): 3 clusters Score: Raw -506416.011770 + Penalty 2912.277175 = -503503.734595 nChanged 1 SP:Iteration 41Q (703.885885 sec): 3 clusters Score: Raw -506416.291477 + Penalty 2912.277175 = -503504.014302 nChanged 1 SP:Iteration 42Q (703.909211 sec): 3 clusters Score: Raw -506416.655363 + Penalty 2912.277175 = -503504.378188 nChanged 0 SP:Iteration 43F (703.933806 sec): 3 clusters Score: Raw -506416.655363 + Penalty 2912.277175 = -503504.378188 nChanged 0 Trying to split cluster 27 (7972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (703.955206 sec): 2 clusters Score: Raw -556927.165695 + Penalty 1459.849736 = -555467.315959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (703.981450 sec): 3 clusters Score: Raw -552536.115193 + Penalty 2919.699471 = -549616.415722 nChanged 3446 SP:Iteration 1F (704.006968 sec): 3 clusters Score: Raw -554522.791945 + Penalty 2919.699471 = -551603.092473 nChanged 550 SP:Iteration 2F (704.034287 sec): 3 clusters Score: Raw -554797.300314 + Penalty 2919.699471 = -551877.600842 nChanged 456 SP:Iteration 3F (704.059657 sec): 3 clusters Score: Raw -555035.573535 + Penalty 2919.699471 = -552115.874063 nChanged 392 SP:Iteration 4Q (704.085047 sec): 3 clusters Score: Raw -555257.740016 + Penalty 2919.699471 = -552338.040545 nChanged 341 SP:Iteration 5Q (704.110451 sec): 3 clusters Score: Raw -555447.535666 + Penalty 2919.699471 = -552527.836195 nChanged 320 SP:Iteration 6Q (704.135967 sec): 3 clusters Score: Raw -555638.518277 + Penalty 2919.699471 = -552718.818806 nChanged 313 SP:Iteration 7Q (704.161248 sec): 3 clusters Score: Raw -555833.578702 + Penalty 2919.699471 = -552913.879230 nChanged 295 SP:Iteration 8Q (704.186511 sec): 3 clusters Score: Raw -556036.313985 + Penalty 2919.699471 = -553116.614513 nChanged 289 SP:Iteration 9Q (704.211696 sec): 3 clusters Score: Raw -556230.596869 + Penalty 2919.699471 = -553310.897398 nChanged 251 SP:Iteration 10Q (704.236765 sec): 3 clusters Score: Raw -556396.066541 + Penalty 2919.699471 = -553476.367070 nChanged 209 SP:Iteration 11Q (704.261744 sec): 3 clusters Score: Raw -556522.888397 + Penalty 2919.699471 = -553603.188926 nChanged 173 SP:Iteration 12Q (704.286519 sec): 3 clusters Score: Raw -556622.541902 + Penalty 2919.699471 = -553702.842430 nChanged 157 SP:Iteration 13Q (704.314280 sec): 3 clusters Score: Raw -556717.082472 + Penalty 2919.699471 = -553797.383001 nChanged 134 SP:Iteration 14Q (704.341084 sec): 3 clusters Score: Raw -556792.781214 + Penalty 2919.699471 = -553873.081742 nChanged 99 SP:Iteration 15Q (704.365415 sec): 3 clusters Score: Raw -556836.322252 + Penalty 2919.699471 = -553916.622780 nChanged 65 SP:Iteration 16Q (704.389590 sec): 3 clusters Score: Raw -556863.248338 + Penalty 2919.699471 = -553943.548867 nChanged 60 SP:Iteration 17Q (704.413808 sec): 3 clusters Score: Raw -556885.217947 + Penalty 2919.699471 = -553965.518475 nChanged 58 SP:Iteration 18Q (704.438233 sec): 3 clusters Score: Raw -556908.205830 + Penalty 2919.699471 = -553988.506358 nChanged 63 SP:Iteration 19Q (704.462044 sec): 3 clusters Score: Raw -556935.501714 + Penalty 2919.699471 = -554015.802243 nChanged 61 SP:Iteration 20F (704.487454 sec): 3 clusters Score: Raw -556962.662461 + Penalty 2919.699471 = -554042.962990 nChanged 53 SP:Iteration 21Q (704.511438 sec): 3 clusters Score: Raw -556985.186500 + Penalty 2919.699471 = -554065.487028 nChanged 42 SP:Iteration 22Q (704.535189 sec): 3 clusters Score: Raw -557003.879886 + Penalty 2919.699471 = -554084.180414 nChanged 31 SP:Iteration 23Q (704.594307 sec): 3 clusters Score: Raw -557018.409083 + Penalty 2919.699471 = -554098.709611 nChanged 33 SP:Iteration 24Q (704.621353 sec): 3 clusters Score: Raw -557035.868609 + Penalty 2919.699471 = -554116.169138 nChanged 37 SP:Iteration 25Q (704.644761 sec): 3 clusters Score: Raw -557052.718436 + Penalty 2919.699471 = -554133.018965 nChanged 28 SP:Iteration 26Q (704.668340 sec): 3 clusters Score: Raw -557062.430071 + Penalty 2919.699471 = -554142.730600 nChanged 24 SP:Iteration 27Q (704.691735 sec): 3 clusters Score: Raw -557070.960291 + Penalty 2919.699471 = -554151.260819 nChanged 27 SP:Iteration 28Q (704.715199 sec): 3 clusters Score: Raw -557079.049280 + Penalty 2919.699471 = -554159.349809 nChanged 25 SP:Iteration 29Q (704.738770 sec): 3 clusters Score: Raw -557085.250541 + Penalty 2919.699471 = -554165.551069 nChanged 15 SP:Iteration 30Q (704.762103 sec): 3 clusters Score: Raw -557089.974363 + Penalty 2919.699471 = -554170.274892 nChanged 15 SP:Iteration 31Q (704.785643 sec): 3 clusters Score: Raw -557094.943114 + Penalty 2919.699471 = -554175.243642 nChanged 14 SP:Iteration 32Q (704.809076 sec): 3 clusters Score: Raw -557098.500372 + Penalty 2919.699471 = -554178.800900 nChanged 9 SP:Iteration 33Q (704.832888 sec): 3 clusters Score: Raw -557101.058591 + Penalty 2919.699471 = -554181.359119 nChanged 9 SP:Iteration 34Q (704.856273 sec): 3 clusters Score: Raw -557104.046021 + Penalty 2919.699471 = -554184.346549 nChanged 11 SP:Iteration 35Q (704.879716 sec): 3 clusters Score: Raw -557107.939614 + Penalty 2919.699471 = -554188.240143 nChanged 10 SP:Iteration 36Q (704.903202 sec): 3 clusters Score: Raw -557111.519396 + Penalty 2919.699471 = -554191.819925 nChanged 5 SP:Iteration 37Q (704.926372 sec): 3 clusters Score: Raw -557113.178223 + Penalty 2919.699471 = -554193.478751 nChanged 3 SP:Iteration 38Q (704.949701 sec): 3 clusters Score: Raw -557114.162133 + Penalty 2919.699471 = -554194.462662 nChanged 5 SP:Iteration 39Q (704.973073 sec): 3 clusters Score: Raw -557116.361866 + Penalty 2919.699471 = -554196.662395 nChanged 7 SP:Iteration 40F (704.998612 sec): 3 clusters Score: Raw -557119.408430 + Penalty 2919.699471 = -554199.708959 nChanged 6 SP:Iteration 41Q (705.022193 sec): 3 clusters Score: Raw -557121.999524 + Penalty 2919.699471 = -554202.300053 nChanged 9 SP:Iteration 42Q (705.047039 sec): 3 clusters Score: Raw -557125.398298 + Penalty 2919.699471 = -554205.698827 nChanged 12 SP:Iteration 43Q (705.070650 sec): 3 clusters Score: Raw -557129.897754 + Penalty 2919.699471 = -554210.198282 nChanged 14 SP:Iteration 44Q (705.094237 sec): 3 clusters Score: Raw -557136.076461 + Penalty 2919.699471 = -554216.376989 nChanged 18 SP:Iteration 45Q (705.117795 sec): 3 clusters Score: Raw -557142.352011 + Penalty 2919.699471 = -554222.652540 nChanged 15 SP:Iteration 46Q (705.141016 sec): 3 clusters Score: Raw -557147.180801 + Penalty 2919.699471 = -554227.481330 nChanged 11 SP:Iteration 47Q (705.164356 sec): 3 clusters Score: Raw -557150.249955 + Penalty 2919.699471 = -554230.550483 nChanged 10 SP:Iteration 48Q (705.187673 sec): 3 clusters Score: Raw -557153.034457 + Penalty 2919.699471 = -554233.334985 nChanged 11 SP:Iteration 49Q (705.211087 sec): 3 clusters Score: Raw -557156.664613 + Penalty 2919.699471 = -554236.965141 nChanged 5 SP:Iteration 50Q (705.234515 sec): 3 clusters Score: Raw -557158.392234 + Penalty 2919.699471 = -554238.692763 nChanged 6 SP:Iteration 51Q (705.257772 sec): 3 clusters Score: Raw -557160.269237 + Penalty 2919.699471 = -554240.569765 nChanged 5 SP:Iteration 52Q (705.280950 sec): 3 clusters Score: Raw -557161.936519 + Penalty 2919.699471 = -554242.237048 nChanged 4 SP:Iteration 53Q (705.304132 sec): 3 clusters Score: Raw -557162.821916 + Penalty 2919.699471 = -554243.122444 nChanged 5 SP:Iteration 54Q (705.327602 sec): 3 clusters Score: Raw -557164.665594 + Penalty 2919.699471 = -554244.966123 nChanged 10 SP:Iteration 55Q (705.350833 sec): 3 clusters Score: Raw -557167.689926 + Penalty 2919.699471 = -554247.990455 nChanged 6 SP:Iteration 56Q (705.374061 sec): 3 clusters Score: Raw -557169.726919 + Penalty 2919.699471 = -554250.027448 nChanged 3 SP:Iteration 57Q (705.397289 sec): 3 clusters Score: Raw -557170.894848 + Penalty 2919.699471 = -554251.195377 nChanged 4 SP:Iteration 58Q (705.420417 sec): 3 clusters Score: Raw -557172.190018 + Penalty 2919.699471 = -554252.490547 nChanged 4 SP:Iteration 59Q (705.443595 sec): 3 clusters Score: Raw -557173.219692 + Penalty 2919.699471 = -554253.520220 nChanged 1 SP:Iteration 60F (705.468467 sec): 3 clusters Score: Raw -557173.377665 + Penalty 2919.699471 = -554253.678194 nChanged 0 Trying to split cluster 28 (2073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (705.483735 sec): 2 clusters Score: Raw -134102.072464 + Penalty 1240.972218 = -132861.100245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.495070 sec): 3 clusters Score: Raw -133203.751794 + Penalty 2481.944437 = -130721.807357 nChanged 763 SP:Iteration 1F (705.505756 sec): 3 clusters Score: Raw -133705.662245 + Penalty 2481.944437 = -131223.717808 nChanged 192 SP:Iteration 2F (705.516363 sec): 3 clusters Score: Raw -133854.918311 + Penalty 2481.944437 = -131372.973874 nChanged 105 SP:Iteration 3F (705.527004 sec): 3 clusters Score: Raw -133925.195395 + Penalty 2481.944437 = -131443.250958 nChanged 67 SP:Iteration 4Q (705.537614 sec): 3 clusters Score: Raw -133965.941215 + Penalty 2481.944437 = -131483.996778 nChanged 48 SP:Iteration 5Q (705.548112 sec): 3 clusters Score: Raw -133989.710842 + Penalty 2481.944437 = -131507.766405 nChanged 27 SP:Iteration 6Q (705.558714 sec): 3 clusters Score: Raw -134002.947819 + Penalty 2481.944437 = -131521.003382 nChanged 23 SP:Iteration 7Q (705.572346 sec): 3 clusters Score: Raw -134016.160734 + Penalty 2481.944437 = -131534.216297 nChanged 26 SP:Iteration 8Q (705.582924 sec): 3 clusters Score: Raw -134035.250031 + Penalty 2481.944437 = -131553.305595 nChanged 37 SP:Iteration 9Q (705.593472 sec): 3 clusters Score: Raw -134062.251520 + Penalty 2481.944437 = -131580.307084 nChanged 29 SP:Iteration 10Q (705.604126 sec): 3 clusters Score: Raw -134079.508967 + Penalty 2481.944437 = -131597.564531 nChanged 29 SP:Iteration 11Q (705.614675 sec): 3 clusters Score: Raw -134096.022881 + Penalty 2481.944437 = -131614.078445 nChanged 38 SP:Iteration 12Q (705.625196 sec): 3 clusters Score: Raw -134116.761780 + Penalty 2481.944437 = -131634.817343 nChanged 28 SP:Iteration 13Q (705.635727 sec): 3 clusters Score: Raw -134133.392414 + Penalty 2481.944437 = -131651.447978 nChanged 23 SP:Iteration 14Q (705.646253 sec): 3 clusters Score: Raw -134147.460758 + Penalty 2481.944437 = -131665.516322 nChanged 24 SP:Iteration 15Q (705.656711 sec): 3 clusters Score: Raw -134161.878066 + Penalty 2481.944437 = -131679.933630 nChanged 22 SP:Iteration 16Q (705.667209 sec): 3 clusters Score: Raw -134174.577394 + Penalty 2481.944437 = -131692.632957 nChanged 19 SP:Iteration 17Q (705.677697 sec): 3 clusters Score: Raw -134182.861125 + Penalty 2481.944437 = -131700.916689 nChanged 16 SP:Iteration 18Q (705.688161 sec): 3 clusters Score: Raw -134190.612426 + Penalty 2481.944437 = -131708.667990 nChanged 15 SP:Iteration 19Q (705.699758 sec): 3 clusters Score: Raw -134198.826625 + Penalty 2481.944437 = -131716.882189 nChanged 19 SP:Iteration 20F (705.710396 sec): 3 clusters Score: Raw -134212.774892 + Penalty 2481.944437 = -131730.830455 nChanged 27 SP:Iteration 21Q (705.720895 sec): 3 clusters Score: Raw -134228.908921 + Penalty 2481.944437 = -131746.964484 nChanged 24 SP:Iteration 22Q (705.731374 sec): 3 clusters Score: Raw -134241.963730 + Penalty 2481.944437 = -131760.019294 nChanged 21 SP:Iteration 23Q (705.741846 sec): 3 clusters Score: Raw -134253.585794 + Penalty 2481.944437 = -131771.641357 nChanged 14 SP:Iteration 24Q (705.752355 sec): 3 clusters Score: Raw -134261.336709 + Penalty 2481.944437 = -131779.392272 nChanged 15 SP:Iteration 25Q (705.762729 sec): 3 clusters Score: Raw -134269.477924 + Penalty 2481.944437 = -131787.533487 nChanged 12 SP:Iteration 26Q (705.773211 sec): 3 clusters Score: Raw -134276.349755 + Penalty 2481.944437 = -131794.405318 nChanged 16 SP:Iteration 27Q (705.783710 sec): 3 clusters Score: Raw -134287.531021 + Penalty 2481.944437 = -131805.586585 nChanged 15 SP:Iteration 28Q (705.794163 sec): 3 clusters Score: Raw -134298.380150 + Penalty 2481.944437 = -131816.435714 nChanged 12 SP:Iteration 29Q (705.804618 sec): 3 clusters Score: Raw -134304.839412 + Penalty 2481.944437 = -131822.894976 nChanged 9 SP:Iteration 30Q (705.815112 sec): 3 clusters Score: Raw -134309.864102 + Penalty 2481.944437 = -131827.919665 nChanged 11 SP:Iteration 31Q (705.825462 sec): 3 clusters Score: Raw -134318.497417 + Penalty 2481.944437 = -131836.552980 nChanged 15 SP:Iteration 32Q (705.837592 sec): 3 clusters Score: Raw -134330.212225 + Penalty 2481.944437 = -131848.267789 nChanged 21 SP:Iteration 33Q (705.848022 sec): 3 clusters Score: Raw -134345.590142 + Penalty 2481.944437 = -131863.645705 nChanged 17 SP:Iteration 34Q (705.858365 sec): 3 clusters Score: Raw -134354.176821 + Penalty 2481.944437 = -131872.232384 nChanged 11 SP:Iteration 35Q (705.868255 sec): 3 clusters Score: Raw -134359.138389 + Penalty 2481.944437 = -131877.193952 nChanged 7 SP:Iteration 36Q (705.878660 sec): 3 clusters Score: Raw -134362.183261 + Penalty 2481.944437 = -131880.238824 nChanged 4 SP:Iteration 37Q (705.889044 sec): 3 clusters Score: Raw -134363.795411 + Penalty 2481.944437 = -131881.850975 nChanged 5 SP:Iteration 38Q (705.899413 sec): 3 clusters Score: Raw -134366.379464 + Penalty 2481.944437 = -131884.435027 nChanged 4 SP:Iteration 39Q (705.909742 sec): 3 clusters Score: Raw -134368.956646 + Penalty 2481.944437 = -131887.012210 nChanged 4 SP:Iteration 40F (705.920171 sec): 3 clusters Score: Raw -134370.426782 + Penalty 2481.944437 = -131888.482346 nChanged 4 SP:Iteration 41Q (705.930541 sec): 3 clusters Score: Raw -134372.799384 + Penalty 2481.944437 = -131890.854948 nChanged 6 SP:Iteration 42Q (705.940936 sec): 3 clusters Score: Raw -134375.853229 + Penalty 2481.944437 = -131893.908793 nChanged 5 SP:Iteration 43Q (705.951219 sec): 3 clusters Score: Raw -134379.230260 + Penalty 2481.944437 = -131897.285824 nChanged 5 SP:Iteration 44Q (705.961577 sec): 3 clusters Score: Raw -134382.602881 + Penalty 2481.944437 = -131900.658445 nChanged 7 SP:Iteration 45Q (705.971630 sec): 3 clusters Score: Raw -134387.859339 + Penalty 2481.944437 = -131905.914903 nChanged 7 SP:Iteration 46Q (705.981982 sec): 3 clusters Score: Raw -134393.095463 + Penalty 2481.944437 = -131911.151026 nChanged 9 SP:Iteration 47Q (705.992301 sec): 3 clusters Score: Raw -134397.808445 + Penalty 2481.944437 = -131915.864008 nChanged 5 SP:Iteration 48Q (706.002696 sec): 3 clusters Score: Raw -134400.587555 + Penalty 2481.944437 = -131918.643119 nChanged 3 SP:Iteration 49Q (706.013063 sec): 3 clusters Score: Raw -134401.601810 + Penalty 2481.944437 = -131919.657373 nChanged 6 SP:Iteration 50Q (706.023417 sec): 3 clusters Score: Raw -134404.861368 + Penalty 2481.944437 = -131922.916932 nChanged 5 SP:Iteration 51Q (706.033797 sec): 3 clusters Score: Raw -134408.365096 + Penalty 2481.944437 = -131926.420659 nChanged 2 SP:Iteration 52Q (706.044114 sec): 3 clusters Score: Raw -134409.429385 + Penalty 2481.944437 = -131927.484948 nChanged 2 SP:Iteration 53Q (706.054346 sec): 3 clusters Score: Raw -134410.726338 + Penalty 2481.944437 = -131928.781901 nChanged 3 SP:Iteration 54Q (706.064700 sec): 3 clusters Score: Raw -134412.560916 + Penalty 2481.944437 = -131930.616479 nChanged 2 SP:Iteration 55Q (706.075030 sec): 3 clusters Score: Raw -134413.279193 + Penalty 2481.944437 = -131931.334757 nChanged 0 SP:Iteration 56F (706.085573 sec): 3 clusters Score: Raw -134413.279193 + Penalty 2481.944437 = -131931.334757 nChanged 0 Trying to split cluster 29 (5746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (706.105039 sec): 2 clusters Score: Raw -390510.772114 + Penalty 1406.642126 = -389104.129987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (706.127253 sec): 3 clusters Score: Raw -387506.834160 + Penalty 2813.284253 = -384693.549908 nChanged 2301 SP:Iteration 1F (706.148971 sec): 3 clusters Score: Raw -388789.573763 + Penalty 2813.284253 = -385976.289510 nChanged 398 SP:Iteration 2F (706.170801 sec): 3 clusters Score: Raw -389008.005186 + Penalty 2813.284253 = -386194.720933 nChanged 289 SP:Iteration 3F (706.223346 sec): 3 clusters Score: Raw -389151.176933 + Penalty 2813.284253 = -386337.892680 nChanged 225 SP:Iteration 4Q (706.244805 sec): 3 clusters Score: Raw -389267.397574 + Penalty 2813.284253 = -386454.113321 nChanged 199 SP:Iteration 5Q (706.266706 sec): 3 clusters Score: Raw -389392.633661 + Penalty 2813.284253 = -386579.349408 nChanged 226 SP:Iteration 6Q (706.288535 sec): 3 clusters Score: Raw -389554.504040 + Penalty 2813.284253 = -386741.219787 nChanged 248 SP:Iteration 7Q (706.330914 sec): 3 clusters Score: Raw -389707.457180 + Penalty 2813.284253 = -386894.172927 nChanged 224 SP:Iteration 8Q (706.352333 sec): 3 clusters Score: Raw -389857.999617 + Penalty 2813.284253 = -387044.715365 nChanged 232 SP:Iteration 9Q (706.373764 sec): 3 clusters Score: Raw -390026.513025 + Penalty 2813.284253 = -387213.228772 nChanged 247 SP:Iteration 10Q (706.395121 sec): 3 clusters Score: Raw -390216.042560 + Penalty 2813.284253 = -387402.758307 nChanged 232 SP:Iteration 11Q (706.416460 sec): 3 clusters Score: Raw -390385.744628 + Penalty 2813.284253 = -387572.460375 nChanged 227 SP:Iteration 12Q (706.437798 sec): 3 clusters Score: Raw -390546.180197 + Penalty 2813.284253 = -387732.895944 nChanged 204 SP:Iteration 13Q (706.459168 sec): 3 clusters Score: Raw -390672.141708 + Penalty 2813.284253 = -387858.857456 nChanged 150 SP:Iteration 14Q (706.480152 sec): 3 clusters Score: Raw -390744.663280 + Penalty 2813.284253 = -387931.379027 nChanged 119 SP:Iteration 15Q (706.501473 sec): 3 clusters Score: Raw -390797.078947 + Penalty 2813.284253 = -387983.794694 nChanged 97 SP:Iteration 16Q (706.544509 sec): 3 clusters Score: Raw -390836.882167 + Penalty 2813.284253 = -388023.597914 nChanged 68 SP:Iteration 17Q (706.565360 sec): 3 clusters Score: Raw -390862.724528 + Penalty 2813.284253 = -388049.440275 nChanged 62 SP:Iteration 18Q (706.621624 sec): 3 clusters Score: Raw -390884.659429 + Penalty 2813.284253 = -388071.375176 nChanged 52 SP:Iteration 19Q (706.674876 sec): 3 clusters Score: Raw -390903.033805 + Penalty 2813.284253 = -388089.749552 nChanged 42 SP:Iteration 20F (706.731898 sec): 3 clusters Score: Raw -390916.149483 + Penalty 2813.284253 = -388102.865230 nChanged 36 SP:Iteration 21Q (706.787080 sec): 3 clusters Score: Raw -390928.874156 + Penalty 2813.284253 = -388115.589903 nChanged 35 SP:Iteration 22Q (706.807293 sec): 3 clusters Score: Raw -390942.544939 + Penalty 2813.284253 = -388129.260686 nChanged 30 SP:Iteration 23Q (706.828367 sec): 3 clusters Score: Raw -390951.547115 + Penalty 2813.284253 = -388138.262862 nChanged 22 SP:Iteration 24Q (706.849434 sec): 3 clusters Score: Raw -390958.094591 + Penalty 2813.284253 = -388144.810338 nChanged 24 SP:Iteration 25Q (706.870385 sec): 3 clusters Score: Raw -390964.539920 + Penalty 2813.284253 = -388151.255667 nChanged 22 SP:Iteration 26Q (706.892081 sec): 3 clusters Score: Raw -390970.242494 + Penalty 2813.284253 = -388156.958242 nChanged 25 SP:Iteration 27Q (706.913010 sec): 3 clusters Score: Raw -390977.161030 + Penalty 2813.284253 = -388163.876777 nChanged 24 SP:Iteration 28Q (706.934235 sec): 3 clusters Score: Raw -390983.030997 + Penalty 2813.284253 = -388169.746744 nChanged 17 SP:Iteration 29Q (706.955293 sec): 3 clusters Score: Raw -390988.813155 + Penalty 2813.284253 = -388175.528902 nChanged 16 SP:Iteration 30Q (706.977593 sec): 3 clusters Score: Raw -390993.031728 + Penalty 2813.284253 = -388179.747475 nChanged 12 SP:Iteration 31Q (706.998667 sec): 3 clusters Score: Raw -390996.057108 + Penalty 2813.284253 = -388182.772855 nChanged 11 SP:Iteration 32Q (707.019715 sec): 3 clusters Score: Raw -390998.948078 + Penalty 2813.284253 = -388185.663825 nChanged 11 SP:Iteration 33Q (707.040812 sec): 3 clusters Score: Raw -391001.705917 + Penalty 2813.284253 = -388188.421665 nChanged 7 SP:Iteration 34Q (707.061784 sec): 3 clusters Score: Raw -391003.216955 + Penalty 2813.284253 = -388189.932703 nChanged 8 SP:Iteration 35Q (707.083797 sec): 3 clusters Score: Raw -391005.359950 + Penalty 2813.284253 = -388192.075697 nChanged 9 SP:Iteration 36Q (707.104871 sec): 3 clusters Score: Raw -391007.195323 + Penalty 2813.284253 = -388193.911070 nChanged 15 SP:Iteration 37Q (707.126100 sec): 3 clusters Score: Raw -391010.840040 + Penalty 2813.284253 = -388197.555787 nChanged 9 SP:Iteration 38Q (707.172074 sec): 3 clusters Score: Raw -391012.518255 + Penalty 2813.284253 = -388199.234002 nChanged 5 SP:Iteration 39Q (707.224574 sec): 3 clusters Score: Raw -391013.465994 + Penalty 2813.284253 = -388200.181741 nChanged 3 SP:Iteration 40F (707.253408 sec): 3 clusters Score: Raw -391014.089720 + Penalty 2813.284253 = -388200.805467 nChanged 1 SP:Iteration 41Q (707.274211 sec): 3 clusters Score: Raw -391014.146346 + Penalty 2813.284253 = -388200.862093 nChanged 0 SP:Iteration 42F (707.295683 sec): 3 clusters Score: Raw -391014.146346 + Penalty 2813.284253 = -388200.862093 nChanged 0 Trying to split cluster 30 (1543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (707.333623 sec): 2 clusters Score: Raw -82599.318894 + Penalty 1192.991126 = -81406.327768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (707.373134 sec): 3 clusters Score: Raw -82047.288518 + Penalty 2385.982252 = -79661.306266 nChanged 528 SP:Iteration 1F (707.424207 sec): 3 clusters Score: Raw -82543.411546 + Penalty 2385.982252 = -80157.429294 nChanged 188 SP:Iteration 2F (707.474089 sec): 3 clusters Score: Raw -82880.614198 + Penalty 2385.982252 = -80494.631946 nChanged 126 SP:Iteration 3F (707.518157 sec): 3 clusters Score: Raw -83185.729280 + Penalty 2385.982252 = -80799.747028 nChanged 113 SP:Iteration 4F (707.568279 sec): 3 clusters Score: Raw -83404.859421 + Penalty 2385.982252 = -81018.877169 nChanged 77 SP:Iteration 5Q (707.575540 sec): 3 clusters Score: Raw -83519.169869 + Penalty 2385.982252 = -81133.187617 nChanged 36 SP:Iteration 6Q (707.583231 sec): 3 clusters Score: Raw -83565.260205 + Penalty 2385.982252 = -81179.277953 nChanged 21 SP:Iteration 7Q (707.590894 sec): 3 clusters Score: Raw -83588.523842 + Penalty 2385.982252 = -81202.541590 nChanged 18 SP:Iteration 8Q (707.598540 sec): 3 clusters Score: Raw -83615.581630 + Penalty 2385.982252 = -81229.599378 nChanged 21 SP:Iteration 9Q (707.606125 sec): 3 clusters Score: Raw -83652.119562 + Penalty 2385.982252 = -81266.137310 nChanged 8 SP:Iteration 10Q (707.613679 sec): 3 clusters Score: Raw -83661.617642 + Penalty 2385.982252 = -81275.635390 nChanged 3 SP:Iteration 11Q (707.621252 sec): 3 clusters Score: Raw -83664.697832 + Penalty 2385.982252 = -81278.715580 nChanged 6 SP:Iteration 12Q (707.628966 sec): 3 clusters Score: Raw -83669.136636 + Penalty 2385.982252 = -81283.154384 nChanged 3 SP:Iteration 13Q (707.679643 sec): 3 clusters Score: Raw -83670.779634 + Penalty 2385.982252 = -81284.797382 nChanged 1 SP:Iteration 14Q (707.723136 sec): 3 clusters Score: Raw -83672.511221 + Penalty 2385.982252 = -81286.528969 nChanged 3 SP:Iteration 15Q (707.730750 sec): 3 clusters Score: Raw -83674.839659 + Penalty 2385.982252 = -81288.857407 nChanged 1 SP:Iteration 16Q (707.738278 sec): 3 clusters Score: Raw -83675.558113 + Penalty 2385.982252 = -81289.575861 nChanged 2 SP:Iteration 17Q (707.745879 sec): 3 clusters Score: Raw -83676.353853 + Penalty 2385.982252 = -81290.371601 nChanged 0 SP:Iteration 18F (707.753668 sec): 3 clusters Score: Raw -83676.353853 + Penalty 2385.982252 = -81290.371601 nChanged 0 Trying to split cluster 31 (12343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (707.780675 sec): 2 clusters Score: Raw -836907.637070 + Penalty 1530.887212 = -835376.749859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (707.813320 sec): 3 clusters Score: Raw -829758.689767 + Penalty 3061.774423 = -826696.915344 nChanged 5471 SP:Iteration 1F (707.844864 sec): 3 clusters Score: Raw -832968.405711 + Penalty 3061.774423 = -829906.631288 nChanged 790 SP:Iteration 2F (707.876344 sec): 3 clusters Score: Raw -833343.424107 + Penalty 3061.774423 = -830281.649684 nChanged 668 SP:Iteration 3F (707.907857 sec): 3 clusters Score: Raw -833673.358733 + Penalty 3061.774423 = -830611.584310 nChanged 624 SP:Iteration 4F (707.939395 sec): 3 clusters Score: Raw -833986.727000 + Penalty 3061.774423 = -830924.952577 nChanged 580 SP:Iteration 5Q (707.971312 sec): 3 clusters Score: Raw -834318.043026 + Penalty 3061.774423 = -831256.268603 nChanged 581 SP:Iteration 6Q (708.002746 sec): 3 clusters Score: Raw -834708.925687 + Penalty 3061.774423 = -831647.151264 nChanged 605 SP:Iteration 7Q (708.034558 sec): 3 clusters Score: Raw -835127.027358 + Penalty 3061.774423 = -832065.252935 nChanged 573 SP:Iteration 8Q (708.065813 sec): 3 clusters Score: Raw -835518.289149 + Penalty 3061.774423 = -832456.514726 nChanged 483 SP:Iteration 9Q (708.096863 sec): 3 clusters Score: Raw -835818.589976 + Penalty 3061.774423 = -832756.815553 nChanged 372 SP:Iteration 10Q (708.127528 sec): 3 clusters Score: Raw -836031.965141 + Penalty 3061.774423 = -832970.190718 nChanged 305 SP:Iteration 11Q (708.158021 sec): 3 clusters Score: Raw -836191.408371 + Penalty 3061.774423 = -833129.633948 nChanged 265 SP:Iteration 12Q (708.188293 sec): 3 clusters Score: Raw -836313.653493 + Penalty 3061.774423 = -833251.879069 nChanged 216 SP:Iteration 13Q (708.218122 sec): 3 clusters Score: Raw -836402.907552 + Penalty 3061.774423 = -833341.133129 nChanged 163 SP:Iteration 14Q (708.247824 sec): 3 clusters Score: Raw -836473.117168 + Penalty 3061.774423 = -833411.342745 nChanged 145 SP:Iteration 15Q (708.277352 sec): 3 clusters Score: Raw -836532.996384 + Penalty 3061.774423 = -833471.221960 nChanged 144 SP:Iteration 16Q (708.306733 sec): 3 clusters Score: Raw -836598.271698 + Penalty 3061.774423 = -833536.497275 nChanged 144 SP:Iteration 17Q (708.335904 sec): 3 clusters Score: Raw -836663.195155 + Penalty 3061.774423 = -833601.420732 nChanged 138 SP:Iteration 18Q (708.365105 sec): 3 clusters Score: Raw -836732.335508 + Penalty 3061.774423 = -833670.561085 nChanged 140 SP:Iteration 19Q (708.394202 sec): 3 clusters Score: Raw -836804.976142 + Penalty 3061.774423 = -833743.201719 nChanged 139 SP:Iteration 20F (708.425495 sec): 3 clusters Score: Raw -836869.339738 + Penalty 3061.774423 = -833807.565315 nChanged 117 SP:Iteration 21Q (708.454405 sec): 3 clusters Score: Raw -836924.418490 + Penalty 3061.774423 = -833862.644067 nChanged 112 SP:Iteration 22Q (708.483171 sec): 3 clusters Score: Raw -836983.028107 + Penalty 3061.774423 = -833921.253684 nChanged 105 SP:Iteration 23Q (708.511561 sec): 3 clusters Score: Raw -837036.620527 + Penalty 3061.774423 = -833974.846104 nChanged 76 SP:Iteration 24Q (708.540050 sec): 3 clusters Score: Raw -837070.699356 + Penalty 3061.774423 = -834008.924933 nChanged 63 SP:Iteration 25Q (708.568250 sec): 3 clusters Score: Raw -837094.566649 + Penalty 3061.774423 = -834032.792225 nChanged 53 SP:Iteration 26Q (708.596414 sec): 3 clusters Score: Raw -837114.786595 + Penalty 3061.774423 = -834053.012172 nChanged 51 SP:Iteration 27Q (708.624592 sec): 3 clusters Score: Raw -837136.298922 + Penalty 3061.774423 = -834074.524499 nChanged 45 SP:Iteration 28Q (708.652721 sec): 3 clusters Score: Raw -837153.889587 + Penalty 3061.774423 = -834092.115164 nChanged 41 SP:Iteration 29Q (708.680916 sec): 3 clusters Score: Raw -837168.023663 + Penalty 3061.774423 = -834106.249240 nChanged 35 SP:Iteration 30Q (708.708751 sec): 3 clusters Score: Raw -837181.961539 + Penalty 3061.774423 = -834120.187115 nChanged 34 SP:Iteration 31Q (708.736579 sec): 3 clusters Score: Raw -837191.943396 + Penalty 3061.774423 = -834130.168972 nChanged 30 SP:Iteration 32Q (708.764442 sec): 3 clusters Score: Raw -837201.385270 + Penalty 3061.774423 = -834139.610847 nChanged 23 SP:Iteration 33Q (708.792140 sec): 3 clusters Score: Raw -837208.299710 + Penalty 3061.774423 = -834146.525287 nChanged 17 SP:Iteration 34Q (708.820060 sec): 3 clusters Score: Raw -837213.198091 + Penalty 3061.774423 = -834151.423668 nChanged 16 SP:Iteration 35Q (708.847931 sec): 3 clusters Score: Raw -837217.237080 + Penalty 3061.774423 = -834155.462656 nChanged 15 SP:Iteration 36Q (708.875698 sec): 3 clusters Score: Raw -837222.208460 + Penalty 3061.774423 = -834160.434036 nChanged 14 SP:Iteration 37Q (708.903297 sec): 3 clusters Score: Raw -837226.671334 + Penalty 3061.774423 = -834164.896910 nChanged 11 SP:Iteration 38Q (708.930988 sec): 3 clusters Score: Raw -837232.332509 + Penalty 3061.774423 = -834170.558086 nChanged 12 SP:Iteration 39Q (708.958735 sec): 3 clusters Score: Raw -837235.532091 + Penalty 3061.774423 = -834173.757668 nChanged 7 SP:Iteration 40F (708.989788 sec): 3 clusters Score: Raw -837238.457318 + Penalty 3061.774423 = -834176.682895 nChanged 10 SP:Iteration 41Q (709.017577 sec): 3 clusters Score: Raw -837242.189939 + Penalty 3061.774423 = -834180.415515 nChanged 7 SP:Iteration 42Q (709.045352 sec): 3 clusters Score: Raw -837244.351792 + Penalty 3061.774423 = -834182.577368 nChanged 6 SP:Iteration 43Q (709.072995 sec): 3 clusters Score: Raw -837246.432437 + Penalty 3061.774423 = -834184.658014 nChanged 8 SP:Iteration 44Q (709.100535 sec): 3 clusters Score: Raw -837249.769394 + Penalty 3061.774423 = -834187.994970 nChanged 7 SP:Iteration 45Q (709.128201 sec): 3 clusters Score: Raw -837252.027221 + Penalty 3061.774423 = -834190.252798 nChanged 7 SP:Iteration 46Q (709.155687 sec): 3 clusters Score: Raw -837254.507477 + Penalty 3061.774423 = -834192.733054 nChanged 4 SP:Iteration 47Q (709.183359 sec): 3 clusters Score: Raw -837255.153913 + Penalty 3061.774423 = -834193.379490 nChanged 1 SP:Iteration 48Q (709.211037 sec): 3 clusters Score: Raw -837255.244211 + Penalty 3061.774423 = -834193.469787 nChanged 0 SP:Iteration 49F (709.242321 sec): 3 clusters Score: Raw -837255.244211 + Penalty 3061.774423 = -834193.469787 nChanged 0 Trying to split cluster 32 (5357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (709.260756 sec): 2 clusters Score: Raw -368699.883531 + Penalty 1395.250902 = -367304.632629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (709.282806 sec): 3 clusters Score: Raw -365861.592030 + Penalty 2790.501804 = -363071.090226 nChanged 2178 SP:Iteration 1F (709.304354 sec): 3 clusters Score: Raw -367039.899099 + Penalty 2790.501804 = -364249.397296 nChanged 374 SP:Iteration 2F (709.327754 sec): 3 clusters Score: Raw -367226.332771 + Penalty 2790.501804 = -364435.830967 nChanged 259 SP:Iteration 3Q (709.349349 sec): 3 clusters Score: Raw -367338.673002 + Penalty 2790.501804 = -364548.171199 nChanged 194 SP:Iteration 4Q (709.371160 sec): 3 clusters Score: Raw -367405.559089 + Penalty 2790.501804 = -364615.057286 nChanged 146 SP:Iteration 5Q (709.392837 sec): 3 clusters Score: Raw -367454.615076 + Penalty 2790.501804 = -364664.113273 nChanged 122 SP:Iteration 6Q (709.414400 sec): 3 clusters Score: Raw -367491.476063 + Penalty 2790.501804 = -364700.974259 nChanged 117 SP:Iteration 7Q (709.437093 sec): 3 clusters Score: Raw -367529.820036 + Penalty 2790.501804 = -364739.318232 nChanged 102 SP:Iteration 8Q (709.458785 sec): 3 clusters Score: Raw -367563.292397 + Penalty 2790.501804 = -364772.790593 nChanged 102 SP:Iteration 9Q (709.480335 sec): 3 clusters Score: Raw -367603.892410 + Penalty 2790.501804 = -364813.390606 nChanged 108 SP:Iteration 10Q (709.501816 sec): 3 clusters Score: Raw -367655.430832 + Penalty 2790.501804 = -364864.929029 nChanged 122 SP:Iteration 11Q (709.523565 sec): 3 clusters Score: Raw -367705.134715 + Penalty 2790.501804 = -364914.632911 nChanged 102 SP:Iteration 12Q (709.545319 sec): 3 clusters Score: Raw -367748.137107 + Penalty 2790.501804 = -364957.635304 nChanged 116 SP:Iteration 13Q (709.566823 sec): 3 clusters Score: Raw -367806.068245 + Penalty 2790.501804 = -365015.566442 nChanged 156 SP:Iteration 14Q (709.588337 sec): 3 clusters Score: Raw -367889.739194 + Penalty 2790.501804 = -365099.237390 nChanged 135 SP:Iteration 15Q (709.609794 sec): 3 clusters Score: Raw -367979.584150 + Penalty 2790.501804 = -365189.082346 nChanged 160 SP:Iteration 16Q (709.631289 sec): 3 clusters Score: Raw -368071.738551 + Penalty 2790.501804 = -365281.236748 nChanged 175 SP:Iteration 17Q (709.652773 sec): 3 clusters Score: Raw -368189.166220 + Penalty 2790.501804 = -365398.664417 nChanged 171 SP:Iteration 18Q (709.696684 sec): 3 clusters Score: Raw -368291.718746 + Penalty 2790.501804 = -365501.216943 nChanged 165 SP:Iteration 19Q (709.718142 sec): 3 clusters Score: Raw -368396.097215 + Penalty 2790.501804 = -365605.595411 nChanged 155 SP:Iteration 20F (709.739619 sec): 3 clusters Score: Raw -368499.303851 + Penalty 2790.501804 = -365708.802047 nChanged 156 SP:Iteration 21Q (709.760815 sec): 3 clusters Score: Raw -368598.511644 + Penalty 2790.501804 = -365808.009841 nChanged 136 SP:Iteration 22Q (709.782108 sec): 3 clusters Score: Raw -368681.291910 + Penalty 2790.501804 = -365890.790107 nChanged 115 SP:Iteration 23Q (709.803199 sec): 3 clusters Score: Raw -368735.992060 + Penalty 2790.501804 = -365945.490256 nChanged 96 SP:Iteration 24Q (709.824102 sec): 3 clusters Score: Raw -368777.871550 + Penalty 2790.501804 = -365987.369747 nChanged 74 SP:Iteration 25Q (709.845125 sec): 3 clusters Score: Raw -368803.677209 + Penalty 2790.501804 = -366013.175405 nChanged 47 SP:Iteration 26Q (709.866257 sec): 3 clusters Score: Raw -368820.673082 + Penalty 2790.501804 = -366030.171278 nChanged 40 SP:Iteration 27Q (709.887261 sec): 3 clusters Score: Raw -368836.080758 + Penalty 2790.501804 = -366045.578954 nChanged 41 SP:Iteration 28Q (709.908226 sec): 3 clusters Score: Raw -368849.958322 + Penalty 2790.501804 = -366059.456519 nChanged 39 SP:Iteration 29Q (709.929326 sec): 3 clusters Score: Raw -368860.734711 + Penalty 2790.501804 = -366070.232908 nChanged 25 SP:Iteration 30Q (709.950596 sec): 3 clusters Score: Raw -368866.862978 + Penalty 2790.501804 = -366076.361175 nChanged 19 SP:Iteration 31Q (709.971477 sec): 3 clusters Score: Raw -368871.404065 + Penalty 2790.501804 = -366080.902261 nChanged 25 SP:Iteration 32Q (709.992724 sec): 3 clusters Score: Raw -368876.551993 + Penalty 2790.501804 = -366086.050190 nChanged 9 SP:Iteration 33Q (710.013875 sec): 3 clusters Score: Raw -368878.386338 + Penalty 2790.501804 = -366087.884534 nChanged 7 SP:Iteration 34Q (710.034870 sec): 3 clusters Score: Raw -368879.816037 + Penalty 2790.501804 = -366089.314233 nChanged 8 SP:Iteration 35Q (710.055887 sec): 3 clusters Score: Raw -368882.577582 + Penalty 2790.501804 = -366092.075779 nChanged 5 SP:Iteration 36Q (710.077028 sec): 3 clusters Score: Raw -368883.972426 + Penalty 2790.501804 = -366093.470622 nChanged 9 SP:Iteration 37Q (710.098025 sec): 3 clusters Score: Raw -368885.763462 + Penalty 2790.501804 = -366095.261659 nChanged 10 SP:Iteration 38Q (710.118966 sec): 3 clusters Score: Raw -368887.815743 + Penalty 2790.501804 = -366097.313940 nChanged 7 SP:Iteration 39Q (710.140832 sec): 3 clusters Score: Raw -368889.357775 + Penalty 2790.501804 = -366098.855971 nChanged 5 SP:Iteration 40F (710.162528 sec): 3 clusters Score: Raw -368890.612459 + Penalty 2790.501804 = -366100.110656 nChanged 2 SP:Iteration 41Q (710.183602 sec): 3 clusters Score: Raw -368891.045433 + Penalty 2790.501804 = -366100.543629 nChanged 2 SP:Iteration 42Q (710.204607 sec): 3 clusters Score: Raw -368891.413745 + Penalty 2790.501804 = -366100.911941 nChanged 4 SP:Iteration 43Q (710.225691 sec): 3 clusters Score: Raw -368892.168286 + Penalty 2790.501804 = -366101.666482 nChanged 3 SP:Iteration 44Q (710.246772 sec): 3 clusters Score: Raw -368892.749276 + Penalty 2790.501804 = -366102.247473 nChanged 4 SP:Iteration 45Q (710.267668 sec): 3 clusters Score: Raw -368893.559308 + Penalty 2790.501804 = -366103.057504 nChanged 2 SP:Iteration 46Q (710.288767 sec): 3 clusters Score: Raw -368893.995633 + Penalty 2790.501804 = -366103.493830 nChanged 2 SP:Iteration 47Q (710.309851 sec): 3 clusters Score: Raw -368894.282915 + Penalty 2790.501804 = -366103.781112 nChanged 3 SP:Iteration 48Q (710.331037 sec): 3 clusters Score: Raw -368894.951226 + Penalty 2790.501804 = -366104.449423 nChanged 3 SP:Iteration 49Q (710.352045 sec): 3 clusters Score: Raw -368895.550138 + Penalty 2790.501804 = -366105.048334 nChanged 4 SP:Iteration 50Q (710.373319 sec): 3 clusters Score: Raw -368896.316990 + Penalty 2790.501804 = -366105.815186 nChanged 6 SP:Iteration 51Q (710.394124 sec): 3 clusters Score: Raw -368898.043916 + Penalty 2790.501804 = -366107.542113 nChanged 7 SP:Iteration 52Q (710.415132 sec): 3 clusters Score: Raw -368899.742335 + Penalty 2790.501804 = -366109.240531 nChanged 5 SP:Iteration 53Q (710.436191 sec): 3 clusters Score: Raw -368901.224809 + Penalty 2790.501804 = -366110.723006 nChanged 6 SP:Iteration 54Q (710.457303 sec): 3 clusters Score: Raw -368902.250785 + Penalty 2790.501804 = -366111.748981 nChanged 4 SP:Iteration 55Q (710.478379 sec): 3 clusters Score: Raw -368903.225028 + Penalty 2790.501804 = -366112.723225 nChanged 4 SP:Iteration 56Q (710.499368 sec): 3 clusters Score: Raw -368903.854074 + Penalty 2790.501804 = -366113.352271 nChanged 5 SP:Iteration 57Q (710.520377 sec): 3 clusters Score: Raw -368904.846874 + Penalty 2790.501804 = -366114.345071 nChanged 5 SP:Iteration 58Q (710.541118 sec): 3 clusters Score: Raw -368905.698999 + Penalty 2790.501804 = -366115.197196 nChanged 6 SP:Iteration 59Q (710.596559 sec): 3 clusters Score: Raw -368906.916528 + Penalty 2790.501804 = -366116.414725 nChanged 5 SP:Iteration 60F (710.617876 sec): 3 clusters Score: Raw -368907.972380 + Penalty 2790.501804 = -366117.470577 nChanged 10 SP:Iteration 61Q (710.639115 sec): 3 clusters Score: Raw -368909.963473 + Penalty 2790.501804 = -366119.461669 nChanged 6 SP:Iteration 62Q (710.660143 sec): 3 clusters Score: Raw -368911.406417 + Penalty 2790.501804 = -366120.904613 nChanged 4 SP:Iteration 63Q (710.680975 sec): 3 clusters Score: Raw -368912.260694 + Penalty 2790.501804 = -366121.758890 nChanged 4 SP:Iteration 64Q (710.702164 sec): 3 clusters Score: Raw -368913.021874 + Penalty 2790.501804 = -366122.520070 nChanged 8 SP:Iteration 65Q (710.723399 sec): 3 clusters Score: Raw -368914.217572 + Penalty 2790.501804 = -366123.715768 nChanged 6 SP:Iteration 66Q (710.744537 sec): 3 clusters Score: Raw -368915.119168 + Penalty 2790.501804 = -366124.617364 nChanged 2 SP:Iteration 67Q (710.765497 sec): 3 clusters Score: Raw -368915.287405 + Penalty 2790.501804 = -366124.785601 nChanged 0 SP:Iteration 68F (710.786955 sec): 3 clusters Score: Raw -368915.287405 + Penalty 2790.501804 = -366124.785601 nChanged 0 Trying to split cluster 34 (2031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (710.802227 sec): 2 clusters Score: Raw -101788.374971 + Penalty 1237.646079 = -100550.728893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (710.812972 sec): 3 clusters Score: Raw -100924.733217 + Penalty 2475.292158 = -98449.441060 nChanged 715 SP:Iteration 1F (710.823031 sec): 3 clusters Score: Raw -101497.566872 + Penalty 2475.292158 = -99022.274715 nChanged 199 SP:Iteration 2F (710.833155 sec): 3 clusters Score: Raw -101769.925888 + Penalty 2475.292158 = -99294.633730 nChanged 162 SP:Iteration 3F (710.842902 sec): 3 clusters Score: Raw -102013.725543 + Penalty 2475.292158 = -99538.433385 nChanged 137 SP:Iteration 4F (710.852949 sec): 3 clusters Score: Raw -102223.758368 + Penalty 2475.292158 = -99748.466210 nChanged 120 SP:Iteration 5F (710.863061 sec): 3 clusters Score: Raw -102396.627384 + Penalty 2475.292158 = -99921.335226 nChanged 102 SP:Iteration 6F (710.873088 sec): 3 clusters Score: Raw -102527.562050 + Penalty 2475.292158 = -100052.269893 nChanged 79 SP:Iteration 7Q (710.882951 sec): 3 clusters Score: Raw -102624.230817 + Penalty 2475.292158 = -100148.938660 nChanged 61 SP:Iteration 8Q (710.892761 sec): 3 clusters Score: Raw -102695.640864 + Penalty 2475.292158 = -100220.348706 nChanged 45 SP:Iteration 9Q (710.902439 sec): 3 clusters Score: Raw -102735.251240 + Penalty 2475.292158 = -100259.959083 nChanged 40 SP:Iteration 10Q (710.912220 sec): 3 clusters Score: Raw -102775.310543 + Penalty 2475.292158 = -100300.018385 nChanged 35 SP:Iteration 11Q (710.921966 sec): 3 clusters Score: Raw -102809.805691 + Penalty 2475.292158 = -100334.513534 nChanged 29 SP:Iteration 12Q (710.931620 sec): 3 clusters Score: Raw -102836.592078 + Penalty 2475.292158 = -100361.299920 nChanged 29 SP:Iteration 13Q (710.941383 sec): 3 clusters Score: Raw -102864.597494 + Penalty 2475.292158 = -100389.305337 nChanged 27 SP:Iteration 14Q (710.951016 sec): 3 clusters Score: Raw -102887.698911 + Penalty 2475.292158 = -100412.406754 nChanged 26 SP:Iteration 15Q (710.960735 sec): 3 clusters Score: Raw -102914.622410 + Penalty 2475.292158 = -100439.330253 nChanged 20 SP:Iteration 16Q (710.970356 sec): 3 clusters Score: Raw -102933.210387 + Penalty 2475.292158 = -100457.918229 nChanged 17 SP:Iteration 17Q (710.979644 sec): 3 clusters Score: Raw -102945.786706 + Penalty 2475.292158 = -100470.494549 nChanged 16 SP:Iteration 18Q (710.989327 sec): 3 clusters Score: Raw -102958.923622 + Penalty 2475.292158 = -100483.631464 nChanged 17 SP:Iteration 19Q (710.999015 sec): 3 clusters Score: Raw -102973.077205 + Penalty 2475.292158 = -100497.785048 nChanged 19 SP:Iteration 20F (711.009151 sec): 3 clusters Score: Raw -102989.831022 + Penalty 2475.292158 = -100514.538865 nChanged 17 SP:Iteration 21Q (711.018864 sec): 3 clusters Score: Raw -103016.049807 + Penalty 2475.292158 = -100540.757649 nChanged 24 SP:Iteration 22Q (711.028535 sec): 3 clusters Score: Raw -103061.530683 + Penalty 2475.292158 = -100586.238525 nChanged 30 SP:Iteration 23Q (711.038134 sec): 3 clusters Score: Raw -103118.626591 + Penalty 2475.292158 = -100643.334434 nChanged 28 SP:Iteration 24Q (711.047668 sec): 3 clusters Score: Raw -103154.842975 + Penalty 2475.292158 = -100679.550818 nChanged 17 SP:Iteration 25Q (711.057263 sec): 3 clusters Score: Raw -103165.391486 + Penalty 2475.292158 = -100690.099328 nChanged 12 SP:Iteration 26Q (711.066790 sec): 3 clusters Score: Raw -103170.737447 + Penalty 2475.292158 = -100695.445289 nChanged 6 SP:Iteration 27Q (711.076377 sec): 3 clusters Score: Raw -103174.156360 + Penalty 2475.292158 = -100698.864203 nChanged 4 SP:Iteration 28Q (711.085974 sec): 3 clusters Score: Raw -103176.870986 + Penalty 2475.292158 = -100701.578828 nChanged 3 SP:Iteration 29Q (711.095569 sec): 3 clusters Score: Raw -103177.901105 + Penalty 2475.292158 = -100702.608947 nChanged 1 SP:Iteration 30Q (711.104813 sec): 3 clusters Score: Raw -103178.177309 + Penalty 2475.292158 = -100702.885151 nChanged 0 SP:Iteration 31F (711.114907 sec): 3 clusters Score: Raw -103178.177309 + Penalty 2475.292158 = -100702.885151 nChanged 0 Score: Raw -27539442.707511 + Penalty 71752.754436 = -27467689.953075 Splitting cluster 34 changes total score from -27468398.194179 to -27467689.953075 So it's not getting split. Iteration 99Q (723.853637 sec): 34 clusters Score: Raw -27538058.540080 + Penalty 69642.379305 = -27468416.160775 nChanged 227 Iteration 100F (732.245362 sec): 34 clusters Score: Raw -27538076.934442 + Penalty 69642.379305 = -27468434.555137 nChanged 221 Iteration 101Q (736.107975 sec): 34 clusters Score: Raw -27538094.083342 + Penalty 69642.379305 = -27468451.704037 nChanged 225 Iteration 102Q (740.029454 sec): 34 clusters Score: Raw -27538109.306432 + Penalty 69642.379305 = -27468466.927127 nChanged 196 Iteration 103Q (744.052127 sec): 34 clusters Score: Raw -27538122.587001 + Penalty 69642.379305 = -27468480.207695 nChanged 184 Iteration 104Q (747.986516 sec): 34 clusters Score: Raw -27538135.592375 + Penalty 69642.379305 = -27468493.213069 nChanged 169 Iteration 105Q (751.880611 sec): 34 clusters Score: Raw -27538146.802811 + Penalty 69642.379305 = -27468504.423506 nChanged 167 Iteration 106Q (755.754873 sec): 34 clusters Score: Raw -27538156.584865 + Penalty 69642.379305 = -27468514.205560 nChanged 156 Iteration 107Q (759.711117 sec): 34 clusters Score: Raw -27538165.092156 + Penalty 69642.379305 = -27468522.712850 nChanged 132 Iteration 108Q (763.781420 sec): 34 clusters Score: Raw -27538171.757719 + Penalty 69642.379305 = -27468529.378414 nChanged 123 Iteration 109Q (767.640534 sec): 34 clusters Score: Raw -27538177.997112 + Penalty 69642.379305 = -27468535.617806 nChanged 123 Iteration 110Q (771.601301 sec): 34 clusters Score: Raw -27538184.917287 + Penalty 69642.379305 = -27468542.537981 nChanged 135 Iteration 111Q (775.730349 sec): 34 clusters Score: Raw -27538192.822154 + Penalty 69642.379305 = -27468550.442849 nChanged 144 Iteration 112Q (779.669714 sec): 34 clusters Score: Raw -27538201.576189 + Penalty 69642.379305 = -27468559.196884 nChanged 120 Iteration 113Q (783.711949 sec): 34 clusters Score: Raw -27538209.267085 + Penalty 69642.379305 = -27468566.887780 nChanged 124 Iteration 114Q (787.624240 sec): 34 clusters Score: Raw -27538216.421838 + Penalty 69642.379305 = -27468574.042533 nChanged 109 Iteration 115Q (791.574574 sec): 34 clusters Score: Raw -27538223.173274 + Penalty 69642.379305 = -27468580.793969 nChanged 88 Iteration 116Q (795.941617 sec): 34 clusters Score: Raw -27538228.601749 + Penalty 69642.379305 = -27468586.222443 nChanged 99 Iteration 117Q (799.876781 sec): 34 clusters Score: Raw -27538234.011495 + Penalty 69642.379305 = -27468591.632190 nChanged 83 Iteration 118Q (803.757214 sec): 34 clusters Score: Raw -27538238.813357 + Penalty 69642.379305 = -27468596.434051 nChanged 82 Iteration 119Q (807.629078 sec): 34 clusters Score: Raw -27538243.417708 + Penalty 69642.379305 = -27468601.038402 nChanged 85 Iteration 120F (816.091343 sec): 34 clusters Score: Raw -27538247.954189 + Penalty 69642.379305 = -27468605.574884 nChanged 85 Iteration 121Q (819.971854 sec): 34 clusters Score: Raw -27538253.023833 + Penalty 69642.379305 = -27468610.644527 nChanged 84 Iteration 122Q (823.835416 sec): 34 clusters Score: Raw -27538257.810974 + Penalty 69642.379305 = -27468615.431669 nChanged 74 Iteration 123Q (827.772833 sec): 34 clusters Score: Raw -27538261.548032 + Penalty 69642.379305 = -27468619.168727 nChanged 67 Iteration 124Q (831.634704 sec): 34 clusters Score: Raw -27538264.533913 + Penalty 69642.379305 = -27468622.154608 nChanged 57 Iteration 125Q (835.607714 sec): 34 clusters Score: Raw -27538267.698919 + Penalty 69642.379305 = -27468625.319613 nChanged 56 Iteration 126Q (839.495585 sec): 34 clusters Score: Raw -27538270.792985 + Penalty 69642.379305 = -27468628.413679 nChanged 52 Iteration 127Q (843.358735 sec): 34 clusters Score: Raw -27538273.414805 + Penalty 69642.379305 = -27468631.035500 nChanged 46 Iteration 128Q (847.218568 sec): 34 clusters Score: Raw -27538276.205674 + Penalty 69642.379305 = -27468633.826369 nChanged 55 Iteration 129Q (851.080248 sec): 34 clusters Score: Raw -27538279.226169 + Penalty 69642.379305 = -27468636.846864 nChanged 55 Iteration 130Q (854.959664 sec): 34 clusters Score: Raw -27538283.242643 + Penalty 69642.379305 = -27468640.863337 nChanged 50 Iteration 131Q (858.824036 sec): 34 clusters Score: Raw -27538286.505705 + Penalty 69642.379305 = -27468644.126400 nChanged 58 Iteration 132Q (862.719694 sec): 34 clusters Score: Raw -27538290.426092 + Penalty 69642.379305 = -27468648.046787 nChanged 43 Iteration 133Q (866.606527 sec): 34 clusters Score: Raw -27538293.335175 + Penalty 69642.379305 = -27468650.955869 nChanged 33 Iteration 134Q (870.468638 sec): 34 clusters Score: Raw -27538295.067918 + Penalty 69642.379305 = -27468652.688613 nChanged 23 Iteration 135Q (874.327089 sec): 34 clusters Score: Raw -27538296.374960 + Penalty 69642.379305 = -27468653.995655 nChanged 24 Iteration 136Q (878.201184 sec): 34 clusters Score: Raw -27538297.754229 + Penalty 69642.379305 = -27468655.374923 nChanged 25 Iteration 137Q (882.253528 sec): 34 clusters Score: Raw -27538298.889151 + Penalty 69642.379305 = -27468656.509846 nChanged 23 Iteration 138Q (886.151791 sec): 34 clusters Score: Raw -27538300.162435 + Penalty 69642.379305 = -27468657.783130 nChanged 34 Writing temp clu file Because OldScore, -27468656.509846, is greater than current (better) Score,-27468657.783130 Compute initial score before splitting: Score: Raw -27538300.162435 + Penalty 69642.379305 = -27468657.783130 Trying to split cluster 1 (3753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (886.239007 sec): 2 clusters Score: Raw -224339.599819 + Penalty 1337.425505 = -223002.174314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (886.258701 sec): 3 clusters Score: Raw -222475.111615 + Penalty 2674.851010 = -219800.260605 nChanged 1459 SP:Iteration 1F (886.277178 sec): 3 clusters Score: Raw -223497.878901 + Penalty 2674.851010 = -220823.027891 nChanged 381 SP:Iteration 2F (886.295542 sec): 3 clusters Score: Raw -223908.193819 + Penalty 2674.851010 = -221233.342809 nChanged 323 SP:Iteration 3F (886.314128 sec): 3 clusters Score: Raw -224312.162997 + Penalty 2674.851010 = -221637.311987 nChanged 300 SP:Iteration 4F (886.343576 sec): 3 clusters Score: Raw -224667.066242 + Penalty 2674.851010 = -221992.215232 nChanged 214 SP:Iteration 5F (886.397641 sec): 3 clusters Score: Raw -224905.301058 + Penalty 2674.851010 = -222230.450049 nChanged 166 SP:Iteration 6Q (886.450684 sec): 3 clusters Score: Raw -225030.197931 + Penalty 2674.851010 = -222355.346921 nChanged 114 SP:Iteration 7Q (886.503636 sec): 3 clusters Score: Raw -225115.734294 + Penalty 2674.851010 = -222440.883284 nChanged 80 SP:Iteration 8Q (886.527354 sec): 3 clusters Score: Raw -225174.765131 + Penalty 2674.851010 = -222499.914122 nChanged 77 SP:Iteration 9Q (886.545380 sec): 3 clusters Score: Raw -225226.671651 + Penalty 2674.851010 = -222551.820641 nChanged 48 SP:Iteration 10Q (886.563217 sec): 3 clusters Score: Raw -225253.328501 + Penalty 2674.851010 = -222578.477491 nChanged 31 SP:Iteration 11Q (886.581160 sec): 3 clusters Score: Raw -225266.105713 + Penalty 2674.851010 = -222591.254703 nChanged 28 SP:Iteration 12Q (886.599067 sec): 3 clusters Score: Raw -225275.774612 + Penalty 2674.851010 = -222600.923602 nChanged 16 SP:Iteration 13Q (886.618873 sec): 3 clusters Score: Raw -225282.549285 + Penalty 2674.851010 = -222607.698275 nChanged 13 SP:Iteration 14Q (886.636646 sec): 3 clusters Score: Raw -225288.362439 + Penalty 2674.851010 = -222613.511429 nChanged 16 SP:Iteration 15Q (886.654189 sec): 3 clusters Score: Raw -225291.436342 + Penalty 2674.851010 = -222616.585333 nChanged 8 SP:Iteration 16Q (886.671836 sec): 3 clusters Score: Raw -225295.829349 + Penalty 2674.851010 = -222620.978339 nChanged 9 SP:Iteration 17Q (886.689712 sec): 3 clusters Score: Raw -225302.948778 + Penalty 2674.851010 = -222628.097769 nChanged 13 SP:Iteration 18Q (886.707395 sec): 3 clusters Score: Raw -225312.851469 + Penalty 2674.851010 = -222638.000459 nChanged 19 SP:Iteration 19Q (886.725089 sec): 3 clusters Score: Raw -225323.726363 + Penalty 2674.851010 = -222648.875353 nChanged 13 SP:Iteration 20F (886.743326 sec): 3 clusters Score: Raw -225329.372729 + Penalty 2674.851010 = -222654.521720 nChanged 11 SP:Iteration 21Q (886.761182 sec): 3 clusters Score: Raw -225334.758526 + Penalty 2674.851010 = -222659.907516 nChanged 8 SP:Iteration 22Q (886.778776 sec): 3 clusters Score: Raw -225338.447606 + Penalty 2674.851010 = -222663.596596 nChanged 2 SP:Iteration 23Q (886.796419 sec): 3 clusters Score: Raw -225338.701799 + Penalty 2674.851010 = -222663.850789 nChanged 1 SP:Iteration 24Q (886.814231 sec): 3 clusters Score: Raw -225338.801887 + Penalty 2674.851010 = -222663.950878 nChanged 0 SP:Iteration 25F (886.832477 sec): 3 clusters Score: Raw -225338.801887 + Penalty 2674.851010 = -222663.950878 nChanged 0 Trying to split cluster 2 (74935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (886.944209 sec): 2 clusters Score: Raw -4998364.749727 + Penalty 1823.961157 = -4996540.788570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (887.075679 sec): 3 clusters Score: Raw -4950246.166107 + Penalty 3647.922314 = -4946598.243794 nChanged 35490 SP:Iteration 1F (887.208215 sec): 3 clusters Score: Raw -4971095.252379 + Penalty 3647.922314 = -4967447.330065 nChanged 3232 SP:Iteration 2Q (887.345739 sec): 3 clusters Score: Raw -4972284.961713 + Penalty 3647.922314 = -4968637.039399 nChanged 3491 SP:Iteration 3Q (887.482868 sec): 3 clusters Score: Raw -4973913.557231 + Penalty 3647.922314 = -4970265.634917 nChanged 4028 SP:Iteration 4F (887.612373 sec): 3 clusters Score: Raw -4976231.571982 + Penalty 3647.922314 = -4972583.649668 nChanged 4505 SP:Iteration 5F (887.741678 sec): 3 clusters Score: Raw -4979219.408998 + Penalty 3647.922314 = -4975571.486685 nChanged 4896 SP:Iteration 6F (887.871007 sec): 3 clusters Score: Raw -4982725.233236 + Penalty 3647.922314 = -4979077.310922 nChanged 4836 SP:Iteration 7F (888.000265 sec): 3 clusters Score: Raw -4986210.693484 + Penalty 3647.922314 = -4982562.771170 nChanged 4211 SP:Iteration 8F (888.129561 sec): 3 clusters Score: Raw -4989156.931291 + Penalty 3647.922314 = -4985509.008977 nChanged 3292 SP:Iteration 9Q (888.288443 sec): 3 clusters Score: Raw -4991274.070253 + Penalty 3647.922314 = -4987626.147939 nChanged 2390 SP:Iteration 10Q (888.417263 sec): 3 clusters Score: Raw -4992601.791743 + Penalty 3647.922314 = -4988953.869429 nChanged 1761 SP:Iteration 11Q (888.573887 sec): 3 clusters Score: Raw -4993413.057944 + Penalty 3647.922314 = -4989765.135630 nChanged 1367 SP:Iteration 12Q (888.716632 sec): 3 clusters Score: Raw -4993996.537763 + Penalty 3647.922314 = -4990348.615449 nChanged 1208 SP:Iteration 13Q (888.842336 sec): 3 clusters Score: Raw -4994501.971568 + Penalty 3647.922314 = -4990854.049254 nChanged 1155 SP:Iteration 14Q (888.966919 sec): 3 clusters Score: Raw -4994956.744820 + Penalty 3647.922314 = -4991308.822506 nChanged 1018 SP:Iteration 15Q (889.090294 sec): 3 clusters Score: Raw -4995312.861381 + Penalty 3647.922314 = -4991664.939067 nChanged 943 SP:Iteration 16Q (889.213169 sec): 3 clusters Score: Raw -4995612.867350 + Penalty 3647.922314 = -4991964.945036 nChanged 822 SP:Iteration 17Q (889.335202 sec): 3 clusters Score: Raw -4995854.632900 + Penalty 3647.922314 = -4992206.710587 nChanged 752 SP:Iteration 18Q (889.492838 sec): 3 clusters Score: Raw -4996057.697011 + Penalty 3647.922314 = -4992409.774697 nChanged 631 SP:Iteration 19Q (889.637158 sec): 3 clusters Score: Raw -4996200.311705 + Penalty 3647.922314 = -4992552.389391 nChanged 559 SP:Iteration 20F (889.800234 sec): 3 clusters Score: Raw -4996322.497848 + Penalty 3647.922314 = -4992674.575534 nChanged 518 SP:Iteration 21Q (889.949124 sec): 3 clusters Score: Raw -4996423.032919 + Penalty 3647.922314 = -4992775.110605 nChanged 461 SP:Iteration 22Q (890.067428 sec): 3 clusters Score: Raw -4996504.753645 + Penalty 3647.922314 = -4992856.831331 nChanged 419 SP:Iteration 23Q (890.185687 sec): 3 clusters Score: Raw -4996577.735093 + Penalty 3647.922314 = -4992929.812779 nChanged 412 SP:Iteration 24Q (890.304336 sec): 3 clusters Score: Raw -4996648.877177 + Penalty 3647.922314 = -4993000.954863 nChanged 412 SP:Iteration 25Q (890.423168 sec): 3 clusters Score: Raw -4996714.799785 + Penalty 3647.922314 = -4993066.877471 nChanged 381 SP:Iteration 26Q (890.540744 sec): 3 clusters Score: Raw -4996769.348256 + Penalty 3647.922314 = -4993121.425942 nChanged 356 SP:Iteration 27Q (890.657797 sec): 3 clusters Score: Raw -4996824.157156 + Penalty 3647.922314 = -4993176.234842 nChanged 385 SP:Iteration 28Q (890.774343 sec): 3 clusters Score: Raw -4996881.340154 + Penalty 3647.922314 = -4993233.417840 nChanged 382 SP:Iteration 29Q (890.890611 sec): 3 clusters Score: Raw -4996940.364746 + Penalty 3647.922314 = -4993292.442432 nChanged 381 SP:Iteration 30Q (891.006333 sec): 3 clusters Score: Raw -4997001.216243 + Penalty 3647.922314 = -4993353.293930 nChanged 367 SP:Iteration 31Q (891.132588 sec): 3 clusters Score: Raw -4997059.385253 + Penalty 3647.922314 = -4993411.462939 nChanged 369 SP:Iteration 32Q (891.248314 sec): 3 clusters Score: Raw -4997115.904023 + Penalty 3647.922314 = -4993467.981709 nChanged 364 SP:Iteration 33Q (891.362871 sec): 3 clusters Score: Raw -4997170.012189 + Penalty 3647.922314 = -4993522.089875 nChanged 348 SP:Iteration 34Q (891.476951 sec): 3 clusters Score: Raw -4997224.519720 + Penalty 3647.922314 = -4993576.597406 nChanged 371 SP:Iteration 35Q (891.590485 sec): 3 clusters Score: Raw -4997282.135836 + Penalty 3647.922314 = -4993634.213523 nChanged 345 SP:Iteration 36Q (891.703517 sec): 3 clusters Score: Raw -4997334.684192 + Penalty 3647.922314 = -4993686.761878 nChanged 323 SP:Iteration 37Q (891.816425 sec): 3 clusters Score: Raw -4997381.710949 + Penalty 3647.922314 = -4993733.788635 nChanged 299 SP:Iteration 38Q (891.963514 sec): 3 clusters Score: Raw -4997425.194519 + Penalty 3647.922314 = -4993777.272205 nChanged 290 SP:Iteration 39Q (892.073368 sec): 3 clusters Score: Raw -4997470.764795 + Penalty 3647.922314 = -4993822.842481 nChanged 307 SP:Iteration 40F (892.202552 sec): 3 clusters Score: Raw -4997516.832709 + Penalty 3647.922314 = -4993868.910395 nChanged 299 SP:Iteration 41Q (892.314132 sec): 3 clusters Score: Raw -4997563.768694 + Penalty 3647.922314 = -4993915.846381 nChanged 297 SP:Iteration 42Q (892.425114 sec): 3 clusters Score: Raw -4997612.689310 + Penalty 3647.922314 = -4993964.766996 nChanged 308 SP:Iteration 43Q (892.535944 sec): 3 clusters Score: Raw -4997666.168719 + Penalty 3647.922314 = -4994018.246405 nChanged 319 SP:Iteration 44Q (892.646172 sec): 3 clusters Score: Raw -4997732.563128 + Penalty 3647.922314 = -4994084.640814 nChanged 352 SP:Iteration 45Q (892.755966 sec): 3 clusters Score: Raw -4997808.529978 + Penalty 3647.922314 = -4994160.607664 nChanged 355 SP:Iteration 46Q (892.865194 sec): 3 clusters Score: Raw -4997888.278995 + Penalty 3647.922314 = -4994240.356682 nChanged 354 SP:Iteration 47Q (892.998371 sec): 3 clusters Score: Raw -4997962.069423 + Penalty 3647.922314 = -4994314.147109 nChanged 326 SP:Iteration 48Q (893.144376 sec): 3 clusters Score: Raw -4998030.874032 + Penalty 3647.922314 = -4994382.951718 nChanged 346 SP:Iteration 49Q (893.252622 sec): 3 clusters Score: Raw -4998102.456093 + Penalty 3647.922314 = -4994454.533779 nChanged 313 SP:Iteration 50Q (893.392507 sec): 3 clusters Score: Raw -4998167.928729 + Penalty 3647.922314 = -4994520.006415 nChanged 314 SP:Iteration 51Q (893.502849 sec): 3 clusters Score: Raw -4998242.234011 + Penalty 3647.922314 = -4994594.311697 nChanged 318 SP:Iteration 52Q (893.609328 sec): 3 clusters Score: Raw -4998314.439987 + Penalty 3647.922314 = -4994666.517673 nChanged 307 SP:Iteration 53Q (893.727890 sec): 3 clusters Score: Raw -4998391.735555 + Penalty 3647.922314 = -4994743.813241 nChanged 303 SP:Iteration 54Q (893.840517 sec): 3 clusters Score: Raw -4998464.576417 + Penalty 3647.922314 = -4994816.654104 nChanged 268 SP:Iteration 55Q (893.948105 sec): 3 clusters Score: Raw -4998520.036240 + Penalty 3647.922314 = -4994872.113926 nChanged 242 SP:Iteration 56Q (894.052753 sec): 3 clusters Score: Raw -4998567.194839 + Penalty 3647.922314 = -4994919.272525 nChanged 226 SP:Iteration 57Q (894.156952 sec): 3 clusters Score: Raw -4998617.007628 + Penalty 3647.922314 = -4994969.085314 nChanged 243 SP:Iteration 58Q (894.260713 sec): 3 clusters Score: Raw -4998676.373651 + Penalty 3647.922314 = -4995028.451337 nChanged 222 SP:Iteration 59Q (894.364311 sec): 3 clusters Score: Raw -4998724.628026 + Penalty 3647.922314 = -4995076.705713 nChanged 218 SP:Iteration 60F (894.493341 sec): 3 clusters Score: Raw -4998770.577359 + Penalty 3647.922314 = -4995122.655045 nChanged 209 SP:Iteration 61Q (894.619444 sec): 3 clusters Score: Raw -4998814.161249 + Penalty 3647.922314 = -4995166.238935 nChanged 197 SP:Iteration 62Q (894.723366 sec): 3 clusters Score: Raw -4998854.736588 + Penalty 3647.922314 = -4995206.814274 nChanged 182 SP:Iteration 63Q (894.827020 sec): 3 clusters Score: Raw -4998887.822617 + Penalty 3647.922314 = -4995239.900303 nChanged 154 SP:Iteration 64Q (894.935146 sec): 3 clusters Score: Raw -4998915.667546 + Penalty 3647.922314 = -4995267.745232 nChanged 148 SP:Iteration 65Q (895.038187 sec): 3 clusters Score: Raw -4998944.201263 + Penalty 3647.922314 = -4995296.278949 nChanged 136 SP:Iteration 66Q (895.141055 sec): 3 clusters Score: Raw -4998974.143133 + Penalty 3647.922314 = -4995326.220820 nChanged 160 SP:Iteration 67Q (895.252379 sec): 3 clusters Score: Raw -4999009.115931 + Penalty 3647.922314 = -4995361.193617 nChanged 146 SP:Iteration 68Q (895.354512 sec): 3 clusters Score: Raw -4999040.136141 + Penalty 3647.922314 = -4995392.213827 nChanged 140 SP:Iteration 69Q (895.473442 sec): 3 clusters Score: Raw -4999070.670075 + Penalty 3647.922314 = -4995422.747761 nChanged 115 SP:Iteration 70Q (895.602451 sec): 3 clusters Score: Raw -4999095.720928 + Penalty 3647.922314 = -4995447.798614 nChanged 99 SP:Iteration 71Q (895.728704 sec): 3 clusters Score: Raw -4999113.998721 + Penalty 3647.922314 = -4995466.076407 nChanged 94 SP:Iteration 72Q (895.830379 sec): 3 clusters Score: Raw -4999133.889563 + Penalty 3647.922314 = -4995485.967249 nChanged 103 SP:Iteration 73Q (895.952509 sec): 3 clusters Score: Raw -4999153.899864 + Penalty 3647.922314 = -4995505.977550 nChanged 96 SP:Iteration 74Q (896.055297 sec): 3 clusters Score: Raw -4999172.964138 + Penalty 3647.922314 = -4995525.041825 nChanged 87 SP:Iteration 75Q (896.156508 sec): 3 clusters Score: Raw -4999191.189443 + Penalty 3647.922314 = -4995543.267129 nChanged 89 SP:Iteration 76Q (896.257687 sec): 3 clusters Score: Raw -4999211.206001 + Penalty 3647.922314 = -4995563.283687 nChanged 92 SP:Iteration 77Q (896.357719 sec): 3 clusters Score: Raw -4999227.589894 + Penalty 3647.922314 = -4995579.667580 nChanged 56 SP:Iteration 78Q (896.457581 sec): 3 clusters Score: Raw -4999238.408786 + Penalty 3647.922314 = -4995590.486473 nChanged 70 SP:Iteration 79Q (896.557086 sec): 3 clusters Score: Raw -4999254.021046 + Penalty 3647.922314 = -4995606.098733 nChanged 74 SP:Iteration 80F (896.710308 sec): 3 clusters Score: Raw -4999270.295485 + Penalty 3647.922314 = -4995622.373172 nChanged 64 SP:Iteration 81Q (896.810255 sec): 3 clusters Score: Raw -4999282.894511 + Penalty 3647.922314 = -4995634.972197 nChanged 60 SP:Iteration 82Q (896.910615 sec): 3 clusters Score: Raw -4999294.362365 + Penalty 3647.922314 = -4995646.440051 nChanged 55 SP:Iteration 83Q (897.033286 sec): 3 clusters Score: Raw -4999303.396242 + Penalty 3647.922314 = -4995655.473928 nChanged 38 SP:Iteration 84Q (897.156011 sec): 3 clusters Score: Raw -4999308.435485 + Penalty 3647.922314 = -4995660.513171 nChanged 23 SP:Iteration 85Q (897.256636 sec): 3 clusters Score: Raw -4999310.865296 + Penalty 3647.922314 = -4995662.942983 nChanged 16 SP:Iteration 86Q (897.359691 sec): 3 clusters Score: Raw -4999313.132890 + Penalty 3647.922314 = -4995665.210576 nChanged 20 SP:Iteration 87Q (897.468349 sec): 3 clusters Score: Raw -4999315.988979 + Penalty 3647.922314 = -4995668.066665 nChanged 17 SP:Iteration 88Q (897.568828 sec): 3 clusters Score: Raw -4999318.319124 + Penalty 3647.922314 = -4995670.396811 nChanged 20 SP:Iteration 89Q (897.679094 sec): 3 clusters Score: Raw -4999321.791888 + Penalty 3647.922314 = -4995673.869574 nChanged 21 SP:Iteration 90Q (897.794393 sec): 3 clusters Score: Raw -4999324.025282 + Penalty 3647.922314 = -4995676.102968 nChanged 11 SP:Iteration 91Q (897.901906 sec): 3 clusters Score: Raw -4999324.905812 + Penalty 3647.922314 = -4995676.983498 nChanged 6 SP:Iteration 92Q (898.000652 sec): 3 clusters Score: Raw -4999325.547507 + Penalty 3647.922314 = -4995677.625193 nChanged 4 SP:Iteration 93Q (898.133542 sec): 3 clusters Score: Raw -4999325.997632 + Penalty 3647.922314 = -4995678.075318 nChanged 5 SP:Iteration 94Q (898.238317 sec): 3 clusters Score: Raw -4999326.522276 + Penalty 3647.922314 = -4995678.599963 nChanged 5 SP:Iteration 95Q (898.376058 sec): 3 clusters Score: Raw -4999326.993806 + Penalty 3647.922314 = -4995679.071492 nChanged 6 SP:Iteration 96Q (898.514144 sec): 3 clusters Score: Raw -4999327.406777 + Penalty 3647.922314 = -4995679.484463 nChanged 2 SP:Iteration 97Q (898.638822 sec): 3 clusters Score: Raw -4999327.593096 + Penalty 3647.922314 = -4995679.670782 nChanged 3 SP:Iteration 98Q (898.743327 sec): 3 clusters Score: Raw -4999327.926984 + Penalty 3647.922314 = -4995680.004670 nChanged 3 SP:Iteration 99Q (898.853288 sec): 3 clusters Score: Raw -4999328.218382 + Penalty 3647.922314 = -4995680.296068 nChanged 2 SP:Iteration 100F (898.982182 sec): 3 clusters Score: Raw -4999328.404204 + Penalty 3647.922314 = -4995680.481891 nChanged 1 SP:Iteration 101Q (899.081316 sec): 3 clusters Score: Raw -4999328.473315 + Penalty 3647.922314 = -4995680.551001 nChanged 2 SP:Iteration 102Q (899.180357 sec): 3 clusters Score: Raw -4999328.657402 + Penalty 3647.922314 = -4995680.735089 nChanged 0 SP:Iteration 103F (899.319733 sec): 3 clusters Score: Raw -4999328.657402 + Penalty 3647.922314 = -4995680.735089 nChanged 0 Trying to split cluster 3 (69551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (899.414193 sec): 2 clusters Score: Raw -4639218.532160 + Penalty 1811.845031 = -4637406.687129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (899.565263 sec): 3 clusters Score: Raw -4594554.264989 + Penalty 3623.690062 = -4590930.574927 nChanged 32848 SP:Iteration 1F (899.700540 sec): 3 clusters Score: Raw -4613791.197446 + Penalty 3623.690062 = -4610167.507384 nChanged 3219 SP:Iteration 2Q (899.821385 sec): 3 clusters Score: Raw -4615075.042601 + Penalty 3623.690062 = -4611451.352539 nChanged 3581 SP:Iteration 3F (899.934593 sec): 3 clusters Score: Raw -4616746.955446 + Penalty 3623.690062 = -4613123.265384 nChanged 3910 SP:Iteration 4F (900.047783 sec): 3 clusters Score: Raw -4618910.694560 + Penalty 3623.690062 = -4615287.004498 nChanged 4205 SP:Iteration 5F (900.161075 sec): 3 clusters Score: Raw -4621555.550767 + Penalty 3623.690062 = -4617931.860705 nChanged 4291 SP:Iteration 6F (900.275718 sec): 3 clusters Score: Raw -4624238.895452 + Penalty 3623.690062 = -4620615.205390 nChanged 3921 SP:Iteration 7F (900.390094 sec): 3 clusters Score: Raw -4626646.378383 + Penalty 3623.690062 = -4623022.688321 nChanged 3483 SP:Iteration 8F (900.503585 sec): 3 clusters Score: Raw -4628926.528111 + Penalty 3623.690062 = -4625302.838049 nChanged 3013 SP:Iteration 9Q (900.622889 sec): 3 clusters Score: Raw -4631009.132844 + Penalty 3623.690062 = -4627385.442782 nChanged 2550 SP:Iteration 10Q (900.739132 sec): 3 clusters Score: Raw -4632762.916102 + Penalty 3623.690062 = -4629139.226040 nChanged 1986 SP:Iteration 11Q (900.853187 sec): 3 clusters Score: Raw -4633972.611509 + Penalty 3623.690062 = -4630348.921447 nChanged 1548 SP:Iteration 12Q (900.965279 sec): 3 clusters Score: Raw -4634744.659553 + Penalty 3623.690062 = -4631120.969491 nChanged 1243 SP:Iteration 13Q (901.075991 sec): 3 clusters Score: Raw -4635280.610874 + Penalty 3623.690062 = -4631656.920812 nChanged 1022 SP:Iteration 14Q (901.185562 sec): 3 clusters Score: Raw -4635693.644302 + Penalty 3623.690062 = -4632069.954240 nChanged 945 SP:Iteration 15Q (901.294261 sec): 3 clusters Score: Raw -4636040.989803 + Penalty 3623.690062 = -4632417.299741 nChanged 881 SP:Iteration 16Q (901.402187 sec): 3 clusters Score: Raw -4636334.293817 + Penalty 3623.690062 = -4632710.603755 nChanged 798 SP:Iteration 17Q (901.509777 sec): 3 clusters Score: Raw -4636588.762955 + Penalty 3623.690062 = -4632965.072893 nChanged 709 SP:Iteration 18Q (901.618166 sec): 3 clusters Score: Raw -4636802.458995 + Penalty 3623.690062 = -4633178.768933 nChanged 637 SP:Iteration 19Q (901.725280 sec): 3 clusters Score: Raw -4636973.349492 + Penalty 3623.690062 = -4633349.659430 nChanged 588 SP:Iteration 20F (901.847319 sec): 3 clusters Score: Raw -4637120.121687 + Penalty 3623.690062 = -4633496.431625 nChanged 535 SP:Iteration 21Q (901.961399 sec): 3 clusters Score: Raw -4637249.557525 + Penalty 3623.690062 = -4633625.867463 nChanged 526 SP:Iteration 22Q (902.071816 sec): 3 clusters Score: Raw -4637369.441784 + Penalty 3623.690062 = -4633745.751722 nChanged 510 SP:Iteration 23Q (902.182564 sec): 3 clusters Score: Raw -4637480.680779 + Penalty 3623.690062 = -4633856.990717 nChanged 494 SP:Iteration 24Q (902.290939 sec): 3 clusters Score: Raw -4637585.441868 + Penalty 3623.690062 = -4633961.751806 nChanged 469 SP:Iteration 25Q (902.395296 sec): 3 clusters Score: Raw -4637683.442169 + Penalty 3623.690062 = -4634059.752107 nChanged 472 SP:Iteration 26Q (902.498885 sec): 3 clusters Score: Raw -4637778.018380 + Penalty 3623.690062 = -4634154.328318 nChanged 443 SP:Iteration 27Q (902.601555 sec): 3 clusters Score: Raw -4637867.846936 + Penalty 3623.690062 = -4634244.156874 nChanged 448 SP:Iteration 28Q (902.704076 sec): 3 clusters Score: Raw -4637963.375379 + Penalty 3623.690062 = -4634339.685317 nChanged 440 SP:Iteration 29Q (902.806013 sec): 3 clusters Score: Raw -4638057.701229 + Penalty 3623.690062 = -4634434.011167 nChanged 417 SP:Iteration 30Q (902.907841 sec): 3 clusters Score: Raw -4638147.734423 + Penalty 3623.690062 = -4634524.044361 nChanged 403 SP:Iteration 31Q (903.009398 sec): 3 clusters Score: Raw -4638233.678453 + Penalty 3623.690062 = -4634609.988391 nChanged 395 SP:Iteration 32Q (903.133518 sec): 3 clusters Score: Raw -4638314.923813 + Penalty 3623.690062 = -4634691.233751 nChanged 374 SP:Iteration 33Q (903.245203 sec): 3 clusters Score: Raw -4638394.498521 + Penalty 3623.690062 = -4634770.808459 nChanged 363 SP:Iteration 34Q (903.347810 sec): 3 clusters Score: Raw -4638472.298033 + Penalty 3623.690062 = -4634848.607971 nChanged 365 SP:Iteration 35Q (903.448294 sec): 3 clusters Score: Raw -4638549.879738 + Penalty 3623.690062 = -4634926.189676 nChanged 348 SP:Iteration 36Q (903.562444 sec): 3 clusters Score: Raw -4638625.258644 + Penalty 3623.690062 = -4635001.568582 nChanged 337 SP:Iteration 37Q (903.668721 sec): 3 clusters Score: Raw -4638696.043641 + Penalty 3623.690062 = -4635072.353579 nChanged 313 SP:Iteration 38Q (903.779740 sec): 3 clusters Score: Raw -4638758.974820 + Penalty 3623.690062 = -4635135.284758 nChanged 270 SP:Iteration 39Q (903.878651 sec): 3 clusters Score: Raw -4638811.981520 + Penalty 3623.690062 = -4635188.291458 nChanged 248 SP:Iteration 40F (903.991408 sec): 3 clusters Score: Raw -4638860.158968 + Penalty 3623.690062 = -4635236.468906 nChanged 231 SP:Iteration 41Q (904.099467 sec): 3 clusters Score: Raw -4638903.013618 + Penalty 3623.690062 = -4635279.323556 nChanged 204 SP:Iteration 42Q (904.214725 sec): 3 clusters Score: Raw -4638941.680611 + Penalty 3623.690062 = -4635317.990549 nChanged 205 SP:Iteration 43Q (904.334851 sec): 3 clusters Score: Raw -4638982.469728 + Penalty 3623.690062 = -4635358.779666 nChanged 202 SP:Iteration 44Q (904.432368 sec): 3 clusters Score: Raw -4639020.458456 + Penalty 3623.690062 = -4635396.768394 nChanged 180 SP:Iteration 45Q (904.529674 sec): 3 clusters Score: Raw -4639054.369845 + Penalty 3623.690062 = -4635430.679783 nChanged 190 SP:Iteration 46Q (904.626800 sec): 3 clusters Score: Raw -4639093.219551 + Penalty 3623.690062 = -4635469.529489 nChanged 178 SP:Iteration 47Q (904.724001 sec): 3 clusters Score: Raw -4639127.357773 + Penalty 3623.690062 = -4635503.667711 nChanged 158 SP:Iteration 48Q (904.821492 sec): 3 clusters Score: Raw -4639153.056485 + Penalty 3623.690062 = -4635529.366423 nChanged 152 SP:Iteration 49Q (904.919137 sec): 3 clusters Score: Raw -4639177.721022 + Penalty 3623.690062 = -4635554.030960 nChanged 131 SP:Iteration 50Q (905.016322 sec): 3 clusters Score: Raw -4639198.573945 + Penalty 3623.690062 = -4635574.883883 nChanged 130 SP:Iteration 51Q (905.112996 sec): 3 clusters Score: Raw -4639222.387083 + Penalty 3623.690062 = -4635598.697021 nChanged 134 SP:Iteration 52Q (905.210157 sec): 3 clusters Score: Raw -4639247.431047 + Penalty 3623.690062 = -4635623.740985 nChanged 131 SP:Iteration 53Q (905.307207 sec): 3 clusters Score: Raw -4639271.715688 + Penalty 3623.690062 = -4635648.025626 nChanged 124 SP:Iteration 54Q (905.403909 sec): 3 clusters Score: Raw -4639292.017072 + Penalty 3623.690062 = -4635668.327010 nChanged 115 SP:Iteration 55Q (905.500169 sec): 3 clusters Score: Raw -4639313.090548 + Penalty 3623.690062 = -4635689.400486 nChanged 112 SP:Iteration 56Q (905.596314 sec): 3 clusters Score: Raw -4639332.999957 + Penalty 3623.690062 = -4635709.309895 nChanged 94 SP:Iteration 57Q (905.691551 sec): 3 clusters Score: Raw -4639349.551354 + Penalty 3623.690062 = -4635725.861292 nChanged 96 SP:Iteration 58Q (905.800755 sec): 3 clusters Score: Raw -4639365.641187 + Penalty 3623.690062 = -4635741.951125 nChanged 83 SP:Iteration 59Q (905.936707 sec): 3 clusters Score: Raw -4639379.919705 + Penalty 3623.690062 = -4635756.229643 nChanged 72 SP:Iteration 60F (906.095473 sec): 3 clusters Score: Raw -4639391.083178 + Penalty 3623.690062 = -4635767.393116 nChanged 74 SP:Iteration 61Q (906.213835 sec): 3 clusters Score: Raw -4639403.464173 + Penalty 3623.690062 = -4635779.774111 nChanged 73 SP:Iteration 62Q (906.346903 sec): 3 clusters Score: Raw -4639414.904531 + Penalty 3623.690062 = -4635791.214469 nChanged 60 SP:Iteration 63Q (906.465977 sec): 3 clusters Score: Raw -4639425.582582 + Penalty 3623.690062 = -4635801.892520 nChanged 67 SP:Iteration 64Q (906.573118 sec): 3 clusters Score: Raw -4639438.348822 + Penalty 3623.690062 = -4635814.658760 nChanged 55 SP:Iteration 65Q (906.681104 sec): 3 clusters Score: Raw -4639446.942885 + Penalty 3623.690062 = -4635823.252823 nChanged 49 SP:Iteration 66Q (906.774629 sec): 3 clusters Score: Raw -4639455.224306 + Penalty 3623.690062 = -4635831.534244 nChanged 53 SP:Iteration 67Q (906.898278 sec): 3 clusters Score: Raw -4639463.055045 + Penalty 3623.690062 = -4635839.364983 nChanged 55 SP:Iteration 68Q (907.020055 sec): 3 clusters Score: Raw -4639472.066874 + Penalty 3623.690062 = -4635848.376812 nChanged 57 SP:Iteration 69Q (907.142136 sec): 3 clusters Score: Raw -4639479.525125 + Penalty 3623.690062 = -4635855.835063 nChanged 49 SP:Iteration 70Q (907.270198 sec): 3 clusters Score: Raw -4639487.179016 + Penalty 3623.690062 = -4635863.488954 nChanged 46 SP:Iteration 71Q (907.364954 sec): 3 clusters Score: Raw -4639494.112398 + Penalty 3623.690062 = -4635870.422336 nChanged 30 SP:Iteration 72Q (907.459708 sec): 3 clusters Score: Raw -4639498.466482 + Penalty 3623.690062 = -4635874.776420 nChanged 34 SP:Iteration 73Q (907.559444 sec): 3 clusters Score: Raw -4639503.447895 + Penalty 3623.690062 = -4635879.757833 nChanged 32 SP:Iteration 74Q (907.653353 sec): 3 clusters Score: Raw -4639508.063574 + Penalty 3623.690062 = -4635884.373512 nChanged 31 SP:Iteration 75Q (907.747083 sec): 3 clusters Score: Raw -4639512.445529 + Penalty 3623.690062 = -4635888.755467 nChanged 29 SP:Iteration 76Q (907.840807 sec): 3 clusters Score: Raw -4639516.992338 + Penalty 3623.690062 = -4635893.302276 nChanged 28 SP:Iteration 77Q (907.934578 sec): 3 clusters Score: Raw -4639521.399232 + Penalty 3623.690062 = -4635897.709170 nChanged 24 SP:Iteration 78Q (908.028118 sec): 3 clusters Score: Raw -4639525.004612 + Penalty 3623.690062 = -4635901.314550 nChanged 25 SP:Iteration 79Q (908.121755 sec): 3 clusters Score: Raw -4639528.691993 + Penalty 3623.690062 = -4635905.001931 nChanged 24 SP:Iteration 80F (908.234410 sec): 3 clusters Score: Raw -4639532.550599 + Penalty 3623.690062 = -4635908.860537 nChanged 17 SP:Iteration 81Q (908.328499 sec): 3 clusters Score: Raw -4639535.270095 + Penalty 3623.690062 = -4635911.580033 nChanged 18 SP:Iteration 82Q (908.421976 sec): 3 clusters Score: Raw -4639538.067299 + Penalty 3623.690062 = -4635914.377237 nChanged 24 SP:Iteration 83Q (908.515301 sec): 3 clusters Score: Raw -4639541.973158 + Penalty 3623.690062 = -4635918.283096 nChanged 21 SP:Iteration 84Q (908.608694 sec): 3 clusters Score: Raw -4639544.751240 + Penalty 3623.690062 = -4635921.061178 nChanged 15 SP:Iteration 85Q (908.712444 sec): 3 clusters Score: Raw -4639546.958326 + Penalty 3623.690062 = -4635923.268264 nChanged 12 SP:Iteration 86Q (908.805213 sec): 3 clusters Score: Raw -4639548.282529 + Penalty 3623.690062 = -4635924.592467 nChanged 9 SP:Iteration 87Q (908.915521 sec): 3 clusters Score: Raw -4639549.435456 + Penalty 3623.690062 = -4635925.745394 nChanged 7 SP:Iteration 88Q (909.014263 sec): 3 clusters Score: Raw -4639550.120000 + Penalty 3623.690062 = -4635926.429938 nChanged 9 SP:Iteration 89Q (909.133215 sec): 3 clusters Score: Raw -4639551.263839 + Penalty 3623.690062 = -4635927.573777 nChanged 9 SP:Iteration 90Q (909.248611 sec): 3 clusters Score: Raw -4639552.373077 + Penalty 3623.690062 = -4635928.683015 nChanged 6 SP:Iteration 91Q (909.372892 sec): 3 clusters Score: Raw -4639553.049205 + Penalty 3623.690062 = -4635929.359143 nChanged 4 SP:Iteration 92Q (909.497753 sec): 3 clusters Score: Raw -4639553.333860 + Penalty 3623.690062 = -4635929.643798 nChanged 5 SP:Iteration 93Q (909.621032 sec): 3 clusters Score: Raw -4639553.738100 + Penalty 3623.690062 = -4635930.048038 nChanged 3 SP:Iteration 94Q (909.721115 sec): 3 clusters Score: Raw -4639554.088143 + Penalty 3623.690062 = -4635930.398080 nChanged 7 SP:Iteration 95Q (909.828719 sec): 3 clusters Score: Raw -4639554.879207 + Penalty 3623.690062 = -4635931.189145 nChanged 8 SP:Iteration 96Q (909.947758 sec): 3 clusters Score: Raw -4639555.710458 + Penalty 3623.690062 = -4635932.020396 nChanged 7 SP:Iteration 97Q (910.057478 sec): 3 clusters Score: Raw -4639556.619899 + Penalty 3623.690062 = -4635932.929837 nChanged 7 SP:Iteration 98Q (910.150101 sec): 3 clusters Score: Raw -4639557.744044 + Penalty 3623.690062 = -4635934.053982 nChanged 11 SP:Iteration 99Q (910.245953 sec): 3 clusters Score: Raw -4639559.321485 + Penalty 3623.690062 = -4635935.631423 nChanged 8 SP:Iteration 100F (910.359413 sec): 3 clusters Score: Raw -4639560.252221 + Penalty 3623.690062 = -4635936.562159 nChanged 9 SP:Iteration 101Q (910.454358 sec): 3 clusters Score: Raw -4639561.165060 + Penalty 3623.690062 = -4635937.474997 nChanged 6 SP:Iteration 102Q (910.571316 sec): 3 clusters Score: Raw -4639561.567111 + Penalty 3623.690062 = -4635937.877049 nChanged 6 SP:Iteration 103Q (910.675730 sec): 3 clusters Score: Raw -4639562.301723 + Penalty 3623.690062 = -4635938.611661 nChanged 6 SP:Iteration 104Q (910.794135 sec): 3 clusters Score: Raw -4639563.249454 + Penalty 3623.690062 = -4635939.559392 nChanged 6 SP:Iteration 105Q (910.888843 sec): 3 clusters Score: Raw -4639563.764117 + Penalty 3623.690062 = -4635940.074055 nChanged 2 SP:Iteration 106Q (910.981940 sec): 3 clusters Score: Raw -4639564.018151 + Penalty 3623.690062 = -4635940.328089 nChanged 2 SP:Iteration 107Q (911.075253 sec): 3 clusters Score: Raw -4639564.262919 + Penalty 3623.690062 = -4635940.572857 nChanged 2 SP:Iteration 108Q (911.190929 sec): 3 clusters Score: Raw -4639564.377827 + Penalty 3623.690062 = -4635940.687765 nChanged 1 SP:Iteration 109Q (911.308481 sec): 3 clusters Score: Raw -4639564.469291 + Penalty 3623.690062 = -4635940.779229 nChanged 2 SP:Iteration 110Q (911.407263 sec): 3 clusters Score: Raw -4639564.915448 + Penalty 3623.690062 = -4635941.225386 nChanged 5 SP:Iteration 111Q (911.501225 sec): 3 clusters Score: Raw -4639565.866342 + Penalty 3623.690062 = -4635942.176280 nChanged 7 SP:Iteration 112Q (911.594557 sec): 3 clusters Score: Raw -4639566.536185 + Penalty 3623.690062 = -4635942.846123 nChanged 4 SP:Iteration 113Q (911.703819 sec): 3 clusters Score: Raw -4639567.160956 + Penalty 3623.690062 = -4635943.470894 nChanged 4 SP:Iteration 114Q (911.821718 sec): 3 clusters Score: Raw -4639567.737287 + Penalty 3623.690062 = -4635944.047225 nChanged 4 SP:Iteration 115Q (911.948745 sec): 3 clusters Score: Raw -4639568.200954 + Penalty 3623.690062 = -4635944.510892 nChanged 7 SP:Iteration 116Q (912.070354 sec): 3 clusters Score: Raw -4639569.122777 + Penalty 3623.690062 = -4635945.432715 nChanged 6 SP:Iteration 117Q (912.168728 sec): 3 clusters Score: Raw -4639570.403959 + Penalty 3623.690062 = -4635946.713897 nChanged 8 SP:Iteration 118Q (912.288629 sec): 3 clusters Score: Raw -4639571.262809 + Penalty 3623.690062 = -4635947.572747 nChanged 9 SP:Iteration 119Q (912.382594 sec): 3 clusters Score: Raw -4639572.411254 + Penalty 3623.690062 = -4635948.721192 nChanged 8 SP:Iteration 120F (912.504215 sec): 3 clusters Score: Raw -4639573.091190 + Penalty 3623.690062 = -4635949.401128 nChanged 4 SP:Iteration 121Q (912.620366 sec): 3 clusters Score: Raw -4639573.553398 + Penalty 3623.690062 = -4635949.863336 nChanged 5 SP:Iteration 122Q (912.736345 sec): 3 clusters Score: Raw -4639574.364606 + Penalty 3623.690062 = -4635950.674544 nChanged 10 SP:Iteration 123Q (912.834170 sec): 3 clusters Score: Raw -4639575.971706 + Penalty 3623.690062 = -4635952.281644 nChanged 7 SP:Iteration 124Q (912.950589 sec): 3 clusters Score: Raw -4639576.788404 + Penalty 3623.690062 = -4635953.098342 nChanged 10 SP:Iteration 125Q (913.043698 sec): 3 clusters Score: Raw -4639577.973021 + Penalty 3623.690062 = -4635954.282959 nChanged 8 SP:Iteration 126Q (913.147157 sec): 3 clusters Score: Raw -4639578.827041 + Penalty 3623.690062 = -4635955.136979 nChanged 8 SP:Iteration 127Q (913.270898 sec): 3 clusters Score: Raw -4639579.929994 + Penalty 3623.690062 = -4635956.239932 nChanged 13 SP:Iteration 128Q (913.400562 sec): 3 clusters Score: Raw -4639581.625294 + Penalty 3623.690062 = -4635957.935232 nChanged 9 SP:Iteration 129Q (913.517871 sec): 3 clusters Score: Raw -4639583.276333 + Penalty 3623.690062 = -4635959.586271 nChanged 13 SP:Iteration 130Q (913.611129 sec): 3 clusters Score: Raw -4639585.747690 + Penalty 3623.690062 = -4635962.057628 nChanged 13 SP:Iteration 131Q (913.704272 sec): 3 clusters Score: Raw -4639588.920572 + Penalty 3623.690062 = -4635965.230510 nChanged 24 SP:Iteration 132Q (913.796849 sec): 3 clusters Score: Raw -4639593.637094 + Penalty 3623.690062 = -4635969.947032 nChanged 21 SP:Iteration 133Q (913.889740 sec): 3 clusters Score: Raw -4639598.231570 + Penalty 3623.690062 = -4635974.541508 nChanged 28 SP:Iteration 134Q (913.981936 sec): 3 clusters Score: Raw -4639604.111235 + Penalty 3623.690062 = -4635980.421173 nChanged 29 SP:Iteration 135Q (914.075706 sec): 3 clusters Score: Raw -4639609.104732 + Penalty 3623.690062 = -4635985.414670 nChanged 26 SP:Iteration 136Q (914.168039 sec): 3 clusters Score: Raw -4639613.320188 + Penalty 3623.690062 = -4635989.630126 nChanged 22 SP:Iteration 137Q (914.260182 sec): 3 clusters Score: Raw -4639617.576585 + Penalty 3623.690062 = -4635993.886523 nChanged 21 SP:Iteration 138Q (914.353054 sec): 3 clusters Score: Raw -4639622.540559 + Penalty 3623.690062 = -4635998.850497 nChanged 20 SP:Iteration 139Q (914.445150 sec): 3 clusters Score: Raw -4639625.814269 + Penalty 3623.690062 = -4636002.124207 nChanged 17 SP:Iteration 140F (914.567326 sec): 3 clusters Score: Raw -4639629.136968 + Penalty 3623.690062 = -4636005.446906 nChanged 20 SP:Iteration 141Q (914.661190 sec): 3 clusters Score: Raw -4639632.796224 + Penalty 3623.690062 = -4636009.106162 nChanged 17 SP:Iteration 142Q (914.788504 sec): 3 clusters Score: Raw -4639636.708022 + Penalty 3623.690062 = -4636013.017960 nChanged 28 SP:Iteration 143Q (914.887517 sec): 3 clusters Score: Raw -4639642.379725 + Penalty 3623.690062 = -4636018.689663 nChanged 17 SP:Iteration 144Q (914.980908 sec): 3 clusters Score: Raw -4639646.358338 + Penalty 3623.690062 = -4636022.668276 nChanged 19 SP:Iteration 145Q (915.079965 sec): 3 clusters Score: Raw -4639650.924630 + Penalty 3623.690062 = -4636027.234568 nChanged 17 SP:Iteration 146Q (915.202026 sec): 3 clusters Score: Raw -4639654.603780 + Penalty 3623.690062 = -4636030.913718 nChanged 17 SP:Iteration 147Q (915.311056 sec): 3 clusters Score: Raw -4639658.748349 + Penalty 3623.690062 = -4636035.058287 nChanged 17 SP:Iteration 148Q (915.433857 sec): 3 clusters Score: Raw -4639663.629836 + Penalty 3623.690062 = -4636039.939774 nChanged 25 SP:Iteration 149Q (915.559006 sec): 3 clusters Score: Raw -4639669.588470 + Penalty 3623.690062 = -4636045.898408 nChanged 32 SP:Iteration 150Q (915.685531 sec): 3 clusters Score: Raw -4639676.295170 + Penalty 3623.690062 = -4636052.605108 nChanged 26 SP:Iteration 151Q (915.808649 sec): 3 clusters Score: Raw -4639681.398486 + Penalty 3623.690062 = -4636057.708424 nChanged 24 SP:Iteration 152Q (915.902314 sec): 3 clusters Score: Raw -4639686.422785 + Penalty 3623.690062 = -4636062.732723 nChanged 20 SP:Iteration 153Q (915.993958 sec): 3 clusters Score: Raw -4639690.484064 + Penalty 3623.690062 = -4636066.794002 nChanged 17 SP:Iteration 154Q (916.085600 sec): 3 clusters Score: Raw -4639693.307079 + Penalty 3623.690062 = -4636069.617017 nChanged 15 SP:Iteration 155Q (916.199870 sec): 3 clusters Score: Raw -4639696.015283 + Penalty 3623.690062 = -4636072.325221 nChanged 17 SP:Iteration 156Q (916.325911 sec): 3 clusters Score: Raw -4639699.908977 + Penalty 3623.690062 = -4636076.218915 nChanged 16 SP:Iteration 157Q (916.418843 sec): 3 clusters Score: Raw -4639703.389139 + Penalty 3623.690062 = -4636079.699077 nChanged 14 SP:Iteration 158Q (916.510290 sec): 3 clusters Score: Raw -4639706.293604 + Penalty 3623.690062 = -4636082.603542 nChanged 18 SP:Iteration 159Q (916.601625 sec): 3 clusters Score: Raw -4639709.605088 + Penalty 3623.690062 = -4636085.915026 nChanged 20 SP:Iteration 160F (916.713370 sec): 3 clusters Score: Raw -4639713.689150 + Penalty 3623.690062 = -4636089.999088 nChanged 16 SP:Iteration 161Q (916.804643 sec): 3 clusters Score: Raw -4639716.367225 + Penalty 3623.690062 = -4636092.677163 nChanged 16 SP:Iteration 162Q (916.928488 sec): 3 clusters Score: Raw -4639719.544097 + Penalty 3623.690062 = -4636095.854035 nChanged 13 SP:Iteration 163Q (917.052416 sec): 3 clusters Score: Raw -4639721.785962 + Penalty 3623.690062 = -4636098.095900 nChanged 14 SP:Iteration 164Q (917.154053 sec): 3 clusters Score: Raw -4639724.418566 + Penalty 3623.690062 = -4636100.728504 nChanged 11 SP:Iteration 165Q (917.245379 sec): 3 clusters Score: Raw -4639726.557836 + Penalty 3623.690062 = -4636102.867774 nChanged 17 SP:Iteration 166Q (917.336537 sec): 3 clusters Score: Raw -4639730.052624 + Penalty 3623.690062 = -4636106.362562 nChanged 14 SP:Iteration 167Q (917.427778 sec): 3 clusters Score: Raw -4639733.187781 + Penalty 3623.690062 = -4636109.497719 nChanged 15 SP:Iteration 168Q (917.519015 sec): 3 clusters Score: Raw -4639736.899666 + Penalty 3623.690062 = -4636113.209604 nChanged 13 SP:Iteration 169Q (917.610712 sec): 3 clusters Score: Raw -4639739.244607 + Penalty 3623.690062 = -4636115.554545 nChanged 8 SP:Iteration 170Q (917.705971 sec): 3 clusters Score: Raw -4639740.510395 + Penalty 3623.690062 = -4636116.820333 nChanged 2 SP:Iteration 171Q (917.798326 sec): 3 clusters Score: Raw -4639740.790188 + Penalty 3623.690062 = -4636117.100126 nChanged 0 SP:Iteration 172F (917.910748 sec): 3 clusters Score: Raw -4639740.790188 + Penalty 3623.690062 = -4636117.100126 nChanged 0 Trying to split cluster 4 (12109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (917.928741 sec): 2 clusters Score: Raw -821423.350831 + Penalty 1527.776942 = -819895.573889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (917.982978 sec): 3 clusters Score: Raw -814567.707347 + Penalty 3055.553883 = -811512.153464 nChanged 5219 SP:Iteration 1F (918.013628 sec): 3 clusters Score: Raw -817366.682452 + Penalty 3055.553883 = -814311.128568 nChanged 737 SP:Iteration 2F (918.046325 sec): 3 clusters Score: Raw -817705.557348 + Penalty 3055.553883 = -814650.003465 nChanged 705 SP:Iteration 3F (918.076726 sec): 3 clusters Score: Raw -818065.949144 + Penalty 3055.553883 = -815010.395261 nChanged 695 SP:Iteration 4F (918.107122 sec): 3 clusters Score: Raw -818501.799304 + Penalty 3055.553883 = -815446.245420 nChanged 734 SP:Iteration 5F (918.137462 sec): 3 clusters Score: Raw -819009.599621 + Penalty 3055.553883 = -815954.045738 nChanged 729 SP:Iteration 6F (918.167792 sec): 3 clusters Score: Raw -819500.854458 + Penalty 3055.553883 = -816445.300575 nChanged 667 SP:Iteration 7F (918.198515 sec): 3 clusters Score: Raw -819945.562712 + Penalty 3055.553883 = -816890.008829 nChanged 599 SP:Iteration 8Q (918.228945 sec): 3 clusters Score: Raw -820310.052534 + Penalty 3055.553883 = -817254.498650 nChanged 506 SP:Iteration 9Q (918.259242 sec): 3 clusters Score: Raw -820655.949775 + Penalty 3055.553883 = -817600.395891 nChanged 524 SP:Iteration 10Q (918.297623 sec): 3 clusters Score: Raw -820954.508845 + Penalty 3055.553883 = -817898.954962 nChanged 458 SP:Iteration 11Q (918.327408 sec): 3 clusters Score: Raw -821185.244911 + Penalty 3055.553883 = -818129.691027 nChanged 364 SP:Iteration 12Q (918.357224 sec): 3 clusters Score: Raw -821355.143952 + Penalty 3055.553883 = -818299.590068 nChanged 307 SP:Iteration 13Q (918.386991 sec): 3 clusters Score: Raw -821477.252386 + Penalty 3055.553883 = -818421.698502 nChanged 224 SP:Iteration 14Q (918.416544 sec): 3 clusters Score: Raw -821556.409358 + Penalty 3055.553883 = -818500.855474 nChanged 192 SP:Iteration 15Q (918.446013 sec): 3 clusters Score: Raw -821610.058652 + Penalty 3055.553883 = -818554.504768 nChanged 147 SP:Iteration 16Q (918.475154 sec): 3 clusters Score: Raw -821650.294530 + Penalty 3055.553883 = -818594.740647 nChanged 120 SP:Iteration 17Q (918.504504 sec): 3 clusters Score: Raw -821676.400201 + Penalty 3055.553883 = -818620.846318 nChanged 99 SP:Iteration 18Q (918.533946 sec): 3 clusters Score: Raw -821700.927488 + Penalty 3055.553883 = -818645.373604 nChanged 91 SP:Iteration 19Q (918.563006 sec): 3 clusters Score: Raw -821719.540609 + Penalty 3055.553883 = -818663.986725 nChanged 66 SP:Iteration 20F (918.593535 sec): 3 clusters Score: Raw -821733.269126 + Penalty 3055.553883 = -818677.715242 nChanged 59 SP:Iteration 21Q (918.634487 sec): 3 clusters Score: Raw -821745.208999 + Penalty 3055.553883 = -818689.655116 nChanged 58 SP:Iteration 22Q (918.662820 sec): 3 clusters Score: Raw -821757.384600 + Penalty 3055.553883 = -818701.830717 nChanged 63 SP:Iteration 23Q (918.691702 sec): 3 clusters Score: Raw -821767.630508 + Penalty 3055.553883 = -818712.076624 nChanged 50 SP:Iteration 24Q (918.744116 sec): 3 clusters Score: Raw -821775.632438 + Penalty 3055.553883 = -818720.078554 nChanged 53 SP:Iteration 25Q (918.765867 sec): 3 clusters Score: Raw -821783.706950 + Penalty 3055.553883 = -818728.153067 nChanged 45 SP:Iteration 26Q (918.799882 sec): 3 clusters Score: Raw -821790.694198 + Penalty 3055.553883 = -818735.140314 nChanged 34 SP:Iteration 27Q (918.831261 sec): 3 clusters Score: Raw -821794.956510 + Penalty 3055.553883 = -818739.402627 nChanged 26 SP:Iteration 28Q (918.860057 sec): 3 clusters Score: Raw -821797.873914 + Penalty 3055.553883 = -818742.320031 nChanged 30 SP:Iteration 29Q (918.888877 sec): 3 clusters Score: Raw -821801.883561 + Penalty 3055.553883 = -818746.329678 nChanged 33 SP:Iteration 30Q (918.917871 sec): 3 clusters Score: Raw -821806.615746 + Penalty 3055.553883 = -818751.061863 nChanged 36 SP:Iteration 31Q (918.946951 sec): 3 clusters Score: Raw -821812.279425 + Penalty 3055.553883 = -818756.725542 nChanged 32 SP:Iteration 32Q (918.975766 sec): 3 clusters Score: Raw -821817.311148 + Penalty 3055.553883 = -818761.757265 nChanged 30 SP:Iteration 33Q (919.004458 sec): 3 clusters Score: Raw -821821.149020 + Penalty 3055.553883 = -818765.595136 nChanged 34 SP:Iteration 34Q (919.033404 sec): 3 clusters Score: Raw -821825.335206 + Penalty 3055.553883 = -818769.781322 nChanged 38 SP:Iteration 35Q (919.062131 sec): 3 clusters Score: Raw -821829.788272 + Penalty 3055.553883 = -818774.234388 nChanged 35 SP:Iteration 36Q (919.091096 sec): 3 clusters Score: Raw -821833.958256 + Penalty 3055.553883 = -818778.404373 nChanged 35 SP:Iteration 37Q (919.119776 sec): 3 clusters Score: Raw -821839.447180 + Penalty 3055.553883 = -818783.893297 nChanged 40 SP:Iteration 38Q (919.148480 sec): 3 clusters Score: Raw -821845.684076 + Penalty 3055.553883 = -818790.130192 nChanged 37 SP:Iteration 39Q (919.177336 sec): 3 clusters Score: Raw -821851.480941 + Penalty 3055.553883 = -818795.927058 nChanged 34 SP:Iteration 40F (919.207629 sec): 3 clusters Score: Raw -821855.853407 + Penalty 3055.553883 = -818800.299524 nChanged 26 SP:Iteration 41Q (919.236287 sec): 3 clusters Score: Raw -821859.030730 + Penalty 3055.553883 = -818803.476847 nChanged 23 SP:Iteration 42Q (919.265242 sec): 3 clusters Score: Raw -821862.050906 + Penalty 3055.553883 = -818806.497022 nChanged 21 SP:Iteration 43Q (919.293941 sec): 3 clusters Score: Raw -821863.966777 + Penalty 3055.553883 = -818808.412893 nChanged 8 SP:Iteration 44Q (919.322654 sec): 3 clusters Score: Raw -821864.849343 + Penalty 3055.553883 = -818809.295460 nChanged 7 SP:Iteration 45Q (919.351464 sec): 3 clusters Score: Raw -821865.731061 + Penalty 3055.553883 = -818810.177177 nChanged 6 SP:Iteration 46Q (919.380202 sec): 3 clusters Score: Raw -821866.494935 + Penalty 3055.553883 = -818810.941052 nChanged 8 SP:Iteration 47Q (919.408966 sec): 3 clusters Score: Raw -821867.600107 + Penalty 3055.553883 = -818812.046224 nChanged 9 SP:Iteration 48Q (919.437650 sec): 3 clusters Score: Raw -821868.566264 + Penalty 3055.553883 = -818813.012381 nChanged 11 SP:Iteration 49Q (919.499210 sec): 3 clusters Score: Raw -821869.563337 + Penalty 3055.553883 = -818814.009454 nChanged 7 SP:Iteration 50Q (919.527919 sec): 3 clusters Score: Raw -821870.366035 + Penalty 3055.553883 = -818814.812152 nChanged 9 SP:Iteration 51Q (919.556560 sec): 3 clusters Score: Raw -821871.147428 + Penalty 3055.553883 = -818815.593544 nChanged 7 SP:Iteration 52Q (919.585307 sec): 3 clusters Score: Raw -821871.950044 + Penalty 3055.553883 = -818816.396161 nChanged 9 SP:Iteration 53Q (919.613958 sec): 3 clusters Score: Raw -821872.889323 + Penalty 3055.553883 = -818817.335439 nChanged 13 SP:Iteration 54Q (919.642655 sec): 3 clusters Score: Raw -821874.318130 + Penalty 3055.553883 = -818818.764247 nChanged 9 SP:Iteration 55Q (919.671321 sec): 3 clusters Score: Raw -821875.277041 + Penalty 3055.553883 = -818819.723158 nChanged 5 SP:Iteration 56Q (919.700002 sec): 3 clusters Score: Raw -821875.628800 + Penalty 3055.553883 = -818820.074916 nChanged 3 SP:Iteration 57Q (919.728986 sec): 3 clusters Score: Raw -821875.800157 + Penalty 3055.553883 = -818820.246273 nChanged 2 SP:Iteration 58Q (919.757639 sec): 3 clusters Score: Raw -821875.980147 + Penalty 3055.553883 = -818820.426263 nChanged 2 SP:Iteration 59Q (919.786301 sec): 3 clusters Score: Raw -821876.182400 + Penalty 3055.553883 = -818820.628516 nChanged 2 SP:Iteration 60F (919.816970 sec): 3 clusters Score: Raw -821876.576290 + Penalty 3055.553883 = -818821.022407 nChanged 5 SP:Iteration 61Q (919.845556 sec): 3 clusters Score: Raw -821877.013574 + Penalty 3055.553883 = -818821.459691 nChanged 2 SP:Iteration 62Q (919.874283 sec): 3 clusters Score: Raw -821877.131054 + Penalty 3055.553883 = -818821.577171 nChanged 2 SP:Iteration 63Q (919.903069 sec): 3 clusters Score: Raw -821877.321203 + Penalty 3055.553883 = -818821.767320 nChanged 3 SP:Iteration 64Q (919.931716 sec): 3 clusters Score: Raw -821877.686360 + Penalty 3055.553883 = -818822.132476 nChanged 2 SP:Iteration 65Q (919.960514 sec): 3 clusters Score: Raw -821877.859566 + Penalty 3055.553883 = -818822.305682 nChanged 2 SP:Iteration 66Q (919.989270 sec): 3 clusters Score: Raw -821877.980472 + Penalty 3055.553883 = -818822.426589 nChanged 2 SP:Iteration 67Q (920.017876 sec): 3 clusters Score: Raw -821878.101043 + Penalty 3055.553883 = -818822.547160 nChanged 2 SP:Iteration 68Q (920.046611 sec): 3 clusters Score: Raw -821878.319464 + Penalty 3055.553883 = -818822.765581 nChanged 2 SP:Iteration 69Q (920.075355 sec): 3 clusters Score: Raw -821878.416041 + Penalty 3055.553883 = -818822.862158 nChanged 0 SP:Iteration 70F (920.105637 sec): 3 clusters Score: Raw -821878.416041 + Penalty 3055.553883 = -818822.862158 nChanged 0 Trying to split cluster 5 (2501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (920.121113 sec): 2 clusters Score: Raw -170750.231357 + Penalty 1271.472464 = -169478.758893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (920.134341 sec): 3 clusters Score: Raw -169641.321331 + Penalty 2542.944928 = -167098.376403 nChanged 921 SP:Iteration 1F (920.146752 sec): 3 clusters Score: Raw -170230.741886 + Penalty 2542.944928 = -167687.796959 nChanged 170 SP:Iteration 2F (920.159021 sec): 3 clusters Score: Raw -170335.110068 + Penalty 2542.944928 = -167792.165141 nChanged 104 SP:Iteration 3Q (920.171362 sec): 3 clusters Score: Raw -170409.848414 + Penalty 2542.944928 = -167866.903486 nChanged 94 SP:Iteration 4Q (920.183552 sec): 3 clusters Score: Raw -170478.170274 + Penalty 2542.944928 = -167935.225346 nChanged 102 SP:Iteration 5Q (920.195839 sec): 3 clusters Score: Raw -170560.344732 + Penalty 2542.944928 = -168017.399804 nChanged 100 SP:Iteration 6Q (920.208098 sec): 3 clusters Score: Raw -170633.971327 + Penalty 2542.944928 = -168091.026400 nChanged 109 SP:Iteration 7Q (920.220328 sec): 3 clusters Score: Raw -170719.641773 + Penalty 2542.944928 = -168176.696845 nChanged 100 SP:Iteration 8Q (920.233007 sec): 3 clusters Score: Raw -170818.233885 + Penalty 2542.944928 = -168275.288958 nChanged 106 SP:Iteration 9Q (920.245239 sec): 3 clusters Score: Raw -170901.321797 + Penalty 2542.944928 = -168358.376869 nChanged 73 SP:Iteration 10Q (920.257315 sec): 3 clusters Score: Raw -170955.759752 + Penalty 2542.944928 = -168412.814825 nChanged 63 SP:Iteration 11Q (920.269536 sec): 3 clusters Score: Raw -171003.582149 + Penalty 2542.944928 = -168460.637221 nChanged 66 SP:Iteration 12Q (920.281624 sec): 3 clusters Score: Raw -171056.712938 + Penalty 2542.944928 = -168513.768011 nChanged 59 SP:Iteration 13Q (920.293708 sec): 3 clusters Score: Raw -171093.062671 + Penalty 2542.944928 = -168550.117743 nChanged 46 SP:Iteration 14Q (920.305889 sec): 3 clusters Score: Raw -171120.569638 + Penalty 2542.944928 = -168577.624711 nChanged 34 SP:Iteration 15Q (920.318048 sec): 3 clusters Score: Raw -171140.427187 + Penalty 2542.944928 = -168597.482260 nChanged 25 SP:Iteration 16Q (920.330180 sec): 3 clusters Score: Raw -171153.360755 + Penalty 2542.944928 = -168610.415827 nChanged 20 SP:Iteration 17Q (920.342333 sec): 3 clusters Score: Raw -171166.315642 + Penalty 2542.944928 = -168623.370714 nChanged 18 SP:Iteration 18Q (920.354495 sec): 3 clusters Score: Raw -171175.312979 + Penalty 2542.944928 = -168632.368051 nChanged 19 SP:Iteration 19Q (920.366713 sec): 3 clusters Score: Raw -171185.748826 + Penalty 2542.944928 = -168642.803899 nChanged 15 SP:Iteration 20F (920.378936 sec): 3 clusters Score: Raw -171192.432100 + Penalty 2542.944928 = -168649.487172 nChanged 10 SP:Iteration 21Q (920.391131 sec): 3 clusters Score: Raw -171197.167029 + Penalty 2542.944928 = -168654.222101 nChanged 4 SP:Iteration 22Q (920.403301 sec): 3 clusters Score: Raw -171199.583241 + Penalty 2542.944928 = -168656.638313 nChanged 2 SP:Iteration 23Q (920.415485 sec): 3 clusters Score: Raw -171200.577161 + Penalty 2542.944928 = -168657.632233 nChanged 2 SP:Iteration 24Q (920.427688 sec): 3 clusters Score: Raw -171201.621111 + Penalty 2542.944928 = -168658.676184 nChanged 1 SP:Iteration 25Q (920.439873 sec): 3 clusters Score: Raw -171201.849024 + Penalty 2542.944928 = -168658.904096 nChanged 0 SP:Iteration 26F (920.451989 sec): 3 clusters Score: Raw -171201.849024 + Penalty 2542.944928 = -168658.904096 nChanged 0 Trying to split cluster 6 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (920.462424 sec): 2 clusters Score: Raw -41052.850329 + Penalty 1063.619320 = -39989.231009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (920.466650 sec): 3 clusters Score: Raw -40891.238649 + Penalty 2127.238640 = -38764.000010 nChanged 202 SP:Iteration 1F (920.470603 sec): 3 clusters Score: Raw -41112.249522 + Penalty 2127.238640 = -38985.010883 nChanged 51 SP:Iteration 2F (920.474517 sec): 3 clusters Score: Raw -41198.085948 + Penalty 2127.238640 = -39070.847309 nChanged 30 SP:Iteration 3Q (920.478433 sec): 3 clusters Score: Raw -41248.602792 + Penalty 2127.238640 = -39121.364153 nChanged 18 SP:Iteration 4Q (920.482344 sec): 3 clusters Score: Raw -41275.565275 + Penalty 2127.238640 = -39148.326635 nChanged 18 SP:Iteration 5Q (920.486280 sec): 3 clusters Score: Raw -41306.903577 + Penalty 2127.238640 = -39179.664938 nChanged 14 SP:Iteration 6Q (920.490148 sec): 3 clusters Score: Raw -41329.638004 + Penalty 2127.238640 = -39202.399365 nChanged 11 SP:Iteration 7Q (920.494016 sec): 3 clusters Score: Raw -41353.495326 + Penalty 2127.238640 = -39226.256686 nChanged 7 SP:Iteration 8Q (920.497885 sec): 3 clusters Score: Raw -41366.594582 + Penalty 2127.238640 = -39239.355943 nChanged 10 SP:Iteration 9Q (920.501709 sec): 3 clusters Score: Raw -41383.588950 + Penalty 2127.238640 = -39256.350311 nChanged 10 SP:Iteration 10Q (920.505561 sec): 3 clusters Score: Raw -41399.063241 + Penalty 2127.238640 = -39271.824602 nChanged 4 SP:Iteration 11Q (920.509409 sec): 3 clusters Score: Raw -41403.764732 + Penalty 2127.238640 = -39276.526092 nChanged 6 SP:Iteration 12Q (920.513251 sec): 3 clusters Score: Raw -41409.085424 + Penalty 2127.238640 = -39281.846784 nChanged 5 SP:Iteration 13Q (920.517174 sec): 3 clusters Score: Raw -41416.109516 + Penalty 2127.238640 = -39288.870876 nChanged 5 SP:Iteration 14Q (920.521001 sec): 3 clusters Score: Raw -41422.039639 + Penalty 2127.238640 = -39294.801000 nChanged 2 SP:Iteration 15Q (920.524811 sec): 3 clusters Score: Raw -41425.262378 + Penalty 2127.238640 = -39298.023739 nChanged 5 SP:Iteration 16Q (920.528613 sec): 3 clusters Score: Raw -41434.619147 + Penalty 2127.238640 = -39307.380507 nChanged 7 SP:Iteration 17Q (920.532440 sec): 3 clusters Score: Raw -41448.006254 + Penalty 2127.238640 = -39320.767614 nChanged 4 SP:Iteration 18Q (920.536271 sec): 3 clusters Score: Raw -41453.147550 + Penalty 2127.238640 = -39325.908911 nChanged 0 SP:Iteration 19F (920.540218 sec): 3 clusters Score: Raw -41453.147550 + Penalty 2127.238640 = -39325.908911 nChanged 0 Trying to split cluster 7 (26145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (920.582794 sec): 2 clusters Score: Raw -1658230.458524 + Penalty 1652.854653 = -1656577.603872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (920.636847 sec): 3 clusters Score: Raw -1642286.327825 + Penalty 3305.709305 = -1638980.618519 nChanged 11943 SP:Iteration 1F (920.688069 sec): 3 clusters Score: Raw -1648828.546232 + Penalty 3305.709305 = -1645522.836927 nChanged 1278 SP:Iteration 2Q (920.765655 sec): 3 clusters Score: Raw -1649287.222802 + Penalty 3305.709305 = -1645981.513497 nChanged 1271 SP:Iteration 3Q (920.855501 sec): 3 clusters Score: Raw -1649820.663994 + Penalty 3305.709305 = -1646514.954689 nChanged 1428 SP:Iteration 4F (920.907949 sec): 3 clusters Score: Raw -1650530.733335 + Penalty 3305.709305 = -1647225.024030 nChanged 1624 SP:Iteration 5F (920.971147 sec): 3 clusters Score: Raw -1651546.764970 + Penalty 3305.709305 = -1648241.055664 nChanged 1844 SP:Iteration 6F (921.021445 sec): 3 clusters Score: Raw -1652953.841624 + Penalty 3305.709305 = -1649648.132319 nChanged 1912 SP:Iteration 7F (921.073265 sec): 3 clusters Score: Raw -1654642.149139 + Penalty 3305.709305 = -1651336.439834 nChanged 1697 SP:Iteration 8F (921.124752 sec): 3 clusters Score: Raw -1656266.880633 + Penalty 3305.709305 = -1652961.171327 nChanged 1193 SP:Iteration 9Q (921.176600 sec): 3 clusters Score: Raw -1657426.124021 + Penalty 3305.709305 = -1654120.414715 nChanged 617 SP:Iteration 10Q (921.225657 sec): 3 clusters Score: Raw -1658023.189195 + Penalty 3305.709305 = -1654717.479890 nChanged 274 SP:Iteration 11Q (921.272064 sec): 3 clusters Score: Raw -1658279.907519 + Penalty 3305.709305 = -1654974.198214 nChanged 116 SP:Iteration 12Q (921.316500 sec): 3 clusters Score: Raw -1658383.077912 + Penalty 3305.709305 = -1655077.368607 nChanged 56 SP:Iteration 13Q (921.368536 sec): 3 clusters Score: Raw -1658439.986875 + Penalty 3305.709305 = -1655134.277570 nChanged 32 SP:Iteration 14Q (921.413939 sec): 3 clusters Score: Raw -1658471.051752 + Penalty 3305.709305 = -1655165.342447 nChanged 16 SP:Iteration 15Q (921.456363 sec): 3 clusters Score: Raw -1658487.777492 + Penalty 3305.709305 = -1655182.068187 nChanged 16 SP:Iteration 16Q (921.499314 sec): 3 clusters Score: Raw -1658503.772291 + Penalty 3305.709305 = -1655198.062986 nChanged 12 SP:Iteration 17Q (921.550463 sec): 3 clusters Score: Raw -1658513.223777 + Penalty 3305.709305 = -1655207.514472 nChanged 7 SP:Iteration 18Q (921.620756 sec): 3 clusters Score: Raw -1658523.864994 + Penalty 3305.709305 = -1655218.155688 nChanged 9 SP:Iteration 19Q (921.694523 sec): 3 clusters Score: Raw -1658531.891887 + Penalty 3305.709305 = -1655226.182582 nChanged 4 SP:Iteration 20F (921.768283 sec): 3 clusters Score: Raw -1658533.928134 + Penalty 3305.709305 = -1655228.218829 nChanged 0 Trying to split cluster 8 (8077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (921.787712 sec): 2 clusters Score: Raw -520178.584400 + Penalty 1461.976067 = -518716.608333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (921.813449 sec): 3 clusters Score: Raw -515709.994546 + Penalty 2923.952134 = -512786.042412 nChanged 3427 SP:Iteration 1F (921.838525 sec): 3 clusters Score: Raw -517451.480921 + Penalty 2923.952134 = -514527.528787 nChanged 526 SP:Iteration 2F (921.863430 sec): 3 clusters Score: Raw -517733.388292 + Penalty 2923.952134 = -514809.436158 nChanged 459 SP:Iteration 3F (921.910496 sec): 3 clusters Score: Raw -517992.476978 + Penalty 2923.952134 = -515068.524844 nChanged 437 SP:Iteration 4F (921.959844 sec): 3 clusters Score: Raw -518268.612324 + Penalty 2923.952134 = -515344.660190 nChanged 435 SP:Iteration 5F (922.019630 sec): 3 clusters Score: Raw -518541.687387 + Penalty 2923.952134 = -515617.735253 nChanged 445 SP:Iteration 6F (922.079570 sec): 3 clusters Score: Raw -518844.241592 + Penalty 2923.952134 = -515920.289459 nChanged 461 SP:Iteration 7F (922.130998 sec): 3 clusters Score: Raw -519170.175446 + Penalty 2923.952134 = -516246.223313 nChanged 445 SP:Iteration 8F (922.155583 sec): 3 clusters Score: Raw -519467.146377 + Penalty 2923.952134 = -516543.194244 nChanged 400 SP:Iteration 9Q (922.180587 sec): 3 clusters Score: Raw -519728.402957 + Penalty 2923.952134 = -516804.450824 nChanged 324 SP:Iteration 10Q (922.205817 sec): 3 clusters Score: Raw -519928.772522 + Penalty 2923.952134 = -517004.820388 nChanged 279 SP:Iteration 11Q (922.230621 sec): 3 clusters Score: Raw -520106.811802 + Penalty 2923.952134 = -517182.859668 nChanged 255 SP:Iteration 12Q (922.255565 sec): 3 clusters Score: Raw -520257.555674 + Penalty 2923.952134 = -517333.603541 nChanged 191 SP:Iteration 13Q (922.280330 sec): 3 clusters Score: Raw -520360.735548 + Penalty 2923.952134 = -517436.783414 nChanged 151 SP:Iteration 14Q (922.305264 sec): 3 clusters Score: Raw -520421.312682 + Penalty 2923.952134 = -517497.360549 nChanged 87 SP:Iteration 15Q (922.329979 sec): 3 clusters Score: Raw -520451.222205 + Penalty 2923.952134 = -517527.270071 nChanged 58 SP:Iteration 16Q (922.354836 sec): 3 clusters Score: Raw -520465.573809 + Penalty 2923.952134 = -517541.621676 nChanged 48 SP:Iteration 17Q (922.379620 sec): 3 clusters Score: Raw -520477.497128 + Penalty 2923.952134 = -517553.544995 nChanged 37 SP:Iteration 18Q (922.404137 sec): 3 clusters Score: Raw -520486.268685 + Penalty 2923.952134 = -517562.316551 nChanged 29 SP:Iteration 19Q (922.429108 sec): 3 clusters Score: Raw -520492.525517 + Penalty 2923.952134 = -517568.573383 nChanged 23 SP:Iteration 20F (922.453989 sec): 3 clusters Score: Raw -520496.696902 + Penalty 2923.952134 = -517572.744769 nChanged 22 SP:Iteration 21Q (922.478614 sec): 3 clusters Score: Raw -520500.310379 + Penalty 2923.952134 = -517576.358245 nChanged 17 SP:Iteration 22Q (922.503231 sec): 3 clusters Score: Raw -520503.302161 + Penalty 2923.952134 = -517579.350028 nChanged 13 SP:Iteration 23Q (922.527877 sec): 3 clusters Score: Raw -520507.057752 + Penalty 2923.952134 = -517583.105619 nChanged 14 SP:Iteration 24Q (922.552466 sec): 3 clusters Score: Raw -520509.619998 + Penalty 2923.952134 = -517585.667865 nChanged 7 SP:Iteration 25Q (922.577156 sec): 3 clusters Score: Raw -520510.451132 + Penalty 2923.952134 = -517586.498999 nChanged 5 SP:Iteration 26Q (922.601864 sec): 3 clusters Score: Raw -520510.851928 + Penalty 2923.952134 = -517586.899795 nChanged 1 SP:Iteration 27Q (922.626655 sec): 3 clusters Score: Raw -520510.968951 + Penalty 2923.952134 = -517587.016818 nChanged 0 SP:Iteration 28F (922.651640 sec): 3 clusters Score: Raw -520510.968951 + Penalty 2923.952134 = -517587.016818 nChanged 0 Trying to split cluster 9 (42192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (922.713154 sec): 2 clusters Score: Raw -2843491.313928 + Penalty 1730.622710 = -2841760.691218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (922.798989 sec): 3 clusters Score: Raw -2816890.437717 + Penalty 3461.245420 = -2813429.192297 nChanged 19692 SP:Iteration 1F (922.874464 sec): 3 clusters Score: Raw -2828514.044743 + Penalty 3461.245420 = -2825052.799323 nChanged 2523 SP:Iteration 2F (922.949226 sec): 3 clusters Score: Raw -2829955.191775 + Penalty 3461.245420 = -2826493.946355 nChanged 2859 SP:Iteration 3F (923.023782 sec): 3 clusters Score: Raw -2831815.334460 + Penalty 3461.245420 = -2828354.089040 nChanged 2984 SP:Iteration 4F (923.098097 sec): 3 clusters Score: Raw -2833972.687160 + Penalty 3461.245420 = -2830511.441740 nChanged 2980 SP:Iteration 5F (923.172500 sec): 3 clusters Score: Raw -2836141.204311 + Penalty 3461.245420 = -2832679.958891 nChanged 2755 SP:Iteration 6F (923.246927 sec): 3 clusters Score: Raw -2838171.792088 + Penalty 3461.245420 = -2834710.546668 nChanged 2369 SP:Iteration 7F (923.321531 sec): 3 clusters Score: Raw -2839892.301424 + Penalty 3461.245420 = -2836431.056004 nChanged 1854 SP:Iteration 8Q (923.396492 sec): 3 clusters Score: Raw -2841261.359379 + Penalty 3461.245420 = -2837800.113959 nChanged 1337 SP:Iteration 9Q (923.468366 sec): 3 clusters Score: Raw -2842198.362465 + Penalty 3461.245420 = -2838737.117045 nChanged 969 SP:Iteration 10Q (923.538139 sec): 3 clusters Score: Raw -2842893.340029 + Penalty 3461.245420 = -2839432.094609 nChanged 677 SP:Iteration 11Q (923.606255 sec): 3 clusters Score: Raw -2843403.643136 + Penalty 3461.245420 = -2839942.397715 nChanged 558 SP:Iteration 12Q (923.672805 sec): 3 clusters Score: Raw -2843766.016069 + Penalty 3461.245420 = -2840304.770649 nChanged 403 SP:Iteration 13Q (923.738343 sec): 3 clusters Score: Raw -2844018.648582 + Penalty 3461.245420 = -2840557.403162 nChanged 338 SP:Iteration 14Q (923.802629 sec): 3 clusters Score: Raw -2844234.537757 + Penalty 3461.245420 = -2840773.292337 nChanged 283 SP:Iteration 15Q (923.866793 sec): 3 clusters Score: Raw -2844405.769228 + Penalty 3461.245420 = -2840944.523807 nChanged 222 SP:Iteration 16Q (923.930382 sec): 3 clusters Score: Raw -2844526.094166 + Penalty 3461.245420 = -2841064.848745 nChanged 197 SP:Iteration 17Q (923.993194 sec): 3 clusters Score: Raw -2844621.552113 + Penalty 3461.245420 = -2841160.306692 nChanged 163 SP:Iteration 18Q (924.055760 sec): 3 clusters Score: Raw -2844687.210564 + Penalty 3461.245420 = -2841225.965144 nChanged 143 SP:Iteration 19Q (924.118104 sec): 3 clusters Score: Raw -2844735.844355 + Penalty 3461.245420 = -2841274.598934 nChanged 110 SP:Iteration 20F (924.191424 sec): 3 clusters Score: Raw -2844769.946265 + Penalty 3461.245420 = -2841308.700845 nChanged 93 SP:Iteration 21Q (924.255811 sec): 3 clusters Score: Raw -2844791.922611 + Penalty 3461.245420 = -2841330.677191 nChanged 93 SP:Iteration 22Q (924.318354 sec): 3 clusters Score: Raw -2844815.127027 + Penalty 3461.245420 = -2841353.881606 nChanged 81 SP:Iteration 23Q (924.380668 sec): 3 clusters Score: Raw -2844835.209943 + Penalty 3461.245420 = -2841373.964523 nChanged 77 SP:Iteration 24Q (924.443713 sec): 3 clusters Score: Raw -2844852.599461 + Penalty 3461.245420 = -2841391.354040 nChanged 63 SP:Iteration 25Q (924.504700 sec): 3 clusters Score: Raw -2844863.792086 + Penalty 3461.245420 = -2841402.546666 nChanged 52 SP:Iteration 26Q (924.566787 sec): 3 clusters Score: Raw -2844874.176179 + Penalty 3461.245420 = -2841412.930759 nChanged 44 SP:Iteration 27Q (924.628573 sec): 3 clusters Score: Raw -2844883.516848 + Penalty 3461.245420 = -2841422.271427 nChanged 44 SP:Iteration 28Q (924.690417 sec): 3 clusters Score: Raw -2844892.360980 + Penalty 3461.245420 = -2841431.115560 nChanged 49 SP:Iteration 29Q (924.752301 sec): 3 clusters Score: Raw -2844899.728273 + Penalty 3461.245420 = -2841438.482853 nChanged 39 SP:Iteration 30Q (924.814035 sec): 3 clusters Score: Raw -2844906.563037 + Penalty 3461.245420 = -2841445.317617 nChanged 43 SP:Iteration 31Q (924.876049 sec): 3 clusters Score: Raw -2844913.194199 + Penalty 3461.245420 = -2841451.948778 nChanged 29 SP:Iteration 32Q (924.951695 sec): 3 clusters Score: Raw -2844917.405729 + Penalty 3461.245420 = -2841456.160309 nChanged 24 SP:Iteration 33Q (925.013773 sec): 3 clusters Score: Raw -2844920.102616 + Penalty 3461.245420 = -2841458.857196 nChanged 20 SP:Iteration 34Q (925.076797 sec): 3 clusters Score: Raw -2844922.112380 + Penalty 3461.245420 = -2841460.866960 nChanged 14 SP:Iteration 35Q (925.138289 sec): 3 clusters Score: Raw -2844923.857594 + Penalty 3461.245420 = -2841462.612174 nChanged 13 SP:Iteration 36Q (925.200046 sec): 3 clusters Score: Raw -2844925.375835 + Penalty 3461.245420 = -2841464.130415 nChanged 14 SP:Iteration 37Q (925.261659 sec): 3 clusters Score: Raw -2844926.996590 + Penalty 3461.245420 = -2841465.751169 nChanged 12 SP:Iteration 38Q (925.323643 sec): 3 clusters Score: Raw -2844928.218121 + Penalty 3461.245420 = -2841466.972701 nChanged 13 SP:Iteration 39Q (925.385461 sec): 3 clusters Score: Raw -2844929.375030 + Penalty 3461.245420 = -2841468.129610 nChanged 8 SP:Iteration 40F (925.465664 sec): 3 clusters Score: Raw -2844930.317271 + Penalty 3461.245420 = -2841469.071850 nChanged 7 SP:Iteration 41Q (925.528332 sec): 3 clusters Score: Raw -2844931.206977 + Penalty 3461.245420 = -2841469.961556 nChanged 5 SP:Iteration 42Q (925.590274 sec): 3 clusters Score: Raw -2844931.657865 + Penalty 3461.245420 = -2841470.412445 nChanged 3 SP:Iteration 43Q (925.652312 sec): 3 clusters Score: Raw -2844931.902679 + Penalty 3461.245420 = -2841470.657259 nChanged 4 SP:Iteration 44Q (925.714410 sec): 3 clusters Score: Raw -2844932.417610 + Penalty 3461.245420 = -2841471.172189 nChanged 6 SP:Iteration 45Q (925.776387 sec): 3 clusters Score: Raw -2844933.227044 + Penalty 3461.245420 = -2841471.981624 nChanged 9 SP:Iteration 46Q (925.838354 sec): 3 clusters Score: Raw -2844934.152266 + Penalty 3461.245420 = -2841472.906845 nChanged 5 SP:Iteration 47Q (925.900643 sec): 3 clusters Score: Raw -2844934.436288 + Penalty 3461.245420 = -2841473.190868 nChanged 3 SP:Iteration 48Q (925.962462 sec): 3 clusters Score: Raw -2844934.719394 + Penalty 3461.245420 = -2841473.473973 nChanged 3 SP:Iteration 49Q (926.024660 sec): 3 clusters Score: Raw -2844934.943218 + Penalty 3461.245420 = -2841473.697798 nChanged 2 SP:Iteration 50Q (926.086755 sec): 3 clusters Score: Raw -2844935.054713 + Penalty 3461.245420 = -2841473.809293 nChanged 0 SP:Iteration 51F (926.159627 sec): 3 clusters Score: Raw -2844935.054713 + Penalty 3461.245420 = -2841473.809293 nChanged 0 Trying to split cluster 10 (4922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (926.172222 sec): 2 clusters Score: Raw -328650.067335 + Penalty 1381.488913 = -327268.578422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (926.193641 sec): 3 clusters Score: Raw -326147.981928 + Penalty 2762.977825 = -323385.004103 nChanged 1971 SP:Iteration 1F (926.214443 sec): 3 clusters Score: Raw -327170.858380 + Penalty 2762.977825 = -324407.880555 nChanged 332 SP:Iteration 2F (926.235446 sec): 3 clusters Score: Raw -327348.630153 + Penalty 2762.977825 = -324585.652328 nChanged 235 SP:Iteration 3Q (926.256200 sec): 3 clusters Score: Raw -327452.584457 + Penalty 2762.977825 = -324689.606632 nChanged 184 SP:Iteration 4Q (926.276977 sec): 3 clusters Score: Raw -327520.419662 + Penalty 2762.977825 = -324757.441837 nChanged 146 SP:Iteration 5Q (926.297918 sec): 3 clusters Score: Raw -327570.183355 + Penalty 2762.977825 = -324807.205530 nChanged 116 SP:Iteration 6Q (926.318994 sec): 3 clusters Score: Raw -327612.957321 + Penalty 2762.977825 = -324849.979496 nChanged 104 SP:Iteration 7Q (926.339910 sec): 3 clusters Score: Raw -327652.001846 + Penalty 2762.977825 = -324889.024021 nChanged 102 SP:Iteration 8Q (926.360980 sec): 3 clusters Score: Raw -327690.674033 + Penalty 2762.977825 = -324927.696208 nChanged 103 SP:Iteration 9Q (926.381809 sec): 3 clusters Score: Raw -327733.810224 + Penalty 2762.977825 = -324970.832399 nChanged 114 SP:Iteration 10Q (926.402358 sec): 3 clusters Score: Raw -327780.491489 + Penalty 2762.977825 = -325017.513664 nChanged 103 SP:Iteration 11Q (926.423312 sec): 3 clusters Score: Raw -327819.685128 + Penalty 2762.977825 = -325056.707303 nChanged 106 SP:Iteration 12Q (926.444211 sec): 3 clusters Score: Raw -327861.295526 + Penalty 2762.977825 = -325098.317700 nChanged 128 SP:Iteration 13Q (926.464970 sec): 3 clusters Score: Raw -327917.272934 + Penalty 2762.977825 = -325154.295109 nChanged 128 SP:Iteration 14Q (926.485963 sec): 3 clusters Score: Raw -327976.592703 + Penalty 2762.977825 = -325213.614878 nChanged 135 SP:Iteration 15Q (926.506868 sec): 3 clusters Score: Raw -328045.250611 + Penalty 2762.977825 = -325282.272786 nChanged 144 SP:Iteration 16Q (926.527911 sec): 3 clusters Score: Raw -328128.695322 + Penalty 2762.977825 = -325365.717497 nChanged 158 SP:Iteration 17Q (926.548588 sec): 3 clusters Score: Raw -328227.747428 + Penalty 2762.977825 = -325464.769603 nChanged 186 SP:Iteration 18Q (926.569430 sec): 3 clusters Score: Raw -328350.697522 + Penalty 2762.977825 = -325587.719697 nChanged 154 SP:Iteration 19Q (926.590451 sec): 3 clusters Score: Raw -328448.685231 + Penalty 2762.977825 = -325685.707406 nChanged 141 SP:Iteration 20F (926.611377 sec): 3 clusters Score: Raw -328530.462707 + Penalty 2762.977825 = -325767.484881 nChanged 100 SP:Iteration 21Q (926.631010 sec): 3 clusters Score: Raw -328589.138860 + Penalty 2762.977825 = -325826.161035 nChanged 98 SP:Iteration 22Q (926.651809 sec): 3 clusters Score: Raw -328646.469281 + Penalty 2762.977825 = -325883.491456 nChanged 84 SP:Iteration 23Q (926.672662 sec): 3 clusters Score: Raw -328696.451126 + Penalty 2762.977825 = -325933.473301 nChanged 76 SP:Iteration 24Q (926.693491 sec): 3 clusters Score: Raw -328739.218965 + Penalty 2762.977825 = -325976.241140 nChanged 64 SP:Iteration 25Q (926.714113 sec): 3 clusters Score: Raw -328778.881785 + Penalty 2762.977825 = -326015.903960 nChanged 53 SP:Iteration 26Q (926.734867 sec): 3 clusters Score: Raw -328812.566912 + Penalty 2762.977825 = -326049.589086 nChanged 47 SP:Iteration 27Q (926.763136 sec): 3 clusters Score: Raw -328842.041552 + Penalty 2762.977825 = -326079.063727 nChanged 31 SP:Iteration 28Q (926.783660 sec): 3 clusters Score: Raw -328859.901918 + Penalty 2762.977825 = -326096.924093 nChanged 26 SP:Iteration 29Q (926.804080 sec): 3 clusters Score: Raw -328875.642190 + Penalty 2762.977825 = -326112.664365 nChanged 22 SP:Iteration 30Q (926.824546 sec): 3 clusters Score: Raw -328890.976557 + Penalty 2762.977825 = -326127.998732 nChanged 19 SP:Iteration 31Q (926.845029 sec): 3 clusters Score: Raw -328899.805272 + Penalty 2762.977825 = -326136.827447 nChanged 12 SP:Iteration 32Q (926.865498 sec): 3 clusters Score: Raw -328906.781844 + Penalty 2762.977825 = -326143.804019 nChanged 9 SP:Iteration 33Q (926.885899 sec): 3 clusters Score: Raw -328909.796336 + Penalty 2762.977825 = -326146.818511 nChanged 6 SP:Iteration 34Q (926.906319 sec): 3 clusters Score: Raw -328912.637252 + Penalty 2762.977825 = -326149.659427 nChanged 6 SP:Iteration 35Q (926.926814 sec): 3 clusters Score: Raw -328917.074031 + Penalty 2762.977825 = -326154.096206 nChanged 7 SP:Iteration 36Q (926.947246 sec): 3 clusters Score: Raw -328923.056753 + Penalty 2762.977825 = -326160.078928 nChanged 12 SP:Iteration 37Q (926.967417 sec): 3 clusters Score: Raw -328931.518694 + Penalty 2762.977825 = -326168.540869 nChanged 11 SP:Iteration 38Q (926.992265 sec): 3 clusters Score: Raw -328939.022501 + Penalty 2762.977825 = -326176.044676 nChanged 6 SP:Iteration 39Q (927.012493 sec): 3 clusters Score: Raw -328941.998245 + Penalty 2762.977825 = -326179.020420 nChanged 3 SP:Iteration 40F (927.033069 sec): 3 clusters Score: Raw -328944.053737 + Penalty 2762.977825 = -326181.075912 nChanged 2 SP:Iteration 41Q (927.052832 sec): 3 clusters Score: Raw -328945.224322 + Penalty 2762.977825 = -326182.246497 nChanged 2 SP:Iteration 42Q (927.072993 sec): 3 clusters Score: Raw -328945.891251 + Penalty 2762.977825 = -326182.913426 nChanged 2 SP:Iteration 43Q (927.093123 sec): 3 clusters Score: Raw -328946.887705 + Penalty 2762.977825 = -326183.909880 nChanged 1 SP:Iteration 44Q (927.112448 sec): 3 clusters Score: Raw -328947.087258 + Penalty 2762.977825 = -326184.109433 nChanged 0 SP:Iteration 45F (927.133256 sec): 3 clusters Score: Raw -328947.087258 + Penalty 2762.977825 = -326184.109433 nChanged 0 Trying to split cluster 11 (7314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (927.154288 sec): 2 clusters Score: Raw -468431.706863 + Penalty 1445.851160 = -466985.855703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (927.179075 sec): 3 clusters Score: Raw -464422.775636 + Penalty 2891.702320 = -461531.073316 nChanged 3177 SP:Iteration 1F (927.232208 sec): 3 clusters Score: Raw -466169.670710 + Penalty 2891.702320 = -463277.968390 nChanged 557 SP:Iteration 2F (927.256385 sec): 3 clusters Score: Raw -466510.158226 + Penalty 2891.702320 = -463618.455907 nChanged 489 SP:Iteration 3F (927.280538 sec): 3 clusters Score: Raw -466837.729060 + Penalty 2891.702320 = -463946.026741 nChanged 439 SP:Iteration 4F (927.305104 sec): 3 clusters Score: Raw -467138.107755 + Penalty 2891.702320 = -464246.405435 nChanged 399 SP:Iteration 5F (927.329322 sec): 3 clusters Score: Raw -467437.183921 + Penalty 2891.702320 = -464545.481601 nChanged 362 SP:Iteration 6Q (927.353754 sec): 3 clusters Score: Raw -467709.705536 + Penalty 2891.702320 = -464818.003216 nChanged 376 SP:Iteration 7F (927.377917 sec): 3 clusters Score: Raw -467989.308437 + Penalty 2891.702320 = -465097.606117 nChanged 333 SP:Iteration 8Q (927.405019 sec): 3 clusters Score: Raw -468275.719394 + Penalty 2891.702320 = -465384.017075 nChanged 321 SP:Iteration 9Q (927.428890 sec): 3 clusters Score: Raw -468564.982965 + Penalty 2891.702320 = -465673.280645 nChanged 296 SP:Iteration 10Q (927.454502 sec): 3 clusters Score: Raw -468834.022531 + Penalty 2891.702320 = -465942.320212 nChanged 258 SP:Iteration 11Q (927.478033 sec): 3 clusters Score: Raw -469031.683392 + Penalty 2891.702320 = -466139.981072 nChanged 188 SP:Iteration 12Q (927.501518 sec): 3 clusters Score: Raw -469146.325894 + Penalty 2891.702320 = -466254.623574 nChanged 132 SP:Iteration 13Q (927.524731 sec): 3 clusters Score: Raw -469212.751141 + Penalty 2891.702320 = -466321.048822 nChanged 88 SP:Iteration 14Q (927.553621 sec): 3 clusters Score: Raw -469251.117607 + Penalty 2891.702320 = -466359.415288 nChanged 59 SP:Iteration 15Q (927.576562 sec): 3 clusters Score: Raw -469271.306214 + Penalty 2891.702320 = -466379.603895 nChanged 33 SP:Iteration 16Q (927.602552 sec): 3 clusters Score: Raw -469279.655872 + Penalty 2891.702320 = -466387.953552 nChanged 22 SP:Iteration 17Q (927.625547 sec): 3 clusters Score: Raw -469283.614359 + Penalty 2891.702320 = -466391.912040 nChanged 17 SP:Iteration 18Q (927.651866 sec): 3 clusters Score: Raw -469286.012762 + Penalty 2891.702320 = -466394.310443 nChanged 14 SP:Iteration 19Q (927.674924 sec): 3 clusters Score: Raw -469288.771081 + Penalty 2891.702320 = -466397.068762 nChanged 17 SP:Iteration 20F (927.701845 sec): 3 clusters Score: Raw -469292.609980 + Penalty 2891.702320 = -466400.907660 nChanged 20 SP:Iteration 21Q (927.724888 sec): 3 clusters Score: Raw -469296.819492 + Penalty 2891.702320 = -466405.117173 nChanged 23 SP:Iteration 22Q (927.750548 sec): 3 clusters Score: Raw -469302.012542 + Penalty 2891.702320 = -466410.310222 nChanged 25 SP:Iteration 23Q (927.773579 sec): 3 clusters Score: Raw -469306.145549 + Penalty 2891.702320 = -466414.443229 nChanged 19 SP:Iteration 24Q (927.800833 sec): 3 clusters Score: Raw -469309.763710 + Penalty 2891.702320 = -466418.061390 nChanged 27 SP:Iteration 25Q (927.823808 sec): 3 clusters Score: Raw -469316.936369 + Penalty 2891.702320 = -466425.234050 nChanged 21 SP:Iteration 26Q (927.849900 sec): 3 clusters Score: Raw -469323.100304 + Penalty 2891.702320 = -466431.397984 nChanged 24 SP:Iteration 27Q (927.872776 sec): 3 clusters Score: Raw -469328.515639 + Penalty 2891.702320 = -466436.813320 nChanged 21 SP:Iteration 28Q (927.899111 sec): 3 clusters Score: Raw -469333.950134 + Penalty 2891.702320 = -466442.247815 nChanged 18 SP:Iteration 29Q (927.922099 sec): 3 clusters Score: Raw -469337.318265 + Penalty 2891.702320 = -466445.615946 nChanged 19 SP:Iteration 30Q (927.949019 sec): 3 clusters Score: Raw -469342.424394 + Penalty 2891.702320 = -466450.722075 nChanged 24 SP:Iteration 31Q (927.971777 sec): 3 clusters Score: Raw -469348.842201 + Penalty 2891.702320 = -466457.139881 nChanged 25 SP:Iteration 32Q (927.998084 sec): 3 clusters Score: Raw -469354.199236 + Penalty 2891.702320 = -466462.496916 nChanged 24 SP:Iteration 33Q (928.020990 sec): 3 clusters Score: Raw -469359.078647 + Penalty 2891.702320 = -466467.376327 nChanged 23 SP:Iteration 34Q (928.047931 sec): 3 clusters Score: Raw -469363.924131 + Penalty 2891.702320 = -466472.221812 nChanged 21 SP:Iteration 35Q (928.070815 sec): 3 clusters Score: Raw -469368.070194 + Penalty 2891.702320 = -466476.367875 nChanged 17 SP:Iteration 36Q (928.097739 sec): 3 clusters Score: Raw -469372.154321 + Penalty 2891.702320 = -466480.452001 nChanged 23 SP:Iteration 37Q (928.120452 sec): 3 clusters Score: Raw -469376.955349 + Penalty 2891.702320 = -466485.253030 nChanged 15 SP:Iteration 38Q (928.146934 sec): 3 clusters Score: Raw -469379.426306 + Penalty 2891.702320 = -466487.723986 nChanged 13 SP:Iteration 39Q (928.169663 sec): 3 clusters Score: Raw -469381.685195 + Penalty 2891.702320 = -466489.982876 nChanged 11 SP:Iteration 40F (928.196773 sec): 3 clusters Score: Raw -469383.219046 + Penalty 2891.702320 = -466491.516726 nChanged 10 SP:Iteration 41Q (928.219696 sec): 3 clusters Score: Raw -469384.728450 + Penalty 2891.702320 = -466493.026130 nChanged 7 SP:Iteration 42Q (928.246438 sec): 3 clusters Score: Raw -469386.360621 + Penalty 2891.702320 = -466494.658302 nChanged 8 SP:Iteration 43Q (928.269135 sec): 3 clusters Score: Raw -469388.401891 + Penalty 2891.702320 = -466496.699571 nChanged 10 SP:Iteration 44Q (928.292122 sec): 3 clusters Score: Raw -469391.359646 + Penalty 2891.702320 = -466499.657326 nChanged 16 SP:Iteration 45Q (928.314957 sec): 3 clusters Score: Raw -469396.196770 + Penalty 2891.702320 = -466504.494451 nChanged 17 SP:Iteration 46Q (928.343247 sec): 3 clusters Score: Raw -469400.690902 + Penalty 2891.702320 = -466508.988582 nChanged 16 SP:Iteration 47Q (928.365871 sec): 3 clusters Score: Raw -469404.413599 + Penalty 2891.702320 = -466512.711279 nChanged 15 SP:Iteration 48Q (928.388746 sec): 3 clusters Score: Raw -469407.980487 + Penalty 2891.702320 = -466516.278167 nChanged 13 SP:Iteration 49Q (928.411645 sec): 3 clusters Score: Raw -469410.702538 + Penalty 2891.702320 = -466519.000218 nChanged 13 SP:Iteration 50Q (928.434313 sec): 3 clusters Score: Raw -469413.192697 + Penalty 2891.702320 = -466521.490377 nChanged 11 SP:Iteration 51Q (928.456796 sec): 3 clusters Score: Raw -469416.373621 + Penalty 2891.702320 = -466524.671301 nChanged 17 SP:Iteration 52Q (928.479417 sec): 3 clusters Score: Raw -469421.098170 + Penalty 2891.702320 = -466529.395850 nChanged 25 SP:Iteration 53Q (928.537782 sec): 3 clusters Score: Raw -469427.950629 + Penalty 2891.702320 = -466536.248309 nChanged 25 SP:Iteration 54Q (928.560499 sec): 3 clusters Score: Raw -469434.740530 + Penalty 2891.702320 = -466543.038210 nChanged 28 SP:Iteration 55Q (928.583225 sec): 3 clusters Score: Raw -469444.576733 + Penalty 2891.702320 = -466552.874414 nChanged 26 SP:Iteration 56Q (928.609494 sec): 3 clusters Score: Raw -469453.379006 + Penalty 2891.702320 = -466561.676686 nChanged 21 SP:Iteration 57Q (928.632110 sec): 3 clusters Score: Raw -469460.682753 + Penalty 2891.702320 = -466568.980433 nChanged 34 SP:Iteration 58Q (928.654532 sec): 3 clusters Score: Raw -469476.858759 + Penalty 2891.702320 = -466585.156440 nChanged 36 SP:Iteration 59Q (928.677382 sec): 3 clusters Score: Raw -469495.438404 + Penalty 2891.702320 = -466603.736084 nChanged 47 SP:Iteration 60F (928.701829 sec): 3 clusters Score: Raw -469520.917242 + Penalty 2891.702320 = -466629.214923 nChanged 54 SP:Iteration 61Q (928.724286 sec): 3 clusters Score: Raw -469550.768303 + Penalty 2891.702320 = -466659.065983 nChanged 47 SP:Iteration 62Q (928.746928 sec): 3 clusters Score: Raw -469573.074620 + Penalty 2891.702320 = -466681.372300 nChanged 47 SP:Iteration 63Q (928.769388 sec): 3 clusters Score: Raw -469599.980531 + Penalty 2891.702320 = -466708.278211 nChanged 38 SP:Iteration 64Q (928.792590 sec): 3 clusters Score: Raw -469621.910696 + Penalty 2891.702320 = -466730.208376 nChanged 34 SP:Iteration 65Q (928.814971 sec): 3 clusters Score: Raw -469637.814340 + Penalty 2891.702320 = -466746.112020 nChanged 25 SP:Iteration 66Q (928.837248 sec): 3 clusters Score: Raw -469646.545743 + Penalty 2891.702320 = -466754.843424 nChanged 23 SP:Iteration 67Q (928.859497 sec): 3 clusters Score: Raw -469653.751687 + Penalty 2891.702320 = -466762.049367 nChanged 22 SP:Iteration 68Q (928.881884 sec): 3 clusters Score: Raw -469660.471748 + Penalty 2891.702320 = -466768.769429 nChanged 22 SP:Iteration 69Q (928.904231 sec): 3 clusters Score: Raw -469667.110286 + Penalty 2891.702320 = -466775.407966 nChanged 23 SP:Iteration 70Q (928.926551 sec): 3 clusters Score: Raw -469673.842301 + Penalty 2891.702320 = -466782.139982 nChanged 11 SP:Iteration 71Q (928.948760 sec): 3 clusters Score: Raw -469676.946938 + Penalty 2891.702320 = -466785.244618 nChanged 15 SP:Iteration 72Q (928.970870 sec): 3 clusters Score: Raw -469680.531914 + Penalty 2891.702320 = -466788.829594 nChanged 11 SP:Iteration 73Q (928.992974 sec): 3 clusters Score: Raw -469683.016774 + Penalty 2891.702320 = -466791.314454 nChanged 9 SP:Iteration 74Q (929.015148 sec): 3 clusters Score: Raw -469684.847345 + Penalty 2891.702320 = -466793.145025 nChanged 7 SP:Iteration 75Q (929.072998 sec): 3 clusters Score: Raw -469686.307605 + Penalty 2891.702320 = -466794.605286 nChanged 7 SP:Iteration 76Q (929.114145 sec): 3 clusters Score: Raw -469687.976053 + Penalty 2891.702320 = -466796.273733 nChanged 5 SP:Iteration 77Q (929.149038 sec): 3 clusters Score: Raw -469689.288462 + Penalty 2891.702320 = -466797.586142 nChanged 7 SP:Iteration 78Q (929.171143 sec): 3 clusters Score: Raw -469690.465615 + Penalty 2891.702320 = -466798.763295 nChanged 4 SP:Iteration 79Q (929.193308 sec): 3 clusters Score: Raw -469690.971581 + Penalty 2891.702320 = -466799.269262 nChanged 3 SP:Iteration 80F (929.217188 sec): 3 clusters Score: Raw -469691.440307 + Penalty 2891.702320 = -466799.737987 nChanged 1 SP:Iteration 81Q (929.263631 sec): 3 clusters Score: Raw -469691.500930 + Penalty 2891.702320 = -466799.798611 nChanged 0 SP:Iteration 82F (929.311535 sec): 3 clusters Score: Raw -469691.500930 + Penalty 2891.702320 = -466799.798611 nChanged 0 Trying to split cluster 12 (1623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (929.326194 sec): 2 clusters Score: Raw -87146.743335 + Penalty 1201.205130 = -85945.538205 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (929.344087 sec): 3 clusters Score: Raw -86537.608934 + Penalty 2402.410259 = -84135.198675 nChanged 534 SP:Iteration 1F (929.352298 sec): 3 clusters Score: Raw -86947.697601 + Penalty 2402.410259 = -84545.287341 nChanged 131 SP:Iteration 2F (929.360570 sec): 3 clusters Score: Raw -87092.568795 + Penalty 2402.410259 = -84690.158535 nChanged 94 SP:Iteration 3F (929.368773 sec): 3 clusters Score: Raw -87197.439088 + Penalty 2402.410259 = -84795.028828 nChanged 84 SP:Iteration 4F (929.377067 sec): 3 clusters Score: Raw -87286.094932 + Penalty 2402.410259 = -84883.684673 nChanged 67 SP:Iteration 5Q (929.385260 sec): 3 clusters Score: Raw -87360.045665 + Penalty 2402.410259 = -84957.635406 nChanged 67 SP:Iteration 6Q (929.393368 sec): 3 clusters Score: Raw -87431.614889 + Penalty 2402.410259 = -85029.204629 nChanged 45 SP:Iteration 7Q (929.415480 sec): 3 clusters Score: Raw -87483.344243 + Penalty 2402.410259 = -85080.933984 nChanged 43 SP:Iteration 8Q (929.423679 sec): 3 clusters Score: Raw -87532.372428 + Penalty 2402.410259 = -85129.962168 nChanged 36 SP:Iteration 9Q (929.431878 sec): 3 clusters Score: Raw -87562.061499 + Penalty 2402.410259 = -85159.651240 nChanged 29 SP:Iteration 10Q (929.439998 sec): 3 clusters Score: Raw -87584.269244 + Penalty 2402.410259 = -85181.858984 nChanged 31 SP:Iteration 11Q (929.448112 sec): 3 clusters Score: Raw -87613.692178 + Penalty 2402.410259 = -85211.281918 nChanged 27 SP:Iteration 12Q (929.456225 sec): 3 clusters Score: Raw -87633.754451 + Penalty 2402.410259 = -85231.344192 nChanged 19 SP:Iteration 13Q (929.463603 sec): 3 clusters Score: Raw -87643.485439 + Penalty 2402.410259 = -85241.075180 nChanged 10 SP:Iteration 14Q (929.471641 sec): 3 clusters Score: Raw -87648.794063 + Penalty 2402.410259 = -85246.383803 nChanged 9 SP:Iteration 15Q (929.479737 sec): 3 clusters Score: Raw -87654.343024 + Penalty 2402.410259 = -85251.932765 nChanged 10 SP:Iteration 16Q (929.487810 sec): 3 clusters Score: Raw -87660.210186 + Penalty 2402.410259 = -85257.799927 nChanged 8 SP:Iteration 17Q (929.495846 sec): 3 clusters Score: Raw -87664.309851 + Penalty 2402.410259 = -85261.899591 nChanged 1 SP:Iteration 18Q (929.503931 sec): 3 clusters Score: Raw -87665.014061 + Penalty 2402.410259 = -85262.603802 nChanged 1 SP:Iteration 19Q (929.511999 sec): 3 clusters Score: Raw -87666.216860 + Penalty 2402.410259 = -85263.806601 nChanged 4 SP:Iteration 20F (929.525336 sec): 3 clusters Score: Raw -87668.957620 + Penalty 2402.410259 = -85266.547361 nChanged 6 SP:Iteration 21Q (929.533389 sec): 3 clusters Score: Raw -87672.241803 + Penalty 2402.410259 = -85269.831543 nChanged 8 SP:Iteration 22Q (929.541485 sec): 3 clusters Score: Raw -87678.630359 + Penalty 2402.410259 = -85276.220100 nChanged 5 SP:Iteration 23Q (929.549554 sec): 3 clusters Score: Raw -87683.191743 + Penalty 2402.410259 = -85280.781484 nChanged 4 SP:Iteration 24Q (929.557627 sec): 3 clusters Score: Raw -87685.786325 + Penalty 2402.410259 = -85283.376065 nChanged 0 SP:Iteration 25F (929.565868 sec): 3 clusters Score: Raw -87685.786325 + Penalty 2402.410259 = -85283.376065 nChanged 0 Trying to split cluster 13 (7172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (929.587258 sec): 2 clusters Score: Raw -493326.545138 + Penalty 1442.665223 = -491883.879914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (929.612436 sec): 3 clusters Score: Raw -489406.191081 + Penalty 2885.330446 = -486520.860634 nChanged 3019 SP:Iteration 1F (929.636869 sec): 3 clusters Score: Raw -491016.074094 + Penalty 2885.330446 = -488130.743648 nChanged 466 SP:Iteration 2F (929.661451 sec): 3 clusters Score: Raw -491261.440038 + Penalty 2885.330446 = -488376.109591 nChanged 404 SP:Iteration 3F (929.686300 sec): 3 clusters Score: Raw -491484.576703 + Penalty 2885.330446 = -488599.246256 nChanged 369 SP:Iteration 4F (929.711024 sec): 3 clusters Score: Raw -491693.962230 + Penalty 2885.330446 = -488808.631784 nChanged 354 SP:Iteration 5Q (929.735716 sec): 3 clusters Score: Raw -491919.139941 + Penalty 2885.330446 = -489033.809495 nChanged 350 SP:Iteration 6Q (929.760198 sec): 3 clusters Score: Raw -492158.301241 + Penalty 2885.330446 = -489272.970794 nChanged 349 SP:Iteration 7Q (929.784883 sec): 3 clusters Score: Raw -492418.031879 + Penalty 2885.330446 = -489532.701433 nChanged 331 SP:Iteration 8Q (929.809023 sec): 3 clusters Score: Raw -492672.183957 + Penalty 2885.330446 = -489786.853511 nChanged 303 SP:Iteration 9Q (929.833242 sec): 3 clusters Score: Raw -492933.074874 + Penalty 2885.330446 = -490047.744428 nChanged 236 SP:Iteration 10Q (929.856933 sec): 3 clusters Score: Raw -493147.718812 + Penalty 2885.330446 = -490262.388365 nChanged 159 SP:Iteration 11Q (929.903866 sec): 3 clusters Score: Raw -493301.368530 + Penalty 2885.330446 = -490416.038084 nChanged 93 SP:Iteration 12Q (929.927223 sec): 3 clusters Score: Raw -493386.057819 + Penalty 2885.330446 = -490500.727372 nChanged 55 SP:Iteration 13Q (929.949840 sec): 3 clusters Score: Raw -493442.229158 + Penalty 2885.330446 = -490556.898712 nChanged 23 SP:Iteration 14Q (929.976520 sec): 3 clusters Score: Raw -493463.449964 + Penalty 2885.330446 = -490578.119518 nChanged 19 SP:Iteration 15Q (929.998382 sec): 3 clusters Score: Raw -493482.645556 + Penalty 2885.330446 = -490597.315110 nChanged 7 SP:Iteration 16Q (930.025967 sec): 3 clusters Score: Raw -493493.429197 + Penalty 2885.330446 = -490608.098751 nChanged 6 SP:Iteration 17Q (930.047529 sec): 3 clusters Score: Raw -493503.626994 + Penalty 2885.330446 = -490618.296548 nChanged 8 SP:Iteration 18Q (930.074149 sec): 3 clusters Score: Raw -493516.230366 + Penalty 2885.330446 = -490630.899920 nChanged 8 SP:Iteration 19Q (930.095616 sec): 3 clusters Score: Raw -493524.741252 + Penalty 2885.330446 = -490639.410806 nChanged 5 SP:Iteration 20F (930.125384 sec): 3 clusters Score: Raw -493528.902656 + Penalty 2885.330446 = -490643.572209 nChanged 4 SP:Iteration 21Q (930.146962 sec): 3 clusters Score: Raw -493533.752427 + Penalty 2885.330446 = -490648.421980 nChanged 4 SP:Iteration 22Q (930.168700 sec): 3 clusters Score: Raw -493542.705868 + Penalty 2885.330446 = -490657.375421 nChanged 4 SP:Iteration 23Q (930.190174 sec): 3 clusters Score: Raw -493549.473952 + Penalty 2885.330446 = -490664.143506 nChanged 3 SP:Iteration 24Q (930.211696 sec): 3 clusters Score: Raw -493553.881816 + Penalty 2885.330446 = -490668.551369 nChanged 3 SP:Iteration 25Q (930.233268 sec): 3 clusters Score: Raw -493555.752506 + Penalty 2885.330446 = -490670.422060 nChanged 0 SP:Iteration 26F (930.257905 sec): 3 clusters Score: Raw -493555.752506 + Penalty 2885.330446 = -490670.422060 nChanged 0 Trying to split cluster 14 (20668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (930.294205 sec): 2 clusters Score: Raw -1382313.333650 + Penalty 1614.655557 = -1380698.678093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (930.340819 sec): 3 clusters Score: Raw -1369773.680298 + Penalty 3229.311114 = -1366544.369184 nChanged 9382 SP:Iteration 1F (930.384218 sec): 3 clusters Score: Raw -1374936.768857 + Penalty 3229.311114 = -1371707.457743 nChanged 1126 SP:Iteration 2F (930.433731 sec): 3 clusters Score: Raw -1375416.681181 + Penalty 3229.311114 = -1372187.370067 nChanged 1143 SP:Iteration 3F (930.478328 sec): 3 clusters Score: Raw -1375972.226953 + Penalty 3229.311114 = -1372742.915839 nChanged 1227 SP:Iteration 4F (930.531685 sec): 3 clusters Score: Raw -1376630.015387 + Penalty 3229.311114 = -1373400.704273 nChanged 1235 SP:Iteration 5F (930.583566 sec): 3 clusters Score: Raw -1377320.866263 + Penalty 3229.311114 = -1374091.555149 nChanged 1190 SP:Iteration 6F (930.626660 sec): 3 clusters Score: Raw -1378000.419585 + Penalty 3229.311114 = -1374771.108470 nChanged 1158 SP:Iteration 7F (930.698251 sec): 3 clusters Score: Raw -1378703.927495 + Penalty 3229.311114 = -1375474.616381 nChanged 1025 SP:Iteration 8Q (930.741690 sec): 3 clusters Score: Raw -1379307.065686 + Penalty 3229.311114 = -1376077.754572 nChanged 844 SP:Iteration 9Q (930.816729 sec): 3 clusters Score: Raw -1379728.680330 + Penalty 3229.311114 = -1376499.369216 nChanged 648 SP:Iteration 10Q (930.860206 sec): 3 clusters Score: Raw -1380048.237140 + Penalty 3229.311114 = -1376818.926026 nChanged 570 SP:Iteration 11Q (930.926175 sec): 3 clusters Score: Raw -1380327.794926 + Penalty 3229.311114 = -1377098.483812 nChanged 498 SP:Iteration 12Q (930.983209 sec): 3 clusters Score: Raw -1380574.218429 + Penalty 3229.311114 = -1377344.907315 nChanged 413 SP:Iteration 13Q (931.049588 sec): 3 clusters Score: Raw -1380793.069249 + Penalty 3229.311114 = -1377563.758135 nChanged 382 SP:Iteration 14Q (931.091240 sec): 3 clusters Score: Raw -1381010.370346 + Penalty 3229.311114 = -1377781.059232 nChanged 350 SP:Iteration 15Q (931.133197 sec): 3 clusters Score: Raw -1381197.921384 + Penalty 3229.311114 = -1377968.610270 nChanged 288 SP:Iteration 16Q (931.174604 sec): 3 clusters Score: Raw -1381357.413771 + Penalty 3229.311114 = -1378128.102657 nChanged 263 SP:Iteration 17Q (931.214956 sec): 3 clusters Score: Raw -1381493.131721 + Penalty 3229.311114 = -1378263.820607 nChanged 233 SP:Iteration 18Q (931.263974 sec): 3 clusters Score: Raw -1381611.769796 + Penalty 3229.311114 = -1378382.458682 nChanged 222 SP:Iteration 19Q (931.305423 sec): 3 clusters Score: Raw -1381715.328492 + Penalty 3229.311114 = -1378486.017377 nChanged 179 SP:Iteration 20F (931.348986 sec): 3 clusters Score: Raw -1381795.523340 + Penalty 3229.311114 = -1378566.212226 nChanged 158 SP:Iteration 21Q (931.388566 sec): 3 clusters Score: Raw -1381866.283161 + Penalty 3229.311114 = -1378636.972047 nChanged 158 SP:Iteration 22Q (931.427082 sec): 3 clusters Score: Raw -1381930.350220 + Penalty 3229.311114 = -1378701.039106 nChanged 137 SP:Iteration 23Q (931.466053 sec): 3 clusters Score: Raw -1381988.397427 + Penalty 3229.311114 = -1378759.086313 nChanged 114 SP:Iteration 24Q (931.504009 sec): 3 clusters Score: Raw -1382042.872789 + Penalty 3229.311114 = -1378813.561675 nChanged 124 SP:Iteration 25Q (931.542418 sec): 3 clusters Score: Raw -1382100.531749 + Penalty 3229.311114 = -1378871.220635 nChanged 110 SP:Iteration 26Q (931.580150 sec): 3 clusters Score: Raw -1382146.273115 + Penalty 3229.311114 = -1378916.962001 nChanged 97 SP:Iteration 27Q (931.617747 sec): 3 clusters Score: Raw -1382182.524072 + Penalty 3229.311114 = -1378953.212958 nChanged 78 SP:Iteration 28Q (931.655167 sec): 3 clusters Score: Raw -1382211.806373 + Penalty 3229.311114 = -1378982.495259 nChanged 67 SP:Iteration 29Q (931.692782 sec): 3 clusters Score: Raw -1382239.395515 + Penalty 3229.311114 = -1379010.084401 nChanged 69 SP:Iteration 30Q (931.730681 sec): 3 clusters Score: Raw -1382268.825768 + Penalty 3229.311114 = -1379039.514654 nChanged 55 SP:Iteration 31Q (931.768209 sec): 3 clusters Score: Raw -1382288.655956 + Penalty 3229.311114 = -1379059.344842 nChanged 44 SP:Iteration 32Q (931.805804 sec): 3 clusters Score: Raw -1382307.528622 + Penalty 3229.311114 = -1379078.217508 nChanged 47 SP:Iteration 33Q (931.843201 sec): 3 clusters Score: Raw -1382333.039278 + Penalty 3229.311114 = -1379103.728164 nChanged 49 SP:Iteration 34Q (931.880479 sec): 3 clusters Score: Raw -1382353.537899 + Penalty 3229.311114 = -1379124.226785 nChanged 37 SP:Iteration 35Q (931.922703 sec): 3 clusters Score: Raw -1382369.007982 + Penalty 3229.311114 = -1379139.696868 nChanged 38 SP:Iteration 36Q (931.965872 sec): 3 clusters Score: Raw -1382384.519268 + Penalty 3229.311114 = -1379155.208154 nChanged 42 SP:Iteration 37Q (932.012964 sec): 3 clusters Score: Raw -1382402.347891 + Penalty 3229.311114 = -1379173.036777 nChanged 35 SP:Iteration 38Q (932.049461 sec): 3 clusters Score: Raw -1382418.288258 + Penalty 3229.311114 = -1379188.977144 nChanged 30 SP:Iteration 39Q (932.086563 sec): 3 clusters Score: Raw -1382433.173569 + Penalty 3229.311114 = -1379203.862455 nChanged 26 SP:Iteration 40F (932.129839 sec): 3 clusters Score: Raw -1382448.221313 + Penalty 3229.311114 = -1379218.910199 nChanged 28 SP:Iteration 41Q (932.175045 sec): 3 clusters Score: Raw -1382461.723127 + Penalty 3229.311114 = -1379232.412013 nChanged 27 SP:Iteration 42Q (932.217752 sec): 3 clusters Score: Raw -1382474.811950 + Penalty 3229.311114 = -1379245.500836 nChanged 25 SP:Iteration 43Q (932.264809 sec): 3 clusters Score: Raw -1382488.026933 + Penalty 3229.311114 = -1379258.715819 nChanged 20 SP:Iteration 44Q (932.301634 sec): 3 clusters Score: Raw -1382496.754178 + Penalty 3229.311114 = -1379267.443063 nChanged 19 SP:Iteration 45Q (932.338479 sec): 3 clusters Score: Raw -1382505.038852 + Penalty 3229.311114 = -1379275.727738 nChanged 14 SP:Iteration 46Q (932.375136 sec): 3 clusters Score: Raw -1382514.696498 + Penalty 3229.311114 = -1379285.385384 nChanged 22 SP:Iteration 47Q (932.420612 sec): 3 clusters Score: Raw -1382530.881432 + Penalty 3229.311114 = -1379301.570317 nChanged 23 SP:Iteration 48Q (932.463919 sec): 3 clusters Score: Raw -1382544.388979 + Penalty 3229.311114 = -1379315.077865 nChanged 26 SP:Iteration 49Q (932.500374 sec): 3 clusters Score: Raw -1382558.657832 + Penalty 3229.311114 = -1379329.346717 nChanged 15 SP:Iteration 50Q (932.536864 sec): 3 clusters Score: Raw -1382568.268752 + Penalty 3229.311114 = -1379338.957638 nChanged 13 SP:Iteration 51Q (932.573505 sec): 3 clusters Score: Raw -1382575.544005 + Penalty 3229.311114 = -1379346.232891 nChanged 11 SP:Iteration 52Q (932.609790 sec): 3 clusters Score: Raw -1382582.247824 + Penalty 3229.311114 = -1379352.936710 nChanged 12 SP:Iteration 53Q (932.646075 sec): 3 clusters Score: Raw -1382588.289594 + Penalty 3229.311114 = -1379358.978480 nChanged 13 SP:Iteration 54Q (932.682466 sec): 3 clusters Score: Raw -1382594.196550 + Penalty 3229.311114 = -1379364.885436 nChanged 4 SP:Iteration 55Q (932.718392 sec): 3 clusters Score: Raw -1382597.202844 + Penalty 3229.311114 = -1379367.891730 nChanged 3 SP:Iteration 56Q (932.754226 sec): 3 clusters Score: Raw -1382599.862231 + Penalty 3229.311114 = -1379370.551117 nChanged 5 SP:Iteration 57Q (932.790671 sec): 3 clusters Score: Raw -1382602.274856 + Penalty 3229.311114 = -1379372.963742 nChanged 3 SP:Iteration 58Q (932.826525 sec): 3 clusters Score: Raw -1382603.767256 + Penalty 3229.311114 = -1379374.456142 nChanged 5 SP:Iteration 59Q (932.862430 sec): 3 clusters Score: Raw -1382606.090401 + Penalty 3229.311114 = -1379376.779287 nChanged 6 SP:Iteration 60F (932.905106 sec): 3 clusters Score: Raw -1382608.279001 + Penalty 3229.311114 = -1379378.967887 nChanged 0 Trying to split cluster 15 (11358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (932.929247 sec): 2 clusters Score: Raw -750171.658169 + Penalty 1517.372613 = -748654.285556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (932.973992 sec): 3 clusters Score: Raw -743613.173934 + Penalty 3034.745227 = -740578.428708 nChanged 4929 SP:Iteration 1F (933.002355 sec): 3 clusters Score: Raw -746471.409864 + Penalty 3034.745227 = -743436.664638 nChanged 721 SP:Iteration 2F (933.032524 sec): 3 clusters Score: Raw -746833.310637 + Penalty 3034.745227 = -743798.565411 nChanged 641 SP:Iteration 3F (933.097525 sec): 3 clusters Score: Raw -747213.258646 + Penalty 3034.745227 = -744178.513419 nChanged 634 SP:Iteration 4F (933.130123 sec): 3 clusters Score: Raw -747673.511617 + Penalty 3034.745227 = -744638.766391 nChanged 659 SP:Iteration 5F (933.161264 sec): 3 clusters Score: Raw -748182.201120 + Penalty 3034.745227 = -745147.455893 nChanged 681 SP:Iteration 6F (933.192049 sec): 3 clusters Score: Raw -748629.656714 + Penalty 3034.745227 = -745594.911487 nChanged 612 SP:Iteration 7F (933.222836 sec): 3 clusters Score: Raw -748988.980660 + Penalty 3034.745227 = -745954.235433 nChanged 525 SP:Iteration 8Q (933.253775 sec): 3 clusters Score: Raw -749247.322623 + Penalty 3034.745227 = -746212.577396 nChanged 429 SP:Iteration 9Q (933.283956 sec): 3 clusters Score: Raw -749434.687041 + Penalty 3034.745227 = -746399.941814 nChanged 339 SP:Iteration 10Q (933.314290 sec): 3 clusters Score: Raw -749551.924907 + Penalty 3034.745227 = -746517.179680 nChanged 263 SP:Iteration 11Q (933.368631 sec): 3 clusters Score: Raw -749641.391508 + Penalty 3034.745227 = -746606.646281 nChanged 221 SP:Iteration 12Q (933.398580 sec): 3 clusters Score: Raw -749715.649247 + Penalty 3034.745227 = -746680.904020 nChanged 198 SP:Iteration 13Q (933.465436 sec): 3 clusters Score: Raw -749772.561971 + Penalty 3034.745227 = -746737.816744 nChanged 153 SP:Iteration 14Q (933.502352 sec): 3 clusters Score: Raw -749816.070594 + Penalty 3034.745227 = -746781.325367 nChanged 137 SP:Iteration 15Q (933.570727 sec): 3 clusters Score: Raw -749852.188582 + Penalty 3034.745227 = -746817.443355 nChanged 126 SP:Iteration 16Q (933.633230 sec): 3 clusters Score: Raw -749876.832025 + Penalty 3034.745227 = -746842.086799 nChanged 96 SP:Iteration 17Q (933.667048 sec): 3 clusters Score: Raw -749892.410240 + Penalty 3034.745227 = -746857.665014 nChanged 81 SP:Iteration 18Q (933.729997 sec): 3 clusters Score: Raw -749905.309107 + Penalty 3034.745227 = -746870.563881 nChanged 59 SP:Iteration 19Q (933.784176 sec): 3 clusters Score: Raw -749914.813468 + Penalty 3034.745227 = -746880.068241 nChanged 52 SP:Iteration 20F (933.838599 sec): 3 clusters Score: Raw -749920.854349 + Penalty 3034.745227 = -746886.109122 nChanged 41 SP:Iteration 21Q (933.868656 sec): 3 clusters Score: Raw -749926.472220 + Penalty 3034.745227 = -746891.726993 nChanged 31 SP:Iteration 22Q (933.937724 sec): 3 clusters Score: Raw -749931.170388 + Penalty 3034.745227 = -746896.425162 nChanged 36 SP:Iteration 23Q (933.977711 sec): 3 clusters Score: Raw -749936.745632 + Penalty 3034.745227 = -746902.000405 nChanged 37 SP:Iteration 24Q (934.011823 sec): 3 clusters Score: Raw -749941.406744 + Penalty 3034.745227 = -746906.661517 nChanged 29 SP:Iteration 25Q (934.042237 sec): 3 clusters Score: Raw -749944.693435 + Penalty 3034.745227 = -746909.948208 nChanged 30 SP:Iteration 26Q (934.094655 sec): 3 clusters Score: Raw -749949.261102 + Penalty 3034.745227 = -746914.515876 nChanged 37 SP:Iteration 27Q (934.124493 sec): 3 clusters Score: Raw -749954.310581 + Penalty 3034.745227 = -746919.565355 nChanged 24 SP:Iteration 28Q (934.189709 sec): 3 clusters Score: Raw -749957.213677 + Penalty 3034.745227 = -746922.468450 nChanged 19 SP:Iteration 29Q (934.221157 sec): 3 clusters Score: Raw -749960.005871 + Penalty 3034.745227 = -746925.260645 nChanged 27 SP:Iteration 30Q (934.284678 sec): 3 clusters Score: Raw -749963.275168 + Penalty 3034.745227 = -746928.529941 nChanged 24 SP:Iteration 31Q (934.342649 sec): 3 clusters Score: Raw -749966.448864 + Penalty 3034.745227 = -746931.703637 nChanged 25 SP:Iteration 32Q (934.379243 sec): 3 clusters Score: Raw -749970.248930 + Penalty 3034.745227 = -746935.503703 nChanged 30 SP:Iteration 33Q (934.409322 sec): 3 clusters Score: Raw -749974.048472 + Penalty 3034.745227 = -746939.303245 nChanged 31 SP:Iteration 34Q (934.474214 sec): 3 clusters Score: Raw -749977.816241 + Penalty 3034.745227 = -746943.071014 nChanged 29 SP:Iteration 35Q (934.504289 sec): 3 clusters Score: Raw -749981.489725 + Penalty 3034.745227 = -746946.744499 nChanged 32 SP:Iteration 36Q (934.539748 sec): 3 clusters Score: Raw -749985.733145 + Penalty 3034.745227 = -746950.987918 nChanged 24 SP:Iteration 37Q (934.570157 sec): 3 clusters Score: Raw -749987.800007 + Penalty 3034.745227 = -746953.054780 nChanged 21 SP:Iteration 38Q (934.600497 sec): 3 clusters Score: Raw -749989.440866 + Penalty 3034.745227 = -746954.695639 nChanged 16 SP:Iteration 39Q (934.631107 sec): 3 clusters Score: Raw -749991.076557 + Penalty 3034.745227 = -746956.331330 nChanged 14 SP:Iteration 40F (934.661839 sec): 3 clusters Score: Raw -749992.821911 + Penalty 3034.745227 = -746958.076685 nChanged 17 SP:Iteration 41Q (934.692376 sec): 3 clusters Score: Raw -749994.959784 + Penalty 3034.745227 = -746960.214557 nChanged 15 SP:Iteration 42Q (934.722858 sec): 3 clusters Score: Raw -749996.318889 + Penalty 3034.745227 = -746961.573662 nChanged 17 SP:Iteration 43Q (934.753297 sec): 3 clusters Score: Raw -749998.266212 + Penalty 3034.745227 = -746963.520985 nChanged 20 SP:Iteration 44Q (934.783465 sec): 3 clusters Score: Raw -750000.491769 + Penalty 3034.745227 = -746965.746542 nChanged 21 SP:Iteration 45Q (934.814108 sec): 3 clusters Score: Raw -750002.734875 + Penalty 3034.745227 = -746967.989648 nChanged 16 SP:Iteration 46Q (934.844368 sec): 3 clusters Score: Raw -750004.209570 + Penalty 3034.745227 = -746969.464343 nChanged 9 SP:Iteration 47Q (934.874896 sec): 3 clusters Score: Raw -750005.045275 + Penalty 3034.745227 = -746970.300048 nChanged 9 SP:Iteration 48Q (934.905277 sec): 3 clusters Score: Raw -750005.973080 + Penalty 3034.745227 = -746971.227854 nChanged 11 SP:Iteration 49Q (934.935655 sec): 3 clusters Score: Raw -750007.643816 + Penalty 3034.745227 = -746972.898589 nChanged 11 SP:Iteration 50Q (934.966086 sec): 3 clusters Score: Raw -750008.886933 + Penalty 3034.745227 = -746974.141706 nChanged 5 SP:Iteration 51Q (934.996735 sec): 3 clusters Score: Raw -750009.361706 + Penalty 3034.745227 = -746974.616479 nChanged 2 SP:Iteration 52Q (935.026856 sec): 3 clusters Score: Raw -750009.476493 + Penalty 3034.745227 = -746974.731267 nChanged 2 SP:Iteration 53Q (935.057118 sec): 3 clusters Score: Raw -750009.549691 + Penalty 3034.745227 = -746974.804464 nChanged 0 SP:Iteration 54F (935.087936 sec): 3 clusters Score: Raw -750009.549691 + Penalty 3034.745227 = -746974.804464 nChanged 0 Trying to split cluster 16 (6659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (935.108239 sec): 2 clusters Score: Raw -437733.889963 + Penalty 1430.605248 = -436303.284715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (935.132501 sec): 3 clusters Score: Raw -434142.324922 + Penalty 2861.210496 = -431281.114426 nChanged 2805 SP:Iteration 1F (935.156275 sec): 3 clusters Score: Raw -435866.364836 + Penalty 2861.210496 = -433005.154341 nChanged 599 SP:Iteration 2F (935.179901 sec): 3 clusters Score: Raw -436440.519065 + Penalty 2861.210496 = -433579.308569 nChanged 598 SP:Iteration 3F (935.203533 sec): 3 clusters Score: Raw -437119.310548 + Penalty 2861.210496 = -434258.100053 nChanged 571 SP:Iteration 4F (935.227114 sec): 3 clusters Score: Raw -437844.057578 + Penalty 2861.210496 = -434982.847083 nChanged 524 SP:Iteration 5F (935.250800 sec): 3 clusters Score: Raw -438381.824567 + Penalty 2861.210496 = -435520.614072 nChanged 364 SP:Iteration 6F (935.274248 sec): 3 clusters Score: Raw -438660.188380 + Penalty 2861.210496 = -435798.977884 nChanged 266 SP:Iteration 7Q (935.298894 sec): 3 clusters Score: Raw -438810.740882 + Penalty 2861.210496 = -435949.530386 nChanged 172 SP:Iteration 8Q (935.322086 sec): 3 clusters Score: Raw -438885.561847 + Penalty 2861.210496 = -436024.351351 nChanged 116 SP:Iteration 9Q (935.345407 sec): 3 clusters Score: Raw -438925.919138 + Penalty 2861.210496 = -436064.708643 nChanged 75 SP:Iteration 10Q (935.368551 sec): 3 clusters Score: Raw -438944.408866 + Penalty 2861.210496 = -436083.198370 nChanged 47 SP:Iteration 11Q (935.391530 sec): 3 clusters Score: Raw -438957.295507 + Penalty 2861.210496 = -436096.085011 nChanged 37 SP:Iteration 12Q (935.446552 sec): 3 clusters Score: Raw -438964.047809 + Penalty 2861.210496 = -436102.837313 nChanged 27 SP:Iteration 13Q (935.469692 sec): 3 clusters Score: Raw -438969.443239 + Penalty 2861.210496 = -436108.232743 nChanged 22 SP:Iteration 14Q (935.492928 sec): 3 clusters Score: Raw -438972.486419 + Penalty 2861.210496 = -436111.275924 nChanged 16 SP:Iteration 15Q (935.550997 sec): 3 clusters Score: Raw -438975.638330 + Penalty 2861.210496 = -436114.427834 nChanged 23 SP:Iteration 16Q (935.574213 sec): 3 clusters Score: Raw -438980.492755 + Penalty 2861.210496 = -436119.282260 nChanged 20 SP:Iteration 17Q (935.597533 sec): 3 clusters Score: Raw -438983.713717 + Penalty 2861.210496 = -436122.503221 nChanged 18 SP:Iteration 18Q (935.620655 sec): 3 clusters Score: Raw -438986.070503 + Penalty 2861.210496 = -436124.860007 nChanged 12 SP:Iteration 19Q (935.643890 sec): 3 clusters Score: Raw -438987.561043 + Penalty 2861.210496 = -436126.350548 nChanged 7 SP:Iteration 20F (935.667753 sec): 3 clusters Score: Raw -438988.455110 + Penalty 2861.210496 = -436127.244614 nChanged 8 SP:Iteration 21Q (935.691113 sec): 3 clusters Score: Raw -438989.340214 + Penalty 2861.210496 = -436128.129719 nChanged 11 SP:Iteration 22Q (935.714343 sec): 3 clusters Score: Raw -438990.493337 + Penalty 2861.210496 = -436129.282841 nChanged 8 SP:Iteration 23Q (935.737742 sec): 3 clusters Score: Raw -438991.301159 + Penalty 2861.210496 = -436130.090663 nChanged 7 SP:Iteration 24Q (935.760823 sec): 3 clusters Score: Raw -438992.068947 + Penalty 2861.210496 = -436130.858452 nChanged 2 SP:Iteration 25Q (935.783778 sec): 3 clusters Score: Raw -438992.336573 + Penalty 2861.210496 = -436131.126078 nChanged 0 SP:Iteration 26F (935.807244 sec): 3 clusters Score: Raw -438992.336573 + Penalty 2861.210496 = -436131.126078 nChanged 0 Trying to split cluster 17 (2236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (935.822524 sec): 2 clusters Score: Raw -135119.445148 + Penalty 1253.272123 = -133866.173025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (935.834409 sec): 3 clusters Score: Raw -134189.689931 + Penalty 2506.544246 = -131683.145685 nChanged 760 SP:Iteration 1F (935.845625 sec): 3 clusters Score: Raw -134738.740245 + Penalty 2506.544246 = -132232.195999 nChanged 178 SP:Iteration 2F (935.856665 sec): 3 clusters Score: Raw -134897.900208 + Penalty 2506.544246 = -132391.355962 nChanged 124 SP:Iteration 3F (935.867792 sec): 3 clusters Score: Raw -134999.157021 + Penalty 2506.544246 = -132492.612775 nChanged 98 SP:Iteration 4Q (935.878947 sec): 3 clusters Score: Raw -135065.420563 + Penalty 2506.544246 = -132558.876317 nChanged 79 SP:Iteration 5Q (935.890083 sec): 3 clusters Score: Raw -135121.092562 + Penalty 2506.544246 = -132614.548316 nChanged 60 SP:Iteration 6Q (935.901069 sec): 3 clusters Score: Raw -135172.553782 + Penalty 2506.544246 = -132666.009536 nChanged 50 SP:Iteration 7Q (935.912085 sec): 3 clusters Score: Raw -135222.969500 + Penalty 2506.544246 = -132716.425254 nChanged 63 SP:Iteration 8Q (935.923004 sec): 3 clusters Score: Raw -135277.834153 + Penalty 2506.544246 = -132771.289907 nChanged 52 SP:Iteration 9Q (935.933971 sec): 3 clusters Score: Raw -135317.535854 + Penalty 2506.544246 = -132810.991607 nChanged 44 SP:Iteration 10Q (935.945087 sec): 3 clusters Score: Raw -135357.482893 + Penalty 2506.544246 = -132850.938646 nChanged 44 SP:Iteration 11Q (935.956032 sec): 3 clusters Score: Raw -135390.907460 + Penalty 2506.544246 = -132884.363214 nChanged 39 SP:Iteration 12Q (935.967062 sec): 3 clusters Score: Raw -135425.573274 + Penalty 2506.544246 = -132919.029027 nChanged 40 SP:Iteration 13Q (935.978090 sec): 3 clusters Score: Raw -135454.506020 + Penalty 2506.544246 = -132947.961774 nChanged 24 SP:Iteration 14Q (935.989060 sec): 3 clusters Score: Raw -135468.457132 + Penalty 2506.544246 = -132961.912886 nChanged 19 SP:Iteration 15Q (936.000051 sec): 3 clusters Score: Raw -135481.324428 + Penalty 2506.544246 = -132974.780182 nChanged 26 SP:Iteration 16Q (936.011053 sec): 3 clusters Score: Raw -135498.283945 + Penalty 2506.544246 = -132991.739699 nChanged 20 SP:Iteration 17Q (936.022005 sec): 3 clusters Score: Raw -135509.605709 + Penalty 2506.544246 = -133003.061463 nChanged 18 SP:Iteration 18Q (936.032978 sec): 3 clusters Score: Raw -135519.139453 + Penalty 2506.544246 = -133012.595207 nChanged 19 SP:Iteration 19Q (936.043843 sec): 3 clusters Score: Raw -135528.983402 + Penalty 2506.544246 = -133022.439156 nChanged 22 SP:Iteration 20F (936.054867 sec): 3 clusters Score: Raw -135544.880621 + Penalty 2506.544246 = -133038.336375 nChanged 11 SP:Iteration 21Q (936.065817 sec): 3 clusters Score: Raw -135552.313153 + Penalty 2506.544246 = -133045.768907 nChanged 10 SP:Iteration 22Q (936.076766 sec): 3 clusters Score: Raw -135556.767692 + Penalty 2506.544246 = -133050.223446 nChanged 12 SP:Iteration 23Q (936.087702 sec): 3 clusters Score: Raw -135562.846998 + Penalty 2506.544246 = -133056.302752 nChanged 9 SP:Iteration 24Q (936.098669 sec): 3 clusters Score: Raw -135566.221244 + Penalty 2506.544246 = -133059.676997 nChanged 6 SP:Iteration 25Q (936.109602 sec): 3 clusters Score: Raw -135568.825602 + Penalty 2506.544246 = -133062.281356 nChanged 5 SP:Iteration 26Q (936.120518 sec): 3 clusters Score: Raw -135572.758381 + Penalty 2506.544246 = -133066.214135 nChanged 6 SP:Iteration 27Q (936.131491 sec): 3 clusters Score: Raw -135575.291157 + Penalty 2506.544246 = -133068.746910 nChanged 6 SP:Iteration 28Q (936.142427 sec): 3 clusters Score: Raw -135577.867261 + Penalty 2506.544246 = -133071.323015 nChanged 11 SP:Iteration 29Q (936.153347 sec): 3 clusters Score: Raw -135583.559162 + Penalty 2506.544246 = -133077.014916 nChanged 7 SP:Iteration 30Q (936.164297 sec): 3 clusters Score: Raw -135588.859214 + Penalty 2506.544246 = -133082.314968 nChanged 10 SP:Iteration 31Q (936.175201 sec): 3 clusters Score: Raw -135593.360332 + Penalty 2506.544246 = -133086.816086 nChanged 9 SP:Iteration 32Q (936.220237 sec): 3 clusters Score: Raw -135598.436080 + Penalty 2506.544246 = -133091.891834 nChanged 11 SP:Iteration 33Q (936.271478 sec): 3 clusters Score: Raw -135603.010326 + Penalty 2506.544246 = -133096.466080 nChanged 6 SP:Iteration 34Q (936.323174 sec): 3 clusters Score: Raw -135606.049838 + Penalty 2506.544246 = -133099.505592 nChanged 7 SP:Iteration 35Q (936.380260 sec): 3 clusters Score: Raw -135609.129086 + Penalty 2506.544246 = -133102.584839 nChanged 3 SP:Iteration 36Q (936.436552 sec): 3 clusters Score: Raw -135610.222470 + Penalty 2506.544246 = -133103.678224 nChanged 1 SP:Iteration 37Q (936.488097 sec): 3 clusters Score: Raw -135610.487327 + Penalty 2506.544246 = -133103.943081 nChanged 1 SP:Iteration 38Q (936.528417 sec): 3 clusters Score: Raw -135610.792857 + Penalty 2506.544246 = -133104.248611 nChanged 1 SP:Iteration 39Q (936.574583 sec): 3 clusters Score: Raw -135611.023017 + Penalty 2506.544246 = -133104.478771 nChanged 0 SP:Iteration 40F (936.625429 sec): 3 clusters Score: Raw -135611.023017 + Penalty 2506.544246 = -133104.478771 nChanged 0 Trying to split cluster 18 (6536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (936.655830 sec): 2 clusters Score: Raw -438399.629538 + Penalty 1427.575603 = -436972.053934 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (936.679861 sec): 3 clusters Score: Raw -434886.609160 + Penalty 2855.151207 = -432031.457953 nChanged 2631 SP:Iteration 1F (936.703320 sec): 3 clusters Score: Raw -436395.141364 + Penalty 2855.151207 = -433539.990157 nChanged 407 SP:Iteration 2F (936.726892 sec): 3 clusters Score: Raw -436583.481256 + Penalty 2855.151207 = -433728.330049 nChanged 322 SP:Iteration 3Q (936.750692 sec): 3 clusters Score: Raw -436726.280054 + Penalty 2855.151207 = -433871.128847 nChanged 274 SP:Iteration 4Q (936.774264 sec): 3 clusters Score: Raw -436850.723326 + Penalty 2855.151207 = -433995.572119 nChanged 233 SP:Iteration 5Q (936.798019 sec): 3 clusters Score: Raw -436956.982283 + Penalty 2855.151207 = -434101.831076 nChanged 239 SP:Iteration 6Q (936.821448 sec): 3 clusters Score: Raw -437074.284583 + Penalty 2855.151207 = -434219.133376 nChanged 235 SP:Iteration 7Q (936.844768 sec): 3 clusters Score: Raw -437188.632548 + Penalty 2855.151207 = -434333.481341 nChanged 220 SP:Iteration 8Q (936.868142 sec): 3 clusters Score: Raw -437302.910477 + Penalty 2855.151207 = -434447.759271 nChanged 234 SP:Iteration 9Q (936.891675 sec): 3 clusters Score: Raw -437435.639457 + Penalty 2855.151207 = -434580.488250 nChanged 236 SP:Iteration 10Q (936.915251 sec): 3 clusters Score: Raw -437577.571441 + Penalty 2855.151207 = -434722.420234 nChanged 246 SP:Iteration 11Q (936.938810 sec): 3 clusters Score: Raw -437746.686136 + Penalty 2855.151207 = -434891.534929 nChanged 244 SP:Iteration 12Q (936.962223 sec): 3 clusters Score: Raw -437912.972869 + Penalty 2855.151207 = -435057.821662 nChanged 190 SP:Iteration 13Q (936.985664 sec): 3 clusters Score: Raw -438039.641227 + Penalty 2855.151207 = -435184.490020 nChanged 156 SP:Iteration 14Q (937.008788 sec): 3 clusters Score: Raw -438130.301870 + Penalty 2855.151207 = -435275.150663 nChanged 126 SP:Iteration 15Q (937.031761 sec): 3 clusters Score: Raw -438212.365215 + Penalty 2855.151207 = -435357.214008 nChanged 104 SP:Iteration 16Q (937.054291 sec): 3 clusters Score: Raw -438278.121797 + Penalty 2855.151207 = -435422.970590 nChanged 91 SP:Iteration 17Q (937.076832 sec): 3 clusters Score: Raw -438334.242489 + Penalty 2855.151207 = -435479.091283 nChanged 77 SP:Iteration 18Q (937.099312 sec): 3 clusters Score: Raw -438381.170049 + Penalty 2855.151207 = -435526.018842 nChanged 64 SP:Iteration 19Q (937.121590 sec): 3 clusters Score: Raw -438417.911628 + Penalty 2855.151207 = -435562.760421 nChanged 59 SP:Iteration 20F (937.145159 sec): 3 clusters Score: Raw -438453.575706 + Penalty 2855.151207 = -435598.424499 nChanged 56 SP:Iteration 21Q (937.166977 sec): 3 clusters Score: Raw -438486.511731 + Penalty 2855.151207 = -435631.360524 nChanged 42 SP:Iteration 22Q (937.188901 sec): 3 clusters Score: Raw -438508.523523 + Penalty 2855.151207 = -435653.372316 nChanged 35 SP:Iteration 23Q (937.210506 sec): 3 clusters Score: Raw -438525.188649 + Penalty 2855.151207 = -435670.037442 nChanged 23 SP:Iteration 24Q (937.232292 sec): 3 clusters Score: Raw -438533.926919 + Penalty 2855.151207 = -435678.775712 nChanged 12 SP:Iteration 25Q (937.254033 sec): 3 clusters Score: Raw -438538.597815 + Penalty 2855.151207 = -435683.446608 nChanged 12 SP:Iteration 26Q (937.275423 sec): 3 clusters Score: Raw -438544.261973 + Penalty 2855.151207 = -435689.110766 nChanged 21 SP:Iteration 27Q (937.296740 sec): 3 clusters Score: Raw -438555.182521 + Penalty 2855.151207 = -435700.031314 nChanged 17 SP:Iteration 28Q (937.318340 sec): 3 clusters Score: Raw -438565.013945 + Penalty 2855.151207 = -435709.862738 nChanged 16 SP:Iteration 29Q (937.339759 sec): 3 clusters Score: Raw -438572.681163 + Penalty 2855.151207 = -435717.529956 nChanged 15 SP:Iteration 30Q (937.361241 sec): 3 clusters Score: Raw -438580.128358 + Penalty 2855.151207 = -435724.977151 nChanged 9 SP:Iteration 31Q (937.382697 sec): 3 clusters Score: Raw -438583.194988 + Penalty 2855.151207 = -435728.043781 nChanged 9 SP:Iteration 32Q (937.404098 sec): 3 clusters Score: Raw -438587.667852 + Penalty 2855.151207 = -435732.516645 nChanged 10 SP:Iteration 33Q (937.425535 sec): 3 clusters Score: Raw -438594.573862 + Penalty 2855.151207 = -435739.422655 nChanged 12 SP:Iteration 34Q (937.446882 sec): 3 clusters Score: Raw -438600.607255 + Penalty 2855.151207 = -435745.456048 nChanged 11 SP:Iteration 35Q (937.467970 sec): 3 clusters Score: Raw -438604.489815 + Penalty 2855.151207 = -435749.338608 nChanged 3 SP:Iteration 36Q (937.489050 sec): 3 clusters Score: Raw -438605.432522 + Penalty 2855.151207 = -435750.281315 nChanged 3 SP:Iteration 37Q (937.510297 sec): 3 clusters Score: Raw -438606.343376 + Penalty 2855.151207 = -435751.192169 nChanged 4 SP:Iteration 38Q (937.531667 sec): 3 clusters Score: Raw -438607.910478 + Penalty 2855.151207 = -435752.759271 nChanged 6 SP:Iteration 39Q (937.552984 sec): 3 clusters Score: Raw -438610.663771 + Penalty 2855.151207 = -435755.512564 nChanged 7 SP:Iteration 40F (937.576715 sec): 3 clusters Score: Raw -438613.070934 + Penalty 2855.151207 = -435757.919727 nChanged 3 SP:Iteration 41Q (937.597833 sec): 3 clusters Score: Raw -438613.788454 + Penalty 2855.151207 = -435758.637247 nChanged 2 SP:Iteration 42Q (937.619010 sec): 3 clusters Score: Raw -438614.638889 + Penalty 2855.151207 = -435759.487682 nChanged 3 SP:Iteration 43Q (937.640248 sec): 3 clusters Score: Raw -438615.984885 + Penalty 2855.151207 = -435760.833678 nChanged 4 SP:Iteration 44Q (937.661630 sec): 3 clusters Score: Raw -438618.636745 + Penalty 2855.151207 = -435763.485538 nChanged 3 SP:Iteration 45Q (937.683057 sec): 3 clusters Score: Raw -438620.039115 + Penalty 2855.151207 = -435764.887908 nChanged 2 SP:Iteration 46Q (937.704314 sec): 3 clusters Score: Raw -438620.602956 + Penalty 2855.151207 = -435765.451749 nChanged 0 SP:Iteration 47F (937.728033 sec): 3 clusters Score: Raw -438620.602956 + Penalty 2855.151207 = -435765.451749 nChanged 0 Trying to split cluster 19 (15144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (937.757006 sec): 2 clusters Score: Raw -879605.079989 + Penalty 1564.120950 = -878040.959039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (937.793828 sec): 3 clusters Score: Raw -870752.956793 + Penalty 3128.241900 = -867624.714893 nChanged 6724 SP:Iteration 1F (937.829292 sec): 3 clusters Score: Raw -875107.892747 + Penalty 3128.241900 = -871979.650847 nChanged 1172 SP:Iteration 2F (937.864869 sec): 3 clusters Score: Raw -875921.857197 + Penalty 3128.241900 = -872793.615297 nChanged 1087 SP:Iteration 3F (937.900323 sec): 3 clusters Score: Raw -876659.415979 + Penalty 3128.241900 = -873531.174079 nChanged 1002 SP:Iteration 4F (937.940851 sec): 3 clusters Score: Raw -877357.663112 + Penalty 3128.241900 = -874229.421212 nChanged 895 SP:Iteration 5F (937.976323 sec): 3 clusters Score: Raw -877985.587863 + Penalty 3128.241900 = -874857.345963 nChanged 790 SP:Iteration 6F (938.011885 sec): 3 clusters Score: Raw -878505.281188 + Penalty 3128.241900 = -875377.039288 nChanged 609 SP:Iteration 7Q (938.047345 sec): 3 clusters Score: Raw -878834.887627 + Penalty 3128.241900 = -875706.645727 nChanged 481 SP:Iteration 8Q (938.082336 sec): 3 clusters Score: Raw -879050.484542 + Penalty 3128.241900 = -875922.242642 nChanged 370 SP:Iteration 9Q (938.117384 sec): 3 clusters Score: Raw -879196.031218 + Penalty 3128.241900 = -876067.789318 nChanged 302 SP:Iteration 10Q (938.152152 sec): 3 clusters Score: Raw -879304.430890 + Penalty 3128.241900 = -876176.188990 nChanged 254 SP:Iteration 11Q (938.186836 sec): 3 clusters Score: Raw -879389.076101 + Penalty 3128.241900 = -876260.834201 nChanged 207 SP:Iteration 12Q (938.221429 sec): 3 clusters Score: Raw -879471.273619 + Penalty 3128.241900 = -876343.031719 nChanged 199 SP:Iteration 13Q (938.255787 sec): 3 clusters Score: Raw -879545.477285 + Penalty 3128.241900 = -876417.235384 nChanged 195 SP:Iteration 14Q (938.290422 sec): 3 clusters Score: Raw -879626.236304 + Penalty 3128.241900 = -876497.994404 nChanged 233 SP:Iteration 15Q (938.324805 sec): 3 clusters Score: Raw -879736.787517 + Penalty 3128.241900 = -876608.545617 nChanged 251 SP:Iteration 16Q (938.359011 sec): 3 clusters Score: Raw -879877.154894 + Penalty 3128.241900 = -876748.912994 nChanged 269 SP:Iteration 17Q (938.393365 sec): 3 clusters Score: Raw -880041.446052 + Penalty 3128.241900 = -876913.204152 nChanged 301 SP:Iteration 18Q (938.428023 sec): 3 clusters Score: Raw -880228.569312 + Penalty 3128.241900 = -877100.327412 nChanged 304 SP:Iteration 19Q (938.462146 sec): 3 clusters Score: Raw -880402.868823 + Penalty 3128.241900 = -877274.626923 nChanged 285 SP:Iteration 20F (938.533081 sec): 3 clusters Score: Raw -880543.189779 + Penalty 3128.241900 = -877414.947879 nChanged 251 SP:Iteration 21Q (938.566742 sec): 3 clusters Score: Raw -880663.000262 + Penalty 3128.241900 = -877534.758362 nChanged 232 SP:Iteration 22Q (938.600591 sec): 3 clusters Score: Raw -880754.953628 + Penalty 3128.241900 = -877626.711728 nChanged 185 SP:Iteration 23Q (938.634208 sec): 3 clusters Score: Raw -880827.609235 + Penalty 3128.241900 = -877699.367335 nChanged 154 SP:Iteration 24Q (938.667593 sec): 3 clusters Score: Raw -880877.958677 + Penalty 3128.241900 = -877749.716776 nChanged 133 SP:Iteration 25Q (938.700793 sec): 3 clusters Score: Raw -880922.026569 + Penalty 3128.241900 = -877793.784668 nChanged 120 SP:Iteration 26Q (938.734012 sec): 3 clusters Score: Raw -880960.538202 + Penalty 3128.241900 = -877832.296302 nChanged 116 SP:Iteration 27Q (938.767242 sec): 3 clusters Score: Raw -880993.073319 + Penalty 3128.241900 = -877864.831419 nChanged 85 SP:Iteration 28Q (938.800357 sec): 3 clusters Score: Raw -881016.219502 + Penalty 3128.241900 = -877887.977602 nChanged 82 SP:Iteration 29Q (938.833293 sec): 3 clusters Score: Raw -881040.432234 + Penalty 3128.241900 = -877912.190334 nChanged 79 SP:Iteration 30Q (938.866001 sec): 3 clusters Score: Raw -881065.683844 + Penalty 3128.241900 = -877937.441943 nChanged 97 SP:Iteration 31Q (938.899275 sec): 3 clusters Score: Raw -881094.511663 + Penalty 3128.241900 = -877966.269763 nChanged 82 SP:Iteration 32Q (938.931970 sec): 3 clusters Score: Raw -881113.445090 + Penalty 3128.241900 = -877985.203190 nChanged 59 SP:Iteration 33Q (938.964405 sec): 3 clusters Score: Raw -881125.308971 + Penalty 3128.241900 = -877997.067071 nChanged 56 SP:Iteration 34Q (938.997044 sec): 3 clusters Score: Raw -881137.006580 + Penalty 3128.241900 = -878008.764680 nChanged 55 SP:Iteration 35Q (939.029434 sec): 3 clusters Score: Raw -881145.437509 + Penalty 3128.241900 = -878017.195609 nChanged 42 SP:Iteration 36Q (939.061843 sec): 3 clusters Score: Raw -881150.009816 + Penalty 3128.241900 = -878021.767916 nChanged 22 SP:Iteration 37Q (939.094458 sec): 3 clusters Score: Raw -881152.523270 + Penalty 3128.241900 = -878024.281370 nChanged 21 SP:Iteration 38Q (939.126703 sec): 3 clusters Score: Raw -881154.465115 + Penalty 3128.241900 = -878026.223215 nChanged 12 SP:Iteration 39Q (939.159062 sec): 3 clusters Score: Raw -881156.298581 + Penalty 3128.241900 = -878028.056681 nChanged 12 SP:Iteration 40F (939.194632 sec): 3 clusters Score: Raw -881158.068745 + Penalty 3128.241900 = -878029.826845 nChanged 15 SP:Iteration 41Q (939.227343 sec): 3 clusters Score: Raw -881159.896272 + Penalty 3128.241900 = -878031.654372 nChanged 11 SP:Iteration 42Q (939.259838 sec): 3 clusters Score: Raw -881161.061064 + Penalty 3128.241900 = -878032.819164 nChanged 10 SP:Iteration 43Q (939.292712 sec): 3 clusters Score: Raw -881161.872935 + Penalty 3128.241900 = -878033.631035 nChanged 8 SP:Iteration 44Q (939.325412 sec): 3 clusters Score: Raw -881162.415030 + Penalty 3128.241900 = -878034.173130 nChanged 13 SP:Iteration 45Q (939.358125 sec): 3 clusters Score: Raw -881163.350395 + Penalty 3128.241900 = -878035.108495 nChanged 10 SP:Iteration 46Q (939.390859 sec): 3 clusters Score: Raw -881163.896508 + Penalty 3128.241900 = -878035.654608 nChanged 6 SP:Iteration 47Q (939.423455 sec): 3 clusters Score: Raw -881164.165382 + Penalty 3128.241900 = -878035.923482 nChanged 4 SP:Iteration 48Q (939.455966 sec): 3 clusters Score: Raw -881164.460668 + Penalty 3128.241900 = -878036.218768 nChanged 7 SP:Iteration 49Q (939.488891 sec): 3 clusters Score: Raw -881164.875370 + Penalty 3128.241900 = -878036.633470 nChanged 4 SP:Iteration 50Q (939.521569 sec): 3 clusters Score: Raw -881165.228419 + Penalty 3128.241900 = -878036.986518 nChanged 1 SP:Iteration 51Q (939.553932 sec): 3 clusters Score: Raw -881165.271501 + Penalty 3128.241900 = -878037.029601 nChanged 0 SP:Iteration 52F (939.589667 sec): 3 clusters Score: Raw -881165.271501 + Penalty 3128.241900 = -878037.029601 nChanged 0 Trying to split cluster 20 (3605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (939.605905 sec): 2 clusters Score: Raw -237549.752633 + Penalty 1330.887521 = -236218.865112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (939.624698 sec): 3 clusters Score: Raw -235782.314182 + Penalty 2661.775041 = -233120.539140 nChanged 1390 SP:Iteration 1F (939.642225 sec): 3 clusters Score: Raw -236574.898429 + Penalty 2661.775041 = -233913.123388 nChanged 263 SP:Iteration 2F (939.659708 sec): 3 clusters Score: Raw -236735.762804 + Penalty 2661.775041 = -234073.987763 nChanged 200 SP:Iteration 3F (939.677204 sec): 3 clusters Score: Raw -236855.859041 + Penalty 2661.775041 = -234194.084000 nChanged 146 SP:Iteration 4Q (939.694888 sec): 3 clusters Score: Raw -236943.852108 + Penalty 2661.775041 = -234282.077066 nChanged 144 SP:Iteration 5Q (939.712518 sec): 3 clusters Score: Raw -237056.243273 + Penalty 2661.775041 = -234394.468232 nChanged 162 SP:Iteration 6Q (939.730217 sec): 3 clusters Score: Raw -237177.322461 + Penalty 2661.775041 = -234515.547420 nChanged 147 SP:Iteration 7Q (939.747645 sec): 3 clusters Score: Raw -237296.058005 + Penalty 2661.775041 = -234634.282964 nChanged 149 SP:Iteration 8Q (939.765200 sec): 3 clusters Score: Raw -237392.332237 + Penalty 2661.775041 = -234730.557196 nChanged 118 SP:Iteration 9Q (939.782686 sec): 3 clusters Score: Raw -237468.976069 + Penalty 2661.775041 = -234807.201028 nChanged 112 SP:Iteration 10Q (939.800190 sec): 3 clusters Score: Raw -237538.590536 + Penalty 2661.775041 = -234876.815495 nChanged 103 SP:Iteration 11Q (939.817496 sec): 3 clusters Score: Raw -237600.715207 + Penalty 2661.775041 = -234938.940165 nChanged 87 SP:Iteration 12Q (939.834948 sec): 3 clusters Score: Raw -237649.119427 + Penalty 2661.775041 = -234987.344386 nChanged 73 SP:Iteration 13Q (939.852193 sec): 3 clusters Score: Raw -237692.682713 + Penalty 2661.775041 = -235030.907672 nChanged 64 SP:Iteration 14Q (939.869410 sec): 3 clusters Score: Raw -237727.702071 + Penalty 2661.775041 = -235065.927030 nChanged 55 SP:Iteration 15Q (939.886650 sec): 3 clusters Score: Raw -237756.370405 + Penalty 2661.775041 = -235094.595364 nChanged 62 SP:Iteration 16Q (939.903863 sec): 3 clusters Score: Raw -237786.063604 + Penalty 2661.775041 = -235124.288563 nChanged 54 SP:Iteration 17Q (939.921051 sec): 3 clusters Score: Raw -237814.572846 + Penalty 2661.775041 = -235152.797804 nChanged 49 SP:Iteration 18Q (939.938412 sec): 3 clusters Score: Raw -237844.860683 + Penalty 2661.775041 = -235183.085642 nChanged 44 SP:Iteration 19Q (939.955576 sec): 3 clusters Score: Raw -237867.151448 + Penalty 2661.775041 = -235205.376407 nChanged 33 SP:Iteration 20F (939.973204 sec): 3 clusters Score: Raw -237882.879915 + Penalty 2661.775041 = -235221.104874 nChanged 26 SP:Iteration 21Q (939.990205 sec): 3 clusters Score: Raw -237896.324663 + Penalty 2661.775041 = -235234.549622 nChanged 37 SP:Iteration 22Q (940.007311 sec): 3 clusters Score: Raw -237916.388142 + Penalty 2661.775041 = -235254.613101 nChanged 34 SP:Iteration 23Q (940.024610 sec): 3 clusters Score: Raw -237933.853185 + Penalty 2661.775041 = -235272.078144 nChanged 39 SP:Iteration 24Q (940.041668 sec): 3 clusters Score: Raw -237954.765556 + Penalty 2661.775041 = -235292.990515 nChanged 39 SP:Iteration 25Q (940.058862 sec): 3 clusters Score: Raw -237973.835622 + Penalty 2661.775041 = -235312.060581 nChanged 40 SP:Iteration 26Q (940.075899 sec): 3 clusters Score: Raw -237992.769547 + Penalty 2661.775041 = -235330.994506 nChanged 30 SP:Iteration 27Q (940.092876 sec): 3 clusters Score: Raw -238006.788338 + Penalty 2661.775041 = -235345.013297 nChanged 29 SP:Iteration 28Q (940.144914 sec): 3 clusters Score: Raw -238017.056618 + Penalty 2661.775041 = -235355.281576 nChanged 12 SP:Iteration 29Q (940.193720 sec): 3 clusters Score: Raw -238020.834946 + Penalty 2661.775041 = -235359.059905 nChanged 3 SP:Iteration 30Q (940.210818 sec): 3 clusters Score: Raw -238022.245961 + Penalty 2661.775041 = -235360.470920 nChanged 6 SP:Iteration 31Q (940.227902 sec): 3 clusters Score: Raw -238024.492152 + Penalty 2661.775041 = -235362.717111 nChanged 7 SP:Iteration 32Q (940.244986 sec): 3 clusters Score: Raw -238026.878789 + Penalty 2661.775041 = -235365.103748 nChanged 5 SP:Iteration 33Q (940.261913 sec): 3 clusters Score: Raw -238027.941609 + Penalty 2661.775041 = -235366.166568 nChanged 4 SP:Iteration 34Q (940.278824 sec): 3 clusters Score: Raw -238029.727256 + Penalty 2661.775041 = -235367.952215 nChanged 6 SP:Iteration 35Q (940.295903 sec): 3 clusters Score: Raw -238032.119321 + Penalty 2661.775041 = -235370.344280 nChanged 1 SP:Iteration 36Q (940.312964 sec): 3 clusters Score: Raw -238032.434978 + Penalty 2661.775041 = -235370.659937 nChanged 2 SP:Iteration 37Q (940.330025 sec): 3 clusters Score: Raw -238032.741484 + Penalty 2661.775041 = -235370.966443 nChanged 0 SP:Iteration 38F (940.347649 sec): 3 clusters Score: Raw -238032.741484 + Penalty 2661.775041 = -235370.966443 nChanged 0 Trying to split cluster 21 (1655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (940.374065 sec): 2 clusters Score: Raw -105976.513522 + Penalty 1204.377897 = -104772.135625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (940.425421 sec): 3 clusters Score: Raw -105338.752202 + Penalty 2408.755794 = -102929.996409 nChanged 545 SP:Iteration 1F (940.433186 sec): 3 clusters Score: Raw -105703.185772 + Penalty 2408.755794 = -103294.429979 nChanged 130 SP:Iteration 2F (940.441433 sec): 3 clusters Score: Raw -105808.263340 + Penalty 2408.755794 = -103399.507546 nChanged 80 SP:Iteration 3Q (940.449757 sec): 3 clusters Score: Raw -105875.774206 + Penalty 2408.755794 = -103467.018413 nChanged 73 SP:Iteration 4Q (940.458071 sec): 3 clusters Score: Raw -105941.317454 + Penalty 2408.755794 = -103532.561660 nChanged 63 SP:Iteration 5Q (940.466326 sec): 3 clusters Score: Raw -106010.866153 + Penalty 2408.755794 = -103602.110359 nChanged 59 SP:Iteration 6Q (940.474551 sec): 3 clusters Score: Raw -106065.799536 + Penalty 2408.755794 = -103657.043743 nChanged 44 SP:Iteration 7Q (940.482802 sec): 3 clusters Score: Raw -106103.755770 + Penalty 2408.755794 = -103694.999977 nChanged 42 SP:Iteration 8Q (940.494025 sec): 3 clusters Score: Raw -106142.885447 + Penalty 2408.755794 = -103734.129654 nChanged 36 SP:Iteration 9Q (940.502269 sec): 3 clusters Score: Raw -106183.936771 + Penalty 2408.755794 = -103775.180978 nChanged 38 SP:Iteration 10Q (940.510495 sec): 3 clusters Score: Raw -106215.079984 + Penalty 2408.755794 = -103806.324190 nChanged 24 SP:Iteration 11Q (940.518620 sec): 3 clusters Score: Raw -106233.265966 + Penalty 2408.755794 = -103824.510172 nChanged 16 SP:Iteration 12Q (940.526840 sec): 3 clusters Score: Raw -106251.355105 + Penalty 2408.755794 = -103842.599311 nChanged 15 SP:Iteration 13Q (940.535028 sec): 3 clusters Score: Raw -106265.587600 + Penalty 2408.755794 = -103856.831806 nChanged 20 SP:Iteration 14Q (940.543123 sec): 3 clusters Score: Raw -106280.505653 + Penalty 2408.755794 = -103871.749860 nChanged 20 SP:Iteration 15Q (940.551283 sec): 3 clusters Score: Raw -106300.763500 + Penalty 2408.755794 = -103892.007706 nChanged 20 SP:Iteration 16Q (940.559392 sec): 3 clusters Score: Raw -106317.441544 + Penalty 2408.755794 = -103908.685750 nChanged 17 SP:Iteration 17Q (940.567448 sec): 3 clusters Score: Raw -106331.276665 + Penalty 2408.755794 = -103922.520872 nChanged 16 SP:Iteration 18Q (940.575563 sec): 3 clusters Score: Raw -106345.252332 + Penalty 2408.755794 = -103936.496538 nChanged 13 SP:Iteration 19Q (940.583602 sec): 3 clusters Score: Raw -106351.866682 + Penalty 2408.755794 = -103943.110889 nChanged 8 SP:Iteration 20F (940.591897 sec): 3 clusters Score: Raw -106356.495551 + Penalty 2408.755794 = -103947.739758 nChanged 6 SP:Iteration 21Q (940.599965 sec): 3 clusters Score: Raw -106359.328837 + Penalty 2408.755794 = -103950.573043 nChanged 3 SP:Iteration 22Q (940.608019 sec): 3 clusters Score: Raw -106360.166574 + Penalty 2408.755794 = -103951.410780 nChanged 1 SP:Iteration 23Q (940.616150 sec): 3 clusters Score: Raw -106361.676387 + Penalty 2408.755794 = -103952.920593 nChanged 3 SP:Iteration 24Q (940.624221 sec): 3 clusters Score: Raw -106364.415649 + Penalty 2408.755794 = -103955.659856 nChanged 5 SP:Iteration 25Q (940.632263 sec): 3 clusters Score: Raw -106366.895442 + Penalty 2408.755794 = -103958.139648 nChanged 3 SP:Iteration 26Q (940.640379 sec): 3 clusters Score: Raw -106368.667054 + Penalty 2408.755794 = -103959.911260 nChanged 0 SP:Iteration 27F (940.648648 sec): 3 clusters Score: Raw -106368.667054 + Penalty 2408.755794 = -103959.911260 nChanged 0 Trying to split cluster 22 (6873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (940.669273 sec): 2 clusters Score: Raw -415733.005928 + Penalty 1435.745345 = -414297.260583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (940.693411 sec): 3 clusters Score: Raw -411972.570228 + Penalty 2871.490691 = -409101.079537 nChanged 2881 SP:Iteration 1F (940.716818 sec): 3 clusters Score: Raw -413602.259567 + Penalty 2871.490691 = -410730.768876 nChanged 466 SP:Iteration 2F (940.740320 sec): 3 clusters Score: Raw -413821.163181 + Penalty 2871.490691 = -410949.672490 nChanged 339 SP:Iteration 3Q (940.764135 sec): 3 clusters Score: Raw -413973.794754 + Penalty 2871.490691 = -411102.304064 nChanged 270 SP:Iteration 4Q (940.787922 sec): 3 clusters Score: Raw -414111.052519 + Penalty 2871.490691 = -411239.561828 nChanged 263 SP:Iteration 5Q (940.811414 sec): 3 clusters Score: Raw -414247.056056 + Penalty 2871.490691 = -411375.565366 nChanged 249 SP:Iteration 6Q (940.835052 sec): 3 clusters Score: Raw -414362.974657 + Penalty 2871.490691 = -411491.483967 nChanged 207 SP:Iteration 7Q (940.858781 sec): 3 clusters Score: Raw -414466.559604 + Penalty 2871.490691 = -411595.068913 nChanged 212 SP:Iteration 8Q (940.882206 sec): 3 clusters Score: Raw -414579.770660 + Penalty 2871.490691 = -411708.279970 nChanged 218 SP:Iteration 9Q (940.905560 sec): 3 clusters Score: Raw -414698.190634 + Penalty 2871.490691 = -411826.699944 nChanged 213 SP:Iteration 10Q (940.928885 sec): 3 clusters Score: Raw -414816.035137 + Penalty 2871.490691 = -411944.544446 nChanged 244 SP:Iteration 11Q (940.952223 sec): 3 clusters Score: Raw -414958.310480 + Penalty 2871.490691 = -412086.819789 nChanged 210 SP:Iteration 12Q (940.975605 sec): 3 clusters Score: Raw -415097.363991 + Penalty 2871.490691 = -412225.873300 nChanged 208 SP:Iteration 13Q (940.998863 sec): 3 clusters Score: Raw -415240.428158 + Penalty 2871.490691 = -412368.937467 nChanged 168 SP:Iteration 14Q (941.021877 sec): 3 clusters Score: Raw -415350.170031 + Penalty 2871.490691 = -412478.679340 nChanged 144 SP:Iteration 15Q (941.044831 sec): 3 clusters Score: Raw -415463.942405 + Penalty 2871.490691 = -412592.451715 nChanged 134 SP:Iteration 16Q (941.067435 sec): 3 clusters Score: Raw -415578.124970 + Penalty 2871.490691 = -412706.634279 nChanged 126 SP:Iteration 17Q (941.089940 sec): 3 clusters Score: Raw -415659.457872 + Penalty 2871.490691 = -412787.967181 nChanged 90 SP:Iteration 18Q (941.112143 sec): 3 clusters Score: Raw -415712.729515 + Penalty 2871.490691 = -412841.238824 nChanged 65 SP:Iteration 19Q (941.134371 sec): 3 clusters Score: Raw -415751.665241 + Penalty 2871.490691 = -412880.174550 nChanged 56 SP:Iteration 20F (941.157511 sec): 3 clusters Score: Raw -415784.268780 + Penalty 2871.490691 = -412912.778089 nChanged 39 SP:Iteration 21Q (941.179341 sec): 3 clusters Score: Raw -415805.140043 + Penalty 2871.490691 = -412933.649352 nChanged 33 SP:Iteration 22Q (941.201344 sec): 3 clusters Score: Raw -415823.513641 + Penalty 2871.490691 = -412952.022951 nChanged 20 SP:Iteration 23Q (941.223043 sec): 3 clusters Score: Raw -415838.029067 + Penalty 2871.490691 = -412966.538376 nChanged 24 SP:Iteration 24Q (941.244748 sec): 3 clusters Score: Raw -415852.865204 + Penalty 2871.490691 = -412981.374513 nChanged 23 SP:Iteration 25Q (941.266486 sec): 3 clusters Score: Raw -415864.914448 + Penalty 2871.490691 = -412993.423757 nChanged 21 SP:Iteration 26Q (941.288509 sec): 3 clusters Score: Raw -415875.609709 + Penalty 2871.490691 = -413004.119018 nChanged 15 SP:Iteration 27Q (941.310142 sec): 3 clusters Score: Raw -415887.906248 + Penalty 2871.490691 = -413016.415557 nChanged 16 SP:Iteration 28Q (941.331679 sec): 3 clusters Score: Raw -415898.198367 + Penalty 2871.490691 = -413026.707676 nChanged 16 SP:Iteration 29Q (941.353501 sec): 3 clusters Score: Raw -415908.719347 + Penalty 2871.490691 = -413037.228657 nChanged 15 SP:Iteration 30Q (941.394666 sec): 3 clusters Score: Raw -415917.828137 + Penalty 2871.490691 = -413046.337447 nChanged 15 SP:Iteration 31Q (941.416150 sec): 3 clusters Score: Raw -415925.682806 + Penalty 2871.490691 = -413054.192116 nChanged 12 SP:Iteration 32Q (941.437579 sec): 3 clusters Score: Raw -415932.734261 + Penalty 2871.490691 = -413061.243570 nChanged 7 SP:Iteration 33Q (941.458955 sec): 3 clusters Score: Raw -415938.024044 + Penalty 2871.490691 = -413066.533354 nChanged 9 SP:Iteration 34Q (941.480394 sec): 3 clusters Score: Raw -415944.149662 + Penalty 2871.490691 = -413072.658972 nChanged 8 SP:Iteration 35Q (941.501925 sec): 3 clusters Score: Raw -415948.359913 + Penalty 2871.490691 = -413076.869223 nChanged 8 SP:Iteration 36Q (941.523322 sec): 3 clusters Score: Raw -415952.942241 + Penalty 2871.490691 = -413081.451551 nChanged 5 SP:Iteration 37Q (941.544952 sec): 3 clusters Score: Raw -415954.634275 + Penalty 2871.490691 = -413083.143585 nChanged 4 SP:Iteration 38Q (941.566649 sec): 3 clusters Score: Raw -415956.054562 + Penalty 2871.490691 = -413084.563872 nChanged 3 SP:Iteration 39Q (941.588130 sec): 3 clusters Score: Raw -415957.533140 + Penalty 2871.490691 = -413086.042450 nChanged 0 SP:Iteration 40F (941.611896 sec): 3 clusters Score: Raw -415957.533140 + Penalty 2871.490691 = -413086.042450 nChanged 0 Trying to split cluster 23 (39466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (941.670645 sec): 2 clusters Score: Raw -2650216.240669 + Penalty 1719.769158 = -2648496.471510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (941.748510 sec): 3 clusters Score: Raw -2625447.777146 + Penalty 3439.538317 = -2622008.238829 nChanged 18432 SP:Iteration 1F (941.820701 sec): 3 clusters Score: Raw -2635836.455578 + Penalty 3439.538317 = -2632396.917262 nChanged 1564 SP:Iteration 2Q (941.932059 sec): 3 clusters Score: Raw -2636281.643650 + Penalty 3439.538317 = -2632842.105333 nChanged 1497 SP:Iteration 3Q (942.014638 sec): 3 clusters Score: Raw -2636750.811111 + Penalty 3439.538317 = -2633311.272795 nChanged 1508 SP:Iteration 4Q (942.089119 sec): 3 clusters Score: Raw -2637312.020265 + Penalty 3439.538317 = -2633872.481949 nChanged 1677 SP:Iteration 5Q (942.163943 sec): 3 clusters Score: Raw -2638082.811224 + Penalty 3439.538317 = -2634643.272908 nChanged 1983 SP:Iteration 6F (942.251546 sec): 3 clusters Score: Raw -2639205.251734 + Penalty 3439.538317 = -2635765.713417 nChanged 2277 SP:Iteration 7F (942.323174 sec): 3 clusters Score: Raw -2640734.848922 + Penalty 3439.538317 = -2637295.310605 nChanged 2519 SP:Iteration 8F (942.394923 sec): 3 clusters Score: Raw -2642579.134381 + Penalty 3439.538317 = -2639139.596064 nChanged 2409 SP:Iteration 9F (942.494057 sec): 3 clusters Score: Raw -2644250.787284 + Penalty 3439.538317 = -2640811.248968 nChanged 2049 SP:Iteration 10F (942.594293 sec): 3 clusters Score: Raw -2645479.205452 + Penalty 3439.538317 = -2642039.667135 nChanged 1665 SP:Iteration 11Q (942.674789 sec): 3 clusters Score: Raw -2646330.763094 + Penalty 3439.538317 = -2642891.224777 nChanged 1374 SP:Iteration 12Q (942.748793 sec): 3 clusters Score: Raw -2647013.711824 + Penalty 3439.538317 = -2643574.173507 nChanged 1186 SP:Iteration 13Q (942.819343 sec): 3 clusters Score: Raw -2647581.182319 + Penalty 3439.538317 = -2644141.644002 nChanged 1037 SP:Iteration 14Q (942.919942 sec): 3 clusters Score: Raw -2648062.963766 + Penalty 3439.538317 = -2644623.425449 nChanged 928 SP:Iteration 15Q (943.027461 sec): 3 clusters Score: Raw -2648470.256462 + Penalty 3439.538317 = -2645030.718145 nChanged 792 SP:Iteration 16Q (943.105636 sec): 3 clusters Score: Raw -2648811.092092 + Penalty 3439.538317 = -2645371.553775 nChanged 714 SP:Iteration 17Q (943.173696 sec): 3 clusters Score: Raw -2649129.267344 + Penalty 3439.538317 = -2645689.729027 nChanged 633 SP:Iteration 18Q (943.240084 sec): 3 clusters Score: Raw -2649425.050553 + Penalty 3439.538317 = -2645985.512236 nChanged 562 SP:Iteration 19Q (943.305767 sec): 3 clusters Score: Raw -2649681.509251 + Penalty 3439.538317 = -2646241.970934 nChanged 497 SP:Iteration 20F (943.376074 sec): 3 clusters Score: Raw -2649916.624648 + Penalty 3439.538317 = -2646477.086331 nChanged 457 SP:Iteration 21Q (943.441998 sec): 3 clusters Score: Raw -2650131.023120 + Penalty 3439.538317 = -2646691.484804 nChanged 373 SP:Iteration 22Q (943.539548 sec): 3 clusters Score: Raw -2650288.868610 + Penalty 3439.538317 = -2646849.330294 nChanged 302 SP:Iteration 23Q (943.628902 sec): 3 clusters Score: Raw -2650408.488083 + Penalty 3439.538317 = -2646968.949766 nChanged 266 SP:Iteration 24Q (943.692634 sec): 3 clusters Score: Raw -2650504.903889 + Penalty 3439.538317 = -2647065.365572 nChanged 247 SP:Iteration 25Q (943.755460 sec): 3 clusters Score: Raw -2650592.282101 + Penalty 3439.538317 = -2647152.743784 nChanged 206 SP:Iteration 26Q (943.818692 sec): 3 clusters Score: Raw -2650662.384239 + Penalty 3439.538317 = -2647222.845923 nChanged 166 SP:Iteration 27Q (943.915728 sec): 3 clusters Score: Raw -2650710.387436 + Penalty 3439.538317 = -2647270.849119 nChanged 166 SP:Iteration 28Q (944.014588 sec): 3 clusters Score: Raw -2650753.752582 + Penalty 3439.538317 = -2647314.214265 nChanged 134 SP:Iteration 29Q (944.109201 sec): 3 clusters Score: Raw -2650788.338037 + Penalty 3439.538317 = -2647348.799720 nChanged 111 SP:Iteration 30Q (944.209630 sec): 3 clusters Score: Raw -2650811.560150 + Penalty 3439.538317 = -2647372.021833 nChanged 88 SP:Iteration 31Q (944.302966 sec): 3 clusters Score: Raw -2650827.257118 + Penalty 3439.538317 = -2647387.718801 nChanged 76 SP:Iteration 32Q (944.364732 sec): 3 clusters Score: Raw -2650841.773275 + Penalty 3439.538317 = -2647402.234958 nChanged 80 SP:Iteration 33Q (944.427129 sec): 3 clusters Score: Raw -2650858.108170 + Penalty 3439.538317 = -2647418.569853 nChanged 83 SP:Iteration 34Q (944.512305 sec): 3 clusters Score: Raw -2650876.175153 + Penalty 3439.538317 = -2647436.636837 nChanged 78 SP:Iteration 35Q (944.573569 sec): 3 clusters Score: Raw -2650893.290911 + Penalty 3439.538317 = -2647453.752594 nChanged 68 SP:Iteration 36Q (944.634865 sec): 3 clusters Score: Raw -2650907.279423 + Penalty 3439.538317 = -2647467.741106 nChanged 58 SP:Iteration 37Q (944.696097 sec): 3 clusters Score: Raw -2650917.669237 + Penalty 3439.538317 = -2647478.130921 nChanged 46 SP:Iteration 38Q (944.757164 sec): 3 clusters Score: Raw -2650925.104807 + Penalty 3439.538317 = -2647485.566491 nChanged 48 SP:Iteration 39Q (944.818008 sec): 3 clusters Score: Raw -2650932.221107 + Penalty 3439.538317 = -2647492.682791 nChanged 31 SP:Iteration 40F (944.888270 sec): 3 clusters Score: Raw -2650937.779246 + Penalty 3439.538317 = -2647498.240929 nChanged 43 SP:Iteration 41Q (944.950843 sec): 3 clusters Score: Raw -2650945.320007 + Penalty 3439.538317 = -2647505.781691 nChanged 27 SP:Iteration 42Q (945.011875 sec): 3 clusters Score: Raw -2650949.184607 + Penalty 3439.538317 = -2647509.646291 nChanged 31 SP:Iteration 43Q (945.072884 sec): 3 clusters Score: Raw -2650954.342301 + Penalty 3439.538317 = -2647514.803984 nChanged 32 SP:Iteration 44Q (945.133705 sec): 3 clusters Score: Raw -2650958.319249 + Penalty 3439.538317 = -2647518.780933 nChanged 27 SP:Iteration 45Q (945.194699 sec): 3 clusters Score: Raw -2650962.008383 + Penalty 3439.538317 = -2647522.470066 nChanged 20 SP:Iteration 46Q (945.255418 sec): 3 clusters Score: Raw -2650965.514565 + Penalty 3439.538317 = -2647525.976248 nChanged 23 SP:Iteration 47Q (945.316406 sec): 3 clusters Score: Raw -2650969.389876 + Penalty 3439.538317 = -2647529.851559 nChanged 25 SP:Iteration 48Q (945.412776 sec): 3 clusters Score: Raw -2650973.045444 + Penalty 3439.538317 = -2647533.507128 nChanged 25 SP:Iteration 49Q (945.474167 sec): 3 clusters Score: Raw -2650976.806092 + Penalty 3439.538317 = -2647537.267775 nChanged 23 SP:Iteration 50Q (945.534875 sec): 3 clusters Score: Raw -2650980.923785 + Penalty 3439.538317 = -2647541.385468 nChanged 30 SP:Iteration 51Q (945.595820 sec): 3 clusters Score: Raw -2650985.869610 + Penalty 3439.538317 = -2647546.331294 nChanged 29 SP:Iteration 52Q (945.656536 sec): 3 clusters Score: Raw -2650990.803414 + Penalty 3439.538317 = -2647551.265098 nChanged 24 SP:Iteration 53Q (945.717194 sec): 3 clusters Score: Raw -2650994.043944 + Penalty 3439.538317 = -2647554.505627 nChanged 18 SP:Iteration 54Q (945.777883 sec): 3 clusters Score: Raw -2650995.738218 + Penalty 3439.538317 = -2647556.199901 nChanged 11 SP:Iteration 55Q (945.863783 sec): 3 clusters Score: Raw -2650997.301587 + Penalty 3439.538317 = -2647557.763271 nChanged 11 SP:Iteration 56Q (945.953529 sec): 3 clusters Score: Raw -2650998.954284 + Penalty 3439.538317 = -2647559.415967 nChanged 12 SP:Iteration 57Q (946.040909 sec): 3 clusters Score: Raw -2650999.932284 + Penalty 3439.538317 = -2647560.393967 nChanged 11 SP:Iteration 58Q (946.102298 sec): 3 clusters Score: Raw -2651001.003356 + Penalty 3439.538317 = -2647561.465039 nChanged 7 SP:Iteration 59Q (946.162952 sec): 3 clusters Score: Raw -2651001.769989 + Penalty 3439.538317 = -2647562.231672 nChanged 6 SP:Iteration 60F (946.233143 sec): 3 clusters Score: Raw -2651002.459760 + Penalty 3439.538317 = -2647562.921443 nChanged 3 SP:Iteration 61Q (946.295630 sec): 3 clusters Score: Raw -2651002.674826 + Penalty 3439.538317 = -2647563.136510 nChanged 2 SP:Iteration 62Q (946.356120 sec): 3 clusters Score: Raw -2651002.901812 + Penalty 3439.538317 = -2647563.363496 nChanged 1 SP:Iteration 63Q (946.429468 sec): 3 clusters Score: Raw -2651003.018620 + Penalty 3439.538317 = -2647563.480303 nChanged 2 SP:Iteration 64Q (946.516730 sec): 3 clusters Score: Raw -2651003.119705 + Penalty 3439.538317 = -2647563.581388 nChanged 1 SP:Iteration 65Q (946.600780 sec): 3 clusters Score: Raw -2651003.181437 + Penalty 3439.538317 = -2647563.643120 nChanged 0 SP:Iteration 66F (946.671578 sec): 3 clusters Score: Raw -2651003.181437 + Penalty 3439.538317 = -2647563.643120 nChanged 0 Trying to split cluster 24 (2823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (946.682084 sec): 2 clusters Score: Raw -164854.473121 + Penalty 1291.152757 = -163563.320364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (946.696817 sec): 3 clusters Score: Raw -163519.584993 + Penalty 2582.305514 = -160937.279479 nChanged 1075 SP:Iteration 1F (946.710548 sec): 3 clusters Score: Raw -164182.929934 + Penalty 2582.305514 = -161600.624420 nChanged 234 SP:Iteration 2F (946.723092 sec): 3 clusters Score: Raw -164359.007572 + Penalty 2582.305514 = -161776.702057 nChanged 165 SP:Iteration 3F (946.736807 sec): 3 clusters Score: Raw -164498.914642 + Penalty 2582.305514 = -161916.609128 nChanged 148 SP:Iteration 4F (946.750385 sec): 3 clusters Score: Raw -164640.345530 + Penalty 2582.305514 = -162058.040016 nChanged 144 SP:Iteration 5F (946.764042 sec): 3 clusters Score: Raw -164780.515035 + Penalty 2582.305514 = -162198.209521 nChanged 148 SP:Iteration 6F (946.777657 sec): 3 clusters Score: Raw -164914.661341 + Penalty 2582.305514 = -162332.355827 nChanged 134 SP:Iteration 7Q (946.791251 sec): 3 clusters Score: Raw -165045.949493 + Penalty 2582.305514 = -162463.643979 nChanged 108 SP:Iteration 8Q (946.804723 sec): 3 clusters Score: Raw -165178.519149 + Penalty 2582.305514 = -162596.213634 nChanged 104 SP:Iteration 9Q (946.818330 sec): 3 clusters Score: Raw -165270.934706 + Penalty 2582.305514 = -162688.629192 nChanged 92 SP:Iteration 10Q (946.831871 sec): 3 clusters Score: Raw -165337.690914 + Penalty 2582.305514 = -162755.385400 nChanged 64 SP:Iteration 11Q (946.844831 sec): 3 clusters Score: Raw -165374.388442 + Penalty 2582.305514 = -162792.082928 nChanged 48 SP:Iteration 12Q (946.858305 sec): 3 clusters Score: Raw -165407.638003 + Penalty 2582.305514 = -162825.332489 nChanged 37 SP:Iteration 13Q (946.871661 sec): 3 clusters Score: Raw -165426.361641 + Penalty 2582.305514 = -162844.056126 nChanged 30 SP:Iteration 14Q (946.885080 sec): 3 clusters Score: Raw -165443.161968 + Penalty 2582.305514 = -162860.856453 nChanged 22 SP:Iteration 15Q (946.898484 sec): 3 clusters Score: Raw -165464.291476 + Penalty 2582.305514 = -162881.985962 nChanged 25 SP:Iteration 16Q (946.911891 sec): 3 clusters Score: Raw -165479.268300 + Penalty 2582.305514 = -162896.962786 nChanged 25 SP:Iteration 17Q (946.925268 sec): 3 clusters Score: Raw -165490.743641 + Penalty 2582.305514 = -162908.438127 nChanged 22 SP:Iteration 18Q (946.938609 sec): 3 clusters Score: Raw -165497.789057 + Penalty 2582.305514 = -162915.483543 nChanged 8 SP:Iteration 19Q (946.951996 sec): 3 clusters Score: Raw -165499.957493 + Penalty 2582.305514 = -162917.651979 nChanged 4 SP:Iteration 20F (946.965665 sec): 3 clusters Score: Raw -165501.471433 + Penalty 2582.305514 = -162919.165919 nChanged 3 SP:Iteration 21Q (946.978986 sec): 3 clusters Score: Raw -165503.653531 + Penalty 2582.305514 = -162921.348017 nChanged 6 SP:Iteration 22Q (946.992231 sec): 3 clusters Score: Raw -165506.065450 + Penalty 2582.305514 = -162923.759935 nChanged 4 SP:Iteration 23Q (947.005605 sec): 3 clusters Score: Raw -165508.446153 + Penalty 2582.305514 = -162926.140639 nChanged 3 SP:Iteration 24Q (947.018904 sec): 3 clusters Score: Raw -165509.403610 + Penalty 2582.305514 = -162927.098096 nChanged 4 SP:Iteration 25Q (947.035695 sec): 3 clusters Score: Raw -165511.041061 + Penalty 2582.305514 = -162928.735547 nChanged 2 SP:Iteration 26Q (947.049024 sec): 3 clusters Score: Raw -165511.395591 + Penalty 2582.305514 = -162929.090077 nChanged 1 SP:Iteration 27Q (947.062354 sec): 3 clusters Score: Raw -165511.537557 + Penalty 2582.305514 = -162929.232043 nChanged 0 SP:Iteration 28F (947.075893 sec): 3 clusters Score: Raw -165511.537557 + Penalty 2582.305514 = -162929.232043 nChanged 0 Trying to split cluster 25 (13276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (947.103692 sec): 2 clusters Score: Raw -887884.464384 + Penalty 1542.728391 = -886341.735994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (947.136962 sec): 3 clusters Score: Raw -880121.955258 + Penalty 3085.456781 = -877036.498477 nChanged 5896 SP:Iteration 1F (947.168887 sec): 3 clusters Score: Raw -883296.636814 + Penalty 3085.456781 = -880211.180033 nChanged 784 SP:Iteration 2F (947.207042 sec): 3 clusters Score: Raw -883632.396167 + Penalty 3085.456781 = -880546.939386 nChanged 708 SP:Iteration 3F (947.239030 sec): 3 clusters Score: Raw -883980.719537 + Penalty 3085.456781 = -880895.262756 nChanged 722 SP:Iteration 4F (947.270839 sec): 3 clusters Score: Raw -884340.913731 + Penalty 3085.456781 = -881255.456949 nChanged 715 SP:Iteration 5F (947.327380 sec): 3 clusters Score: Raw -884734.387238 + Penalty 3085.456781 = -881648.930457 nChanged 721 SP:Iteration 6F (947.358937 sec): 3 clusters Score: Raw -885163.600351 + Penalty 3085.456781 = -882078.143570 nChanged 727 SP:Iteration 7F (947.390981 sec): 3 clusters Score: Raw -885612.670097 + Penalty 3085.456781 = -882527.213315 nChanged 686 SP:Iteration 8F (947.422662 sec): 3 clusters Score: Raw -886031.293388 + Penalty 3085.456781 = -882945.836606 nChanged 582 SP:Iteration 9Q (947.454955 sec): 3 clusters Score: Raw -886410.967662 + Penalty 3085.456781 = -883325.510880 nChanged 497 SP:Iteration 10Q (947.486892 sec): 3 clusters Score: Raw -886774.575674 + Penalty 3085.456781 = -883689.118893 nChanged 451 SP:Iteration 11Q (947.518645 sec): 3 clusters Score: Raw -887094.419582 + Penalty 3085.456781 = -884008.962801 nChanged 392 SP:Iteration 12Q (947.549909 sec): 3 clusters Score: Raw -887395.074759 + Penalty 3085.456781 = -884309.617977 nChanged 288 SP:Iteration 13Q (947.580860 sec): 3 clusters Score: Raw -887562.482883 + Penalty 3085.456781 = -884477.026102 nChanged 208 SP:Iteration 14Q (947.611144 sec): 3 clusters Score: Raw -887642.650494 + Penalty 3085.456781 = -884557.193713 nChanged 140 SP:Iteration 15Q (947.641278 sec): 3 clusters Score: Raw -887695.034435 + Penalty 3085.456781 = -884609.577653 nChanged 114 SP:Iteration 16Q (947.671034 sec): 3 clusters Score: Raw -887730.725868 + Penalty 3085.456781 = -884645.269087 nChanged 93 SP:Iteration 17Q (947.700804 sec): 3 clusters Score: Raw -887761.029307 + Penalty 3085.456781 = -884675.572526 nChanged 86 SP:Iteration 18Q (947.730393 sec): 3 clusters Score: Raw -887788.309827 + Penalty 3085.456781 = -884702.853046 nChanged 82 SP:Iteration 19Q (947.760130 sec): 3 clusters Score: Raw -887814.295360 + Penalty 3085.456781 = -884728.838579 nChanged 71 SP:Iteration 20F (947.791939 sec): 3 clusters Score: Raw -887836.459894 + Penalty 3085.456781 = -884751.003113 nChanged 70 SP:Iteration 21Q (947.821544 sec): 3 clusters Score: Raw -887857.171715 + Penalty 3085.456781 = -884771.714934 nChanged 60 SP:Iteration 22Q (947.850956 sec): 3 clusters Score: Raw -887878.422736 + Penalty 3085.456781 = -884792.965955 nChanged 78 SP:Iteration 23Q (947.880430 sec): 3 clusters Score: Raw -887902.889009 + Penalty 3085.456781 = -884817.432228 nChanged 55 SP:Iteration 24Q (947.909554 sec): 3 clusters Score: Raw -887920.743021 + Penalty 3085.456781 = -884835.286240 nChanged 59 SP:Iteration 25Q (947.938773 sec): 3 clusters Score: Raw -887941.768701 + Penalty 3085.456781 = -884856.311920 nChanged 63 SP:Iteration 26Q (947.967877 sec): 3 clusters Score: Raw -887961.457502 + Penalty 3085.456781 = -884876.000721 nChanged 66 SP:Iteration 27Q (947.997053 sec): 3 clusters Score: Raw -887983.704249 + Penalty 3085.456781 = -884898.247467 nChanged 64 SP:Iteration 28Q (948.026044 sec): 3 clusters Score: Raw -888012.854634 + Penalty 3085.456781 = -884927.397853 nChanged 66 SP:Iteration 29Q (948.054868 sec): 3 clusters Score: Raw -888048.990152 + Penalty 3085.456781 = -884963.533371 nChanged 64 SP:Iteration 30Q (948.083799 sec): 3 clusters Score: Raw -888099.630385 + Penalty 3085.456781 = -885014.173604 nChanged 69 SP:Iteration 31Q (948.112670 sec): 3 clusters Score: Raw -888165.186604 + Penalty 3085.456781 = -885079.729823 nChanged 75 SP:Iteration 32Q (948.141683 sec): 3 clusters Score: Raw -888230.607453 + Penalty 3085.456781 = -885145.150672 nChanged 78 SP:Iteration 33Q (948.170256 sec): 3 clusters Score: Raw -888313.714484 + Penalty 3085.456781 = -885228.257702 nChanged 78 SP:Iteration 34Q (948.199112 sec): 3 clusters Score: Raw -888382.191960 + Penalty 3085.456781 = -885296.735178 nChanged 84 SP:Iteration 35Q (948.227567 sec): 3 clusters Score: Raw -888431.562967 + Penalty 3085.456781 = -885346.106186 nChanged 73 SP:Iteration 36Q (948.255863 sec): 3 clusters Score: Raw -888456.382085 + Penalty 3085.456781 = -885370.925304 nChanged 35 SP:Iteration 37Q (948.284287 sec): 3 clusters Score: Raw -888465.222362 + Penalty 3085.456781 = -885379.765581 nChanged 24 SP:Iteration 38Q (948.312546 sec): 3 clusters Score: Raw -888473.011079 + Penalty 3085.456781 = -885387.554298 nChanged 26 SP:Iteration 39Q (948.340866 sec): 3 clusters Score: Raw -888480.896073 + Penalty 3085.456781 = -885395.439292 nChanged 16 SP:Iteration 40F (948.372589 sec): 3 clusters Score: Raw -888484.368652 + Penalty 3085.456781 = -885398.911871 nChanged 11 SP:Iteration 41Q (948.401233 sec): 3 clusters Score: Raw -888486.848295 + Penalty 3085.456781 = -885401.391514 nChanged 8 SP:Iteration 42Q (948.429763 sec): 3 clusters Score: Raw -888487.975965 + Penalty 3085.456781 = -885402.519184 nChanged 4 SP:Iteration 43Q (948.458289 sec): 3 clusters Score: Raw -888488.301592 + Penalty 3085.456781 = -885402.844811 nChanged 2 SP:Iteration 44Q (948.486631 sec): 3 clusters Score: Raw -888488.759536 + Penalty 3085.456781 = -885403.302754 nChanged 3 SP:Iteration 45Q (948.515024 sec): 3 clusters Score: Raw -888489.450896 + Penalty 3085.456781 = -885403.994115 nChanged 2 SP:Iteration 46Q (948.543609 sec): 3 clusters Score: Raw -888489.892081 + Penalty 3085.456781 = -885404.435300 nChanged 2 SP:Iteration 47Q (948.571844 sec): 3 clusters Score: Raw -888490.088632 + Penalty 3085.456781 = -885404.631851 nChanged 0 SP:Iteration 48F (948.603734 sec): 3 clusters Score: Raw -888490.088632 + Penalty 3085.456781 = -885404.631851 nChanged 0 Trying to split cluster 26 (7792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (948.625308 sec): 2 clusters Score: Raw -505157.607424 + Penalty 1456.138587 = -503701.468836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (948.650890 sec): 3 clusters Score: Raw -500815.478933 + Penalty 2912.277175 = -497903.201759 nChanged 3370 SP:Iteration 1F (948.675219 sec): 3 clusters Score: Raw -502670.292176 + Penalty 2912.277175 = -499758.015001 nChanged 488 SP:Iteration 2F (948.699470 sec): 3 clusters Score: Raw -502893.586616 + Penalty 2912.277175 = -499981.309441 nChanged 413 SP:Iteration 3F (948.723858 sec): 3 clusters Score: Raw -503070.107246 + Penalty 2912.277175 = -500157.830072 nChanged 342 SP:Iteration 4Q (948.748192 sec): 3 clusters Score: Raw -503242.511163 + Penalty 2912.277175 = -500330.233988 nChanged 286 SP:Iteration 5Q (948.772418 sec): 3 clusters Score: Raw -503386.734364 + Penalty 2912.277175 = -500474.457189 nChanged 292 SP:Iteration 6Q (948.796773 sec): 3 clusters Score: Raw -503539.093945 + Penalty 2912.277175 = -500626.816771 nChanged 310 SP:Iteration 7Q (948.821160 sec): 3 clusters Score: Raw -503730.797411 + Penalty 2912.277175 = -500818.520237 nChanged 325 SP:Iteration 8Q (948.845426 sec): 3 clusters Score: Raw -503964.178767 + Penalty 2912.277175 = -501051.901593 nChanged 366 SP:Iteration 9Q (948.869676 sec): 3 clusters Score: Raw -504229.143862 + Penalty 2912.277175 = -501316.866687 nChanged 365 SP:Iteration 10Q (948.893974 sec): 3 clusters Score: Raw -504515.883921 + Penalty 2912.277175 = -501603.606747 nChanged 348 SP:Iteration 11Q (948.918061 sec): 3 clusters Score: Raw -504758.068273 + Penalty 2912.277175 = -501845.791098 nChanged 301 SP:Iteration 12Q (948.942317 sec): 3 clusters Score: Raw -504949.433471 + Penalty 2912.277175 = -502037.156296 nChanged 253 SP:Iteration 13Q (948.966481 sec): 3 clusters Score: Raw -505087.547260 + Penalty 2912.277175 = -502175.270085 nChanged 230 SP:Iteration 14Q (948.990424 sec): 3 clusters Score: Raw -505206.194083 + Penalty 2912.277175 = -502293.916908 nChanged 216 SP:Iteration 15Q (949.014374 sec): 3 clusters Score: Raw -505326.465677 + Penalty 2912.277175 = -502414.188502 nChanged 233 SP:Iteration 16Q (949.038050 sec): 3 clusters Score: Raw -505470.544716 + Penalty 2912.277175 = -502558.267541 nChanged 235 SP:Iteration 17Q (949.061588 sec): 3 clusters Score: Raw -505626.782916 + Penalty 2912.277175 = -502714.505741 nChanged 214 SP:Iteration 18Q (949.085105 sec): 3 clusters Score: Raw -505780.737210 + Penalty 2912.277175 = -502868.460035 nChanged 219 SP:Iteration 19Q (949.108499 sec): 3 clusters Score: Raw -505973.411702 + Penalty 2912.277175 = -503061.134528 nChanged 225 SP:Iteration 20F (949.132780 sec): 3 clusters Score: Raw -506163.073162 + Penalty 2912.277175 = -503250.795987 nChanged 167 SP:Iteration 21Q (949.155876 sec): 3 clusters Score: Raw -506272.640855 + Penalty 2912.277175 = -503360.363680 nChanged 120 SP:Iteration 22Q (949.178988 sec): 3 clusters Score: Raw -506332.660257 + Penalty 2912.277175 = -503420.383082 nChanged 87 SP:Iteration 23Q (949.213248 sec): 3 clusters Score: Raw -506376.070925 + Penalty 2912.277175 = -503463.793750 nChanged 60 SP:Iteration 24Q (949.235741 sec): 3 clusters Score: Raw -506400.329872 + Penalty 2912.277175 = -503488.052698 nChanged 43 SP:Iteration 25Q (949.258433 sec): 3 clusters Score: Raw -506414.582021 + Penalty 2912.277175 = -503502.304846 nChanged 18 SP:Iteration 26Q (949.280936 sec): 3 clusters Score: Raw -506418.176169 + Penalty 2912.277175 = -503505.898994 nChanged 15 SP:Iteration 27Q (949.303619 sec): 3 clusters Score: Raw -506421.572515 + Penalty 2912.277175 = -503509.295341 nChanged 14 SP:Iteration 28Q (949.326154 sec): 3 clusters Score: Raw -506424.238990 + Penalty 2912.277175 = -503511.961815 nChanged 5 SP:Iteration 29Q (949.348583 sec): 3 clusters Score: Raw -506424.737385 + Penalty 2912.277175 = -503512.460210 nChanged 1 SP:Iteration 30Q (949.371060 sec): 3 clusters Score: Raw -506424.918897 + Penalty 2912.277175 = -503512.641723 nChanged 3 SP:Iteration 31Q (949.393755 sec): 3 clusters Score: Raw -506425.203110 + Penalty 2912.277175 = -503512.925935 nChanged 3 SP:Iteration 32Q (949.416267 sec): 3 clusters Score: Raw -506425.648537 + Penalty 2912.277175 = -503513.371362 nChanged 4 SP:Iteration 33Q (949.438858 sec): 3 clusters Score: Raw -506426.385377 + Penalty 2912.277175 = -503514.108202 nChanged 3 SP:Iteration 34Q (949.461664 sec): 3 clusters Score: Raw -506426.896246 + Penalty 2912.277175 = -503514.619071 nChanged 2 SP:Iteration 35Q (949.484445 sec): 3 clusters Score: Raw -506427.301727 + Penalty 2912.277175 = -503515.024552 nChanged 1 SP:Iteration 36Q (949.507094 sec): 3 clusters Score: Raw -506427.450712 + Penalty 2912.277175 = -503515.173537 nChanged 0 SP:Iteration 37F (949.531501 sec): 3 clusters Score: Raw -506427.450712 + Penalty 2912.277175 = -503515.173537 nChanged 0 Trying to split cluster 27 (8115 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (949.553654 sec): 2 clusters Score: Raw -566746.190364 + Penalty 1462.738790 = -565283.451573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (949.579239 sec): 3 clusters Score: Raw -562272.678651 + Penalty 2925.477581 = -559347.201070 nChanged 3440 SP:Iteration 1F (949.604165 sec): 3 clusters Score: Raw -564082.496121 + Penalty 2925.477581 = -561157.018540 nChanged 501 SP:Iteration 2F (949.629355 sec): 3 clusters Score: Raw -564319.856454 + Penalty 2925.477581 = -561394.378873 nChanged 422 SP:Iteration 3F (949.654549 sec): 3 clusters Score: Raw -564527.100630 + Penalty 2925.477581 = -561601.623049 nChanged 363 SP:Iteration 4Q (949.679979 sec): 3 clusters Score: Raw -564704.331273 + Penalty 2925.477581 = -561778.853692 nChanged 340 SP:Iteration 5Q (949.705328 sec): 3 clusters Score: Raw -564885.910175 + Penalty 2925.477581 = -561960.432594 nChanged 352 SP:Iteration 6Q (949.730732 sec): 3 clusters Score: Raw -565102.689993 + Penalty 2925.477581 = -562177.212412 nChanged 345 SP:Iteration 7Q (949.756035 sec): 3 clusters Score: Raw -565350.071064 + Penalty 2925.477581 = -562424.593483 nChanged 349 SP:Iteration 8Q (949.781590 sec): 3 clusters Score: Raw -565621.453980 + Penalty 2925.477581 = -562695.976399 nChanged 357 SP:Iteration 9Q (949.806871 sec): 3 clusters Score: Raw -565914.226807 + Penalty 2925.477581 = -562988.749226 nChanged 336 SP:Iteration 10Q (949.831708 sec): 3 clusters Score: Raw -566202.407225 + Penalty 2925.477581 = -563276.929644 nChanged 307 SP:Iteration 11Q (949.856119 sec): 3 clusters Score: Raw -566474.934555 + Penalty 2925.477581 = -563549.456974 nChanged 205 SP:Iteration 12Q (949.880216 sec): 3 clusters Score: Raw -566646.973009 + Penalty 2925.477581 = -563721.495428 nChanged 150 SP:Iteration 13Q (949.904026 sec): 3 clusters Score: Raw -566757.820137 + Penalty 2925.477581 = -563832.342556 nChanged 114 SP:Iteration 14Q (949.927672 sec): 3 clusters Score: Raw -566847.667415 + Penalty 2925.477581 = -563922.189834 nChanged 92 SP:Iteration 15Q (949.951079 sec): 3 clusters Score: Raw -566912.894237 + Penalty 2925.477581 = -563987.416656 nChanged 63 SP:Iteration 16Q (949.974221 sec): 3 clusters Score: Raw -566946.055598 + Penalty 2925.477581 = -564020.578017 nChanged 35 SP:Iteration 17Q (949.997317 sec): 3 clusters Score: Raw -566969.505589 + Penalty 2925.477581 = -564044.028008 nChanged 37 SP:Iteration 18Q (950.020405 sec): 3 clusters Score: Raw -566995.430609 + Penalty 2925.477581 = -564069.953028 nChanged 31 SP:Iteration 19Q (950.064438 sec): 3 clusters Score: Raw -567010.129340 + Penalty 2925.477581 = -564084.651759 nChanged 17 SP:Iteration 20F (950.089659 sec): 3 clusters Score: Raw -567018.548254 + Penalty 2925.477581 = -564093.070674 nChanged 16 SP:Iteration 21Q (950.112689 sec): 3 clusters Score: Raw -567027.240540 + Penalty 2925.477581 = -564101.762959 nChanged 15 SP:Iteration 22Q (950.135640 sec): 3 clusters Score: Raw -567035.331646 + Penalty 2925.477581 = -564109.854065 nChanged 17 SP:Iteration 23Q (950.179525 sec): 3 clusters Score: Raw -567045.170695 + Penalty 2925.477581 = -564119.693114 nChanged 14 SP:Iteration 24Q (950.202527 sec): 3 clusters Score: Raw -567051.947682 + Penalty 2925.477581 = -564126.470101 nChanged 12 SP:Iteration 25Q (950.225577 sec): 3 clusters Score: Raw -567056.290138 + Penalty 2925.477581 = -564130.812557 nChanged 3 SP:Iteration 26Q (950.248683 sec): 3 clusters Score: Raw -567058.692668 + Penalty 2925.477581 = -564133.215087 nChanged 8 SP:Iteration 27Q (950.271770 sec): 3 clusters Score: Raw -567062.434576 + Penalty 2925.477581 = -564136.956995 nChanged 4 SP:Iteration 28Q (950.294736 sec): 3 clusters Score: Raw -567063.893914 + Penalty 2925.477581 = -564138.416333 nChanged 3 SP:Iteration 29Q (950.317576 sec): 3 clusters Score: Raw -567064.683056 + Penalty 2925.477581 = -564139.205475 nChanged 3 SP:Iteration 30Q (950.340804 sec): 3 clusters Score: Raw -567065.745426 + Penalty 2925.477581 = -564140.267845 nChanged 2 SP:Iteration 31Q (950.363872 sec): 3 clusters Score: Raw -567067.039192 + Penalty 2925.477581 = -564141.561611 nChanged 3 SP:Iteration 32Q (950.386854 sec): 3 clusters Score: Raw -567068.077226 + Penalty 2925.477581 = -564142.599645 nChanged 1 SP:Iteration 33Q (950.409733 sec): 3 clusters Score: Raw -567068.369600 + Penalty 2925.477581 = -564142.892019 nChanged 1 SP:Iteration 34Q (950.444168 sec): 3 clusters Score: Raw -567068.539984 + Penalty 2925.477581 = -564143.062403 nChanged 2 SP:Iteration 35Q (950.466494 sec): 3 clusters Score: Raw -567068.843949 + Penalty 2925.477581 = -564143.366368 nChanged 0 SP:Iteration 36F (950.491861 sec): 3 clusters Score: Raw -567068.843949 + Penalty 2925.477581 = -564143.366368 nChanged 0 Trying to split cluster 28 (2073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (950.507157 sec): 2 clusters Score: Raw -134102.072464 + Penalty 1240.972218 = -132861.100245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (950.518209 sec): 3 clusters Score: Raw -133187.555108 + Penalty 2481.944437 = -130705.610671 nChanged 735 SP:Iteration 1F (950.528616 sec): 3 clusters Score: Raw -133675.452033 + Penalty 2481.944437 = -131193.507596 nChanged 163 SP:Iteration 2F (950.538883 sec): 3 clusters Score: Raw -133809.287206 + Penalty 2481.944437 = -131327.342769 nChanged 103 SP:Iteration 3Q (950.549264 sec): 3 clusters Score: Raw -133896.101326 + Penalty 2481.944437 = -131414.156889 nChanged 79 SP:Iteration 4Q (950.559690 sec): 3 clusters Score: Raw -133961.605021 + Penalty 2481.944437 = -131479.660584 nChanged 66 SP:Iteration 5Q (950.569961 sec): 3 clusters Score: Raw -134007.600580 + Penalty 2481.944437 = -131525.656143 nChanged 66 SP:Iteration 6Q (950.580225 sec): 3 clusters Score: Raw -134056.948854 + Penalty 2481.944437 = -131575.004418 nChanged 58 SP:Iteration 7Q (950.590499 sec): 3 clusters Score: Raw -134101.990432 + Penalty 2481.944437 = -131620.045996 nChanged 52 SP:Iteration 8Q (950.600846 sec): 3 clusters Score: Raw -134137.732765 + Penalty 2481.944437 = -131655.788329 nChanged 41 SP:Iteration 9Q (950.611173 sec): 3 clusters Score: Raw -134161.508064 + Penalty 2481.944437 = -131679.563627 nChanged 47 SP:Iteration 10Q (950.621515 sec): 3 clusters Score: Raw -134202.632717 + Penalty 2481.944437 = -131720.688281 nChanged 55 SP:Iteration 11Q (950.631828 sec): 3 clusters Score: Raw -134255.388583 + Penalty 2481.944437 = -131773.444146 nChanged 60 SP:Iteration 12Q (950.642110 sec): 3 clusters Score: Raw -134299.963799 + Penalty 2481.944437 = -131818.019362 nChanged 46 SP:Iteration 13Q (950.652397 sec): 3 clusters Score: Raw -134337.882947 + Penalty 2481.944437 = -131855.938511 nChanged 31 SP:Iteration 14Q (950.662656 sec): 3 clusters Score: Raw -134360.101830 + Penalty 2481.944437 = -131878.157393 nChanged 18 SP:Iteration 15Q (950.672927 sec): 3 clusters Score: Raw -134371.380029 + Penalty 2481.944437 = -131889.435593 nChanged 17 SP:Iteration 16Q (950.683184 sec): 3 clusters Score: Raw -134384.944703 + Penalty 2481.944437 = -131903.000267 nChanged 17 SP:Iteration 17Q (950.693399 sec): 3 clusters Score: Raw -134394.891980 + Penalty 2481.944437 = -131912.947544 nChanged 13 SP:Iteration 18Q (950.703609 sec): 3 clusters Score: Raw -134402.188591 + Penalty 2481.944437 = -131920.244155 nChanged 9 SP:Iteration 19Q (950.713806 sec): 3 clusters Score: Raw -134406.841057 + Penalty 2481.944437 = -131924.896621 nChanged 4 SP:Iteration 20F (950.724132 sec): 3 clusters Score: Raw -134409.580170 + Penalty 2481.944437 = -131927.635733 nChanged 3 SP:Iteration 21Q (950.734331 sec): 3 clusters Score: Raw -134411.326472 + Penalty 2481.944437 = -131929.382036 nChanged 1 SP:Iteration 22Q (950.744519 sec): 3 clusters Score: Raw -134412.472908 + Penalty 2481.944437 = -131930.528472 nChanged 2 SP:Iteration 23Q (950.754754 sec): 3 clusters Score: Raw -134413.426628 + Penalty 2481.944437 = -131931.482192 nChanged 2 SP:Iteration 24Q (950.764868 sec): 3 clusters Score: Raw -134414.119350 + Penalty 2481.944437 = -131932.174914 nChanged 0 SP:Iteration 25F (950.775168 sec): 3 clusters Score: Raw -134414.119350 + Penalty 2481.944437 = -131932.174914 nChanged 0 Trying to split cluster 29 (5867 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (950.794573 sec): 2 clusters Score: Raw -399182.525934 + Penalty 1410.028540 = -397772.497394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (950.816724 sec): 3 clusters Score: Raw -396034.470142 + Penalty 2820.057080 = -393214.413062 nChanged 2432 SP:Iteration 1F (950.838624 sec): 3 clusters Score: Raw -397364.078429 + Penalty 2820.057080 = -394544.021349 nChanged 377 SP:Iteration 2F (950.880168 sec): 3 clusters Score: Raw -397533.854241 + Penalty 2820.057080 = -394713.797160 nChanged 274 SP:Iteration 3Q (950.906825 sec): 3 clusters Score: Raw -397648.696571 + Penalty 2820.057080 = -394828.639490 nChanged 213 SP:Iteration 4Q (950.928612 sec): 3 clusters Score: Raw -397733.997622 + Penalty 2820.057080 = -394913.940542 nChanged 177 SP:Iteration 5Q (950.950615 sec): 3 clusters Score: Raw -397797.918669 + Penalty 2820.057080 = -394977.861589 nChanged 148 SP:Iteration 6Q (950.999850 sec): 3 clusters Score: Raw -397861.075407 + Penalty 2820.057080 = -395041.018327 nChanged 146 SP:Iteration 7Q (951.040750 sec): 3 clusters Score: Raw -397928.447771 + Penalty 2820.057080 = -395108.390690 nChanged 154 SP:Iteration 8Q (951.067123 sec): 3 clusters Score: Raw -397998.996655 + Penalty 2820.057080 = -395178.939574 nChanged 146 SP:Iteration 9Q (951.088379 sec): 3 clusters Score: Raw -398086.951579 + Penalty 2820.057080 = -395266.894499 nChanged 163 SP:Iteration 10Q (951.110550 sec): 3 clusters Score: Raw -398198.184958 + Penalty 2820.057080 = -395378.127877 nChanged 193 SP:Iteration 11Q (951.132167 sec): 3 clusters Score: Raw -398314.134740 + Penalty 2820.057080 = -395494.077660 nChanged 186 SP:Iteration 12Q (951.153918 sec): 3 clusters Score: Raw -398421.898414 + Penalty 2820.057080 = -395601.841334 nChanged 173 SP:Iteration 13Q (951.211705 sec): 3 clusters Score: Raw -398510.812978 + Penalty 2820.057080 = -395690.755898 nChanged 143 SP:Iteration 14Q (951.253306 sec): 3 clusters Score: Raw -398601.790599 + Penalty 2820.057080 = -395781.733519 nChanged 160 SP:Iteration 15Q (951.290465 sec): 3 clusters Score: Raw -398688.992240 + Penalty 2820.057080 = -395868.935160 nChanged 154 SP:Iteration 16Q (951.311645 sec): 3 clusters Score: Raw -398786.941715 + Penalty 2820.057080 = -395966.884634 nChanged 185 SP:Iteration 17Q (951.343526 sec): 3 clusters Score: Raw -398899.590138 + Penalty 2820.057080 = -396079.533058 nChanged 167 SP:Iteration 18Q (951.389003 sec): 3 clusters Score: Raw -398986.716550 + Penalty 2820.057080 = -396166.659470 nChanged 143 SP:Iteration 19Q (951.442955 sec): 3 clusters Score: Raw -399050.609865 + Penalty 2820.057080 = -396230.552784 nChanged 120 SP:Iteration 20F (951.465937 sec): 3 clusters Score: Raw -399102.421277 + Penalty 2820.057080 = -396282.364197 nChanged 102 SP:Iteration 21Q (951.487268 sec): 3 clusters Score: Raw -399139.075446 + Penalty 2820.057080 = -396319.018366 nChanged 68 SP:Iteration 22Q (951.543409 sec): 3 clusters Score: Raw -399162.690759 + Penalty 2820.057080 = -396342.633678 nChanged 66 SP:Iteration 23Q (951.570921 sec): 3 clusters Score: Raw -399186.818780 + Penalty 2820.057080 = -396366.761699 nChanged 60 SP:Iteration 24Q (951.592211 sec): 3 clusters Score: Raw -399207.289742 + Penalty 2820.057080 = -396387.232661 nChanged 51 SP:Iteration 25Q (951.613383 sec): 3 clusters Score: Raw -399223.858156 + Penalty 2820.057080 = -396403.801076 nChanged 54 SP:Iteration 26Q (951.666238 sec): 3 clusters Score: Raw -399242.822074 + Penalty 2820.057080 = -396422.764993 nChanged 63 SP:Iteration 27Q (951.733234 sec): 3 clusters Score: Raw -399266.001784 + Penalty 2820.057080 = -396445.944703 nChanged 66 SP:Iteration 28Q (951.778094 sec): 3 clusters Score: Raw -399289.862571 + Penalty 2820.057080 = -396469.805491 nChanged 50 SP:Iteration 29Q (951.833973 sec): 3 clusters Score: Raw -399309.379036 + Penalty 2820.057080 = -396489.321955 nChanged 55 SP:Iteration 30Q (951.889458 sec): 3 clusters Score: Raw -399329.973332 + Penalty 2820.057080 = -396509.916251 nChanged 64 SP:Iteration 31Q (951.943759 sec): 3 clusters Score: Raw -399350.357859 + Penalty 2820.057080 = -396530.300779 nChanged 61 SP:Iteration 32Q (951.999812 sec): 3 clusters Score: Raw -399370.869434 + Penalty 2820.057080 = -396550.812354 nChanged 56 SP:Iteration 33Q (952.030610 sec): 3 clusters Score: Raw -399390.079630 + Penalty 2820.057080 = -396570.022549 nChanged 54 SP:Iteration 34Q (952.085533 sec): 3 clusters Score: Raw -399408.785320 + Penalty 2820.057080 = -396588.728240 nChanged 54 SP:Iteration 35Q (952.115654 sec): 3 clusters Score: Raw -399427.082972 + Penalty 2820.057080 = -396607.025892 nChanged 60 SP:Iteration 36Q (952.136908 sec): 3 clusters Score: Raw -399445.285056 + Penalty 2820.057080 = -396625.227976 nChanged 52 SP:Iteration 37Q (952.193836 sec): 3 clusters Score: Raw -399462.856557 + Penalty 2820.057080 = -396642.799477 nChanged 44 SP:Iteration 38Q (952.223699 sec): 3 clusters Score: Raw -399477.355674 + Penalty 2820.057080 = -396657.298594 nChanged 32 SP:Iteration 39Q (952.280069 sec): 3 clusters Score: Raw -399485.342310 + Penalty 2820.057080 = -396665.285229 nChanged 26 SP:Iteration 40F (952.310234 sec): 3 clusters Score: Raw -399490.961632 + Penalty 2820.057080 = -396670.904551 nChanged 18 SP:Iteration 41Q (952.334854 sec): 3 clusters Score: Raw -399496.096112 + Penalty 2820.057080 = -396676.039032 nChanged 24 SP:Iteration 42Q (952.356177 sec): 3 clusters Score: Raw -399501.059523 + Penalty 2820.057080 = -396681.002443 nChanged 13 SP:Iteration 43Q (952.410430 sec): 3 clusters Score: Raw -399503.404729 + Penalty 2820.057080 = -396683.347648 nChanged 12 SP:Iteration 44Q (952.462432 sec): 3 clusters Score: Raw -399505.045742 + Penalty 2820.057080 = -396684.988661 nChanged 11 SP:Iteration 45Q (952.516599 sec): 3 clusters Score: Raw -399507.606667 + Penalty 2820.057080 = -396687.549587 nChanged 13 SP:Iteration 46Q (952.537621 sec): 3 clusters Score: Raw -399510.123441 + Penalty 2820.057080 = -396690.066361 nChanged 15 SP:Iteration 47Q (952.558889 sec): 3 clusters Score: Raw -399512.877530 + Penalty 2820.057080 = -396692.820449 nChanged 11 SP:Iteration 48Q (952.611402 sec): 3 clusters Score: Raw -399515.890879 + Penalty 2820.057080 = -396695.833799 nChanged 17 SP:Iteration 49Q (952.641728 sec): 3 clusters Score: Raw -399519.143456 + Penalty 2820.057080 = -396699.086375 nChanged 24 SP:Iteration 50Q (952.662762 sec): 3 clusters Score: Raw -399523.661860 + Penalty 2820.057080 = -396703.604780 nChanged 17 SP:Iteration 51Q (952.683953 sec): 3 clusters Score: Raw -399527.089623 + Penalty 2820.057080 = -396707.032542 nChanged 20 SP:Iteration 52Q (952.735585 sec): 3 clusters Score: Raw -399530.624398 + Penalty 2820.057080 = -396710.567317 nChanged 16 SP:Iteration 53Q (952.790074 sec): 3 clusters Score: Raw -399534.287564 + Penalty 2820.057080 = -396714.230483 nChanged 18 SP:Iteration 54Q (952.810396 sec): 3 clusters Score: Raw -399538.402781 + Penalty 2820.057080 = -396718.345700 nChanged 21 SP:Iteration 55Q (952.831938 sec): 3 clusters Score: Raw -399543.370176 + Penalty 2820.057080 = -396723.313096 nChanged 23 SP:Iteration 56Q (952.853327 sec): 3 clusters Score: Raw -399549.328121 + Penalty 2820.057080 = -396729.271041 nChanged 22 SP:Iteration 57Q (952.874730 sec): 3 clusters Score: Raw -399554.619734 + Penalty 2820.057080 = -396734.562654 nChanged 24 SP:Iteration 58Q (952.896097 sec): 3 clusters Score: Raw -399562.321678 + Penalty 2820.057080 = -396742.264598 nChanged 22 SP:Iteration 59Q (952.917547 sec): 3 clusters Score: Raw -399567.877720 + Penalty 2820.057080 = -396747.820640 nChanged 23 SP:Iteration 60F (952.939671 sec): 3 clusters Score: Raw -399573.834175 + Penalty 2820.057080 = -396753.777095 nChanged 22 SP:Iteration 61Q (952.961070 sec): 3 clusters Score: Raw -399579.890684 + Penalty 2820.057080 = -396759.833604 nChanged 27 SP:Iteration 62Q (952.982507 sec): 3 clusters Score: Raw -399587.705224 + Penalty 2820.057080 = -396767.648144 nChanged 26 SP:Iteration 63Q (953.003936 sec): 3 clusters Score: Raw -399594.774317 + Penalty 2820.057080 = -396774.717237 nChanged 25 SP:Iteration 64Q (953.025177 sec): 3 clusters Score: Raw -399600.881795 + Penalty 2820.057080 = -396780.824715 nChanged 15 SP:Iteration 65Q (953.046701 sec): 3 clusters Score: Raw -399604.640386 + Penalty 2820.057080 = -396784.583306 nChanged 18 SP:Iteration 66Q (953.068138 sec): 3 clusters Score: Raw -399609.514398 + Penalty 2820.057080 = -396789.457318 nChanged 14 SP:Iteration 67Q (953.089471 sec): 3 clusters Score: Raw -399612.472112 + Penalty 2820.057080 = -396792.415031 nChanged 9 SP:Iteration 68Q (953.110941 sec): 3 clusters Score: Raw -399614.356786 + Penalty 2820.057080 = -396794.299705 nChanged 9 SP:Iteration 69Q (953.132364 sec): 3 clusters Score: Raw -399616.411322 + Penalty 2820.057080 = -396796.354242 nChanged 8 SP:Iteration 70Q (953.153928 sec): 3 clusters Score: Raw -399618.158516 + Penalty 2820.057080 = -396798.101436 nChanged 9 SP:Iteration 71Q (953.175364 sec): 3 clusters Score: Raw -399620.068029 + Penalty 2820.057080 = -396800.010949 nChanged 11 SP:Iteration 72Q (953.196611 sec): 3 clusters Score: Raw -399621.844340 + Penalty 2820.057080 = -396801.787259 nChanged 8 SP:Iteration 73Q (953.218073 sec): 3 clusters Score: Raw -399623.065326 + Penalty 2820.057080 = -396803.008245 nChanged 6 SP:Iteration 74Q (953.239462 sec): 3 clusters Score: Raw -399624.459153 + Penalty 2820.057080 = -396804.402073 nChanged 8 SP:Iteration 75Q (953.260994 sec): 3 clusters Score: Raw -399626.169332 + Penalty 2820.057080 = -396806.112251 nChanged 13 SP:Iteration 76Q (953.282311 sec): 3 clusters Score: Raw -399628.536899 + Penalty 2820.057080 = -396808.479818 nChanged 8 SP:Iteration 77Q (953.303723 sec): 3 clusters Score: Raw -399629.878203 + Penalty 2820.057080 = -396809.821123 nChanged 10 SP:Iteration 78Q (953.325147 sec): 3 clusters Score: Raw -399632.122544 + Penalty 2820.057080 = -396812.065463 nChanged 9 SP:Iteration 79Q (953.346280 sec): 3 clusters Score: Raw -399634.606636 + Penalty 2820.057080 = -396814.549556 nChanged 14 SP:Iteration 80F (953.368182 sec): 3 clusters Score: Raw -399637.780064 + Penalty 2820.057080 = -396817.722984 nChanged 14 SP:Iteration 81Q (953.389786 sec): 3 clusters Score: Raw -399641.511212 + Penalty 2820.057080 = -396821.454131 nChanged 16 SP:Iteration 82Q (953.411317 sec): 3 clusters Score: Raw -399646.100779 + Penalty 2820.057080 = -396826.043699 nChanged 15 SP:Iteration 83Q (953.432535 sec): 3 clusters Score: Raw -399649.621984 + Penalty 2820.057080 = -396829.564903 nChanged 19 SP:Iteration 84Q (953.453792 sec): 3 clusters Score: Raw -399654.630834 + Penalty 2820.057080 = -396834.573753 nChanged 16 SP:Iteration 85Q (953.475298 sec): 3 clusters Score: Raw -399659.745413 + Penalty 2820.057080 = -396839.688332 nChanged 19 SP:Iteration 86Q (953.496721 sec): 3 clusters Score: Raw -399665.659019 + Penalty 2820.057080 = -396845.601939 nChanged 17 SP:Iteration 87Q (953.518232 sec): 3 clusters Score: Raw -399670.571987 + Penalty 2820.057080 = -396850.514906 nChanged 15 SP:Iteration 88Q (953.539539 sec): 3 clusters Score: Raw -399675.311303 + Penalty 2820.057080 = -396855.254222 nChanged 18 SP:Iteration 89Q (953.561197 sec): 3 clusters Score: Raw -399681.157705 + Penalty 2820.057080 = -396861.100625 nChanged 21 SP:Iteration 90Q (953.582793 sec): 3 clusters Score: Raw -399686.452230 + Penalty 2820.057080 = -396866.395150 nChanged 17 SP:Iteration 91Q (953.604243 sec): 3 clusters Score: Raw -399690.057222 + Penalty 2820.057080 = -396870.000142 nChanged 10 SP:Iteration 92Q (953.625781 sec): 3 clusters Score: Raw -399692.243446 + Penalty 2820.057080 = -396872.186366 nChanged 10 SP:Iteration 93Q (953.647225 sec): 3 clusters Score: Raw -399693.927561 + Penalty 2820.057080 = -396873.870481 nChanged 10 SP:Iteration 94Q (953.668560 sec): 3 clusters Score: Raw -399696.469877 + Penalty 2820.057080 = -396876.412797 nChanged 9 SP:Iteration 95Q (953.689971 sec): 3 clusters Score: Raw -399698.492485 + Penalty 2820.057080 = -396878.435404 nChanged 17 SP:Iteration 96Q (953.711414 sec): 3 clusters Score: Raw -399702.768284 + Penalty 2820.057080 = -396882.711204 nChanged 14 SP:Iteration 97Q (953.732914 sec): 3 clusters Score: Raw -399705.899718 + Penalty 2820.057080 = -396885.842637 nChanged 15 SP:Iteration 98Q (953.754331 sec): 3 clusters Score: Raw -399709.619365 + Penalty 2820.057080 = -396889.562285 nChanged 14 SP:Iteration 99Q (953.775657 sec): 3 clusters Score: Raw -399713.271639 + Penalty 2820.057080 = -396893.214559 nChanged 17 SP:Iteration 100F (953.797744 sec): 3 clusters Score: Raw -399717.601680 + Penalty 2820.057080 = -396897.544599 nChanged 19 SP:Iteration 101Q (953.819251 sec): 3 clusters Score: Raw -399722.756997 + Penalty 2820.057080 = -396902.699917 nChanged 21 SP:Iteration 102Q (953.840739 sec): 3 clusters Score: Raw -399728.739195 + Penalty 2820.057080 = -396908.682115 nChanged 24 SP:Iteration 103Q (953.862047 sec): 3 clusters Score: Raw -399736.577841 + Penalty 2820.057080 = -396916.520761 nChanged 22 SP:Iteration 104Q (953.883482 sec): 3 clusters Score: Raw -399743.506585 + Penalty 2820.057080 = -396923.449505 nChanged 17 SP:Iteration 105Q (953.905149 sec): 3 clusters Score: Raw -399748.866266 + Penalty 2820.057080 = -396928.809186 nChanged 19 SP:Iteration 106Q (953.926660 sec): 3 clusters Score: Raw -399754.814914 + Penalty 2820.057080 = -396934.757833 nChanged 18 SP:Iteration 107Q (953.948014 sec): 3 clusters Score: Raw -399759.088662 + Penalty 2820.057080 = -396939.031582 nChanged 10 SP:Iteration 108Q (953.969384 sec): 3 clusters Score: Raw -399761.889815 + Penalty 2820.057080 = -396941.832735 nChanged 14 SP:Iteration 109Q (953.990857 sec): 3 clusters Score: Raw -399765.731013 + Penalty 2820.057080 = -396945.673932 nChanged 17 SP:Iteration 110Q (954.012296 sec): 3 clusters Score: Raw -399769.686805 + Penalty 2820.057080 = -396949.629725 nChanged 15 SP:Iteration 111Q (954.033723 sec): 3 clusters Score: Raw -399774.249048 + Penalty 2820.057080 = -396954.191967 nChanged 13 SP:Iteration 112Q (954.055124 sec): 3 clusters Score: Raw -399778.795251 + Penalty 2820.057080 = -396958.738171 nChanged 17 SP:Iteration 113Q (954.076577 sec): 3 clusters Score: Raw -399783.011688 + Penalty 2820.057080 = -396962.954608 nChanged 13 SP:Iteration 114Q (954.098004 sec): 3 clusters Score: Raw -399786.795603 + Penalty 2820.057080 = -396966.738522 nChanged 19 SP:Iteration 115Q (954.128364 sec): 3 clusters Score: Raw -399791.015125 + Penalty 2820.057080 = -396970.958044 nChanged 10 SP:Iteration 116Q (954.149727 sec): 3 clusters Score: Raw -399793.405167 + Penalty 2820.057080 = -396973.348087 nChanged 10 SP:Iteration 117Q (954.171040 sec): 3 clusters Score: Raw -399795.106085 + Penalty 2820.057080 = -396975.049004 nChanged 6 SP:Iteration 118Q (954.192371 sec): 3 clusters Score: Raw -399796.368257 + Penalty 2820.057080 = -396976.311176 nChanged 5 SP:Iteration 119Q (954.213637 sec): 3 clusters Score: Raw -399797.550113 + Penalty 2820.057080 = -396977.493032 nChanged 6 SP:Iteration 120F (954.235624 sec): 3 clusters Score: Raw -399798.263478 + Penalty 2820.057080 = -396978.206398 nChanged 1 SP:Iteration 121Q (954.256868 sec): 3 clusters Score: Raw -399798.314270 + Penalty 2820.057080 = -396978.257189 nChanged 1 SP:Iteration 122Q (954.278140 sec): 3 clusters Score: Raw -399798.418869 + Penalty 2820.057080 = -396978.361789 nChanged 0 SP:Iteration 123F (954.300062 sec): 3 clusters Score: Raw -399798.418869 + Penalty 2820.057080 = -396978.361789 nChanged 0 Trying to split cluster 30 (1541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (954.314705 sec): 2 clusters Score: Raw -82467.196910 + Penalty 1192.780361 = -81274.416549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (954.353223 sec): 3 clusters Score: Raw -81914.600731 + Penalty 2385.560721 = -79529.040009 nChanged 556 SP:Iteration 1F (954.361107 sec): 3 clusters Score: Raw -82500.770922 + Penalty 2385.560721 = -80115.210201 nChanged 203 SP:Iteration 2F (954.368909 sec): 3 clusters Score: Raw -82912.922942 + Penalty 2385.560721 = -80527.362221 nChanged 121 SP:Iteration 3F (954.376661 sec): 3 clusters Score: Raw -83075.529901 + Penalty 2385.560721 = -80689.969179 nChanged 68 SP:Iteration 4Q (954.389400 sec): 3 clusters Score: Raw -83172.134804 + Penalty 2385.560721 = -80786.574083 nChanged 53 SP:Iteration 5Q (954.397060 sec): 3 clusters Score: Raw -83221.781313 + Penalty 2385.560721 = -80836.220592 nChanged 30 SP:Iteration 6Q (954.404726 sec): 3 clusters Score: Raw -83254.917324 + Penalty 2385.560721 = -80869.356603 nChanged 22 SP:Iteration 7Q (954.412425 sec): 3 clusters Score: Raw -83281.017931 + Penalty 2385.560721 = -80895.457209 nChanged 15 SP:Iteration 8Q (954.420061 sec): 3 clusters Score: Raw -83298.089394 + Penalty 2385.560721 = -80912.528673 nChanged 12 SP:Iteration 9Q (954.427688 sec): 3 clusters Score: Raw -83306.232054 + Penalty 2385.560721 = -80920.671332 nChanged 3 SP:Iteration 10Q (954.435287 sec): 3 clusters Score: Raw -83311.343905 + Penalty 2385.560721 = -80925.783184 nChanged 8 SP:Iteration 11Q (954.442906 sec): 3 clusters Score: Raw -83326.666224 + Penalty 2385.560721 = -80941.105502 nChanged 5 SP:Iteration 12Q (954.450507 sec): 3 clusters Score: Raw -83340.189421 + Penalty 2385.560721 = -80954.628700 nChanged 6 SP:Iteration 13Q (954.458102 sec): 3 clusters Score: Raw -83364.495256 + Penalty 2385.560721 = -80978.934535 nChanged 7 SP:Iteration 14Q (954.465687 sec): 3 clusters Score: Raw -83376.630829 + Penalty 2385.560721 = -80991.070107 nChanged 4 SP:Iteration 15Q (954.473171 sec): 3 clusters Score: Raw -83385.070183 + Penalty 2385.560721 = -80999.509462 nChanged 7 SP:Iteration 16Q (954.480759 sec): 3 clusters Score: Raw -83391.677924 + Penalty 2385.560721 = -81006.117203 nChanged 5 SP:Iteration 17Q (954.488256 sec): 3 clusters Score: Raw -83403.356428 + Penalty 2385.560721 = -81017.795706 nChanged 5 SP:Iteration 18Q (954.495762 sec): 3 clusters Score: Raw -83413.669445 + Penalty 2385.560721 = -81028.108724 nChanged 9 SP:Iteration 19Q (954.503197 sec): 3 clusters Score: Raw -83421.127414 + Penalty 2385.560721 = -81035.566692 nChanged 6 SP:Iteration 20F (954.510953 sec): 3 clusters Score: Raw -83423.724148 + Penalty 2385.560721 = -81038.163427 nChanged 3 SP:Iteration 21Q (954.518463 sec): 3 clusters Score: Raw -83425.197628 + Penalty 2385.560721 = -81039.636906 nChanged 1 SP:Iteration 22Q (954.525985 sec): 3 clusters Score: Raw -83425.541705 + Penalty 2385.560721 = -81039.980983 nChanged 1 SP:Iteration 23Q (954.533477 sec): 3 clusters Score: Raw -83426.903942 + Penalty 2385.560721 = -81041.343220 nChanged 3 SP:Iteration 24Q (954.541014 sec): 3 clusters Score: Raw -83432.660391 + Penalty 2385.560721 = -81047.099670 nChanged 2 SP:Iteration 25Q (954.548521 sec): 3 clusters Score: Raw -83435.138186 + Penalty 2385.560721 = -81049.577464 nChanged 1 SP:Iteration 26Q (954.555952 sec): 3 clusters Score: Raw -83437.853688 + Penalty 2385.560721 = -81052.292967 nChanged 2 SP:Iteration 27Q (954.563466 sec): 3 clusters Score: Raw -83441.187582 + Penalty 2385.560721 = -81055.626861 nChanged 2 SP:Iteration 28Q (954.570951 sec): 3 clusters Score: Raw -83443.458536 + Penalty 2385.560721 = -81057.897815 nChanged 2 SP:Iteration 29Q (954.578426 sec): 3 clusters Score: Raw -83445.246800 + Penalty 2385.560721 = -81059.686078 nChanged 1 SP:Iteration 30Q (954.585906 sec): 3 clusters Score: Raw -83445.783213 + Penalty 2385.560721 = -81060.222491 nChanged 0 SP:Iteration 31F (954.593638 sec): 3 clusters Score: Raw -83445.783213 + Penalty 2385.560721 = -81060.222491 nChanged 0 Trying to split cluster 31 (12548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (954.622022 sec): 2 clusters Score: Raw -850691.772964 + Penalty 1533.563943 = -849158.209021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (954.655763 sec): 3 clusters Score: Raw -843562.372486 + Penalty 3067.127885 = -840495.244601 nChanged 5437 SP:Iteration 1F (954.688026 sec): 3 clusters Score: Raw -846872.005675 + Penalty 3067.127885 = -843804.877789 nChanged 999 SP:Iteration 2F (954.720706 sec): 3 clusters Score: Raw -847556.812527 + Penalty 3067.127885 = -844489.684642 nChanged 935 SP:Iteration 3F (954.753177 sec): 3 clusters Score: Raw -848208.774592 + Penalty 3067.127885 = -845141.646707 nChanged 885 SP:Iteration 4F (954.821059 sec): 3 clusters Score: Raw -848904.029139 + Penalty 3067.127885 = -845836.901254 nChanged 788 SP:Iteration 5F (954.853120 sec): 3 clusters Score: Raw -849519.166411 + Penalty 3067.127885 = -846452.038526 nChanged 606 SP:Iteration 6Q (954.885766 sec): 3 clusters Score: Raw -849970.473719 + Penalty 3067.127885 = -846903.345834 nChanged 460 SP:Iteration 7Q (954.918117 sec): 3 clusters Score: Raw -850284.604496 + Penalty 3067.127885 = -847217.476611 nChanged 331 SP:Iteration 8Q (954.949887 sec): 3 clusters Score: Raw -850471.362377 + Penalty 3067.127885 = -847404.234491 nChanged 221 SP:Iteration 9Q (954.981364 sec): 3 clusters Score: Raw -850567.640193 + Penalty 3067.127885 = -847500.512308 nChanged 151 SP:Iteration 10Q (955.012521 sec): 3 clusters Score: Raw -850625.542984 + Penalty 3067.127885 = -847558.415099 nChanged 156 SP:Iteration 11Q (955.043549 sec): 3 clusters Score: Raw -850684.157297 + Penalty 3067.127885 = -847617.029412 nChanged 123 SP:Iteration 12Q (955.074221 sec): 3 clusters Score: Raw -850722.284469 + Penalty 3067.127885 = -847655.156584 nChanged 96 SP:Iteration 13Q (955.104931 sec): 3 clusters Score: Raw -850751.695810 + Penalty 3067.127885 = -847684.567925 nChanged 96 SP:Iteration 14Q (955.135253 sec): 3 clusters Score: Raw -850781.813325 + Penalty 3067.127885 = -847714.685440 nChanged 87 SP:Iteration 15Q (955.165458 sec): 3 clusters Score: Raw -850810.375026 + Penalty 3067.127885 = -847743.247141 nChanged 87 SP:Iteration 16Q (955.195721 sec): 3 clusters Score: Raw -850838.972968 + Penalty 3067.127885 = -847771.845083 nChanged 80 SP:Iteration 17Q (955.225800 sec): 3 clusters Score: Raw -850862.197843 + Penalty 3067.127885 = -847795.069958 nChanged 71 SP:Iteration 18Q (955.255673 sec): 3 clusters Score: Raw -850881.966893 + Penalty 3067.127885 = -847814.839008 nChanged 64 SP:Iteration 19Q (955.285448 sec): 3 clusters Score: Raw -850902.369494 + Penalty 3067.127885 = -847835.241609 nChanged 60 SP:Iteration 20F (955.318262 sec): 3 clusters Score: Raw -850916.804519 + Penalty 3067.127885 = -847849.676634 nChanged 45 SP:Iteration 21Q (955.348183 sec): 3 clusters Score: Raw -850926.119179 + Penalty 3067.127885 = -847858.991294 nChanged 44 SP:Iteration 22Q (955.378070 sec): 3 clusters Score: Raw -850933.350706 + Penalty 3067.127885 = -847866.222821 nChanged 18 SP:Iteration 23Q (955.407439 sec): 3 clusters Score: Raw -850936.141083 + Penalty 3067.127885 = -847869.013198 nChanged 19 SP:Iteration 24Q (955.437029 sec): 3 clusters Score: Raw -850938.976199 + Penalty 3067.127885 = -847871.848314 nChanged 17 SP:Iteration 25Q (955.466477 sec): 3 clusters Score: Raw -850941.481084 + Penalty 3067.127885 = -847874.353199 nChanged 19 SP:Iteration 26Q (955.495709 sec): 3 clusters Score: Raw -850944.833330 + Penalty 3067.127885 = -847877.705445 nChanged 18 SP:Iteration 27Q (955.525353 sec): 3 clusters Score: Raw -850947.953055 + Penalty 3067.127885 = -847880.825170 nChanged 13 SP:Iteration 28Q (955.554615 sec): 3 clusters Score: Raw -850950.112472 + Penalty 3067.127885 = -847882.984587 nChanged 12 SP:Iteration 29Q (955.583633 sec): 3 clusters Score: Raw -850951.883905 + Penalty 3067.127885 = -847884.756020 nChanged 12 SP:Iteration 30Q (955.613012 sec): 3 clusters Score: Raw -850953.625284 + Penalty 3067.127885 = -847886.497399 nChanged 9 SP:Iteration 31Q (955.642355 sec): 3 clusters Score: Raw -850954.865983 + Penalty 3067.127885 = -847887.738098 nChanged 4 SP:Iteration 32Q (955.671637 sec): 3 clusters Score: Raw -850955.477068 + Penalty 3067.127885 = -847888.349183 nChanged 4 SP:Iteration 33Q (955.700917 sec): 3 clusters Score: Raw -850955.889082 + Penalty 3067.127885 = -847888.761197 nChanged 2 SP:Iteration 34Q (955.730778 sec): 3 clusters Score: Raw -850956.139773 + Penalty 3067.127885 = -847889.011888 nChanged 0 SP:Iteration 35F (955.763303 sec): 3 clusters Score: Raw -850956.139773 + Penalty 3067.127885 = -847889.011888 nChanged 0 Trying to split cluster 32 (5409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (955.781858 sec): 2 clusters Score: Raw -372671.184729 + Penalty 1396.820671 = -371274.364058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (955.837181 sec): 3 clusters Score: Raw -369824.926684 + Penalty 2793.641341 = -367031.285342 nChanged 2195 SP:Iteration 1F (955.858675 sec): 3 clusters Score: Raw -371096.942982 + Penalty 2793.641341 = -368303.301641 nChanged 400 SP:Iteration 2F (955.880135 sec): 3 clusters Score: Raw -371355.168286 + Penalty 2793.641341 = -368561.526944 nChanged 318 SP:Iteration 3F (955.901806 sec): 3 clusters Score: Raw -371536.521968 + Penalty 2793.641341 = -368742.880627 nChanged 258 SP:Iteration 4Q (955.923401 sec): 3 clusters Score: Raw -371700.043559 + Penalty 2793.641341 = -368906.402218 nChanged 248 SP:Iteration 5Q (955.945194 sec): 3 clusters Score: Raw -371851.883000 + Penalty 2793.641341 = -369058.241658 nChanged 230 SP:Iteration 6Q (955.966791 sec): 3 clusters Score: Raw -371999.811297 + Penalty 2793.641341 = -369206.169956 nChanged 221 SP:Iteration 7Q (955.988590 sec): 3 clusters Score: Raw -372152.972320 + Penalty 2793.641341 = -369359.330979 nChanged 224 SP:Iteration 8Q (956.010050 sec): 3 clusters Score: Raw -372309.872023 + Penalty 2793.641341 = -369516.230682 nChanged 200 SP:Iteration 9Q (956.031434 sec): 3 clusters Score: Raw -372427.140779 + Penalty 2793.641341 = -369633.499438 nChanged 178 SP:Iteration 10Q (956.052863 sec): 3 clusters Score: Raw -372535.850621 + Penalty 2793.641341 = -369742.209280 nChanged 145 SP:Iteration 11Q (956.074243 sec): 3 clusters Score: Raw -372622.128715 + Penalty 2793.641341 = -369828.487373 nChanged 121 SP:Iteration 12Q (956.095658 sec): 3 clusters Score: Raw -372690.570067 + Penalty 2793.641341 = -369896.928726 nChanged 116 SP:Iteration 13Q (956.117041 sec): 3 clusters Score: Raw -372747.916229 + Penalty 2793.641341 = -369954.274888 nChanged 91 SP:Iteration 14Q (956.138236 sec): 3 clusters Score: Raw -372790.597630 + Penalty 2793.641341 = -369996.956288 nChanged 84 SP:Iteration 15Q (956.159389 sec): 3 clusters Score: Raw -372822.827654 + Penalty 2793.641341 = -370029.186313 nChanged 57 SP:Iteration 16Q (956.180478 sec): 3 clusters Score: Raw -372842.779973 + Penalty 2793.641341 = -370049.138632 nChanged 45 SP:Iteration 17Q (956.203576 sec): 3 clusters Score: Raw -372857.442535 + Penalty 2793.641341 = -370063.801194 nChanged 41 SP:Iteration 18Q (956.224548 sec): 3 clusters Score: Raw -372872.291542 + Penalty 2793.641341 = -370078.650201 nChanged 44 SP:Iteration 19Q (956.245561 sec): 3 clusters Score: Raw -372886.926259 + Penalty 2793.641341 = -370093.284918 nChanged 30 SP:Iteration 20F (956.267218 sec): 3 clusters Score: Raw -372896.019427 + Penalty 2793.641341 = -370102.378086 nChanged 37 SP:Iteration 21Q (956.288448 sec): 3 clusters Score: Raw -372904.605127 + Penalty 2793.641341 = -370110.963786 nChanged 23 SP:Iteration 22Q (956.309587 sec): 3 clusters Score: Raw -372910.262383 + Penalty 2793.641341 = -370116.621042 nChanged 15 SP:Iteration 23Q (956.330768 sec): 3 clusters Score: Raw -372913.487265 + Penalty 2793.641341 = -370119.845924 nChanged 15 SP:Iteration 24Q (956.351883 sec): 3 clusters Score: Raw -372916.345108 + Penalty 2793.641341 = -370122.703766 nChanged 13 SP:Iteration 25Q (956.373023 sec): 3 clusters Score: Raw -372919.050559 + Penalty 2793.641341 = -370125.409218 nChanged 20 SP:Iteration 26Q (956.394263 sec): 3 clusters Score: Raw -372923.814452 + Penalty 2793.641341 = -370130.173110 nChanged 22 SP:Iteration 27Q (956.415218 sec): 3 clusters Score: Raw -372929.059090 + Penalty 2793.641341 = -370135.417749 nChanged 15 SP:Iteration 28Q (956.436495 sec): 3 clusters Score: Raw -372932.609160 + Penalty 2793.641341 = -370138.967819 nChanged 13 SP:Iteration 29Q (956.457605 sec): 3 clusters Score: Raw -372935.148140 + Penalty 2793.641341 = -370141.506799 nChanged 5 SP:Iteration 30Q (956.478748 sec): 3 clusters Score: Raw -372936.725769 + Penalty 2793.641341 = -370143.084428 nChanged 10 SP:Iteration 31Q (956.499820 sec): 3 clusters Score: Raw -372939.566021 + Penalty 2793.641341 = -370145.924679 nChanged 12 SP:Iteration 32Q (956.520626 sec): 3 clusters Score: Raw -372943.307798 + Penalty 2793.641341 = -370149.666457 nChanged 20 SP:Iteration 33Q (956.541797 sec): 3 clusters Score: Raw -372948.457505 + Penalty 2793.641341 = -370154.816163 nChanged 15 SP:Iteration 34Q (956.562903 sec): 3 clusters Score: Raw -372951.650867 + Penalty 2793.641341 = -370158.009526 nChanged 14 SP:Iteration 35Q (956.583932 sec): 3 clusters Score: Raw -372954.016238 + Penalty 2793.641341 = -370160.374897 nChanged 5 SP:Iteration 36Q (956.605052 sec): 3 clusters Score: Raw -372954.937364 + Penalty 2793.641341 = -370161.296022 nChanged 7 SP:Iteration 37Q (956.626096 sec): 3 clusters Score: Raw -372956.082717 + Penalty 2793.641341 = -370162.441376 nChanged 8 SP:Iteration 38Q (956.647025 sec): 3 clusters Score: Raw -372957.752095 + Penalty 2793.641341 = -370164.110754 nChanged 8 SP:Iteration 39Q (956.667971 sec): 3 clusters Score: Raw -372959.002534 + Penalty 2793.641341 = -370165.361192 nChanged 11 SP:Iteration 40F (956.689648 sec): 3 clusters Score: Raw -372961.493572 + Penalty 2793.641341 = -370167.852230 nChanged 9 SP:Iteration 41Q (956.710674 sec): 3 clusters Score: Raw -372962.637349 + Penalty 2793.641341 = -370168.996008 nChanged 4 SP:Iteration 42Q (956.731831 sec): 3 clusters Score: Raw -372963.408450 + Penalty 2793.641341 = -370169.767108 nChanged 3 SP:Iteration 43Q (956.752831 sec): 3 clusters Score: Raw -372964.336129 + Penalty 2793.641341 = -370170.694787 nChanged 4 SP:Iteration 44Q (956.773966 sec): 3 clusters Score: Raw -372965.071830 + Penalty 2793.641341 = -370171.430489 nChanged 4 SP:Iteration 45Q (956.795168 sec): 3 clusters Score: Raw -372966.213704 + Penalty 2793.641341 = -370172.572363 nChanged 0 SP:Iteration 46F (956.816857 sec): 3 clusters Score: Raw -372966.213704 + Penalty 2793.641341 = -370172.572363 nChanged 0 Trying to split cluster 34 (2028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (956.832321 sec): 2 clusters Score: Raw -101643.679454 + Penalty 1237.405872 = -100406.273582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (956.891470 sec): 3 clusters Score: Raw -100825.178178 + Penalty 2474.811744 = -98350.366434 nChanged 746 SP:Iteration 1F (956.932365 sec): 3 clusters Score: Raw -101520.380018 + Penalty 2474.811744 = -99045.568274 nChanged 202 SP:Iteration 2F (956.985195 sec): 3 clusters Score: Raw -101752.567276 + Penalty 2474.811744 = -99277.755532 nChanged 149 SP:Iteration 3F (957.035273 sec): 3 clusters Score: Raw -101953.515003 + Penalty 2474.811744 = -99478.703260 nChanged 111 SP:Iteration 4F (957.086415 sec): 3 clusters Score: Raw -102090.683164 + Penalty 2474.811744 = -99615.871421 nChanged 86 SP:Iteration 5Q (957.137471 sec): 3 clusters Score: Raw -102206.810194 + Penalty 2474.811744 = -99731.998451 nChanged 71 SP:Iteration 6Q (957.182916 sec): 3 clusters Score: Raw -102289.834830 + Penalty 2474.811744 = -99815.023086 nChanged 73 SP:Iteration 7Q (957.229144 sec): 3 clusters Score: Raw -102357.846358 + Penalty 2474.811744 = -99883.034614 nChanged 51 SP:Iteration 8Q (957.273948 sec): 3 clusters Score: Raw -102398.635578 + Penalty 2474.811744 = -99923.823834 nChanged 41 SP:Iteration 9Q (957.317268 sec): 3 clusters Score: Raw -102434.516991 + Penalty 2474.811744 = -99959.705247 nChanged 38 SP:Iteration 10Q (957.368493 sec): 3 clusters Score: Raw -102466.651005 + Penalty 2474.811744 = -99991.839262 nChanged 30 SP:Iteration 11Q (957.414166 sec): 3 clusters Score: Raw -102494.711818 + Penalty 2474.811744 = -100019.900075 nChanged 20 SP:Iteration 12Q (957.470717 sec): 3 clusters Score: Raw -102511.512655 + Penalty 2474.811744 = -100036.700911 nChanged 19 SP:Iteration 13Q (957.510747 sec): 3 clusters Score: Raw -102532.002369 + Penalty 2474.811744 = -100057.190626 nChanged 20 SP:Iteration 14Q (957.551375 sec): 3 clusters Score: Raw -102544.892244 + Penalty 2474.811744 = -100070.080501 nChanged 13 SP:Iteration 15Q (957.600716 sec): 3 clusters Score: Raw -102555.814545 + Penalty 2474.811744 = -100081.002802 nChanged 13 SP:Iteration 16Q (957.660385 sec): 3 clusters Score: Raw -102572.353808 + Penalty 2474.811744 = -100097.542065 nChanged 14 SP:Iteration 17Q (957.705755 sec): 3 clusters Score: Raw -102584.780885 + Penalty 2474.811744 = -100109.969141 nChanged 17 SP:Iteration 18Q (957.717277 sec): 3 clusters Score: Raw -102593.084209 + Penalty 2474.811744 = -100118.272466 nChanged 10 SP:Iteration 19Q (957.728034 sec): 3 clusters Score: Raw -102599.775352 + Penalty 2474.811744 = -100124.963608 nChanged 7 SP:Iteration 20F (957.739341 sec): 3 clusters Score: Raw -102604.956441 + Penalty 2474.811744 = -100130.144698 nChanged 6 SP:Iteration 21Q (957.750051 sec): 3 clusters Score: Raw -102610.497957 + Penalty 2474.811744 = -100135.686213 nChanged 6 SP:Iteration 22Q (957.760030 sec): 3 clusters Score: Raw -102613.049388 + Penalty 2474.811744 = -100138.237644 nChanged 2 SP:Iteration 23Q (957.769984 sec): 3 clusters Score: Raw -102616.269852 + Penalty 2474.811744 = -100141.458108 nChanged 3 SP:Iteration 24Q (957.779956 sec): 3 clusters Score: Raw -102617.638759 + Penalty 2474.811744 = -100142.827015 nChanged 5 SP:Iteration 25Q (957.789928 sec): 3 clusters Score: Raw -102619.133983 + Penalty 2474.811744 = -100144.322240 nChanged 0 SP:Iteration 26F (957.800231 sec): 3 clusters Score: Raw -102619.133983 + Penalty 2474.811744 = -100144.322240 nChanged 0 Iteration 139Q (961.476917 sec): 34 clusters Score: Raw -27538302.124562 + Penalty 69642.379305 = -27468659.745257 nChanged 29 Iteration 140F (970.653875 sec): 34 clusters Score: Raw -27538303.419836 + Penalty 69642.379305 = -27468661.040531 nChanged 26 Iteration 141Q (974.683502 sec): 34 clusters Score: Raw -27538304.713541 + Penalty 69642.379305 = -27468662.334235 nChanged 31 Iteration 142Q (978.546448 sec): 34 clusters Score: Raw -27538306.003462 + Penalty 69642.379305 = -27468663.624157 nChanged 21 Iteration 143Q (982.556712 sec): 34 clusters Score: Raw -27538306.760859 + Penalty 69642.379305 = -27468664.381554 nChanged 11 Iteration 144Q (986.428385 sec): 34 clusters Score: Raw -27538307.144016 + Penalty 69642.379305 = -27468664.764711 nChanged 12 Iteration 145Q (990.284643 sec): 34 clusters Score: Raw -27538307.774417 + Penalty 69642.379305 = -27468665.395111 nChanged 21 Iteration 146Q (994.196522 sec): 34 clusters Score: Raw -27538308.806831 + Penalty 69642.379305 = -27468666.427525 nChanged 18 Iteration 147Q (998.099264 sec): 34 clusters Score: Raw -27538309.738281 + Penalty 69642.379305 = -27468667.358976 nChanged 20 Iteration 148Q (1002.009635 sec): 34 clusters Score: Raw -27538310.879998 + Penalty 69642.379305 = -27468668.500692 nChanged 25 Iteration 149Q (1005.883272 sec): 34 clusters Score: Raw -27538312.111833 + Penalty 69642.379305 = -27468669.732527 nChanged 14 Iteration 150Q (1009.766011 sec): 34 clusters Score: Raw -27538312.785446 + Penalty 69642.379305 = -27468670.406140 nChanged 13 Iteration 151Q (1013.691100 sec): 34 clusters Score: Raw -27538313.571581 + Penalty 69642.379305 = -27468671.192276 nChanged 10 Iteration 152Q (1017.558007 sec): 34 clusters Score: Raw -27538314.272640 + Penalty 69642.379305 = -27468671.893335 nChanged 12 Iteration 153Q (1021.452998 sec): 34 clusters Score: Raw -27538314.912886 + Penalty 69642.379305 = -27468672.533580 nChanged 9 Iteration 154Q (1025.327722 sec): 34 clusters Score: Raw -27538315.225109 + Penalty 69642.379305 = -27468672.845804 nChanged 10 Iteration 155Q (1029.221227 sec): 34 clusters Score: Raw -27538315.535139 + Penalty 69642.379305 = -27468673.155834 nChanged 3 Iteration 156Q (1033.108889 sec): 34 clusters Score: Raw -27538315.726305 + Penalty 69642.379305 = -27468673.347000 nChanged 8 Iteration 157Q (1037.030655 sec): 34 clusters Score: Raw -27538315.972062 + Penalty 69642.379305 = -27468673.592757 nChanged 9 Iteration 158Q (1041.001200 sec): 34 clusters Score: Raw -27538316.568553 + Penalty 69642.379305 = -27468674.189248 nChanged 12 Iteration 159Q (1045.036594 sec): 34 clusters Score: Raw -27538317.001181 + Penalty 69642.379305 = -27468674.621875 nChanged 10 Iteration 160F (1053.493516 sec): 34 clusters Score: Raw -27538317.436129 + Penalty 69642.379305 = -27468675.056823 nChanged 13 Iteration 161Q (1057.360697 sec): 34 clusters Score: Raw -27538317.946447 + Penalty 69642.379305 = -27468675.567142 nChanged 15 Iteration 162Q (1061.253769 sec): 34 clusters Score: Raw -27538318.998882 + Penalty 69642.379305 = -27468676.619576 nChanged 19 Iteration 163Q (1065.127197 sec): 34 clusters Score: Raw -27538320.334372 + Penalty 69642.379305 = -27468677.955067 nChanged 20 Iteration 164Q (1069.032062 sec): 34 clusters Score: Raw -27538322.066923 + Penalty 69642.379305 = -27468679.687618 nChanged 30 Iteration 165Q (1072.899058 sec): 34 clusters Score: Raw -27538324.483263 + Penalty 69642.379305 = -27468682.103957 nChanged 26 Iteration 166Q (1076.785247 sec): 34 clusters Score: Raw -27538325.906251 + Penalty 69642.379305 = -27468683.526945 nChanged 28 Iteration 167Q (1080.737576 sec): 34 clusters Score: Raw -27538327.473282 + Penalty 69642.379305 = -27468685.093976 nChanged 27 Iteration 168Q (1084.623306 sec): 34 clusters Score: Raw -27538329.109309 + Penalty 69642.379305 = -27468686.730003 nChanged 32 Iteration 169Q (1088.490510 sec): 34 clusters Score: Raw -27538331.130604 + Penalty 69642.379305 = -27468688.751299 nChanged 26 Iteration 170Q (1092.379911 sec): 34 clusters Score: Raw -27538333.357124 + Penalty 69642.379305 = -27468690.977819 nChanged 33 Iteration 171Q (1096.263656 sec): 34 clusters Score: Raw -27538336.209559 + Penalty 69642.379305 = -27468693.830253 nChanged 30 Iteration 172Q (1100.129506 sec): 34 clusters Score: Raw -27538337.973039 + Penalty 69642.379305 = -27468695.593733 nChanged 38 Iteration 173Q (1104.009414 sec): 34 clusters Score: Raw -27538340.352363 + Penalty 69642.379305 = -27468697.973058 nChanged 37 Iteration 174Q (1107.913018 sec): 34 clusters Score: Raw -27538342.825937 + Penalty 69642.379305 = -27468700.446632 nChanged 37 Iteration 175Q (1111.874177 sec): 34 clusters Score: Raw -27538344.906760 + Penalty 69642.379305 = -27468702.527455 nChanged 39 Iteration 176Q (1115.794808 sec): 34 clusters Score: Raw -27538347.614636 + Penalty 69642.379305 = -27468705.235331 nChanged 42 Iteration 177Q (1119.691640 sec): 34 clusters Score: Raw -27538349.477867 + Penalty 69642.379305 = -27468707.098562 nChanged 33 Iteration 178Q (1123.691569 sec): 34 clusters Score: Raw -27538350.778549 + Penalty 69642.379305 = -27468708.399244 nChanged 28 Writing temp clu file Because OldScore, -27468707.098562, is greater than current (better) Score,-27468708.399244 Compute initial score before splitting: Score: Raw -27538350.778549 + Penalty 69642.379305 = -27468708.399244 Trying to split cluster 1 (3747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1123.778289 sec): 2 clusters Score: Raw -223939.166616 + Penalty 1337.165505 = -222602.001111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1123.797258 sec): 3 clusters Score: Raw -222153.821225 + Penalty 2674.331010 = -219479.490215 nChanged 1437 SP:Iteration 1F (1123.815039 sec): 3 clusters Score: Raw -223043.299733 + Penalty 2674.331010 = -220368.968723 nChanged 310 SP:Iteration 2F (1123.833027 sec): 3 clusters Score: Raw -223257.287250 + Penalty 2674.331010 = -220582.956241 nChanged 205 SP:Iteration 3F (1123.850943 sec): 3 clusters Score: Raw -223398.688798 + Penalty 2674.331010 = -220724.357788 nChanged 162 SP:Iteration 4Q (1123.868719 sec): 3 clusters Score: Raw -223489.444604 + Penalty 2674.331010 = -220815.113595 nChanged 121 SP:Iteration 5Q (1123.886619 sec): 3 clusters Score: Raw -223556.984204 + Penalty 2674.331010 = -220882.653194 nChanged 112 SP:Iteration 6Q (1123.904471 sec): 3 clusters Score: Raw -223632.247581 + Penalty 2674.331010 = -220957.916572 nChanged 98 SP:Iteration 7Q (1123.922349 sec): 3 clusters Score: Raw -223697.850401 + Penalty 2674.331010 = -221023.519392 nChanged 98 SP:Iteration 8Q (1123.940212 sec): 3 clusters Score: Raw -223778.285103 + Penalty 2674.331010 = -221103.954094 nChanged 112 SP:Iteration 9Q (1123.958081 sec): 3 clusters Score: Raw -223864.031483 + Penalty 2674.331010 = -221189.700473 nChanged 120 SP:Iteration 10Q (1123.975901 sec): 3 clusters Score: Raw -223940.352228 + Penalty 2674.331010 = -221266.021218 nChanged 83 SP:Iteration 11Q (1123.993698 sec): 3 clusters Score: Raw -223984.735870 + Penalty 2674.331010 = -221310.404860 nChanged 76 SP:Iteration 12Q (1124.011330 sec): 3 clusters Score: Raw -224028.121399 + Penalty 2674.331010 = -221353.790389 nChanged 70 SP:Iteration 13Q (1124.029147 sec): 3 clusters Score: Raw -224075.314389 + Penalty 2674.331010 = -221400.983380 nChanged 86 SP:Iteration 14Q (1124.046968 sec): 3 clusters Score: Raw -224126.996265 + Penalty 2674.331010 = -221452.665255 nChanged 83 SP:Iteration 15Q (1124.064741 sec): 3 clusters Score: Raw -224190.917393 + Penalty 2674.331010 = -221516.586383 nChanged 104 SP:Iteration 16Q (1124.082346 sec): 3 clusters Score: Raw -224272.624112 + Penalty 2674.331010 = -221598.293102 nChanged 117 SP:Iteration 17Q (1124.099886 sec): 3 clusters Score: Raw -224351.868030 + Penalty 2674.331010 = -221677.537020 nChanged 106 SP:Iteration 18Q (1124.117627 sec): 3 clusters Score: Raw -224422.536574 + Penalty 2674.331010 = -221748.205564 nChanged 102 SP:Iteration 19Q (1124.135281 sec): 3 clusters Score: Raw -224487.375124 + Penalty 2674.331010 = -221813.044115 nChanged 102 SP:Iteration 20F (1124.153240 sec): 3 clusters Score: Raw -224550.735001 + Penalty 2674.331010 = -221876.403991 nChanged 78 SP:Iteration 21Q (1124.170892 sec): 3 clusters Score: Raw -224605.950112 + Penalty 2674.331010 = -221931.619102 nChanged 76 SP:Iteration 22Q (1124.188596 sec): 3 clusters Score: Raw -224657.010529 + Penalty 2674.331010 = -221982.679519 nChanged 68 SP:Iteration 23Q (1124.206112 sec): 3 clusters Score: Raw -224704.826007 + Penalty 2674.331010 = -222030.494997 nChanged 71 SP:Iteration 24Q (1124.223746 sec): 3 clusters Score: Raw -224752.382675 + Penalty 2674.331010 = -222078.051666 nChanged 62 SP:Iteration 25Q (1124.241386 sec): 3 clusters Score: Raw -224790.025520 + Penalty 2674.331010 = -222115.694511 nChanged 57 SP:Iteration 26Q (1124.258954 sec): 3 clusters Score: Raw -224820.849470 + Penalty 2674.331010 = -222146.518461 nChanged 53 SP:Iteration 27Q (1124.276537 sec): 3 clusters Score: Raw -224847.065597 + Penalty 2674.331010 = -222172.734587 nChanged 46 SP:Iteration 28Q (1124.293898 sec): 3 clusters Score: Raw -224868.474505 + Penalty 2674.331010 = -222194.143495 nChanged 28 SP:Iteration 29Q (1124.311256 sec): 3 clusters Score: Raw -224878.306775 + Penalty 2674.331010 = -222203.975765 nChanged 18 SP:Iteration 30Q (1124.328551 sec): 3 clusters Score: Raw -224885.620363 + Penalty 2674.331010 = -222211.289353 nChanged 19 SP:Iteration 31Q (1124.346045 sec): 3 clusters Score: Raw -224891.363912 + Penalty 2674.331010 = -222217.032903 nChanged 12 SP:Iteration 32Q (1124.363484 sec): 3 clusters Score: Raw -224894.531459 + Penalty 2674.331010 = -222220.200449 nChanged 11 SP:Iteration 33Q (1124.380967 sec): 3 clusters Score: Raw -224898.120446 + Penalty 2674.331010 = -222223.789436 nChanged 14 SP:Iteration 34Q (1124.398429 sec): 3 clusters Score: Raw -224902.107876 + Penalty 2674.331010 = -222227.776867 nChanged 14 SP:Iteration 35Q (1124.415843 sec): 3 clusters Score: Raw -224905.562726 + Penalty 2674.331010 = -222231.231716 nChanged 6 SP:Iteration 36Q (1124.433266 sec): 3 clusters Score: Raw -224906.825259 + Penalty 2674.331010 = -222232.494249 nChanged 5 SP:Iteration 37Q (1124.450521 sec): 3 clusters Score: Raw -224909.232790 + Penalty 2674.331010 = -222234.901781 nChanged 6 SP:Iteration 38Q (1124.467791 sec): 3 clusters Score: Raw -224911.436945 + Penalty 2674.331010 = -222237.105936 nChanged 4 SP:Iteration 39Q (1124.485197 sec): 3 clusters Score: Raw -224912.100987 + Penalty 2674.331010 = -222237.769977 nChanged 2 SP:Iteration 40F (1124.503104 sec): 3 clusters Score: Raw -224913.673304 + Penalty 2674.331010 = -222239.342294 nChanged 4 SP:Iteration 41Q (1124.520404 sec): 3 clusters Score: Raw -224914.767621 + Penalty 2674.331010 = -222240.436611 nChanged 2 SP:Iteration 42Q (1124.537799 sec): 3 clusters Score: Raw -224915.269492 + Penalty 2674.331010 = -222240.938483 nChanged 2 SP:Iteration 43Q (1124.555236 sec): 3 clusters Score: Raw -224915.876809 + Penalty 2674.331010 = -222241.545799 nChanged 2 SP:Iteration 44Q (1124.572724 sec): 3 clusters Score: Raw -224916.198537 + Penalty 2674.331010 = -222241.867527 nChanged 1 SP:Iteration 45Q (1124.590215 sec): 3 clusters Score: Raw -224916.478548 + Penalty 2674.331010 = -222242.147539 nChanged 1 SP:Iteration 46Q (1124.607657 sec): 3 clusters Score: Raw -224916.758251 + Penalty 2674.331010 = -222242.427241 nChanged 2 SP:Iteration 47Q (1124.625116 sec): 3 clusters Score: Raw -224917.070117 + Penalty 2674.331010 = -222242.739107 nChanged 1 SP:Iteration 48Q (1124.642533 sec): 3 clusters Score: Raw -224917.457514 + Penalty 2674.331010 = -222243.126505 nChanged 1 SP:Iteration 49Q (1124.660001 sec): 3 clusters Score: Raw -224917.632078 + Penalty 2674.331010 = -222243.301069 nChanged 2 SP:Iteration 50Q (1124.677444 sec): 3 clusters Score: Raw -224918.261170 + Penalty 2674.331010 = -222243.930160 nChanged 0 SP:Iteration 51F (1124.695341 sec): 3 clusters Score: Raw -224918.261170 + Penalty 2674.331010 = -222243.930160 nChanged 0 Trying to split cluster 2 (74802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1124.797836 sec): 2 clusters Score: Raw -4989363.573995 + Penalty 1823.672484 = -4987539.901511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1124.921437 sec): 3 clusters Score: Raw -4941281.957001 + Penalty 3647.344968 = -4937634.612033 nChanged 35461 SP:Iteration 1F (1125.043425 sec): 3 clusters Score: Raw -4962167.508958 + Penalty 3647.344968 = -4958520.163990 nChanged 3065 SP:Iteration 2Q (1125.173160 sec): 3 clusters Score: Raw -4963279.870148 + Penalty 3647.344968 = -4959632.525180 nChanged 3349 SP:Iteration 3Q (1125.309747 sec): 3 clusters Score: Raw -4964727.000728 + Penalty 3647.344968 = -4961079.655760 nChanged 3775 SP:Iteration 4F (1125.429316 sec): 3 clusters Score: Raw -4966650.480184 + Penalty 3647.344968 = -4963003.135216 nChanged 4198 SP:Iteration 5F (1125.552569 sec): 3 clusters Score: Raw -4969143.117457 + Penalty 3647.344968 = -4965495.772489 nChanged 4486 SP:Iteration 6F (1125.673652 sec): 3 clusters Score: Raw -4972353.651675 + Penalty 3647.344968 = -4968706.306707 nChanged 4768 SP:Iteration 7F (1125.795145 sec): 3 clusters Score: Raw -4976230.854665 + Penalty 3647.344968 = -4972583.509697 nChanged 4535 SP:Iteration 8F (1125.916673 sec): 3 clusters Score: Raw -4980156.736236 + Penalty 3647.344968 = -4976509.391268 nChanged 3697 SP:Iteration 9Q (1126.038993 sec): 3 clusters Score: Raw -4983206.420181 + Penalty 3647.344968 = -4979559.075213 nChanged 2812 SP:Iteration 10Q (1126.163079 sec): 3 clusters Score: Raw -4985326.578344 + Penalty 3647.344968 = -4981679.233376 nChanged 2096 SP:Iteration 11Q (1126.286957 sec): 3 clusters Score: Raw -4986820.987240 + Penalty 3647.344968 = -4983173.642272 nChanged 1536 SP:Iteration 12Q (1126.399380 sec): 3 clusters Score: Raw -4987845.424037 + Penalty 3647.344968 = -4984198.079069 nChanged 1165 SP:Iteration 13Q (1126.509518 sec): 3 clusters Score: Raw -4988576.206904 + Penalty 3647.344968 = -4984928.861936 nChanged 882 SP:Iteration 14Q (1126.618036 sec): 3 clusters Score: Raw -4989092.284797 + Penalty 3647.344968 = -4985444.939829 nChanged 673 SP:Iteration 15Q (1126.737177 sec): 3 clusters Score: Raw -4989433.511053 + Penalty 3647.344968 = -4985786.166085 nChanged 494 SP:Iteration 16Q (1126.843541 sec): 3 clusters Score: Raw -4989667.631914 + Penalty 3647.344968 = -4986020.286946 nChanged 432 SP:Iteration 17Q (1126.948981 sec): 3 clusters Score: Raw -4989860.814812 + Penalty 3647.344968 = -4986213.469844 nChanged 340 SP:Iteration 18Q (1127.053277 sec): 3 clusters Score: Raw -4989995.855957 + Penalty 3647.344968 = -4986348.510989 nChanged 244 SP:Iteration 19Q (1127.156866 sec): 3 clusters Score: Raw -4990089.330654 + Penalty 3647.344968 = -4986441.985686 nChanged 207 SP:Iteration 20F (1127.277216 sec): 3 clusters Score: Raw -4990153.886621 + Penalty 3647.344968 = -4986506.541653 nChanged 163 SP:Iteration 21Q (1127.380151 sec): 3 clusters Score: Raw -4990199.711516 + Penalty 3647.344968 = -4986552.366548 nChanged 123 SP:Iteration 22Q (1127.483018 sec): 3 clusters Score: Raw -4990230.924087 + Penalty 3647.344968 = -4986583.579119 nChanged 95 SP:Iteration 23Q (1127.585756 sec): 3 clusters Score: Raw -4990252.097783 + Penalty 3647.344968 = -4986604.752815 nChanged 73 SP:Iteration 24Q (1127.688257 sec): 3 clusters Score: Raw -4990269.315835 + Penalty 3647.344968 = -4986621.970867 nChanged 58 SP:Iteration 25Q (1127.790731 sec): 3 clusters Score: Raw -4990280.401671 + Penalty 3647.344968 = -4986633.056703 nChanged 63 SP:Iteration 26Q (1127.893417 sec): 3 clusters Score: Raw -4990291.190427 + Penalty 3647.344968 = -4986643.845459 nChanged 53 SP:Iteration 27Q (1127.996835 sec): 3 clusters Score: Raw -4990301.147775 + Penalty 3647.344968 = -4986653.802807 nChanged 43 SP:Iteration 28Q (1128.125718 sec): 3 clusters Score: Raw -4990310.467603 + Penalty 3647.344968 = -4986663.122635 nChanged 37 SP:Iteration 29Q (1128.229076 sec): 3 clusters Score: Raw -4990318.660703 + Penalty 3647.344968 = -4986671.315735 nChanged 31 SP:Iteration 30Q (1128.338963 sec): 3 clusters Score: Raw -4990324.464968 + Penalty 3647.344968 = -4986677.120000 nChanged 26 SP:Iteration 31Q (1128.464990 sec): 3 clusters Score: Raw -4990328.116674 + Penalty 3647.344968 = -4986680.771706 nChanged 30 SP:Iteration 32Q (1128.565361 sec): 3 clusters Score: Raw -4990331.985758 + Penalty 3647.344968 = -4986684.640790 nChanged 22 SP:Iteration 33Q (1128.666477 sec): 3 clusters Score: Raw -4990335.564744 + Penalty 3647.344968 = -4986688.219776 nChanged 23 SP:Iteration 34Q (1128.767925 sec): 3 clusters Score: Raw -4990339.170815 + Penalty 3647.344968 = -4986691.825847 nChanged 23 SP:Iteration 35Q (1128.887566 sec): 3 clusters Score: Raw -4990341.418652 + Penalty 3647.344968 = -4986694.073684 nChanged 11 SP:Iteration 36Q (1128.989584 sec): 3 clusters Score: Raw -4990342.547167 + Penalty 3647.344968 = -4986695.202199 nChanged 5 SP:Iteration 37Q (1129.091415 sec): 3 clusters Score: Raw -4990343.315762 + Penalty 3647.344968 = -4986695.970794 nChanged 6 SP:Iteration 38Q (1129.193396 sec): 3 clusters Score: Raw -4990343.936583 + Penalty 3647.344968 = -4986696.591615 nChanged 5 SP:Iteration 39Q (1129.294776 sec): 3 clusters Score: Raw -4990344.228427 + Penalty 3647.344968 = -4986696.883459 nChanged 3 SP:Iteration 40F (1129.414837 sec): 3 clusters Score: Raw -4990344.692211 + Penalty 3647.344968 = -4986697.347243 nChanged 5 SP:Iteration 41Q (1129.515655 sec): 3 clusters Score: Raw -4990345.179277 + Penalty 3647.344968 = -4986697.834309 nChanged 3 SP:Iteration 42Q (1129.616370 sec): 3 clusters Score: Raw -4990345.422838 + Penalty 3647.344968 = -4986698.077870 nChanged 1 SP:Iteration 43Q (1129.717283 sec): 3 clusters Score: Raw -4990345.498002 + Penalty 3647.344968 = -4986698.153034 nChanged 1 SP:Iteration 44Q (1129.818130 sec): 3 clusters Score: Raw -4990345.552522 + Penalty 3647.344968 = -4986698.207554 nChanged 0 SP:Iteration 45F (1129.937586 sec): 3 clusters Score: Raw -4990345.552522 + Penalty 3647.344968 = -4986698.207554 nChanged 0 Trying to split cluster 3 (69500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1130.019145 sec): 2 clusters Score: Raw -4635848.462345 + Penalty 1811.725830 = -4634036.736515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1130.134577 sec): 3 clusters Score: Raw -4591362.453251 + Penalty 3623.451660 = -4587739.001591 nChanged 32904 SP:Iteration 1F (1130.248486 sec): 3 clusters Score: Raw -4610370.124485 + Penalty 3623.451660 = -4606746.672825 nChanged 2669 SP:Iteration 2Q (1130.370200 sec): 3 clusters Score: Raw -4611174.899149 + Penalty 3623.451660 = -4607551.447488 nChanged 2889 SP:Iteration 3Q (1130.491149 sec): 3 clusters Score: Raw -4612148.697886 + Penalty 3623.451660 = -4608525.246225 nChanged 3036 SP:Iteration 4Q (1130.611523 sec): 3 clusters Score: Raw -4613316.740244 + Penalty 3623.451660 = -4609693.288584 nChanged 3345 SP:Iteration 5Q (1130.731773 sec): 3 clusters Score: Raw -4614767.043934 + Penalty 3623.451660 = -4611143.592274 nChanged 3517 SP:Iteration 6F (1130.845031 sec): 3 clusters Score: Raw -4616380.075357 + Penalty 3623.451660 = -4612756.623697 nChanged 3578 SP:Iteration 7F (1130.958219 sec): 3 clusters Score: Raw -4618090.702539 + Penalty 3623.451660 = -4614467.250879 nChanged 3534 SP:Iteration 8F (1131.071410 sec): 3 clusters Score: Raw -4619789.834513 + Penalty 3623.451660 = -4616166.382853 nChanged 3344 SP:Iteration 9Q (1131.190945 sec): 3 clusters Score: Raw -4621379.666938 + Penalty 3623.451660 = -4617756.215278 nChanged 2912 SP:Iteration 10Q (1131.310582 sec): 3 clusters Score: Raw -4622699.830697 + Penalty 3623.451660 = -4619076.379037 nChanged 2522 SP:Iteration 11Q (1131.429757 sec): 3 clusters Score: Raw -4623837.440645 + Penalty 3623.451660 = -4620213.988985 nChanged 2201 SP:Iteration 12Q (1131.549808 sec): 3 clusters Score: Raw -4624778.644945 + Penalty 3623.451660 = -4621155.193285 nChanged 1864 SP:Iteration 13Q (1131.667677 sec): 3 clusters Score: Raw -4625554.897246 + Penalty 3623.451660 = -4621931.445586 nChanged 1571 SP:Iteration 14Q (1131.785067 sec): 3 clusters Score: Raw -4626175.419057 + Penalty 3623.451660 = -4622551.967397 nChanged 1341 SP:Iteration 15Q (1131.903241 sec): 3 clusters Score: Raw -4626714.704483 + Penalty 3623.451660 = -4623091.252823 nChanged 1247 SP:Iteration 16Q (1132.019970 sec): 3 clusters Score: Raw -4627233.683044 + Penalty 3623.451660 = -4623610.231383 nChanged 1210 SP:Iteration 17Q (1132.136027 sec): 3 clusters Score: Raw -4627773.486074 + Penalty 3623.451660 = -4624150.034414 nChanged 1230 SP:Iteration 18Q (1132.252154 sec): 3 clusters Score: Raw -4628322.536273 + Penalty 3623.451660 = -4624699.084613 nChanged 1275 SP:Iteration 19Q (1132.367444 sec): 3 clusters Score: Raw -4628911.341271 + Penalty 3623.451660 = -4625287.889611 nChanged 1313 SP:Iteration 20F (1132.481033 sec): 3 clusters Score: Raw -4629495.473072 + Penalty 3623.451660 = -4625872.021412 nChanged 1264 SP:Iteration 21Q (1132.595174 sec): 3 clusters Score: Raw -4630031.172993 + Penalty 3623.451660 = -4626407.721333 nChanged 1143 SP:Iteration 22Q (1132.708008 sec): 3 clusters Score: Raw -4630494.722754 + Penalty 3623.451660 = -4626871.271094 nChanged 1120 SP:Iteration 23Q (1132.852011 sec): 3 clusters Score: Raw -4630977.239112 + Penalty 3623.451660 = -4627353.787452 nChanged 1082 SP:Iteration 24Q (1132.964931 sec): 3 clusters Score: Raw -4631378.158322 + Penalty 3623.451660 = -4627754.706662 nChanged 977 SP:Iteration 25Q (1133.075643 sec): 3 clusters Score: Raw -4631712.467143 + Penalty 3623.451660 = -4628089.015483 nChanged 924 SP:Iteration 26Q (1133.185727 sec): 3 clusters Score: Raw -4632019.030305 + Penalty 3623.451660 = -4628395.578645 nChanged 849 SP:Iteration 27Q (1133.316899 sec): 3 clusters Score: Raw -4632299.833846 + Penalty 3623.451660 = -4628676.382186 nChanged 809 SP:Iteration 28Q (1133.455561 sec): 3 clusters Score: Raw -4632553.557905 + Penalty 3623.451660 = -4628930.106245 nChanged 755 SP:Iteration 29Q (1133.583497 sec): 3 clusters Score: Raw -4632770.006273 + Penalty 3623.451660 = -4629146.554612 nChanged 698 SP:Iteration 30Q (1133.693507 sec): 3 clusters Score: Raw -4632956.427686 + Penalty 3623.451660 = -4629332.976026 nChanged 662 SP:Iteration 31Q (1133.801887 sec): 3 clusters Score: Raw -4633129.480059 + Penalty 3623.451660 = -4629506.028398 nChanged 621 SP:Iteration 32Q (1133.909153 sec): 3 clusters Score: Raw -4633282.676721 + Penalty 3623.451660 = -4629659.225060 nChanged 639 SP:Iteration 33Q (1134.014580 sec): 3 clusters Score: Raw -4633437.771674 + Penalty 3623.451660 = -4629814.320014 nChanged 605 SP:Iteration 34Q (1134.120630 sec): 3 clusters Score: Raw -4633569.331111 + Penalty 3623.451660 = -4629945.879450 nChanged 572 SP:Iteration 35Q (1134.226118 sec): 3 clusters Score: Raw -4633688.118728 + Penalty 3623.451660 = -4630064.667067 nChanged 549 SP:Iteration 36Q (1134.331253 sec): 3 clusters Score: Raw -4633800.645741 + Penalty 3623.451660 = -4630177.194081 nChanged 516 SP:Iteration 37Q (1134.435931 sec): 3 clusters Score: Raw -4633909.523064 + Penalty 3623.451660 = -4630286.071403 nChanged 517 SP:Iteration 38Q (1134.540230 sec): 3 clusters Score: Raw -4634020.081706 + Penalty 3623.451660 = -4630396.630046 nChanged 530 SP:Iteration 39Q (1134.644285 sec): 3 clusters Score: Raw -4634133.034612 + Penalty 3623.451660 = -4630509.582952 nChanged 494 SP:Iteration 40F (1134.757284 sec): 3 clusters Score: Raw -4634231.001346 + Penalty 3623.451660 = -4630607.549686 nChanged 465 SP:Iteration 41Q (1134.861711 sec): 3 clusters Score: Raw -4634321.564998 + Penalty 3623.451660 = -4630698.113337 nChanged 435 SP:Iteration 42Q (1134.965732 sec): 3 clusters Score: Raw -4634405.327898 + Penalty 3623.451660 = -4630781.876237 nChanged 429 SP:Iteration 43Q (1135.090503 sec): 3 clusters Score: Raw -4634490.260404 + Penalty 3623.451660 = -4630866.808744 nChanged 462 SP:Iteration 44Q (1135.195159 sec): 3 clusters Score: Raw -4634579.655061 + Penalty 3623.451660 = -4630956.203400 nChanged 406 SP:Iteration 45Q (1135.298540 sec): 3 clusters Score: Raw -4634656.875529 + Penalty 3623.451660 = -4631033.423869 nChanged 379 SP:Iteration 46Q (1135.401062 sec): 3 clusters Score: Raw -4634730.993202 + Penalty 3623.451660 = -4631107.541542 nChanged 379 SP:Iteration 47Q (1135.503280 sec): 3 clusters Score: Raw -4634807.512185 + Penalty 3623.451660 = -4631184.060524 nChanged 386 SP:Iteration 48Q (1135.605360 sec): 3 clusters Score: Raw -4634891.421041 + Penalty 3623.451660 = -4631267.969380 nChanged 402 SP:Iteration 49Q (1135.707010 sec): 3 clusters Score: Raw -4634974.342952 + Penalty 3623.451660 = -4631350.891292 nChanged 359 SP:Iteration 50Q (1135.808457 sec): 3 clusters Score: Raw -4635052.007894 + Penalty 3623.451660 = -4631428.556233 nChanged 373 SP:Iteration 51Q (1135.909432 sec): 3 clusters Score: Raw -4635136.462510 + Penalty 3623.451660 = -4631513.010849 nChanged 367 SP:Iteration 52Q (1136.010090 sec): 3 clusters Score: Raw -4635217.552938 + Penalty 3623.451660 = -4631594.101278 nChanged 337 SP:Iteration 53Q (1136.110520 sec): 3 clusters Score: Raw -4635288.225373 + Penalty 3623.451660 = -4631664.773713 nChanged 323 SP:Iteration 54Q (1136.210502 sec): 3 clusters Score: Raw -4635352.964472 + Penalty 3623.451660 = -4631729.512812 nChanged 284 SP:Iteration 55Q (1136.310103 sec): 3 clusters Score: Raw -4635411.870921 + Penalty 3623.451660 = -4631788.419261 nChanged 274 SP:Iteration 56Q (1136.409467 sec): 3 clusters Score: Raw -4635465.839164 + Penalty 3623.451660 = -4631842.387504 nChanged 236 SP:Iteration 57Q (1136.508347 sec): 3 clusters Score: Raw -4635510.037944 + Penalty 3623.451660 = -4631886.586283 nChanged 234 SP:Iteration 58Q (1136.606697 sec): 3 clusters Score: Raw -4635552.146993 + Penalty 3623.451660 = -4631928.695333 nChanged 197 SP:Iteration 59Q (1136.705600 sec): 3 clusters Score: Raw -4635587.584723 + Penalty 3623.451660 = -4631964.133063 nChanged 196 SP:Iteration 60F (1136.818465 sec): 3 clusters Score: Raw -4635624.298676 + Penalty 3623.451660 = -4632000.847016 nChanged 201 SP:Iteration 61Q (1136.916521 sec): 3 clusters Score: Raw -4635662.601038 + Penalty 3623.451660 = -4632039.149378 nChanged 185 SP:Iteration 62Q (1137.014267 sec): 3 clusters Score: Raw -4635699.590070 + Penalty 3623.451660 = -4632076.138410 nChanged 186 SP:Iteration 63Q (1137.111839 sec): 3 clusters Score: Raw -4635736.253713 + Penalty 3623.451660 = -4632112.802053 nChanged 159 SP:Iteration 64Q (1137.209347 sec): 3 clusters Score: Raw -4635765.606896 + Penalty 3623.451660 = -4632142.155235 nChanged 147 SP:Iteration 65Q (1137.306651 sec): 3 clusters Score: Raw -4635790.559254 + Penalty 3623.451660 = -4632167.107593 nChanged 149 SP:Iteration 66Q (1137.403702 sec): 3 clusters Score: Raw -4635815.364092 + Penalty 3623.451660 = -4632191.912432 nChanged 138 SP:Iteration 67Q (1137.500549 sec): 3 clusters Score: Raw -4635839.440416 + Penalty 3623.451660 = -4632215.988756 nChanged 125 SP:Iteration 68Q (1137.597453 sec): 3 clusters Score: Raw -4635861.135260 + Penalty 3623.451660 = -4632237.683600 nChanged 135 SP:Iteration 69Q (1137.694209 sec): 3 clusters Score: Raw -4635884.817017 + Penalty 3623.451660 = -4632261.365357 nChanged 130 SP:Iteration 70Q (1137.790710 sec): 3 clusters Score: Raw -4635908.533516 + Penalty 3623.451660 = -4632285.081856 nChanged 125 SP:Iteration 71Q (1137.887152 sec): 3 clusters Score: Raw -4635928.746645 + Penalty 3623.451660 = -4632305.294985 nChanged 107 SP:Iteration 72Q (1137.983280 sec): 3 clusters Score: Raw -4635946.452640 + Penalty 3623.451660 = -4632323.000980 nChanged 103 SP:Iteration 73Q (1138.080440 sec): 3 clusters Score: Raw -4635964.622107 + Penalty 3623.451660 = -4632341.170447 nChanged 95 SP:Iteration 74Q (1138.200064 sec): 3 clusters Score: Raw -4635982.239354 + Penalty 3623.451660 = -4632358.787694 nChanged 96 SP:Iteration 75Q (1138.319753 sec): 3 clusters Score: Raw -4635999.271813 + Penalty 3623.451660 = -4632375.820153 nChanged 89 SP:Iteration 76Q (1138.416924 sec): 3 clusters Score: Raw -4636014.477491 + Penalty 3623.451660 = -4632391.025831 nChanged 83 SP:Iteration 77Q (1138.514692 sec): 3 clusters Score: Raw -4636027.218849 + Penalty 3623.451660 = -4632403.767189 nChanged 73 SP:Iteration 78Q (1138.621881 sec): 3 clusters Score: Raw -4636038.432882 + Penalty 3623.451660 = -4632414.981221 nChanged 67 SP:Iteration 79Q (1138.719544 sec): 3 clusters Score: Raw -4636048.067630 + Penalty 3623.451660 = -4632424.615969 nChanged 63 SP:Iteration 80F (1138.833318 sec): 3 clusters Score: Raw -4636056.780176 + Penalty 3623.451660 = -4632433.328516 nChanged 50 SP:Iteration 81Q (1138.931007 sec): 3 clusters Score: Raw -4636065.079964 + Penalty 3623.451660 = -4632441.628303 nChanged 59 SP:Iteration 82Q (1139.028297 sec): 3 clusters Score: Raw -4636075.634451 + Penalty 3623.451660 = -4632452.182791 nChanged 64 SP:Iteration 83Q (1139.126249 sec): 3 clusters Score: Raw -4636087.327563 + Penalty 3623.451660 = -4632463.875903 nChanged 58 SP:Iteration 84Q (1139.246233 sec): 3 clusters Score: Raw -4636096.220016 + Penalty 3623.451660 = -4632472.768355 nChanged 50 SP:Iteration 85Q (1139.341824 sec): 3 clusters Score: Raw -4636103.248383 + Penalty 3623.451660 = -4632479.796723 nChanged 40 SP:Iteration 86Q (1139.437055 sec): 3 clusters Score: Raw -4636108.708871 + Penalty 3623.451660 = -4632485.257211 nChanged 42 SP:Iteration 87Q (1139.531976 sec): 3 clusters Score: Raw -4636115.444326 + Penalty 3623.451660 = -4632491.992666 nChanged 46 SP:Iteration 88Q (1139.627738 sec): 3 clusters Score: Raw -4636123.430248 + Penalty 3623.451660 = -4632499.978588 nChanged 34 SP:Iteration 89Q (1139.723131 sec): 3 clusters Score: Raw -4636127.609776 + Penalty 3623.451660 = -4632504.158116 nChanged 30 SP:Iteration 90Q (1139.818972 sec): 3 clusters Score: Raw -4636132.235519 + Penalty 3623.451660 = -4632508.783859 nChanged 32 SP:Iteration 91Q (1139.913973 sec): 3 clusters Score: Raw -4636136.545853 + Penalty 3623.451660 = -4632513.094193 nChanged 29 SP:Iteration 92Q (1140.009038 sec): 3 clusters Score: Raw -4636140.489898 + Penalty 3623.451660 = -4632517.038238 nChanged 30 SP:Iteration 93Q (1140.103694 sec): 3 clusters Score: Raw -4636145.140442 + Penalty 3623.451660 = -4632521.688782 nChanged 30 SP:Iteration 94Q (1140.198180 sec): 3 clusters Score: Raw -4636149.530949 + Penalty 3623.451660 = -4632526.079289 nChanged 22 SP:Iteration 95Q (1140.292543 sec): 3 clusters Score: Raw -4636152.955727 + Penalty 3623.451660 = -4632529.504066 nChanged 27 SP:Iteration 96Q (1140.386892 sec): 3 clusters Score: Raw -4636156.867287 + Penalty 3623.451660 = -4632533.415627 nChanged 17 SP:Iteration 97Q (1140.481183 sec): 3 clusters Score: Raw -4636159.119846 + Penalty 3623.451660 = -4632535.668186 nChanged 22 SP:Iteration 98Q (1140.575419 sec): 3 clusters Score: Raw -4636162.260351 + Penalty 3623.451660 = -4632538.808690 nChanged 19 SP:Iteration 99Q (1140.669719 sec): 3 clusters Score: Raw -4636164.946841 + Penalty 3623.451660 = -4632541.495180 nChanged 17 SP:Iteration 100F (1140.782294 sec): 3 clusters Score: Raw -4636167.881507 + Penalty 3623.451660 = -4632544.429847 nChanged 16 SP:Iteration 101Q (1140.876519 sec): 3 clusters Score: Raw -4636170.297635 + Penalty 3623.451660 = -4632546.845974 nChanged 21 SP:Iteration 102Q (1140.970830 sec): 3 clusters Score: Raw -4636172.950292 + Penalty 3623.451660 = -4632549.498632 nChanged 14 SP:Iteration 103Q (1141.065182 sec): 3 clusters Score: Raw -4636174.769435 + Penalty 3623.451660 = -4632551.317775 nChanged 14 SP:Iteration 104Q (1141.159384 sec): 3 clusters Score: Raw -4636176.842178 + Penalty 3623.451660 = -4632553.390518 nChanged 17 SP:Iteration 105Q (1141.261740 sec): 3 clusters Score: Raw -4636179.010743 + Penalty 3623.451660 = -4632555.559083 nChanged 17 SP:Iteration 106Q (1141.356074 sec): 3 clusters Score: Raw -4636180.840806 + Penalty 3623.451660 = -4632557.389146 nChanged 14 SP:Iteration 107Q (1141.450274 sec): 3 clusters Score: Raw -4636182.809346 + Penalty 3623.451660 = -4632559.357686 nChanged 13 SP:Iteration 108Q (1141.544439 sec): 3 clusters Score: Raw -4636184.375536 + Penalty 3623.451660 = -4632560.923876 nChanged 9 SP:Iteration 109Q (1141.650184 sec): 3 clusters Score: Raw -4636185.341099 + Penalty 3623.451660 = -4632561.889439 nChanged 10 SP:Iteration 110Q (1141.758190 sec): 3 clusters Score: Raw -4636186.555758 + Penalty 3623.451660 = -4632563.104098 nChanged 6 SP:Iteration 111Q (1141.854689 sec): 3 clusters Score: Raw -4636187.175262 + Penalty 3623.451660 = -4632563.723602 nChanged 10 SP:Iteration 112Q (1141.949555 sec): 3 clusters Score: Raw -4636188.137177 + Penalty 3623.451660 = -4632564.685517 nChanged 9 SP:Iteration 113Q (1142.049372 sec): 3 clusters Score: Raw -4636189.381663 + Penalty 3623.451660 = -4632565.930003 nChanged 9 SP:Iteration 114Q (1142.145004 sec): 3 clusters Score: Raw -4636191.067819 + Penalty 3623.451660 = -4632567.616159 nChanged 18 SP:Iteration 115Q (1142.243394 sec): 3 clusters Score: Raw -4636193.926265 + Penalty 3623.451660 = -4632570.474605 nChanged 16 SP:Iteration 116Q (1142.338752 sec): 3 clusters Score: Raw -4636196.300303 + Penalty 3623.451660 = -4632572.848643 nChanged 9 SP:Iteration 117Q (1142.434217 sec): 3 clusters Score: Raw -4636197.540814 + Penalty 3623.451660 = -4632574.089154 nChanged 12 SP:Iteration 118Q (1142.555307 sec): 3 clusters Score: Raw -4636198.895222 + Penalty 3623.451660 = -4632575.443562 nChanged 10 SP:Iteration 119Q (1142.650033 sec): 3 clusters Score: Raw -4636200.869734 + Penalty 3623.451660 = -4632577.418074 nChanged 12 SP:Iteration 120F (1142.762395 sec): 3 clusters Score: Raw -4636202.282756 + Penalty 3623.451660 = -4632578.831096 nChanged 12 SP:Iteration 121Q (1142.855699 sec): 3 clusters Score: Raw -4636203.483966 + Penalty 3623.451660 = -4632580.032305 nChanged 8 SP:Iteration 122Q (1142.949282 sec): 3 clusters Score: Raw -4636204.782267 + Penalty 3623.451660 = -4632581.330607 nChanged 8 SP:Iteration 123Q (1143.043134 sec): 3 clusters Score: Raw -4636206.049828 + Penalty 3623.451660 = -4632582.598168 nChanged 12 SP:Iteration 124Q (1143.162711 sec): 3 clusters Score: Raw -4636207.957793 + Penalty 3623.451660 = -4632584.506133 nChanged 12 SP:Iteration 125Q (1143.256479 sec): 3 clusters Score: Raw -4636209.827822 + Penalty 3623.451660 = -4632586.376162 nChanged 15 SP:Iteration 126Q (1143.350040 sec): 3 clusters Score: Raw -4636212.185788 + Penalty 3623.451660 = -4632588.734128 nChanged 14 SP:Iteration 127Q (1143.442808 sec): 3 clusters Score: Raw -4636214.182792 + Penalty 3623.451660 = -4632590.731132 nChanged 11 SP:Iteration 128Q (1143.537889 sec): 3 clusters Score: Raw -4636215.519575 + Penalty 3623.451660 = -4632592.067914 nChanged 10 SP:Iteration 129Q (1143.632017 sec): 3 clusters Score: Raw -4636217.259153 + Penalty 3623.451660 = -4632593.807492 nChanged 15 SP:Iteration 130Q (1143.725813 sec): 3 clusters Score: Raw -4636219.762346 + Penalty 3623.451660 = -4632596.310686 nChanged 19 SP:Iteration 131Q (1143.818993 sec): 3 clusters Score: Raw -4636224.294723 + Penalty 3623.451660 = -4632600.843063 nChanged 27 SP:Iteration 132Q (1143.912653 sec): 3 clusters Score: Raw -4636230.138932 + Penalty 3623.451660 = -4632606.687271 nChanged 29 SP:Iteration 133Q (1144.006287 sec): 3 clusters Score: Raw -4636236.231798 + Penalty 3623.451660 = -4632612.780137 nChanged 20 SP:Iteration 134Q (1144.099317 sec): 3 clusters Score: Raw -4636239.272254 + Penalty 3623.451660 = -4632615.820594 nChanged 14 SP:Iteration 135Q (1144.192697 sec): 3 clusters Score: Raw -4636241.133099 + Penalty 3623.451660 = -4632617.681439 nChanged 13 SP:Iteration 136Q (1144.315281 sec): 3 clusters Score: Raw -4636243.146667 + Penalty 3623.451660 = -4632619.695007 nChanged 24 SP:Iteration 137Q (1144.409266 sec): 3 clusters Score: Raw -4636247.532402 + Penalty 3623.451660 = -4632624.080741 nChanged 21 SP:Iteration 138Q (1144.502654 sec): 3 clusters Score: Raw -4636252.101396 + Penalty 3623.451660 = -4632628.649736 nChanged 22 SP:Iteration 139Q (1144.595485 sec): 3 clusters Score: Raw -4636256.437825 + Penalty 3623.451660 = -4632632.986165 nChanged 25 SP:Iteration 140F (1144.707210 sec): 3 clusters Score: Raw -4636261.758318 + Penalty 3623.451660 = -4632638.306658 nChanged 18 SP:Iteration 141Q (1144.799731 sec): 3 clusters Score: Raw -4636265.525995 + Penalty 3623.451660 = -4632642.074335 nChanged 22 SP:Iteration 142Q (1144.918726 sec): 3 clusters Score: Raw -4636269.974613 + Penalty 3623.451660 = -4632646.522952 nChanged 26 SP:Iteration 143Q (1145.012901 sec): 3 clusters Score: Raw -4636274.991365 + Penalty 3623.451660 = -4632651.539705 nChanged 26 SP:Iteration 144Q (1145.106071 sec): 3 clusters Score: Raw -4636280.521909 + Penalty 3623.451660 = -4632657.070248 nChanged 23 SP:Iteration 145Q (1145.199062 sec): 3 clusters Score: Raw -4636286.029192 + Penalty 3623.451660 = -4632662.577531 nChanged 22 SP:Iteration 146Q (1145.301582 sec): 3 clusters Score: Raw -4636289.797044 + Penalty 3623.451660 = -4632666.345384 nChanged 14 SP:Iteration 147Q (1145.408884 sec): 3 clusters Score: Raw -4636294.156200 + Penalty 3623.451660 = -4632670.704540 nChanged 21 SP:Iteration 148Q (1145.503505 sec): 3 clusters Score: Raw -4636299.246257 + Penalty 3623.451660 = -4632675.794597 nChanged 19 SP:Iteration 149Q (1145.597497 sec): 3 clusters Score: Raw -4636303.599544 + Penalty 3623.451660 = -4632680.147884 nChanged 18 SP:Iteration 150Q (1145.690631 sec): 3 clusters Score: Raw -4636307.430359 + Penalty 3623.451660 = -4632683.978698 nChanged 23 SP:Iteration 151Q (1145.783495 sec): 3 clusters Score: Raw -4636311.325022 + Penalty 3623.451660 = -4632687.873361 nChanged 12 SP:Iteration 152Q (1145.876879 sec): 3 clusters Score: Raw -4636313.801671 + Penalty 3623.451660 = -4632690.350011 nChanged 13 SP:Iteration 153Q (1145.980263 sec): 3 clusters Score: Raw -4636316.162358 + Penalty 3623.451660 = -4632692.710698 nChanged 18 SP:Iteration 154Q (1146.072729 sec): 3 clusters Score: Raw -4636319.081082 + Penalty 3623.451660 = -4632695.629422 nChanged 16 SP:Iteration 155Q (1146.166109 sec): 3 clusters Score: Raw -4636322.059797 + Penalty 3623.451660 = -4632698.608137 nChanged 11 SP:Iteration 156Q (1146.259543 sec): 3 clusters Score: Raw -4636324.298884 + Penalty 3623.451660 = -4632700.847224 nChanged 14 SP:Iteration 157Q (1146.362834 sec): 3 clusters Score: Raw -4636327.546587 + Penalty 3623.451660 = -4632704.094927 nChanged 16 SP:Iteration 158Q (1146.455928 sec): 3 clusters Score: Raw -4636331.190598 + Penalty 3623.451660 = -4632707.738938 nChanged 22 SP:Iteration 159Q (1146.573159 sec): 3 clusters Score: Raw -4636334.864069 + Penalty 3623.451660 = -4632711.412409 nChanged 18 SP:Iteration 160F (1146.686871 sec): 3 clusters Score: Raw -4636338.396477 + Penalty 3623.451660 = -4632714.944817 nChanged 12 SP:Iteration 161Q (1146.780082 sec): 3 clusters Score: Raw -4636340.509992 + Penalty 3623.451660 = -4632717.058332 nChanged 11 SP:Iteration 162Q (1146.872961 sec): 3 clusters Score: Raw -4636342.564622 + Penalty 3623.451660 = -4632719.112962 nChanged 10 SP:Iteration 163Q (1146.966229 sec): 3 clusters Score: Raw -4636345.294242 + Penalty 3623.451660 = -4632721.842581 nChanged 11 SP:Iteration 164Q (1147.059779 sec): 3 clusters Score: Raw -4636348.022055 + Penalty 3623.451660 = -4632724.570395 nChanged 15 SP:Iteration 165Q (1147.170434 sec): 3 clusters Score: Raw -4636351.029727 + Penalty 3623.451660 = -4632727.578067 nChanged 10 SP:Iteration 166Q (1147.285494 sec): 3 clusters Score: Raw -4636353.961368 + Penalty 3623.451660 = -4632730.509708 nChanged 13 SP:Iteration 167Q (1147.390185 sec): 3 clusters Score: Raw -4636357.059141 + Penalty 3623.451660 = -4632733.607480 nChanged 17 SP:Iteration 168Q (1147.485176 sec): 3 clusters Score: Raw -4636361.081047 + Penalty 3623.451660 = -4632737.629386 nChanged 14 SP:Iteration 169Q (1147.578020 sec): 3 clusters Score: Raw -4636363.403836 + Penalty 3623.451660 = -4632739.952176 nChanged 14 SP:Iteration 170Q (1147.670523 sec): 3 clusters Score: Raw -4636366.284119 + Penalty 3623.451660 = -4632742.832459 nChanged 9 SP:Iteration 171Q (1147.762353 sec): 3 clusters Score: Raw -4636368.237375 + Penalty 3623.451660 = -4632744.785715 nChanged 10 SP:Iteration 172Q (1147.854363 sec): 3 clusters Score: Raw -4636370.847755 + Penalty 3623.451660 = -4632747.396094 nChanged 10 SP:Iteration 173Q (1147.977108 sec): 3 clusters Score: Raw -4636373.316580 + Penalty 3623.451660 = -4632749.864920 nChanged 9 SP:Iteration 174Q (1148.093567 sec): 3 clusters Score: Raw -4636375.459533 + Penalty 3623.451660 = -4632752.007872 nChanged 13 SP:Iteration 175Q (1148.185239 sec): 3 clusters Score: Raw -4636377.613549 + Penalty 3623.451660 = -4632754.161889 nChanged 10 SP:Iteration 176Q (1148.287580 sec): 3 clusters Score: Raw -4636379.042669 + Penalty 3623.451660 = -4632755.591009 nChanged 9 SP:Iteration 177Q (1148.380434 sec): 3 clusters Score: Raw -4636380.891284 + Penalty 3623.451660 = -4632757.439623 nChanged 6 SP:Iteration 178Q (1148.473773 sec): 3 clusters Score: Raw -4636382.901389 + Penalty 3623.451660 = -4632759.449729 nChanged 3 SP:Iteration 179Q (1148.592474 sec): 3 clusters Score: Raw -4636383.496062 + Penalty 3623.451660 = -4632760.044402 nChanged 3 SP:Iteration 180F (1148.709327 sec): 3 clusters Score: Raw -4636384.285951 + Penalty 3623.451660 = -4632760.834290 nChanged 2 SP:Iteration 181Q (1148.828595 sec): 3 clusters Score: Raw -4636384.532454 + Penalty 3623.451660 = -4632761.080794 nChanged 2 SP:Iteration 182Q (1148.958299 sec): 3 clusters Score: Raw -4636384.693070 + Penalty 3623.451660 = -4632761.241410 nChanged 1 SP:Iteration 183Q (1149.052081 sec): 3 clusters Score: Raw -4636384.800564 + Penalty 3623.451660 = -4632761.348904 nChanged 0 SP:Iteration 184F (1149.166282 sec): 3 clusters Score: Raw -4636384.800564 + Penalty 3623.451660 = -4632761.348904 nChanged 0 Trying to split cluster 4 (12124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1149.184741 sec): 2 clusters Score: Raw -822439.177400 + Penalty 1527.978114 = -820911.199287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1149.216276 sec): 3 clusters Score: Raw -815352.321209 + Penalty 3055.956227 = -812296.364981 nChanged 5344 SP:Iteration 1F (1149.246849 sec): 3 clusters Score: Raw -818258.068721 + Penalty 3055.956227 = -815202.112493 nChanged 748 SP:Iteration 2F (1149.277400 sec): 3 clusters Score: Raw -818608.825989 + Penalty 3055.956227 = -815552.869761 nChanged 690 SP:Iteration 3F (1149.307890 sec): 3 clusters Score: Raw -818908.657141 + Penalty 3055.956227 = -815852.700914 nChanged 594 SP:Iteration 4Q (1149.339209 sec): 3 clusters Score: Raw -819193.047641 + Penalty 3055.956227 = -816137.091414 nChanged 550 SP:Iteration 5Q (1149.369939 sec): 3 clusters Score: Raw -819451.302551 + Penalty 3055.956227 = -816395.346324 nChanged 507 SP:Iteration 6Q (1149.400762 sec): 3 clusters Score: Raw -819682.892109 + Penalty 3055.956227 = -816626.935881 nChanged 478 SP:Iteration 7Q (1149.431349 sec): 3 clusters Score: Raw -819901.472735 + Penalty 3055.956227 = -816845.516507 nChanged 493 SP:Iteration 8Q (1149.462205 sec): 3 clusters Score: Raw -820120.405611 + Penalty 3055.956227 = -817064.449384 nChanged 453 SP:Iteration 9Q (1149.495630 sec): 3 clusters Score: Raw -820285.191729 + Penalty 3055.956227 = -817229.235502 nChanged 378 SP:Iteration 10Q (1149.526175 sec): 3 clusters Score: Raw -820414.522515 + Penalty 3055.956227 = -817358.566288 nChanged 333 SP:Iteration 11Q (1149.556786 sec): 3 clusters Score: Raw -820532.072321 + Penalty 3055.956227 = -817476.116094 nChanged 286 SP:Iteration 12Q (1149.587579 sec): 3 clusters Score: Raw -820626.245520 + Penalty 3055.956227 = -817570.289292 nChanged 260 SP:Iteration 13Q (1149.621312 sec): 3 clusters Score: Raw -820714.056356 + Penalty 3055.956227 = -817658.100129 nChanged 224 SP:Iteration 14Q (1149.651861 sec): 3 clusters Score: Raw -820784.026077 + Penalty 3055.956227 = -817728.069850 nChanged 230 SP:Iteration 15Q (1149.682302 sec): 3 clusters Score: Raw -820852.038575 + Penalty 3055.956227 = -817796.082348 nChanged 207 SP:Iteration 16Q (1149.712984 sec): 3 clusters Score: Raw -820915.189095 + Penalty 3055.956227 = -817859.232868 nChanged 205 SP:Iteration 17Q (1149.745973 sec): 3 clusters Score: Raw -820993.729307 + Penalty 3055.956227 = -817937.773079 nChanged 222 SP:Iteration 18Q (1149.776427 sec): 3 clusters Score: Raw -821082.967768 + Penalty 3055.956227 = -818027.011541 nChanged 221 SP:Iteration 19Q (1149.806727 sec): 3 clusters Score: Raw -821180.195288 + Penalty 3055.956227 = -818124.239061 nChanged 227 SP:Iteration 20F (1149.837395 sec): 3 clusters Score: Raw -821272.449613 + Penalty 3055.956227 = -818216.493386 nChanged 225 SP:Iteration 21Q (1149.871367 sec): 3 clusters Score: Raw -821371.345031 + Penalty 3055.956227 = -818315.388804 nChanged 253 SP:Iteration 22Q (1149.901560 sec): 3 clusters Score: Raw -821482.048595 + Penalty 3055.956227 = -818426.092367 nChanged 226 SP:Iteration 23Q (1149.931852 sec): 3 clusters Score: Raw -821571.388392 + Penalty 3055.956227 = -818515.432165 nChanged 209 SP:Iteration 24Q (1149.961915 sec): 3 clusters Score: Raw -821643.955236 + Penalty 3055.956227 = -818587.999008 nChanged 166 SP:Iteration 25Q (1149.991881 sec): 3 clusters Score: Raw -821701.039685 + Penalty 3055.956227 = -818645.083458 nChanged 149 SP:Iteration 26Q (1150.021810 sec): 3 clusters Score: Raw -821753.362712 + Penalty 3055.956227 = -818697.406484 nChanged 166 SP:Iteration 27Q (1150.051895 sec): 3 clusters Score: Raw -821807.289838 + Penalty 3055.956227 = -818751.333610 nChanged 174 SP:Iteration 28Q (1150.081795 sec): 3 clusters Score: Raw -821859.125168 + Penalty 3055.956227 = -818803.168941 nChanged 143 SP:Iteration 29Q (1150.111319 sec): 3 clusters Score: Raw -821904.973047 + Penalty 3055.956227 = -818849.016820 nChanged 150 SP:Iteration 30Q (1150.140829 sec): 3 clusters Score: Raw -821948.981883 + Penalty 3055.956227 = -818893.025656 nChanged 136 SP:Iteration 31Q (1150.170510 sec): 3 clusters Score: Raw -822003.695712 + Penalty 3055.956227 = -818947.739485 nChanged 151 SP:Iteration 32Q (1150.200189 sec): 3 clusters Score: Raw -822057.617147 + Penalty 3055.956227 = -819001.660919 nChanged 153 SP:Iteration 33Q (1150.229833 sec): 3 clusters Score: Raw -822107.702050 + Penalty 3055.956227 = -819051.745822 nChanged 130 SP:Iteration 34Q (1150.259194 sec): 3 clusters Score: Raw -822148.194008 + Penalty 3055.956227 = -819092.237781 nChanged 124 SP:Iteration 35Q (1150.288525 sec): 3 clusters Score: Raw -822189.676028 + Penalty 3055.956227 = -819133.719801 nChanged 131 SP:Iteration 36Q (1150.317784 sec): 3 clusters Score: Raw -822229.910985 + Penalty 3055.956227 = -819173.954758 nChanged 126 SP:Iteration 37Q (1150.347261 sec): 3 clusters Score: Raw -822263.998210 + Penalty 3055.956227 = -819208.041983 nChanged 103 SP:Iteration 38Q (1150.386502 sec): 3 clusters Score: Raw -822289.359575 + Penalty 3055.956227 = -819233.403347 nChanged 91 SP:Iteration 39Q (1150.415796 sec): 3 clusters Score: Raw -822310.379709 + Penalty 3055.956227 = -819254.423481 nChanged 88 SP:Iteration 40F (1150.446593 sec): 3 clusters Score: Raw -822335.614747 + Penalty 3055.956227 = -819279.658519 nChanged 79 SP:Iteration 41Q (1150.475858 sec): 3 clusters Score: Raw -822353.488311 + Penalty 3055.956227 = -819297.532084 nChanged 67 SP:Iteration 42Q (1150.505394 sec): 3 clusters Score: Raw -822367.368619 + Penalty 3055.956227 = -819311.412392 nChanged 65 SP:Iteration 43Q (1150.568399 sec): 3 clusters Score: Raw -822381.438996 + Penalty 3055.956227 = -819325.482769 nChanged 84 SP:Iteration 44Q (1150.597996 sec): 3 clusters Score: Raw -822404.548931 + Penalty 3055.956227 = -819348.592703 nChanged 94 SP:Iteration 45Q (1150.629663 sec): 3 clusters Score: Raw -822426.749595 + Penalty 3055.956227 = -819370.793368 nChanged 83 SP:Iteration 46Q (1150.658960 sec): 3 clusters Score: Raw -822443.724638 + Penalty 3055.956227 = -819387.768410 nChanged 81 SP:Iteration 47Q (1150.687975 sec): 3 clusters Score: Raw -822461.969166 + Penalty 3055.956227 = -819406.012939 nChanged 81 SP:Iteration 48Q (1150.717623 sec): 3 clusters Score: Raw -822481.214762 + Penalty 3055.956227 = -819425.258535 nChanged 74 SP:Iteration 49Q (1150.746776 sec): 3 clusters Score: Raw -822497.060487 + Penalty 3055.956227 = -819441.104260 nChanged 71 SP:Iteration 50Q (1150.775770 sec): 3 clusters Score: Raw -822513.812554 + Penalty 3055.956227 = -819457.856327 nChanged 82 SP:Iteration 51Q (1150.804879 sec): 3 clusters Score: Raw -822536.110706 + Penalty 3055.956227 = -819480.154479 nChanged 95 SP:Iteration 52Q (1150.834409 sec): 3 clusters Score: Raw -822558.144096 + Penalty 3055.956227 = -819502.187869 nChanged 92 SP:Iteration 53Q (1150.863256 sec): 3 clusters Score: Raw -822579.253225 + Penalty 3055.956227 = -819523.296997 nChanged 100 SP:Iteration 54Q (1150.892409 sec): 3 clusters Score: Raw -822603.925588 + Penalty 3055.956227 = -819547.969361 nChanged 97 SP:Iteration 55Q (1150.943249 sec): 3 clusters Score: Raw -822628.215934 + Penalty 3055.956227 = -819572.259707 nChanged 103 SP:Iteration 56Q (1150.972100 sec): 3 clusters Score: Raw -822652.832284 + Penalty 3055.956227 = -819596.876056 nChanged 84 SP:Iteration 57Q (1151.001184 sec): 3 clusters Score: Raw -822670.693449 + Penalty 3055.956227 = -819614.737221 nChanged 66 SP:Iteration 58Q (1151.030089 sec): 3 clusters Score: Raw -822683.180892 + Penalty 3055.956227 = -819627.224664 nChanged 62 SP:Iteration 59Q (1151.059050 sec): 3 clusters Score: Raw -822695.525383 + Penalty 3055.956227 = -819639.569156 nChanged 58 SP:Iteration 60F (1151.089501 sec): 3 clusters Score: Raw -822705.594217 + Penalty 3055.956227 = -819649.637989 nChanged 53 SP:Iteration 61Q (1151.118468 sec): 3 clusters Score: Raw -822713.251097 + Penalty 3055.956227 = -819657.294870 nChanged 55 SP:Iteration 62Q (1151.147472 sec): 3 clusters Score: Raw -822722.504832 + Penalty 3055.956227 = -819666.548605 nChanged 48 SP:Iteration 63Q (1151.179509 sec): 3 clusters Score: Raw -822729.069927 + Penalty 3055.956227 = -819673.113700 nChanged 35 SP:Iteration 64Q (1151.208319 sec): 3 clusters Score: Raw -822733.297245 + Penalty 3055.956227 = -819677.341018 nChanged 24 SP:Iteration 65Q (1151.237064 sec): 3 clusters Score: Raw -822736.139942 + Penalty 3055.956227 = -819680.183714 nChanged 23 SP:Iteration 66Q (1151.294681 sec): 3 clusters Score: Raw -822739.452785 + Penalty 3055.956227 = -819683.496558 nChanged 26 SP:Iteration 67Q (1151.357600 sec): 3 clusters Score: Raw -822743.410221 + Penalty 3055.956227 = -819687.453993 nChanged 30 SP:Iteration 68Q (1151.408035 sec): 3 clusters Score: Raw -822747.307789 + Penalty 3055.956227 = -819691.351562 nChanged 15 SP:Iteration 69Q (1151.467327 sec): 3 clusters Score: Raw -822748.789176 + Penalty 3055.956227 = -819692.832949 nChanged 11 SP:Iteration 70Q (1151.498125 sec): 3 clusters Score: Raw -822749.940242 + Penalty 3055.956227 = -819693.984015 nChanged 11 SP:Iteration 71Q (1151.527129 sec): 3 clusters Score: Raw -822751.531519 + Penalty 3055.956227 = -819695.575292 nChanged 14 SP:Iteration 72Q (1151.556156 sec): 3 clusters Score: Raw -822753.890519 + Penalty 3055.956227 = -819697.934292 nChanged 19 SP:Iteration 73Q (1151.584913 sec): 3 clusters Score: Raw -822757.152781 + Penalty 3055.956227 = -819701.196554 nChanged 17 SP:Iteration 74Q (1151.613724 sec): 3 clusters Score: Raw -822758.878076 + Penalty 3055.956227 = -819702.921849 nChanged 11 SP:Iteration 75Q (1151.642596 sec): 3 clusters Score: Raw -822760.010427 + Penalty 3055.956227 = -819704.054199 nChanged 8 SP:Iteration 76Q (1151.671349 sec): 3 clusters Score: Raw -822760.797276 + Penalty 3055.956227 = -819704.841049 nChanged 8 SP:Iteration 77Q (1151.700089 sec): 3 clusters Score: Raw -822761.599324 + Penalty 3055.956227 = -819705.643096 nChanged 8 SP:Iteration 78Q (1151.728997 sec): 3 clusters Score: Raw -822762.169314 + Penalty 3055.956227 = -819706.213086 nChanged 7 SP:Iteration 79Q (1151.757788 sec): 3 clusters Score: Raw -822763.045356 + Penalty 3055.956227 = -819707.089129 nChanged 9 SP:Iteration 80F (1151.788493 sec): 3 clusters Score: Raw -822763.954048 + Penalty 3055.956227 = -819707.997821 nChanged 12 SP:Iteration 81Q (1151.817271 sec): 3 clusters Score: Raw -822765.188219 + Penalty 3055.956227 = -819709.231992 nChanged 6 SP:Iteration 82Q (1151.846075 sec): 3 clusters Score: Raw -822765.670212 + Penalty 3055.956227 = -819709.713985 nChanged 6 SP:Iteration 83Q (1151.875032 sec): 3 clusters Score: Raw -822766.131204 + Penalty 3055.956227 = -819710.174977 nChanged 4 SP:Iteration 84Q (1151.903977 sec): 3 clusters Score: Raw -822766.406680 + Penalty 3055.956227 = -819710.450453 nChanged 6 SP:Iteration 85Q (1151.968723 sec): 3 clusters Score: Raw -822766.889876 + Penalty 3055.956227 = -819710.933649 nChanged 4 SP:Iteration 86Q (1152.008111 sec): 3 clusters Score: Raw -822767.325097 + Penalty 3055.956227 = -819711.368870 nChanged 6 SP:Iteration 87Q (1152.063692 sec): 3 clusters Score: Raw -822767.798521 + Penalty 3055.956227 = -819711.842293 nChanged 6 SP:Iteration 88Q (1152.122050 sec): 3 clusters Score: Raw -822768.336094 + Penalty 3055.956227 = -819712.379867 nChanged 5 SP:Iteration 89Q (1152.183706 sec): 3 clusters Score: Raw -822769.070556 + Penalty 3055.956227 = -819713.114328 nChanged 5 SP:Iteration 90Q (1152.239775 sec): 3 clusters Score: Raw -822769.602925 + Penalty 3055.956227 = -819713.646698 nChanged 9 SP:Iteration 91Q (1152.277855 sec): 3 clusters Score: Raw -822770.367279 + Penalty 3055.956227 = -819714.411052 nChanged 6 SP:Iteration 92Q (1152.306288 sec): 3 clusters Score: Raw -822770.934149 + Penalty 3055.956227 = -819714.977922 nChanged 6 SP:Iteration 93Q (1152.335506 sec): 3 clusters Score: Raw -822771.831146 + Penalty 3055.956227 = -819715.874919 nChanged 7 SP:Iteration 94Q (1152.364393 sec): 3 clusters Score: Raw -822772.398391 + Penalty 3055.956227 = -819716.442163 nChanged 4 SP:Iteration 95Q (1152.393204 sec): 3 clusters Score: Raw -822772.664328 + Penalty 3055.956227 = -819716.708101 nChanged 3 SP:Iteration 96Q (1152.422079 sec): 3 clusters Score: Raw -822772.861775 + Penalty 3055.956227 = -819716.905548 nChanged 2 SP:Iteration 97Q (1152.451122 sec): 3 clusters Score: Raw -822772.975346 + Penalty 3055.956227 = -819717.019119 nChanged 2 SP:Iteration 98Q (1152.479897 sec): 3 clusters Score: Raw -822773.073273 + Penalty 3055.956227 = -819717.117046 nChanged 0 SP:Iteration 99F (1152.510150 sec): 3 clusters Score: Raw -822773.073273 + Penalty 3055.956227 = -819717.117046 nChanged 0 Trying to split cluster 5 (2501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1152.525324 sec): 2 clusters Score: Raw -170750.231357 + Penalty 1271.472464 = -169478.758893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1152.538439 sec): 3 clusters Score: Raw -169625.126021 + Penalty 2542.944928 = -167082.181094 nChanged 910 SP:Iteration 1F (1152.550697 sec): 3 clusters Score: Raw -170234.713567 + Penalty 2542.944928 = -167691.768640 nChanged 231 SP:Iteration 2F (1152.562935 sec): 3 clusters Score: Raw -170421.881259 + Penalty 2542.944928 = -167878.936331 nChanged 153 SP:Iteration 3F (1152.575083 sec): 3 clusters Score: Raw -170513.684800 + Penalty 2542.944928 = -167970.739872 nChanged 97 SP:Iteration 4Q (1152.587317 sec): 3 clusters Score: Raw -170566.397797 + Penalty 2542.944928 = -168023.452869 nChanged 56 SP:Iteration 5Q (1152.599537 sec): 3 clusters Score: Raw -170595.980833 + Penalty 2542.944928 = -168053.035905 nChanged 50 SP:Iteration 6Q (1152.611753 sec): 3 clusters Score: Raw -170622.019283 + Penalty 2542.944928 = -168079.074356 nChanged 43 SP:Iteration 7Q (1152.623948 sec): 3 clusters Score: Raw -170641.991607 + Penalty 2542.944928 = -168099.046680 nChanged 35 SP:Iteration 8Q (1152.636225 sec): 3 clusters Score: Raw -170657.411276 + Penalty 2542.944928 = -168114.466349 nChanged 24 SP:Iteration 9Q (1152.648307 sec): 3 clusters Score: Raw -170665.936689 + Penalty 2542.944928 = -168122.991761 nChanged 17 SP:Iteration 10Q (1152.660371 sec): 3 clusters Score: Raw -170671.731686 + Penalty 2542.944928 = -168128.786758 nChanged 11 SP:Iteration 11Q (1152.672562 sec): 3 clusters Score: Raw -170676.632195 + Penalty 2542.944928 = -168133.687267 nChanged 15 SP:Iteration 12Q (1152.684723 sec): 3 clusters Score: Raw -170681.733929 + Penalty 2542.944928 = -168138.789001 nChanged 10 SP:Iteration 13Q (1152.696753 sec): 3 clusters Score: Raw -170684.882959 + Penalty 2542.944928 = -168141.938031 nChanged 5 SP:Iteration 14Q (1152.708946 sec): 3 clusters Score: Raw -170685.972215 + Penalty 2542.944928 = -168143.027288 nChanged 3 SP:Iteration 15Q (1152.721102 sec): 3 clusters Score: Raw -170686.903395 + Penalty 2542.944928 = -168143.958468 nChanged 4 SP:Iteration 16Q (1152.732077 sec): 3 clusters Score: Raw -170688.080161 + Penalty 2542.944928 = -168145.135233 nChanged 1 SP:Iteration 17Q (1152.744249 sec): 3 clusters Score: Raw -170688.414475 + Penalty 2542.944928 = -168145.469548 nChanged 2 SP:Iteration 18Q (1152.756430 sec): 3 clusters Score: Raw -170688.950210 + Penalty 2542.944928 = -168146.005282 nChanged 2 SP:Iteration 19Q (1152.768514 sec): 3 clusters Score: Raw -170690.299017 + Penalty 2542.944928 = -168147.354090 nChanged 3 SP:Iteration 20F (1152.780712 sec): 3 clusters Score: Raw -170692.430762 + Penalty 2542.944928 = -168149.485835 nChanged 4 SP:Iteration 21Q (1152.792226 sec): 3 clusters Score: Raw -170694.797353 + Penalty 2542.944928 = -168151.852426 nChanged 11 SP:Iteration 22Q (1152.804425 sec): 3 clusters Score: Raw -170698.413226 + Penalty 2542.944928 = -168155.468298 nChanged 11 SP:Iteration 23Q (1152.816582 sec): 3 clusters Score: Raw -170702.430356 + Penalty 2542.944928 = -168159.485428 nChanged 9 SP:Iteration 24Q (1152.828805 sec): 3 clusters Score: Raw -170705.380016 + Penalty 2542.944928 = -168162.435089 nChanged 8 SP:Iteration 25Q (1152.840891 sec): 3 clusters Score: Raw -170709.559753 + Penalty 2542.944928 = -168166.614825 nChanged 9 SP:Iteration 26Q (1152.853707 sec): 3 clusters Score: Raw -170712.896930 + Penalty 2542.944928 = -168169.952002 nChanged 9 SP:Iteration 27Q (1152.865915 sec): 3 clusters Score: Raw -170716.968558 + Penalty 2542.944928 = -168174.023631 nChanged 10 SP:Iteration 28Q (1152.878090 sec): 3 clusters Score: Raw -170720.623825 + Penalty 2542.944928 = -168177.678897 nChanged 9 SP:Iteration 29Q (1152.890280 sec): 3 clusters Score: Raw -170725.143611 + Penalty 2542.944928 = -168182.198684 nChanged 12 SP:Iteration 30Q (1152.902445 sec): 3 clusters Score: Raw -170729.455414 + Penalty 2542.944928 = -168186.510487 nChanged 11 SP:Iteration 31Q (1152.944540 sec): 3 clusters Score: Raw -170734.052713 + Penalty 2542.944928 = -168191.107786 nChanged 11 SP:Iteration 32Q (1152.956954 sec): 3 clusters Score: Raw -170738.280423 + Penalty 2542.944928 = -168195.335495 nChanged 8 SP:Iteration 33Q (1152.971583 sec): 3 clusters Score: Raw -170741.263850 + Penalty 2542.944928 = -168198.318922 nChanged 8 SP:Iteration 34Q (1152.983923 sec): 3 clusters Score: Raw -170743.753089 + Penalty 2542.944928 = -168200.808162 nChanged 5 SP:Iteration 35Q (1152.996090 sec): 3 clusters Score: Raw -170745.056890 + Penalty 2542.944928 = -168202.111962 nChanged 2 SP:Iteration 36Q (1153.008274 sec): 3 clusters Score: Raw -170746.143010 + Penalty 2542.944928 = -168203.198082 nChanged 2 SP:Iteration 37Q (1153.057393 sec): 3 clusters Score: Raw -170746.692939 + Penalty 2542.944928 = -168203.748011 nChanged 2 SP:Iteration 38Q (1153.100727 sec): 3 clusters Score: Raw -170747.120946 + Penalty 2542.944928 = -168204.176019 nChanged 2 SP:Iteration 39Q (1153.150432 sec): 3 clusters Score: Raw -170747.734865 + Penalty 2542.944928 = -168204.789937 nChanged 1 SP:Iteration 40F (1153.167799 sec): 3 clusters Score: Raw -170747.876771 + Penalty 2542.944928 = -168204.931844 nChanged 1 SP:Iteration 41Q (1153.179969 sec): 3 clusters Score: Raw -170747.999103 + Penalty 2542.944928 = -168205.054175 nChanged 0 SP:Iteration 42F (1153.192170 sec): 3 clusters Score: Raw -170747.999103 + Penalty 2542.944928 = -168205.054175 nChanged 0 Trying to split cluster 6 (696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1153.202850 sec): 2 clusters Score: Raw -41052.850329 + Penalty 1063.619320 = -39989.231009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1153.207127 sec): 3 clusters Score: Raw -40884.615112 + Penalty 2127.238640 = -38757.376473 nChanged 190 SP:Iteration 1F (1153.211119 sec): 3 clusters Score: Raw -41101.775816 + Penalty 2127.238640 = -38974.537176 nChanged 44 SP:Iteration 2F (1153.215088 sec): 3 clusters Score: Raw -41162.945995 + Penalty 2127.238640 = -39035.707355 nChanged 27 SP:Iteration 3Q (1153.219030 sec): 3 clusters Score: Raw -41200.907403 + Penalty 2127.238640 = -39073.668763 nChanged 15 SP:Iteration 4Q (1153.222953 sec): 3 clusters Score: Raw -41224.869769 + Penalty 2127.238640 = -39097.631129 nChanged 23 SP:Iteration 5Q (1153.226876 sec): 3 clusters Score: Raw -41255.980025 + Penalty 2127.238640 = -39128.741386 nChanged 10 SP:Iteration 6Q (1153.230801 sec): 3 clusters Score: Raw -41268.857085 + Penalty 2127.238640 = -39141.618445 nChanged 5 SP:Iteration 7Q (1153.234694 sec): 3 clusters Score: Raw -41278.581111 + Penalty 2127.238640 = -39151.342471 nChanged 5 SP:Iteration 8Q (1153.238583 sec): 3 clusters Score: Raw -41286.298014 + Penalty 2127.238640 = -39159.059375 nChanged 5 SP:Iteration 9Q (1153.242463 sec): 3 clusters Score: Raw -41292.705402 + Penalty 2127.238640 = -39165.466762 nChanged 4 SP:Iteration 10Q (1153.246317 sec): 3 clusters Score: Raw -41303.065956 + Penalty 2127.238640 = -39175.827317 nChanged 7 SP:Iteration 11Q (1153.250199 sec): 3 clusters Score: Raw -41313.891784 + Penalty 2127.238640 = -39186.653144 nChanged 8 SP:Iteration 12Q (1153.254047 sec): 3 clusters Score: Raw -41321.585207 + Penalty 2127.238640 = -39194.346567 nChanged 4 SP:Iteration 13Q (1153.258127 sec): 3 clusters Score: Raw -41327.409084 + Penalty 2127.238640 = -39200.170444 nChanged 4 SP:Iteration 14Q (1153.262019 sec): 3 clusters Score: Raw -41332.619608 + Penalty 2127.238640 = -39205.380969 nChanged 4 SP:Iteration 15Q (1153.265863 sec): 3 clusters Score: Raw -41344.129489 + Penalty 2127.238640 = -39216.890849 nChanged 4 SP:Iteration 16Q (1153.269716 sec): 3 clusters Score: Raw -41350.802327 + Penalty 2127.238640 = -39223.563688 nChanged 2 SP:Iteration 17Q (1153.273565 sec): 3 clusters Score: Raw -41353.680136 + Penalty 2127.238640 = -39226.441496 nChanged 3 SP:Iteration 18Q (1153.277423 sec): 3 clusters Score: Raw -41357.867194 + Penalty 2127.238640 = -39230.628555 nChanged 2 SP:Iteration 19Q (1153.281280 sec): 3 clusters Score: Raw -41360.765402 + Penalty 2127.238640 = -39233.526762 nChanged 1 SP:Iteration 20F (1153.285234 sec): 3 clusters Score: Raw -41362.708216 + Penalty 2127.238640 = -39235.469576 nChanged 1 SP:Iteration 21Q (1153.289079 sec): 3 clusters Score: Raw -41364.096667 + Penalty 2127.238640 = -39236.858027 nChanged 0 SP:Iteration 22F (1153.293018 sec): 3 clusters Score: Raw -41364.096667 + Penalty 2127.238640 = -39236.858027 nChanged 0 Trying to split cluster 7 (26065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1153.337890 sec): 2 clusters Score: Raw -1653096.121092 + Penalty 1652.356663 = -1651443.764429 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1153.393515 sec): 3 clusters Score: Raw -1637120.895116 + Penalty 3304.713327 = -1633816.181789 nChanged 11992 SP:Iteration 1F (1153.446735 sec): 3 clusters Score: Raw -1643926.776386 + Penalty 3304.713327 = -1640622.063059 nChanged 1408 SP:Iteration 2F (1153.500013 sec): 3 clusters Score: Raw -1644557.232868 + Penalty 3304.713327 = -1641252.519542 nChanged 1552 SP:Iteration 3F (1153.552973 sec): 3 clusters Score: Raw -1645418.918632 + Penalty 3304.713327 = -1642114.205306 nChanged 1731 SP:Iteration 4F (1153.618627 sec): 3 clusters Score: Raw -1646516.549193 + Penalty 3304.713327 = -1643211.835866 nChanged 1767 SP:Iteration 5F (1153.704079 sec): 3 clusters Score: Raw -1647827.206612 + Penalty 3304.713327 = -1644522.493286 nChanged 1763 SP:Iteration 6F (1153.755869 sec): 3 clusters Score: Raw -1649293.692178 + Penalty 3304.713327 = -1645988.978852 nChanged 1482 SP:Iteration 7F (1153.809701 sec): 3 clusters Score: Raw -1650532.594234 + Penalty 3304.713327 = -1647227.880908 nChanged 1134 SP:Iteration 8Q (1153.862214 sec): 3 clusters Score: Raw -1651433.340606 + Penalty 3304.713327 = -1648128.627279 nChanged 846 SP:Iteration 9Q (1153.912580 sec): 3 clusters Score: Raw -1652014.083133 + Penalty 3304.713327 = -1648709.369806 nChanged 588 SP:Iteration 10Q (1153.961072 sec): 3 clusters Score: Raw -1652373.775546 + Penalty 3304.713327 = -1649069.062219 nChanged 437 SP:Iteration 11Q (1154.007887 sec): 3 clusters Score: Raw -1652628.476491 + Penalty 3304.713327 = -1649323.763164 nChanged 350 SP:Iteration 12Q (1154.053910 sec): 3 clusters Score: Raw -1652823.718328 + Penalty 3304.713327 = -1649519.005002 nChanged 261 SP:Iteration 13Q (1154.098626 sec): 3 clusters Score: Raw -1652968.074918 + Penalty 3304.713327 = -1649663.361591 nChanged 221 SP:Iteration 14Q (1154.142953 sec): 3 clusters Score: Raw -1653104.091986 + Penalty 3304.713327 = -1649799.378660 nChanged 152 SP:Iteration 15Q (1154.186710 sec): 3 clusters Score: Raw -1653186.793623 + Penalty 3304.713327 = -1649882.080296 nChanged 98 SP:Iteration 16Q (1154.229659 sec): 3 clusters Score: Raw -1653233.713202 + Penalty 3304.713327 = -1649928.999876 nChanged 85 SP:Iteration 17Q (1154.272416 sec): 3 clusters Score: Raw -1653272.066859 + Penalty 3304.713327 = -1649967.353532 nChanged 66 SP:Iteration 18Q (1154.314744 sec): 3 clusters Score: Raw -1653300.395948 + Penalty 3304.713327 = -1649995.682621 nChanged 59 SP:Iteration 19Q (1154.357125 sec): 3 clusters Score: Raw -1653322.662397 + Penalty 3304.713327 = -1650017.949071 nChanged 42 SP:Iteration 20F (1154.410063 sec): 3 clusters Score: Raw -1653338.573156 + Penalty 3304.713327 = -1650033.859830 nChanged 46 SP:Iteration 21Q (1154.452537 sec): 3 clusters Score: Raw -1653359.040518 + Penalty 3304.713327 = -1650054.327192 nChanged 29 SP:Iteration 22Q (1154.501244 sec): 3 clusters Score: Raw -1653374.387055 + Penalty 3304.713327 = -1650069.673729 nChanged 34 SP:Iteration 23Q (1154.542948 sec): 3 clusters Score: Raw -1653395.703289 + Penalty 3304.713327 = -1650090.989962 nChanged 31 SP:Iteration 24Q (1154.584871 sec): 3 clusters Score: Raw -1653410.719839 + Penalty 3304.713327 = -1650106.006512 nChanged 22 SP:Iteration 25Q (1154.629453 sec): 3 clusters Score: Raw -1653418.588567 + Penalty 3304.713327 = -1650113.875241 nChanged 14 SP:Iteration 26Q (1154.671465 sec): 3 clusters Score: Raw -1653422.463127 + Penalty 3304.713327 = -1650117.749801 nChanged 10 SP:Iteration 27Q (1154.713336 sec): 3 clusters Score: Raw -1653424.427312 + Penalty 3304.713327 = -1650119.713986 nChanged 7 SP:Iteration 28Q (1154.755382 sec): 3 clusters Score: Raw -1653426.964829 + Penalty 3304.713327 = -1650122.251502 nChanged 8 SP:Iteration 29Q (1154.797090 sec): 3 clusters Score: Raw -1653429.798391 + Penalty 3304.713327 = -1650125.085065 nChanged 6 SP:Iteration 30Q (1154.839057 sec): 3 clusters Score: Raw -1653431.336396 + Penalty 3304.713327 = -1650126.623069 nChanged 8 SP:Iteration 31Q (1154.880549 sec): 3 clusters Score: Raw -1653433.147541 + Penalty 3304.713327 = -1650128.434214 nChanged 5 SP:Iteration 32Q (1154.921465 sec): 3 clusters Score: Raw -1653434.521694 + Penalty 3304.713327 = -1650129.808368 nChanged 4 SP:Iteration 33Q (1154.962628 sec): 3 clusters Score: Raw -1653435.830037 + Penalty 3304.713327 = -1650131.116711 nChanged 3 SP:Iteration 34Q (1155.003728 sec): 3 clusters Score: Raw -1653436.939662 + Penalty 3304.713327 = -1650132.226335 nChanged 2 SP:Iteration 35Q (1155.045244 sec): 3 clusters Score: Raw -1653437.530265 + Penalty 3304.713327 = -1650132.816939 nChanged 2 SP:Iteration 36Q (1155.086590 sec): 3 clusters Score: Raw -1653438.091276 + Penalty 3304.713327 = -1650133.377949 nChanged 1 SP:Iteration 37Q (1155.127656 sec): 3 clusters Score: Raw -1653438.251539 + Penalty 3304.713327 = -1650133.538212 nChanged 1 SP:Iteration 38Q (1155.169085 sec): 3 clusters Score: Raw -1653438.601261 + Penalty 3304.713327 = -1650133.887935 nChanged 2 SP:Iteration 39Q (1155.209891 sec): 3 clusters Score: Raw -1653439.519865 + Penalty 3304.713327 = -1650134.806539 nChanged 5 SP:Iteration 40F (1155.262504 sec): 3 clusters Score: Raw -1653440.839515 + Penalty 3304.713327 = -1650136.126189 nChanged 3 SP:Iteration 41Q (1155.304484 sec): 3 clusters Score: Raw -1653441.755538 + Penalty 3304.713327 = -1650137.042212 nChanged 1 SP:Iteration 42Q (1155.346129 sec): 3 clusters Score: Raw -1653442.010526 + Penalty 3304.713327 = -1650137.297200 nChanged 1 SP:Iteration 43Q (1155.394267 sec): 3 clusters Score: Raw -1653442.445406 + Penalty 3304.713327 = -1650137.732079 nChanged 3 SP:Iteration 44Q (1155.435750 sec): 3 clusters Score: Raw -1653442.736730 + Penalty 3304.713327 = -1650138.023404 nChanged 1 SP:Iteration 45Q (1155.477353 sec): 3 clusters Score: Raw -1653443.070289 + Penalty 3304.713327 = -1650138.356962 nChanged 2 SP:Iteration 46Q (1155.518557 sec): 3 clusters Score: Raw -1653443.504186 + Penalty 3304.713327 = -1650138.790860 nChanged 0 SP:Iteration 47F (1155.571590 sec): 3 clusters Score: Raw -1653443.504186 + Penalty 3304.713327 = -1650138.790860 nChanged 0 Trying to split cluster 8 (8077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1155.591538 sec): 2 clusters Score: Raw -520178.584400 + Penalty 1461.976067 = -518716.608333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1155.654587 sec): 3 clusters Score: Raw -515729.365479 + Penalty 2923.952134 = -512805.413346 nChanged 3388 SP:Iteration 1F (1155.690706 sec): 3 clusters Score: Raw -517573.948181 + Penalty 2923.952134 = -514649.996047 nChanged 537 SP:Iteration 2F (1155.716576 sec): 3 clusters Score: Raw -517824.592626 + Penalty 2923.952134 = -514900.640493 nChanged 448 SP:Iteration 3F (1155.742555 sec): 3 clusters Score: Raw -518077.187334 + Penalty 2923.952134 = -515153.235201 nChanged 386 SP:Iteration 4Q (1155.768850 sec): 3 clusters Score: Raw -518331.669586 + Penalty 2923.952134 = -515407.717453 nChanged 428 SP:Iteration 5F (1155.794829 sec): 3 clusters Score: Raw -518635.073445 + Penalty 2923.952134 = -515711.121312 nChanged 453 SP:Iteration 6F (1155.821105 sec): 3 clusters Score: Raw -518950.292009 + Penalty 2923.952134 = -516026.339875 nChanged 435 SP:Iteration 7F (1155.846840 sec): 3 clusters Score: Raw -519245.487887 + Penalty 2923.952134 = -516321.535754 nChanged 426 SP:Iteration 8F (1155.872586 sec): 3 clusters Score: Raw -519554.681354 + Penalty 2923.952134 = -516630.729220 nChanged 391 SP:Iteration 9Q (1155.902582 sec): 3 clusters Score: Raw -519843.483660 + Penalty 2923.952134 = -516919.531526 nChanged 339 SP:Iteration 10Q (1155.928208 sec): 3 clusters Score: Raw -520062.881046 + Penalty 2923.952134 = -517138.928913 nChanged 279 SP:Iteration 11Q (1155.954266 sec): 3 clusters Score: Raw -520209.681410 + Penalty 2923.952134 = -517285.729276 nChanged 175 SP:Iteration 12Q (1155.979809 sec): 3 clusters Score: Raw -520278.606891 + Penalty 2923.952134 = -517354.654758 nChanged 132 SP:Iteration 13Q (1156.005211 sec): 3 clusters Score: Raw -520325.673588 + Penalty 2923.952134 = -517401.721454 nChanged 90 SP:Iteration 14Q (1156.030890 sec): 3 clusters Score: Raw -520351.073316 + Penalty 2923.952134 = -517427.121183 nChanged 79 SP:Iteration 15Q (1156.057989 sec): 3 clusters Score: Raw -520375.267321 + Penalty 2923.952134 = -517451.315188 nChanged 61 SP:Iteration 16Q (1156.083528 sec): 3 clusters Score: Raw -520394.898535 + Penalty 2923.952134 = -517470.946402 nChanged 61 SP:Iteration 17Q (1156.108877 sec): 3 clusters Score: Raw -520413.215466 + Penalty 2923.952134 = -517489.263333 nChanged 57 SP:Iteration 18Q (1156.134440 sec): 3 clusters Score: Raw -520427.606783 + Penalty 2923.952134 = -517503.654649 nChanged 48 SP:Iteration 19Q (1156.159992 sec): 3 clusters Score: Raw -520438.993887 + Penalty 2923.952134 = -517515.041754 nChanged 41 SP:Iteration 20F (1156.185866 sec): 3 clusters Score: Raw -520446.582401 + Penalty 2923.952134 = -517522.630267 nChanged 35 SP:Iteration 21Q (1156.211471 sec): 3 clusters Score: Raw -520452.283493 + Penalty 2923.952134 = -517528.331360 nChanged 28 SP:Iteration 22Q (1156.240002 sec): 3 clusters Score: Raw -520457.286145 + Penalty 2923.952134 = -517533.334012 nChanged 24 SP:Iteration 23Q (1156.265716 sec): 3 clusters Score: Raw -520461.228558 + Penalty 2923.952134 = -517537.276425 nChanged 13 SP:Iteration 24Q (1156.291542 sec): 3 clusters Score: Raw -520463.829304 + Penalty 2923.952134 = -517539.877170 nChanged 10 SP:Iteration 25Q (1156.317119 sec): 3 clusters Score: Raw -520465.050336 + Penalty 2923.952134 = -517541.098203 nChanged 8 SP:Iteration 26Q (1156.342472 sec): 3 clusters Score: Raw -520465.880436 + Penalty 2923.952134 = -517541.928303 nChanged 5 SP:Iteration 27Q (1156.367970 sec): 3 clusters Score: Raw -520466.554801 + Penalty 2923.952134 = -517542.602667 nChanged 8 SP:Iteration 28Q (1156.393670 sec): 3 clusters Score: Raw -520467.924335 + Penalty 2923.952134 = -517543.972202 nChanged 7 SP:Iteration 29Q (1156.419371 sec): 3 clusters Score: Raw -520468.871810 + Penalty 2923.952134 = -517544.919677 nChanged 7 SP:Iteration 30Q (1156.444747 sec): 3 clusters Score: Raw -520469.800609 + Penalty 2923.952134 = -517545.848476 nChanged 6 SP:Iteration 31Q (1156.470135 sec): 3 clusters Score: Raw -520470.475810 + Penalty 2923.952134 = -517546.523677 nChanged 5 SP:Iteration 32Q (1156.495310 sec): 3 clusters Score: Raw -520470.887876 + Penalty 2923.952134 = -517546.935742 nChanged 4 SP:Iteration 33Q (1156.520965 sec): 3 clusters Score: Raw -520471.448204 + Penalty 2923.952134 = -517547.496070 nChanged 6 SP:Iteration 34Q (1156.546635 sec): 3 clusters Score: Raw -520472.051976 + Penalty 2923.952134 = -517548.099843 nChanged 1 SP:Iteration 35Q (1156.576581 sec): 3 clusters Score: Raw -520472.119243 + Penalty 2923.952134 = -517548.167109 nChanged 1 SP:Iteration 36Q (1156.602246 sec): 3 clusters Score: Raw -520472.287755 + Penalty 2923.952134 = -517548.335621 nChanged 1 SP:Iteration 37Q (1156.629153 sec): 3 clusters Score: Raw -520472.374825 + Penalty 2923.952134 = -517548.422692 nChanged 0 SP:Iteration 38F (1156.655168 sec): 3 clusters Score: Raw -520472.374825 + Penalty 2923.952134 = -517548.422692 nChanged 0 Trying to split cluster 9 (42199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1156.721471 sec): 2 clusters Score: Raw -2843969.366995 + Penalty 1730.649668 = -2842238.717327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1156.806290 sec): 3 clusters Score: Raw -2817380.951291 + Penalty 3461.299336 = -2813919.651955 nChanged 19811 SP:Iteration 1F (1156.884949 sec): 3 clusters Score: Raw -2828771.471920 + Penalty 3461.299336 = -2825310.172584 nChanged 2181 SP:Iteration 2F (1156.965004 sec): 3 clusters Score: Raw -2829699.582452 + Penalty 3461.299336 = -2826238.283116 nChanged 2423 SP:Iteration 3F (1157.044696 sec): 3 clusters Score: Raw -2830884.927196 + Penalty 3461.299336 = -2827423.627860 nChanged 2711 SP:Iteration 4F (1157.124179 sec): 3 clusters Score: Raw -2832489.049655 + Penalty 3461.299336 = -2829027.750319 nChanged 2945 SP:Iteration 5F (1157.203404 sec): 3 clusters Score: Raw -2834374.614660 + Penalty 3461.299336 = -2830913.315324 nChanged 2992 SP:Iteration 6F (1157.282545 sec): 3 clusters Score: Raw -2836381.154745 + Penalty 3461.299336 = -2832919.855409 nChanged 2657 SP:Iteration 7F (1157.361991 sec): 3 clusters Score: Raw -2838117.664516 + Penalty 3461.299336 = -2834656.365180 nChanged 2153 SP:Iteration 8F (1157.441097 sec): 3 clusters Score: Raw -2839486.161444 + Penalty 3461.299336 = -2836024.862108 nChanged 1824 SP:Iteration 9Q (1157.530497 sec): 3 clusters Score: Raw -2840660.300490 + Penalty 3461.299336 = -2837199.001154 nChanged 1512 SP:Iteration 10Q (1157.609156 sec): 3 clusters Score: Raw -2841614.186741 + Penalty 3461.299336 = -2838152.887405 nChanged 1212 SP:Iteration 11Q (1157.687814 sec): 3 clusters Score: Raw -2842362.039108 + Penalty 3461.299336 = -2838900.739772 nChanged 962 SP:Iteration 12Q (1157.764368 sec): 3 clusters Score: Raw -2842944.042852 + Penalty 3461.299336 = -2839482.743516 nChanged 737 SP:Iteration 13Q (1157.838574 sec): 3 clusters Score: Raw -2843373.811833 + Penalty 3461.299336 = -2839912.512497 nChanged 580 SP:Iteration 14Q (1157.912534 sec): 3 clusters Score: Raw -2843709.625794 + Penalty 3461.299336 = -2840248.326458 nChanged 430 SP:Iteration 15Q (1157.982303 sec): 3 clusters Score: Raw -2843971.693299 + Penalty 3461.299336 = -2840510.393963 nChanged 314 SP:Iteration 16Q (1158.050450 sec): 3 clusters Score: Raw -2844154.195202 + Penalty 3461.299336 = -2840692.895866 nChanged 231 SP:Iteration 17Q (1158.130614 sec): 3 clusters Score: Raw -2844285.240803 + Penalty 3461.299336 = -2840823.941467 nChanged 151 SP:Iteration 18Q (1158.195841 sec): 3 clusters Score: Raw -2844361.409488 + Penalty 3461.299336 = -2840900.110152 nChanged 121 SP:Iteration 19Q (1158.296915 sec): 3 clusters Score: Raw -2844422.388630 + Penalty 3461.299336 = -2840961.089294 nChanged 91 SP:Iteration 20F (1158.390867 sec): 3 clusters Score: Raw -2844460.112597 + Penalty 3461.299336 = -2840998.813261 nChanged 60 SP:Iteration 21Q (1158.455312 sec): 3 clusters Score: Raw -2844486.330985 + Penalty 3461.299336 = -2841025.031649 nChanged 49 SP:Iteration 22Q (1158.522577 sec): 3 clusters Score: Raw -2844509.334528 + Penalty 3461.299336 = -2841048.035192 nChanged 44 SP:Iteration 23Q (1158.584930 sec): 3 clusters Score: Raw -2844531.957998 + Penalty 3461.299336 = -2841070.658662 nChanged 45 SP:Iteration 24Q (1158.647279 sec): 3 clusters Score: Raw -2844549.106457 + Penalty 3461.299336 = -2841087.807121 nChanged 26 SP:Iteration 25Q (1158.742891 sec): 3 clusters Score: Raw -2844560.399615 + Penalty 3461.299336 = -2841099.100279 nChanged 22 SP:Iteration 26Q (1158.804849 sec): 3 clusters Score: Raw -2844566.675477 + Penalty 3461.299336 = -2841105.376141 nChanged 14 SP:Iteration 27Q (1158.867230 sec): 3 clusters Score: Raw -2844571.053875 + Penalty 3461.299336 = -2841109.754539 nChanged 11 SP:Iteration 28Q (1158.929789 sec): 3 clusters Score: Raw -2844574.300048 + Penalty 3461.299336 = -2841113.000712 nChanged 10 SP:Iteration 29Q (1158.992362 sec): 3 clusters Score: Raw -2844577.641252 + Penalty 3461.299336 = -2841116.341916 nChanged 10 SP:Iteration 30Q (1159.054665 sec): 3 clusters Score: Raw -2844580.814828 + Penalty 3461.299336 = -2841119.515492 nChanged 5 SP:Iteration 31Q (1159.116467 sec): 3 clusters Score: Raw -2844582.986575 + Penalty 3461.299336 = -2841121.687239 nChanged 4 SP:Iteration 32Q (1159.178444 sec): 3 clusters Score: Raw -2844583.674494 + Penalty 3461.299336 = -2841122.375158 nChanged 2 SP:Iteration 33Q (1159.241061 sec): 3 clusters Score: Raw -2844584.279830 + Penalty 3461.299336 = -2841122.980494 nChanged 3 SP:Iteration 34Q (1159.302844 sec): 3 clusters Score: Raw -2844585.832936 + Penalty 3461.299336 = -2841124.533600 nChanged 6 SP:Iteration 35Q (1159.364640 sec): 3 clusters Score: Raw -2844587.128277 + Penalty 3461.299336 = -2841125.828941 nChanged 5 SP:Iteration 36Q (1159.427120 sec): 3 clusters Score: Raw -2844588.172932 + Penalty 3461.299336 = -2841126.873596 nChanged 3 SP:Iteration 37Q (1159.489567 sec): 3 clusters Score: Raw -2844588.891054 + Penalty 3461.299336 = -2841127.591718 nChanged 1 SP:Iteration 38Q (1159.585537 sec): 3 clusters Score: Raw -2844589.661205 + Penalty 3461.299336 = -2841128.361869 nChanged 3 SP:Iteration 39Q (1159.660944 sec): 3 clusters Score: Raw -2844590.411098 + Penalty 3461.299336 = -2841129.111762 nChanged 3 SP:Iteration 40F (1159.740844 sec): 3 clusters Score: Raw -2844591.620990 + Penalty 3461.299336 = -2841130.321654 nChanged 2 SP:Iteration 41Q (1159.801999 sec): 3 clusters Score: Raw -2844592.076808 + Penalty 3461.299336 = -2841130.777472 nChanged 2 SP:Iteration 42Q (1159.864100 sec): 3 clusters Score: Raw -2844592.551852 + Penalty 3461.299336 = -2841131.252516 nChanged 1 SP:Iteration 43Q (1159.926242 sec): 3 clusters Score: Raw -2844593.228844 + Penalty 3461.299336 = -2841131.929508 nChanged 5 SP:Iteration 44Q (1159.987995 sec): 3 clusters Score: Raw -2844594.864690 + Penalty 3461.299336 = -2841133.565354 nChanged 6 SP:Iteration 45Q (1160.058632 sec): 3 clusters Score: Raw -2844597.138843 + Penalty 3461.299336 = -2841135.839507 nChanged 4 SP:Iteration 46Q (1160.120233 sec): 3 clusters Score: Raw -2844598.279801 + Penalty 3461.299336 = -2841136.980465 nChanged 6 SP:Iteration 47Q (1160.214922 sec): 3 clusters Score: Raw -2844599.948437 + Penalty 3461.299336 = -2841138.649101 nChanged 5 SP:Iteration 48Q (1160.276056 sec): 3 clusters Score: Raw -2844601.424205 + Penalty 3461.299336 = -2841140.124869 nChanged 6 SP:Iteration 49Q (1160.338375 sec): 3 clusters Score: Raw -2844603.498183 + Penalty 3461.299336 = -2841142.198847 nChanged 6 SP:Iteration 50Q (1160.400675 sec): 3 clusters Score: Raw -2844606.466260 + Penalty 3461.299336 = -2841145.166924 nChanged 6 SP:Iteration 51Q (1160.464894 sec): 3 clusters Score: Raw -2844608.499880 + Penalty 3461.299336 = -2841147.200544 nChanged 7 SP:Iteration 52Q (1160.526796 sec): 3 clusters Score: Raw -2844610.262570 + Penalty 3461.299336 = -2841148.963234 nChanged 4 SP:Iteration 53Q (1160.588227 sec): 3 clusters Score: Raw -2844611.263492 + Penalty 3461.299336 = -2841149.964156 nChanged 5 SP:Iteration 54Q (1160.650386 sec): 3 clusters Score: Raw -2844612.747354 + Penalty 3461.299336 = -2841151.448018 nChanged 5 SP:Iteration 55Q (1160.712522 sec): 3 clusters Score: Raw -2844615.182085 + Penalty 3461.299336 = -2841153.882749 nChanged 10 SP:Iteration 56Q (1160.774112 sec): 3 clusters Score: Raw -2844619.402849 + Penalty 3461.299336 = -2841158.103513 nChanged 4 SP:Iteration 57Q (1160.836539 sec): 3 clusters Score: Raw -2844620.369923 + Penalty 3461.299336 = -2841159.070587 nChanged 0 SP:Iteration 58F (1160.915754 sec): 3 clusters Score: Raw -2844620.369923 + Penalty 3461.299336 = -2841159.070587 nChanged 0 Trying to split cluster 10 (4925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1160.928751 sec): 2 clusters Score: Raw -328848.032840 + Penalty 1381.587927 = -327466.444912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1160.949859 sec): 3 clusters Score: Raw -326322.142941 + Penalty 2763.175855 = -323558.967086 nChanged 1971 SP:Iteration 1F (1160.970887 sec): 3 clusters Score: Raw -327406.333060 + Penalty 2763.175855 = -324643.157205 nChanged 384 SP:Iteration 2F (1160.991601 sec): 3 clusters Score: Raw -327625.465193 + Penalty 2763.175855 = -324862.289338 nChanged 279 SP:Iteration 3F (1161.012694 sec): 3 clusters Score: Raw -327800.696482 + Penalty 2763.175855 = -325037.520628 nChanged 243 SP:Iteration 4Q (1161.033711 sec): 3 clusters Score: Raw -327928.594503 + Penalty 2763.175855 = -325165.418648 nChanged 194 SP:Iteration 5Q (1161.054675 sec): 3 clusters Score: Raw -328021.626843 + Penalty 2763.175855 = -325258.450988 nChanged 150 SP:Iteration 6Q (1161.075333 sec): 3 clusters Score: Raw -328090.779393 + Penalty 2763.175855 = -325327.603538 nChanged 134 SP:Iteration 7Q (1161.096270 sec): 3 clusters Score: Raw -328154.289105 + Penalty 2763.175855 = -325391.113250 nChanged 121 SP:Iteration 8Q (1161.117260 sec): 3 clusters Score: Raw -328217.645019 + Penalty 2763.175855 = -325454.469164 nChanged 117 SP:Iteration 9Q (1161.137965 sec): 3 clusters Score: Raw -328274.048253 + Penalty 2763.175855 = -325510.872398 nChanged 116 SP:Iteration 10Q (1161.158797 sec): 3 clusters Score: Raw -328332.908166 + Penalty 2763.175855 = -325569.732311 nChanged 124 SP:Iteration 11Q (1161.179588 sec): 3 clusters Score: Raw -328396.773910 + Penalty 2763.175855 = -325633.598055 nChanged 128 SP:Iteration 12Q (1161.200388 sec): 3 clusters Score: Raw -328448.934687 + Penalty 2763.175855 = -325685.758833 nChanged 104 SP:Iteration 13Q (1161.220979 sec): 3 clusters Score: Raw -328493.769595 + Penalty 2763.175855 = -325730.593740 nChanged 92 SP:Iteration 14Q (1161.241537 sec): 3 clusters Score: Raw -328534.647058 + Penalty 2763.175855 = -325771.471203 nChanged 83 SP:Iteration 15Q (1161.262518 sec): 3 clusters Score: Raw -328570.300116 + Penalty 2763.175855 = -325807.124261 nChanged 71 SP:Iteration 16Q (1161.283310 sec): 3 clusters Score: Raw -328595.332493 + Penalty 2763.175855 = -325832.156639 nChanged 59 SP:Iteration 17Q (1161.304048 sec): 3 clusters Score: Raw -328614.048721 + Penalty 2763.175855 = -325850.872866 nChanged 51 SP:Iteration 18Q (1161.324859 sec): 3 clusters Score: Raw -328631.103660 + Penalty 2763.175855 = -325867.927805 nChanged 43 SP:Iteration 19Q (1161.345601 sec): 3 clusters Score: Raw -328642.783037 + Penalty 2763.175855 = -325879.607182 nChanged 28 SP:Iteration 20F (1161.399653 sec): 3 clusters Score: Raw -328651.673582 + Penalty 2763.175855 = -325888.497727 nChanged 27 SP:Iteration 21Q (1161.455897 sec): 3 clusters Score: Raw -328660.080668 + Penalty 2763.175855 = -325896.904813 nChanged 39 SP:Iteration 22Q (1161.510153 sec): 3 clusters Score: Raw -328670.488134 + Penalty 2763.175855 = -325907.312279 nChanged 29 SP:Iteration 23Q (1161.551866 sec): 3 clusters Score: Raw -328677.271865 + Penalty 2763.175855 = -325914.096010 nChanged 21 SP:Iteration 24Q (1161.572853 sec): 3 clusters Score: Raw -328683.556583 + Penalty 2763.175855 = -325920.380728 nChanged 23 SP:Iteration 25Q (1161.593479 sec): 3 clusters Score: Raw -328688.661481 + Penalty 2763.175855 = -325925.485626 nChanged 19 SP:Iteration 26Q (1161.614321 sec): 3 clusters Score: Raw -328693.556094 + Penalty 2763.175855 = -325930.380239 nChanged 20 SP:Iteration 27Q (1161.635234 sec): 3 clusters Score: Raw -328698.082357 + Penalty 2763.175855 = -325934.906502 nChanged 19 SP:Iteration 28Q (1161.656130 sec): 3 clusters Score: Raw -328701.945394 + Penalty 2763.175855 = -325938.769540 nChanged 17 SP:Iteration 29Q (1161.676638 sec): 3 clusters Score: Raw -328705.542757 + Penalty 2763.175855 = -325942.366902 nChanged 13 SP:Iteration 30Q (1161.697294 sec): 3 clusters Score: Raw -328708.010951 + Penalty 2763.175855 = -325944.835096 nChanged 12 SP:Iteration 31Q (1161.717732 sec): 3 clusters Score: Raw -328710.304014 + Penalty 2763.175855 = -325947.128159 nChanged 15 SP:Iteration 32Q (1161.738615 sec): 3 clusters Score: Raw -328714.373736 + Penalty 2763.175855 = -325951.197881 nChanged 17 SP:Iteration 33Q (1161.759537 sec): 3 clusters Score: Raw -328719.156045 + Penalty 2763.175855 = -325955.980190 nChanged 16 SP:Iteration 34Q (1161.780035 sec): 3 clusters Score: Raw -328721.613985 + Penalty 2763.175855 = -325958.438130 nChanged 13 SP:Iteration 35Q (1161.800821 sec): 3 clusters Score: Raw -328724.214750 + Penalty 2763.175855 = -325961.038895 nChanged 16 SP:Iteration 36Q (1161.821475 sec): 3 clusters Score: Raw -328727.692006 + Penalty 2763.175855 = -325964.516151 nChanged 17 SP:Iteration 37Q (1161.842415 sec): 3 clusters Score: Raw -328732.871200 + Penalty 2763.175855 = -325969.695345 nChanged 28 SP:Iteration 38Q (1161.863014 sec): 3 clusters Score: Raw -328739.612983 + Penalty 2763.175855 = -325976.437128 nChanged 30 SP:Iteration 39Q (1161.883570 sec): 3 clusters Score: Raw -328749.255776 + Penalty 2763.175855 = -325986.079921 nChanged 34 SP:Iteration 40F (1161.904618 sec): 3 clusters Score: Raw -328757.497189 + Penalty 2763.175855 = -325994.321334 nChanged 18 SP:Iteration 41Q (1161.925360 sec): 3 clusters Score: Raw -328761.914406 + Penalty 2763.175855 = -325998.738551 nChanged 19 SP:Iteration 42Q (1161.946243 sec): 3 clusters Score: Raw -328765.607155 + Penalty 2763.175855 = -326002.431301 nChanged 15 SP:Iteration 43Q (1161.967121 sec): 3 clusters Score: Raw -328768.086016 + Penalty 2763.175855 = -326004.910161 nChanged 10 SP:Iteration 44Q (1161.987968 sec): 3 clusters Score: Raw -328770.272344 + Penalty 2763.175855 = -326007.096489 nChanged 9 SP:Iteration 45Q (1162.008761 sec): 3 clusters Score: Raw -328771.901148 + Penalty 2763.175855 = -326008.725293 nChanged 7 SP:Iteration 46Q (1162.029504 sec): 3 clusters Score: Raw -328773.120846 + Penalty 2763.175855 = -326009.944991 nChanged 5 SP:Iteration 47Q (1162.050252 sec): 3 clusters Score: Raw -328774.072294 + Penalty 2763.175855 = -326010.896439 nChanged 9 SP:Iteration 48Q (1162.071027 sec): 3 clusters Score: Raw -328775.769169 + Penalty 2763.175855 = -326012.593314 nChanged 8 SP:Iteration 49Q (1162.091703 sec): 3 clusters Score: Raw -328777.168311 + Penalty 2763.175855 = -326013.992456 nChanged 5 SP:Iteration 50Q (1162.112612 sec): 3 clusters Score: Raw -328778.250175 + Penalty 2763.175855 = -326015.074320 nChanged 7 SP:Iteration 51Q (1162.133358 sec): 3 clusters Score: Raw -328779.776953 + Penalty 2763.175855 = -326016.601098 nChanged 8 SP:Iteration 52Q (1162.154236 sec): 3 clusters Score: Raw -328781.120430 + Penalty 2763.175855 = -326017.944575 nChanged 6 SP:Iteration 53Q (1162.174933 sec): 3 clusters Score: Raw -328782.003494 + Penalty 2763.175855 = -326018.827639 nChanged 5 SP:Iteration 54Q (1162.195579 sec): 3 clusters Score: Raw -328783.156432 + Penalty 2763.175855 = -326019.980577 nChanged 6 SP:Iteration 55Q (1162.216067 sec): 3 clusters Score: Raw -328784.214838 + Penalty 2763.175855 = -326021.038983 nChanged 6 SP:Iteration 56Q (1162.236836 sec): 3 clusters Score: Raw -328785.143560 + Penalty 2763.175855 = -326021.967705 nChanged 4 SP:Iteration 57Q (1162.257536 sec): 3 clusters Score: Raw -328785.882625 + Penalty 2763.175855 = -326022.706770 nChanged 7 SP:Iteration 58Q (1162.278341 sec): 3 clusters Score: Raw -328786.955154 + Penalty 2763.175855 = -326023.779299 nChanged 5 SP:Iteration 59Q (1162.299302 sec): 3 clusters Score: Raw -328787.610801 + Penalty 2763.175855 = -326024.434946 nChanged 3 SP:Iteration 60F (1162.320338 sec): 3 clusters Score: Raw -328788.069232 + Penalty 2763.175855 = -326024.893377 nChanged 5 SP:Iteration 61Q (1162.341100 sec): 3 clusters Score: Raw -328788.709858 + Penalty 2763.175855 = -326025.534003 nChanged 3 SP:Iteration 62Q (1162.361830 sec): 3 clusters Score: Raw -328789.045075 + Penalty 2763.175855 = -326025.869220 nChanged 2 SP:Iteration 63Q (1162.382787 sec): 3 clusters Score: Raw -328789.508119 + Penalty 2763.175855 = -326026.332264 nChanged 5 SP:Iteration 64Q (1162.403624 sec): 3 clusters Score: Raw -328790.258371 + Penalty 2763.175855 = -326027.082516 nChanged 4 SP:Iteration 65Q (1162.424610 sec): 3 clusters Score: Raw -328790.873097 + Penalty 2763.175855 = -326027.697242 nChanged 3 SP:Iteration 66Q (1162.444116 sec): 3 clusters Score: Raw -328791.472440 + Penalty 2763.175855 = -326028.296585 nChanged 8 SP:Iteration 67Q (1162.464878 sec): 3 clusters Score: Raw -328793.141700 + Penalty 2763.175855 = -326029.965845 nChanged 7 SP:Iteration 68Q (1162.485737 sec): 3 clusters Score: Raw -328794.325135 + Penalty 2763.175855 = -326031.149280 nChanged 6 SP:Iteration 69Q (1162.506393 sec): 3 clusters Score: Raw -328795.307575 + Penalty 2763.175855 = -326032.131720 nChanged 6 SP:Iteration 70Q (1162.527178 sec): 3 clusters Score: Raw -328796.475599 + Penalty 2763.175855 = -326033.299744 nChanged 5 SP:Iteration 71Q (1162.547935 sec): 3 clusters Score: Raw -328797.790298 + Penalty 2763.175855 = -326034.614443 nChanged 4 SP:Iteration 72Q (1162.568544 sec): 3 clusters Score: Raw -328798.569006 + Penalty 2763.175855 = -326035.393151 nChanged 6 SP:Iteration 73Q (1162.589235 sec): 3 clusters Score: Raw -328799.377654 + Penalty 2763.175855 = -326036.201799 nChanged 5 SP:Iteration 74Q (1162.610149 sec): 3 clusters Score: Raw -328800.604044 + Penalty 2763.175855 = -326037.428189 nChanged 4 SP:Iteration 75Q (1162.631014 sec): 3 clusters Score: Raw -328801.241690 + Penalty 2763.175855 = -326038.065835 nChanged 3 SP:Iteration 76Q (1162.651657 sec): 3 clusters Score: Raw -328801.723761 + Penalty 2763.175855 = -326038.547906 nChanged 3 SP:Iteration 77Q (1162.672587 sec): 3 clusters Score: Raw -328802.381403 + Penalty 2763.175855 = -326039.205548 nChanged 6 SP:Iteration 78Q (1162.693244 sec): 3 clusters Score: Raw -328803.310788 + Penalty 2763.175855 = -326040.134933 nChanged 7 SP:Iteration 79Q (1162.713805 sec): 3 clusters Score: Raw -328804.860522 + Penalty 2763.175855 = -326041.684667 nChanged 6 SP:Iteration 80F (1162.734582 sec): 3 clusters Score: Raw -328805.938419 + Penalty 2763.175855 = -326042.762564 nChanged 3 SP:Iteration 81Q (1162.755271 sec): 3 clusters Score: Raw -328806.420596 + Penalty 2763.175855 = -326043.244741 nChanged 5 SP:Iteration 82Q (1162.776024 sec): 3 clusters Score: Raw -328807.223679 + Penalty 2763.175855 = -326044.047824 nChanged 6 SP:Iteration 83Q (1162.804910 sec): 3 clusters Score: Raw -328808.184072 + Penalty 2763.175855 = -326045.008217 nChanged 5 SP:Iteration 84Q (1162.825188 sec): 3 clusters Score: Raw -328808.911712 + Penalty 2763.175855 = -326045.735857 nChanged 4 SP:Iteration 85Q (1162.848287 sec): 3 clusters Score: Raw -328809.572829 + Penalty 2763.175855 = -326046.396974 nChanged 0 SP:Iteration 86F (1162.869059 sec): 3 clusters Score: Raw -328809.572829 + Penalty 2763.175855 = -326046.396974 nChanged 0 Trying to split cluster 11 (7313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1162.901373 sec): 2 clusters Score: Raw -468376.587462 + Penalty 1445.828941 = -466930.758521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1162.939459 sec): 3 clusters Score: Raw -464451.201852 + Penalty 2891.657881 = -461559.543971 nChanged 3076 SP:Iteration 1F (1162.963076 sec): 3 clusters Score: Raw -466248.488165 + Penalty 2891.657881 = -463356.830283 nChanged 601 SP:Iteration 2F (1162.989454 sec): 3 clusters Score: Raw -466643.760864 + Penalty 2891.657881 = -463752.102983 nChanged 487 SP:Iteration 3F (1163.013395 sec): 3 clusters Score: Raw -467003.159105 + Penalty 2891.657881 = -464111.501224 nChanged 464 SP:Iteration 4F (1163.040106 sec): 3 clusters Score: Raw -467394.284378 + Penalty 2891.657881 = -464502.626497 nChanged 464 SP:Iteration 5F (1163.064024 sec): 3 clusters Score: Raw -467817.442703 + Penalty 2891.657881 = -464925.784822 nChanged 442 SP:Iteration 6F (1163.093084 sec): 3 clusters Score: Raw -468228.224800 + Penalty 2891.657881 = -465336.566919 nChanged 403 SP:Iteration 7F (1163.117153 sec): 3 clusters Score: Raw -468589.383929 + Penalty 2891.657881 = -465697.726048 nChanged 317 SP:Iteration 8Q (1163.140921 sec): 3 clusters Score: Raw -468844.177270 + Penalty 2891.657881 = -465952.519388 nChanged 228 SP:Iteration 9Q (1163.164350 sec): 3 clusters Score: Raw -468988.802557 + Penalty 2891.657881 = -466097.144675 nChanged 162 SP:Iteration 10Q (1163.188015 sec): 3 clusters Score: Raw -469064.273707 + Penalty 2891.657881 = -466172.615826 nChanged 120 SP:Iteration 11Q (1163.211559 sec): 3 clusters Score: Raw -469118.740132 + Penalty 2891.657881 = -466227.082251 nChanged 95 SP:Iteration 12Q (1163.235149 sec): 3 clusters Score: Raw -469159.922611 + Penalty 2891.657881 = -466268.264730 nChanged 75 SP:Iteration 13Q (1163.258792 sec): 3 clusters Score: Raw -469187.692113 + Penalty 2891.657881 = -466296.034232 nChanged 58 SP:Iteration 14Q (1163.282357 sec): 3 clusters Score: Raw -469206.412506 + Penalty 2891.657881 = -466314.754624 nChanged 47 SP:Iteration 15Q (1163.305496 sec): 3 clusters Score: Raw -469219.482726 + Penalty 2891.657881 = -466327.824845 nChanged 40 SP:Iteration 16Q (1163.328527 sec): 3 clusters Score: Raw -469229.757875 + Penalty 2891.657881 = -466338.099994 nChanged 31 SP:Iteration 17Q (1163.351744 sec): 3 clusters Score: Raw -469240.123105 + Penalty 2891.657881 = -466348.465224 nChanged 42 SP:Iteration 18Q (1163.374842 sec): 3 clusters Score: Raw -469253.411265 + Penalty 2891.657881 = -466361.753383 nChanged 36 SP:Iteration 19Q (1163.398173 sec): 3 clusters Score: Raw -469265.303833 + Penalty 2891.657881 = -466373.645951 nChanged 36 SP:Iteration 20F (1163.422305 sec): 3 clusters Score: Raw -469277.369558 + Penalty 2891.657881 = -466385.711677 nChanged 34 SP:Iteration 21Q (1163.481601 sec): 3 clusters Score: Raw -469288.311692 + Penalty 2891.657881 = -466396.653811 nChanged 34 SP:Iteration 22Q (1163.513855 sec): 3 clusters Score: Raw -469301.040288 + Penalty 2891.657881 = -466409.382407 nChanged 42 SP:Iteration 23Q (1163.541232 sec): 3 clusters Score: Raw -469320.175732 + Penalty 2891.657881 = -466428.517851 nChanged 52 SP:Iteration 24Q (1163.564447 sec): 3 clusters Score: Raw -469340.630687 + Penalty 2891.657881 = -466448.972806 nChanged 41 SP:Iteration 25Q (1163.587451 sec): 3 clusters Score: Raw -469354.709641 + Penalty 2891.657881 = -466463.051759 nChanged 37 SP:Iteration 26Q (1163.610286 sec): 3 clusters Score: Raw -469368.984547 + Penalty 2891.657881 = -466477.326665 nChanged 33 SP:Iteration 27Q (1163.633321 sec): 3 clusters Score: Raw -469382.123904 + Penalty 2891.657881 = -466490.466023 nChanged 25 SP:Iteration 28Q (1163.656074 sec): 3 clusters Score: Raw -469389.701524 + Penalty 2891.657881 = -466498.043643 nChanged 28 SP:Iteration 29Q (1163.678972 sec): 3 clusters Score: Raw -469401.166396 + Penalty 2891.657881 = -466509.508514 nChanged 43 SP:Iteration 30Q (1163.701648 sec): 3 clusters Score: Raw -469420.773713 + Penalty 2891.657881 = -466529.115832 nChanged 43 SP:Iteration 31Q (1163.724383 sec): 3 clusters Score: Raw -469436.541103 + Penalty 2891.657881 = -466544.883222 nChanged 35 SP:Iteration 32Q (1163.747460 sec): 3 clusters Score: Raw -469448.500847 + Penalty 2891.657881 = -466556.842966 nChanged 45 SP:Iteration 33Q (1163.770181 sec): 3 clusters Score: Raw -469467.184567 + Penalty 2891.657881 = -466575.526686 nChanged 39 SP:Iteration 34Q (1163.792874 sec): 3 clusters Score: Raw -469482.731818 + Penalty 2891.657881 = -466591.073936 nChanged 42 SP:Iteration 35Q (1163.815689 sec): 3 clusters Score: Raw -469502.252693 + Penalty 2891.657881 = -466610.594812 nChanged 38 SP:Iteration 36Q (1163.846113 sec): 3 clusters Score: Raw -469515.652344 + Penalty 2891.657881 = -466623.994463 nChanged 38 SP:Iteration 37Q (1163.868659 sec): 3 clusters Score: Raw -469530.623598 + Penalty 2891.657881 = -466638.965717 nChanged 29 SP:Iteration 38Q (1163.927440 sec): 3 clusters Score: Raw -469545.588277 + Penalty 2891.657881 = -466653.930395 nChanged 25 SP:Iteration 39Q (1163.971109 sec): 3 clusters Score: Raw -469560.431844 + Penalty 2891.657881 = -466668.773962 nChanged 35 SP:Iteration 40F (1163.995032 sec): 3 clusters Score: Raw -469586.186513 + Penalty 2891.657881 = -466694.528632 nChanged 48 SP:Iteration 41Q (1164.017640 sec): 3 clusters Score: Raw -469606.203449 + Penalty 2891.657881 = -466714.545568 nChanged 34 SP:Iteration 42Q (1164.042939 sec): 3 clusters Score: Raw -469615.650438 + Penalty 2891.657881 = -466723.992557 nChanged 20 SP:Iteration 43Q (1164.065587 sec): 3 clusters Score: Raw -469619.570891 + Penalty 2891.657881 = -466727.913010 nChanged 6 SP:Iteration 44Q (1164.088142 sec): 3 clusters Score: Raw -469620.812598 + Penalty 2891.657881 = -466729.154717 nChanged 6 SP:Iteration 45Q (1164.110591 sec): 3 clusters Score: Raw -469621.691664 + Penalty 2891.657881 = -466730.033783 nChanged 7 SP:Iteration 46Q (1164.136300 sec): 3 clusters Score: Raw -469622.683036 + Penalty 2891.657881 = -466731.025155 nChanged 5 SP:Iteration 47Q (1164.158883 sec): 3 clusters Score: Raw -469623.482394 + Penalty 2891.657881 = -466731.824513 nChanged 3 SP:Iteration 48Q (1164.185974 sec): 3 clusters Score: Raw -469624.341969 + Penalty 2891.657881 = -466732.684088 nChanged 6 SP:Iteration 49Q (1164.208641 sec): 3 clusters Score: Raw -469625.098276 + Penalty 2891.657881 = -466733.440395 nChanged 3 SP:Iteration 50Q (1164.231351 sec): 3 clusters Score: Raw -469625.497047 + Penalty 2891.657881 = -466733.839166 nChanged 2 SP:Iteration 51Q (1164.253889 sec): 3 clusters Score: Raw -469625.777455 + Penalty 2891.657881 = -466734.119574 nChanged 2 SP:Iteration 52Q (1164.276368 sec): 3 clusters Score: Raw -469626.028946 + Penalty 2891.657881 = -466734.371065 nChanged 0 SP:Iteration 53F (1164.300129 sec): 3 clusters Score: Raw -469626.028946 + Penalty 2891.657881 = -466734.371065 nChanged 0 Trying to split cluster 12 (1620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1164.314929 sec): 2 clusters Score: Raw -86995.715948 + Penalty 1200.904482 = -85794.811466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1164.323836 sec): 3 clusters Score: Raw -86357.950405 + Penalty 2401.808964 = -83956.141441 nChanged 546 SP:Iteration 1F (1164.332170 sec): 3 clusters Score: Raw -86850.704174 + Penalty 2401.808964 = -84448.895210 nChanged 163 SP:Iteration 2F (1164.344838 sec): 3 clusters Score: Raw -87053.834403 + Penalty 2401.808964 = -84652.025439 nChanged 115 SP:Iteration 3F (1164.353126 sec): 3 clusters Score: Raw -87208.007273 + Penalty 2401.808964 = -84806.198309 nChanged 93 SP:Iteration 4F (1164.361457 sec): 3 clusters Score: Raw -87312.953188 + Penalty 2401.808964 = -84911.144223 nChanged 59 SP:Iteration 5Q (1164.369707 sec): 3 clusters Score: Raw -87380.064754 + Penalty 2401.808964 = -84978.255790 nChanged 45 SP:Iteration 6Q (1164.377884 sec): 3 clusters Score: Raw -87423.559241 + Penalty 2401.808964 = -85021.750277 nChanged 35 SP:Iteration 7Q (1164.386098 sec): 3 clusters Score: Raw -87458.938102 + Penalty 2401.808964 = -85057.129138 nChanged 25 SP:Iteration 8Q (1164.394277 sec): 3 clusters Score: Raw -87479.968515 + Penalty 2401.808964 = -85078.159551 nChanged 14 SP:Iteration 9Q (1164.405589 sec): 3 clusters Score: Raw -87491.872550 + Penalty 2401.808964 = -85090.063586 nChanged 11 SP:Iteration 10Q (1164.413786 sec): 3 clusters Score: Raw -87501.217635 + Penalty 2401.808964 = -85099.408671 nChanged 6 SP:Iteration 11Q (1164.421934 sec): 3 clusters Score: Raw -87505.966116 + Penalty 2401.808964 = -85104.157152 nChanged 5 SP:Iteration 12Q (1164.430072 sec): 3 clusters Score: Raw -87508.573596 + Penalty 2401.808964 = -85106.764632 nChanged 3 SP:Iteration 13Q (1164.438198 sec): 3 clusters Score: Raw -87509.428171 + Penalty 2401.808964 = -85107.619207 nChanged 0 SP:Iteration 14F (1164.446462 sec): 3 clusters Score: Raw -87509.428171 + Penalty 2401.808964 = -85107.619207 nChanged 0 Trying to split cluster 13 (7173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1164.467918 sec): 2 clusters Score: Raw -493395.341068 + Penalty 1442.687879 = -491952.653189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1164.493111 sec): 3 clusters Score: Raw -489562.813118 + Penalty 2885.375758 = -486677.437360 nChanged 2980 SP:Iteration 1F (1164.529285 sec): 3 clusters Score: Raw -491271.325466 + Penalty 2885.375758 = -488385.949708 nChanged 486 SP:Iteration 2F (1164.555720 sec): 3 clusters Score: Raw -491540.396257 + Penalty 2885.375758 = -488655.020498 nChanged 423 SP:Iteration 3F (1164.580395 sec): 3 clusters Score: Raw -491798.779878 + Penalty 2885.375758 = -488913.404120 nChanged 428 SP:Iteration 4F (1164.605072 sec): 3 clusters Score: Raw -492077.626355 + Penalty 2885.375758 = -489192.250596 nChanged 406 SP:Iteration 5F (1164.629830 sec): 3 clusters Score: Raw -492380.872357 + Penalty 2885.375758 = -489495.496599 nChanged 372 SP:Iteration 6F (1164.658849 sec): 3 clusters Score: Raw -492649.893836 + Penalty 2885.375758 = -489764.518078 nChanged 318 SP:Iteration 7Q (1164.683693 sec): 3 clusters Score: Raw -492884.015015 + Penalty 2885.375758 = -489998.639257 nChanged 257 SP:Iteration 8Q (1164.708452 sec): 3 clusters Score: Raw -493081.104603 + Penalty 2885.375758 = -490195.728845 nChanged 201 SP:Iteration 9Q (1164.733166 sec): 3 clusters Score: Raw -493233.741071 + Penalty 2885.375758 = -490348.365313 nChanged 150 SP:Iteration 10Q (1164.757905 sec): 3 clusters Score: Raw -493342.503404 + Penalty 2885.375758 = -490457.127646 nChanged 98 SP:Iteration 11Q (1164.782662 sec): 3 clusters Score: Raw -493410.400279 + Penalty 2885.375758 = -490525.024520 nChanged 70 SP:Iteration 12Q (1164.811337 sec): 3 clusters Score: Raw -493461.244522 + Penalty 2885.375758 = -490575.868764 nChanged 54 SP:Iteration 13Q (1164.835488 sec): 3 clusters Score: Raw -493508.007143 + Penalty 2885.375758 = -490622.631384 nChanged 36 SP:Iteration 14Q (1164.859672 sec): 3 clusters Score: Raw -493532.406335 + Penalty 2885.375758 = -490647.030576 nChanged 13 SP:Iteration 15Q (1164.883438 sec): 3 clusters Score: Raw -493541.925927 + Penalty 2885.375758 = -490656.550169 nChanged 16 SP:Iteration 16Q (1164.907414 sec): 3 clusters Score: Raw -493550.681456 + Penalty 2885.375758 = -490665.305698 nChanged 8 SP:Iteration 17Q (1164.931279 sec): 3 clusters Score: Raw -493555.241665 + Penalty 2885.375758 = -490669.865907 nChanged 6 SP:Iteration 18Q (1164.954851 sec): 3 clusters Score: Raw -493560.764211 + Penalty 2885.375758 = -490675.388453 nChanged 7 SP:Iteration 19Q (1164.978367 sec): 3 clusters Score: Raw -493565.318498 + Penalty 2885.375758 = -490679.942740 nChanged 7 SP:Iteration 20F (1165.003262 sec): 3 clusters Score: Raw -493570.241258 + Penalty 2885.375758 = -490684.865500 nChanged 8 SP:Iteration 21Q (1165.026827 sec): 3 clusters Score: Raw -493574.723717 + Penalty 2885.375758 = -490689.347959 nChanged 3 SP:Iteration 22Q (1165.050529 sec): 3 clusters Score: Raw -493576.677428 + Penalty 2885.375758 = -490691.301670 nChanged 4 SP:Iteration 23Q (1165.074196 sec): 3 clusters Score: Raw -493578.954802 + Penalty 2885.375758 = -490693.579044 nChanged 5 SP:Iteration 24Q (1165.097638 sec): 3 clusters Score: Raw -493582.473454 + Penalty 2885.375758 = -490697.097696 nChanged 5 SP:Iteration 25Q (1165.145062 sec): 3 clusters Score: Raw -493585.572590 + Penalty 2885.375758 = -490700.196832 nChanged 4 SP:Iteration 26Q (1165.171873 sec): 3 clusters Score: Raw -493588.422663 + Penalty 2885.375758 = -490703.046904 nChanged 4 SP:Iteration 27Q (1165.195387 sec): 3 clusters Score: Raw -493591.191607 + Penalty 2885.375758 = -490705.815849 nChanged 4 SP:Iteration 28Q (1165.223662 sec): 3 clusters Score: Raw -493593.137051 + Penalty 2885.375758 = -490707.761293 nChanged 1 SP:Iteration 29Q (1165.246984 sec): 3 clusters Score: Raw -493594.543444 + Penalty 2885.375758 = -490709.167685 nChanged 3 SP:Iteration 30Q (1165.270343 sec): 3 clusters Score: Raw -493596.535798 + Penalty 2885.375758 = -490711.160040 nChanged 2 SP:Iteration 31Q (1165.294035 sec): 3 clusters Score: Raw -493597.630973 + Penalty 2885.375758 = -490712.255214 nChanged 1 SP:Iteration 32Q (1165.317476 sec): 3 clusters Score: Raw -493597.953122 + Penalty 2885.375758 = -490712.577364 nChanged 1 SP:Iteration 33Q (1165.340961 sec): 3 clusters Score: Raw -493598.651019 + Penalty 2885.375758 = -490713.275261 nChanged 1 SP:Iteration 34Q (1165.364681 sec): 3 clusters Score: Raw -493599.785704 + Penalty 2885.375758 = -490714.409946 nChanged 1 SP:Iteration 35Q (1165.388344 sec): 3 clusters Score: Raw -493600.247334 + Penalty 2885.375758 = -490714.871576 nChanged 0 SP:Iteration 36F (1165.413212 sec): 3 clusters Score: Raw -493600.247334 + Penalty 2885.375758 = -490714.871576 nChanged 0 Trying to split cluster 14 (20823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1165.452178 sec): 2 clusters Score: Raw -1392347.390524 + Penalty 1615.869681 = -1390731.520843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1165.499924 sec): 3 clusters Score: Raw -1379843.257816 + Penalty 3231.739363 = -1376611.518453 nChanged 9362 SP:Iteration 1F (1165.545705 sec): 3 clusters Score: Raw -1384988.922854 + Penalty 3231.739363 = -1381757.183491 nChanged 1132 SP:Iteration 2F (1165.591710 sec): 3 clusters Score: Raw -1385505.772516 + Penalty 3231.739363 = -1382274.033153 nChanged 1225 SP:Iteration 3F (1165.637773 sec): 3 clusters Score: Raw -1386171.042165 + Penalty 3231.739363 = -1382939.302802 nChanged 1389 SP:Iteration 4F (1165.683530 sec): 3 clusters Score: Raw -1387063.245114 + Penalty 3231.739363 = -1383831.505751 nChanged 1538 SP:Iteration 5F (1165.729317 sec): 3 clusters Score: Raw -1388211.348914 + Penalty 3231.739363 = -1384979.609551 nChanged 1434 SP:Iteration 6F (1165.775213 sec): 3 clusters Score: Raw -1389285.503098 + Penalty 3231.739363 = -1386053.763735 nChanged 1182 SP:Iteration 7F (1165.821065 sec): 3 clusters Score: Raw -1390152.670621 + Penalty 3231.739363 = -1386920.931258 nChanged 868 SP:Iteration 8Q (1165.867529 sec): 3 clusters Score: Raw -1390737.418566 + Penalty 3231.739363 = -1387505.679203 nChanged 614 SP:Iteration 9Q (1165.913352 sec): 3 clusters Score: Raw -1391090.262218 + Penalty 3231.739363 = -1387858.522855 nChanged 434 SP:Iteration 10Q (1165.958901 sec): 3 clusters Score: Raw -1391392.734015 + Penalty 3231.739363 = -1388160.994653 nChanged 358 SP:Iteration 11Q (1166.003752 sec): 3 clusters Score: Raw -1391688.279299 + Penalty 3231.739363 = -1388456.539936 nChanged 286 SP:Iteration 12Q (1166.047462 sec): 3 clusters Score: Raw -1391913.399619 + Penalty 3231.739363 = -1388681.660256 nChanged 233 SP:Iteration 13Q (1166.090366 sec): 3 clusters Score: Raw -1392065.290273 + Penalty 3231.739363 = -1388833.550910 nChanged 186 SP:Iteration 14Q (1166.132397 sec): 3 clusters Score: Raw -1392191.300492 + Penalty 3231.739363 = -1388959.561129 nChanged 170 SP:Iteration 15Q (1166.173897 sec): 3 clusters Score: Raw -1392302.193686 + Penalty 3231.739363 = -1389070.454323 nChanged 141 SP:Iteration 16Q (1166.215029 sec): 3 clusters Score: Raw -1392397.389482 + Penalty 3231.739363 = -1389165.650119 nChanged 113 SP:Iteration 17Q (1166.255952 sec): 3 clusters Score: Raw -1392479.428515 + Penalty 3231.739363 = -1389247.689152 nChanged 102 SP:Iteration 18Q (1166.296345 sec): 3 clusters Score: Raw -1392551.514611 + Penalty 3231.739363 = -1389319.775248 nChanged 84 SP:Iteration 19Q (1166.336524 sec): 3 clusters Score: Raw -1392609.869735 + Penalty 3231.739363 = -1389378.130372 nChanged 70 SP:Iteration 20F (1166.382222 sec): 3 clusters Score: Raw -1392653.794672 + Penalty 3231.739363 = -1389422.055309 nChanged 63 SP:Iteration 21Q (1166.422442 sec): 3 clusters Score: Raw -1392691.674860 + Penalty 3231.739363 = -1389459.935497 nChanged 57 SP:Iteration 22Q (1166.462248 sec): 3 clusters Score: Raw -1392721.576440 + Penalty 3231.739363 = -1389489.837077 nChanged 53 SP:Iteration 23Q (1166.501974 sec): 3 clusters Score: Raw -1392745.044408 + Penalty 3231.739363 = -1389513.305045 nChanged 32 SP:Iteration 24Q (1166.541909 sec): 3 clusters Score: Raw -1392757.355105 + Penalty 3231.739363 = -1389525.615742 nChanged 24 SP:Iteration 25Q (1166.581680 sec): 3 clusters Score: Raw -1392767.375459 + Penalty 3231.739363 = -1389535.636096 nChanged 31 SP:Iteration 26Q (1166.621456 sec): 3 clusters Score: Raw -1392778.735397 + Penalty 3231.739363 = -1389546.996034 nChanged 19 SP:Iteration 27Q (1166.660960 sec): 3 clusters Score: Raw -1392786.156286 + Penalty 3231.739363 = -1389554.416923 nChanged 19 SP:Iteration 28Q (1166.700407 sec): 3 clusters Score: Raw -1392793.043463 + Penalty 3231.739363 = -1389561.304101 nChanged 19 SP:Iteration 29Q (1166.739974 sec): 3 clusters Score: Raw -1392799.558334 + Penalty 3231.739363 = -1389567.818972 nChanged 13 SP:Iteration 30Q (1166.779604 sec): 3 clusters Score: Raw -1392804.307112 + Penalty 3231.739363 = -1389572.567749 nChanged 10 SP:Iteration 31Q (1166.819204 sec): 3 clusters Score: Raw -1392807.105982 + Penalty 3231.739363 = -1389575.366620 nChanged 7 SP:Iteration 32Q (1166.858614 sec): 3 clusters Score: Raw -1392809.393965 + Penalty 3231.739363 = -1389577.654602 nChanged 5 SP:Iteration 33Q (1166.898056 sec): 3 clusters Score: Raw -1392811.008973 + Penalty 3231.739363 = -1389579.269611 nChanged 3 SP:Iteration 34Q (1166.937633 sec): 3 clusters Score: Raw -1392811.596434 + Penalty 3231.739363 = -1389579.857072 nChanged 7 SP:Iteration 35Q (1166.977045 sec): 3 clusters Score: Raw -1392813.060581 + Penalty 3231.739363 = -1389581.321218 nChanged 2 SP:Iteration 36Q (1167.016627 sec): 3 clusters Score: Raw -1392813.425567 + Penalty 3231.739363 = -1389581.686204 nChanged 1 SP:Iteration 37Q (1167.056136 sec): 3 clusters Score: Raw -1392813.520561 + Penalty 3231.739363 = -1389581.781199 nChanged 1 SP:Iteration 38Q (1167.095584 sec): 3 clusters Score: Raw -1392813.794314 + Penalty 3231.739363 = -1389582.054951 nChanged 1 SP:Iteration 39Q (1167.134953 sec): 3 clusters Score: Raw -1392814.020312 + Penalty 3231.739363 = -1389582.280949 nChanged 0 SP:Iteration 40F (1167.191897 sec): 3 clusters Score: Raw -1392814.020312 + Penalty 3231.739363 = -1389582.280949 nChanged 0 Trying to split cluster 15 (11354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1167.215630 sec): 2 clusters Score: Raw -749915.386162 + Penalty 1517.315375 = -748398.070788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1167.251198 sec): 3 clusters Score: Raw -743459.569977 + Penalty 3034.630750 = -740424.939227 nChanged 4891 SP:Iteration 1F (1167.281379 sec): 3 clusters Score: Raw -746275.261158 + Penalty 3034.630750 = -743240.630408 nChanged 858 SP:Iteration 2F (1167.311927 sec): 3 clusters Score: Raw -746877.635124 + Penalty 3034.630750 = -743843.004374 nChanged 829 SP:Iteration 3F (1167.341982 sec): 3 clusters Score: Raw -747468.091184 + Penalty 3034.630750 = -744433.460435 nChanged 749 SP:Iteration 4F (1167.372171 sec): 3 clusters Score: Raw -747978.676741 + Penalty 3034.630750 = -744944.045991 nChanged 717 SP:Iteration 5F (1167.402320 sec): 3 clusters Score: Raw -748441.286013 + Penalty 3034.630750 = -745406.655264 nChanged 607 SP:Iteration 6F (1167.432523 sec): 3 clusters Score: Raw -748813.247664 + Penalty 3034.630750 = -745778.616914 nChanged 526 SP:Iteration 7Q (1167.462576 sec): 3 clusters Score: Raw -749119.429516 + Penalty 3034.630750 = -746084.798766 nChanged 429 SP:Iteration 8Q (1167.492627 sec): 3 clusters Score: Raw -749343.274830 + Penalty 3034.630750 = -746308.644080 nChanged 355 SP:Iteration 9Q (1167.522810 sec): 3 clusters Score: Raw -749524.775298 + Penalty 3034.630750 = -746490.144548 nChanged 278 SP:Iteration 10Q (1167.552927 sec): 3 clusters Score: Raw -749659.574082 + Penalty 3034.630750 = -746624.943332 nChanged 245 SP:Iteration 11Q (1167.583068 sec): 3 clusters Score: Raw -749770.818510 + Penalty 3034.630750 = -746736.187760 nChanged 198 SP:Iteration 12Q (1167.613093 sec): 3 clusters Score: Raw -749853.847483 + Penalty 3034.630750 = -746819.216733 nChanged 181 SP:Iteration 13Q (1167.643557 sec): 3 clusters Score: Raw -749928.935107 + Penalty 3034.630750 = -746894.304358 nChanged 147 SP:Iteration 14Q (1167.673485 sec): 3 clusters Score: Raw -749986.074823 + Penalty 3034.630750 = -746951.444073 nChanged 112 SP:Iteration 15Q (1167.703371 sec): 3 clusters Score: Raw -750028.049903 + Penalty 3034.630750 = -746993.419153 nChanged 105 SP:Iteration 16Q (1167.733706 sec): 3 clusters Score: Raw -750065.529541 + Penalty 3034.630750 = -747030.898792 nChanged 80 SP:Iteration 17Q (1167.763584 sec): 3 clusters Score: Raw -750090.566857 + Penalty 3034.630750 = -747055.936108 nChanged 73 SP:Iteration 18Q (1167.793614 sec): 3 clusters Score: Raw -750113.174353 + Penalty 3034.630750 = -747078.543603 nChanged 55 SP:Iteration 19Q (1167.823641 sec): 3 clusters Score: Raw -750129.481879 + Penalty 3034.630750 = -747094.851129 nChanged 51 SP:Iteration 20F (1167.853662 sec): 3 clusters Score: Raw -750145.460004 + Penalty 3034.630750 = -747110.829254 nChanged 43 SP:Iteration 21Q (1167.883702 sec): 3 clusters Score: Raw -750157.869992 + Penalty 3034.630750 = -747123.239242 nChanged 35 SP:Iteration 22Q (1167.913648 sec): 3 clusters Score: Raw -750168.461738 + Penalty 3034.630750 = -747133.830988 nChanged 39 SP:Iteration 23Q (1167.943741 sec): 3 clusters Score: Raw -750182.021426 + Penalty 3034.630750 = -747147.390676 nChanged 39 SP:Iteration 24Q (1167.973526 sec): 3 clusters Score: Raw -750193.728534 + Penalty 3034.630750 = -747159.097784 nChanged 37 SP:Iteration 25Q (1168.003453 sec): 3 clusters Score: Raw -750205.619436 + Penalty 3034.630750 = -747170.988686 nChanged 37 SP:Iteration 26Q (1168.033276 sec): 3 clusters Score: Raw -750219.844495 + Penalty 3034.630750 = -747185.213746 nChanged 41 SP:Iteration 27Q (1168.063043 sec): 3 clusters Score: Raw -750234.184577 + Penalty 3034.630750 = -747199.553827 nChanged 35 SP:Iteration 28Q (1168.092660 sec): 3 clusters Score: Raw -750244.512270 + Penalty 3034.630750 = -747209.881520 nChanged 27 SP:Iteration 29Q (1168.122293 sec): 3 clusters Score: Raw -750251.892834 + Penalty 3034.630750 = -747217.262085 nChanged 23 SP:Iteration 30Q (1168.151895 sec): 3 clusters Score: Raw -750258.077355 + Penalty 3034.630750 = -747223.446605 nChanged 19 SP:Iteration 31Q (1168.181434 sec): 3 clusters Score: Raw -750265.001725 + Penalty 3034.630750 = -747230.370975 nChanged 18 SP:Iteration 32Q (1168.210842 sec): 3 clusters Score: Raw -750270.761164 + Penalty 3034.630750 = -747236.130414 nChanged 16 SP:Iteration 33Q (1168.240268 sec): 3 clusters Score: Raw -750275.714416 + Penalty 3034.630750 = -747241.083666 nChanged 8 SP:Iteration 34Q (1168.270019 sec): 3 clusters Score: Raw -750277.724538 + Penalty 3034.630750 = -747243.093788 nChanged 4 SP:Iteration 35Q (1168.299647 sec): 3 clusters Score: Raw -750278.586444 + Penalty 3034.630750 = -747243.955694 nChanged 1 SP:Iteration 36Q (1168.328961 sec): 3 clusters Score: Raw -750278.776442 + Penalty 3034.630750 = -747244.145693 nChanged 1 SP:Iteration 37Q (1168.358396 sec): 3 clusters Score: Raw -750278.827559 + Penalty 3034.630750 = -747244.196810 nChanged 1 SP:Iteration 38Q (1168.387803 sec): 3 clusters Score: Raw -750278.943582 + Penalty 3034.630750 = -747244.312832 nChanged 1 SP:Iteration 39Q (1168.417251 sec): 3 clusters Score: Raw -750279.150031 + Penalty 3034.630750 = -747244.519281 nChanged 1 SP:Iteration 40F (1168.447426 sec): 3 clusters Score: Raw -750279.227798 + Penalty 3034.630750 = -747244.597048 nChanged 0 Trying to split cluster 16 (6659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1168.467948 sec): 2 clusters Score: Raw -437733.889963 + Penalty 1430.605248 = -436303.284715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1168.492272 sec): 3 clusters Score: Raw -434107.635454 + Penalty 2861.210496 = -431246.424958 nChanged 2776 SP:Iteration 1F (1168.515832 sec): 3 clusters Score: Raw -435578.186463 + Penalty 2861.210496 = -432716.975967 nChanged 469 SP:Iteration 2F (1168.539189 sec): 3 clusters Score: Raw -435836.495294 + Penalty 2861.210496 = -432975.284798 nChanged 385 SP:Iteration 3F (1168.562779 sec): 3 clusters Score: Raw -436069.695577 + Penalty 2861.210496 = -433208.485082 nChanged 363 SP:Iteration 4F (1168.586444 sec): 3 clusters Score: Raw -436308.424291 + Penalty 2861.210496 = -433447.213795 nChanged 351 SP:Iteration 5F (1168.610003 sec): 3 clusters Score: Raw -436569.087262 + Penalty 2861.210496 = -433707.876767 nChanged 349 SP:Iteration 6F (1168.633982 sec): 3 clusters Score: Raw -436843.110017 + Penalty 2861.210496 = -433981.899521 nChanged 387 SP:Iteration 7F (1168.657596 sec): 3 clusters Score: Raw -437134.406825 + Penalty 2861.210496 = -434273.196329 nChanged 327 SP:Iteration 8Q (1168.681195 sec): 3 clusters Score: Raw -437376.748444 + Penalty 2861.210496 = -434515.537948 nChanged 302 SP:Iteration 9Q (1168.704790 sec): 3 clusters Score: Raw -437546.878635 + Penalty 2861.210496 = -434685.668139 nChanged 241 SP:Iteration 10Q (1168.728317 sec): 3 clusters Score: Raw -437684.125356 + Penalty 2861.210496 = -434822.914860 nChanged 229 SP:Iteration 11Q (1168.751575 sec): 3 clusters Score: Raw -437824.871515 + Penalty 2861.210496 = -434963.661019 nChanged 208 SP:Iteration 12Q (1168.774926 sec): 3 clusters Score: Raw -437938.561724 + Penalty 2861.210496 = -435077.351228 nChanged 213 SP:Iteration 13Q (1168.798414 sec): 3 clusters Score: Raw -438066.289543 + Penalty 2861.210496 = -435205.079047 nChanged 193 SP:Iteration 14Q (1168.821578 sec): 3 clusters Score: Raw -438198.812113 + Penalty 2861.210496 = -435337.601618 nChanged 187 SP:Iteration 15Q (1168.844745 sec): 3 clusters Score: Raw -438320.533547 + Penalty 2861.210496 = -435459.323051 nChanged 160 SP:Iteration 16Q (1168.868097 sec): 3 clusters Score: Raw -438427.644257 + Penalty 2861.210496 = -435566.433761 nChanged 135 SP:Iteration 17Q (1168.891316 sec): 3 clusters Score: Raw -438513.117158 + Penalty 2861.210496 = -435651.906663 nChanged 108 SP:Iteration 18Q (1168.914640 sec): 3 clusters Score: Raw -438577.749319 + Penalty 2861.210496 = -435716.538823 nChanged 88 SP:Iteration 19Q (1168.938240 sec): 3 clusters Score: Raw -438625.889719 + Penalty 2861.210496 = -435764.679223 nChanged 64 SP:Iteration 20F (1168.961769 sec): 3 clusters Score: Raw -438661.105337 + Penalty 2861.210496 = -435799.894842 nChanged 42 SP:Iteration 21Q (1168.984779 sec): 3 clusters Score: Raw -438679.687445 + Penalty 2861.210496 = -435818.476950 nChanged 27 SP:Iteration 22Q (1169.007693 sec): 3 clusters Score: Raw -438692.229132 + Penalty 2861.210496 = -435831.018636 nChanged 21 SP:Iteration 23Q (1169.030605 sec): 3 clusters Score: Raw -438699.669000 + Penalty 2861.210496 = -435838.458504 nChanged 19 SP:Iteration 24Q (1169.053671 sec): 3 clusters Score: Raw -438705.464925 + Penalty 2861.210496 = -435844.254429 nChanged 16 SP:Iteration 25Q (1169.076692 sec): 3 clusters Score: Raw -438710.736992 + Penalty 2861.210496 = -435849.526496 nChanged 17 SP:Iteration 26Q (1169.099783 sec): 3 clusters Score: Raw -438714.727340 + Penalty 2861.210496 = -435853.516845 nChanged 8 SP:Iteration 27Q (1169.122836 sec): 3 clusters Score: Raw -438717.996267 + Penalty 2861.210496 = -435856.785771 nChanged 5 SP:Iteration 28Q (1169.145788 sec): 3 clusters Score: Raw -438720.225377 + Penalty 2861.210496 = -435859.014881 nChanged 6 SP:Iteration 29Q (1169.168994 sec): 3 clusters Score: Raw -438721.831239 + Penalty 2861.210496 = -435860.620744 nChanged 5 SP:Iteration 30Q (1169.191637 sec): 3 clusters Score: Raw -438723.016787 + Penalty 2861.210496 = -435861.806291 nChanged 4 SP:Iteration 31Q (1169.214629 sec): 3 clusters Score: Raw -438723.768756 + Penalty 2861.210496 = -435862.558260 nChanged 2 SP:Iteration 32Q (1169.237742 sec): 3 clusters Score: Raw -438724.054467 + Penalty 2861.210496 = -435862.843971 nChanged 1 SP:Iteration 33Q (1169.260628 sec): 3 clusters Score: Raw -438724.158680 + Penalty 2861.210496 = -435862.948185 nChanged 1 SP:Iteration 34Q (1169.283496 sec): 3 clusters Score: Raw -438724.286852 + Penalty 2861.210496 = -435863.076356 nChanged 0 SP:Iteration 35F (1169.307030 sec): 3 clusters Score: Raw -438724.286852 + Penalty 2861.210496 = -435863.076356 nChanged 0 Trying to split cluster 17 (2240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1169.322499 sec): 2 clusters Score: Raw -135355.890316 + Penalty 1253.562561 = -134102.327754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1169.334415 sec): 3 clusters Score: Raw -134366.482377 + Penalty 2507.125122 = -131859.357254 nChanged 830 SP:Iteration 1F (1169.345490 sec): 3 clusters Score: Raw -134909.494338 + Penalty 2507.125122 = -132402.369216 nChanged 193 SP:Iteration 2F (1169.356658 sec): 3 clusters Score: Raw -135058.020442 + Penalty 2507.125122 = -132550.895320 nChanged 109 SP:Iteration 3Q (1169.367749 sec): 3 clusters Score: Raw -135126.686882 + Penalty 2507.125122 = -132619.561760 nChanged 72 SP:Iteration 4Q (1169.378880 sec): 3 clusters Score: Raw -135163.875795 + Penalty 2507.125122 = -132656.750673 nChanged 54 SP:Iteration 5Q (1169.390050 sec): 3 clusters Score: Raw -135197.472863 + Penalty 2507.125122 = -132690.347741 nChanged 55 SP:Iteration 6Q (1169.401193 sec): 3 clusters Score: Raw -135230.393705 + Penalty 2507.125122 = -132723.268583 nChanged 43 SP:Iteration 7Q (1169.412346 sec): 3 clusters Score: Raw -135260.198660 + Penalty 2507.125122 = -132753.073538 nChanged 52 SP:Iteration 8Q (1169.423512 sec): 3 clusters Score: Raw -135298.400587 + Penalty 2507.125122 = -132791.275465 nChanged 58 SP:Iteration 9Q (1169.434645 sec): 3 clusters Score: Raw -135343.173014 + Penalty 2507.125122 = -132836.047892 nChanged 55 SP:Iteration 10Q (1169.445775 sec): 3 clusters Score: Raw -135382.865732 + Penalty 2507.125122 = -132875.740610 nChanged 61 SP:Iteration 11Q (1169.456894 sec): 3 clusters Score: Raw -135432.364965 + Penalty 2507.125122 = -132925.239843 nChanged 58 SP:Iteration 12Q (1169.467896 sec): 3 clusters Score: Raw -135483.682366 + Penalty 2507.125122 = -132976.557244 nChanged 57 SP:Iteration 13Q (1169.478862 sec): 3 clusters Score: Raw -135527.721170 + Penalty 2507.125122 = -133020.596048 nChanged 59 SP:Iteration 14Q (1169.489943 sec): 3 clusters Score: Raw -135577.462805 + Penalty 2507.125122 = -133070.337683 nChanged 54 SP:Iteration 15Q (1169.500981 sec): 3 clusters Score: Raw -135623.570555 + Penalty 2507.125122 = -133116.445433 nChanged 49 SP:Iteration 16Q (1169.511976 sec): 3 clusters Score: Raw -135661.584997 + Penalty 2507.125122 = -133154.459875 nChanged 46 SP:Iteration 17Q (1169.522998 sec): 3 clusters Score: Raw -135691.217451 + Penalty 2507.125122 = -133184.092329 nChanged 44 SP:Iteration 18Q (1169.533977 sec): 3 clusters Score: Raw -135730.575443 + Penalty 2507.125122 = -133223.450321 nChanged 45 SP:Iteration 19Q (1169.544916 sec): 3 clusters Score: Raw -135769.318343 + Penalty 2507.125122 = -133262.193221 nChanged 36 SP:Iteration 20F (1169.556081 sec): 3 clusters Score: Raw -135794.288364 + Penalty 2507.125122 = -133287.163242 nChanged 27 SP:Iteration 21Q (1169.566973 sec): 3 clusters Score: Raw -135817.009359 + Penalty 2507.125122 = -133309.884237 nChanged 35 SP:Iteration 22Q (1169.577858 sec): 3 clusters Score: Raw -135842.562190 + Penalty 2507.125122 = -133335.437068 nChanged 23 SP:Iteration 23Q (1169.588693 sec): 3 clusters Score: Raw -135864.120173 + Penalty 2507.125122 = -133356.995051 nChanged 28 SP:Iteration 24Q (1169.599523 sec): 3 clusters Score: Raw -135884.328215 + Penalty 2507.125122 = -133377.203093 nChanged 26 SP:Iteration 25Q (1169.610370 sec): 3 clusters Score: Raw -135904.910207 + Penalty 2507.125122 = -133397.785084 nChanged 17 SP:Iteration 26Q (1169.621094 sec): 3 clusters Score: Raw -135920.934347 + Penalty 2507.125122 = -133413.809225 nChanged 21 SP:Iteration 27Q (1169.631902 sec): 3 clusters Score: Raw -135938.367683 + Penalty 2507.125122 = -133431.242561 nChanged 17 SP:Iteration 28Q (1169.642731 sec): 3 clusters Score: Raw -135949.214821 + Penalty 2507.125122 = -133442.089699 nChanged 10 SP:Iteration 29Q (1169.653409 sec): 3 clusters Score: Raw -135956.903575 + Penalty 2507.125122 = -133449.778453 nChanged 11 SP:Iteration 30Q (1169.664192 sec): 3 clusters Score: Raw -135963.359441 + Penalty 2507.125122 = -133456.234319 nChanged 14 SP:Iteration 31Q (1169.674977 sec): 3 clusters Score: Raw -135972.159101 + Penalty 2507.125122 = -133465.033979 nChanged 9 SP:Iteration 32Q (1169.685740 sec): 3 clusters Score: Raw -135977.762335 + Penalty 2507.125122 = -133470.637213 nChanged 6 SP:Iteration 33Q (1169.696490 sec): 3 clusters Score: Raw -135985.033816 + Penalty 2507.125122 = -133477.908694 nChanged 5 SP:Iteration 34Q (1169.707258 sec): 3 clusters Score: Raw -135990.465135 + Penalty 2507.125122 = -133483.340013 nChanged 5 SP:Iteration 35Q (1169.717896 sec): 3 clusters Score: Raw -135995.836044 + Penalty 2507.125122 = -133488.710922 nChanged 7 SP:Iteration 36Q (1169.728626 sec): 3 clusters Score: Raw -135998.686363 + Penalty 2507.125122 = -133491.561241 nChanged 5 SP:Iteration 37Q (1169.739387 sec): 3 clusters Score: Raw -136001.659941 + Penalty 2507.125122 = -133494.534819 nChanged 2 SP:Iteration 38Q (1169.750124 sec): 3 clusters Score: Raw -136002.354160 + Penalty 2507.125122 = -133495.229038 nChanged 2 SP:Iteration 39Q (1169.760853 sec): 3 clusters Score: Raw -136003.518895 + Penalty 2507.125122 = -133496.393773 nChanged 2 SP:Iteration 40F (1169.772013 sec): 3 clusters Score: Raw -136005.119542 + Penalty 2507.125122 = -133497.994420 nChanged 2 SP:Iteration 41Q (1169.782685 sec): 3 clusters Score: Raw -136005.920469 + Penalty 2507.125122 = -133498.795347 nChanged 2 SP:Iteration 42Q (1169.793474 sec): 3 clusters Score: Raw -136006.634321 + Penalty 2507.125122 = -133499.509199 nChanged 0 SP:Iteration 43F (1169.804631 sec): 3 clusters Score: Raw -136006.634321 + Penalty 2507.125122 = -133499.509199 nChanged 0 Trying to split cluster 18 (6526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1169.825670 sec): 2 clusters Score: Raw -437642.048966 + Penalty 1427.326790 = -436214.722176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1169.849762 sec): 3 clusters Score: Raw -434174.056749 + Penalty 2854.653580 = -431319.403169 nChanged 2632 SP:Iteration 1F (1169.873185 sec): 3 clusters Score: Raw -435587.645187 + Penalty 2854.653580 = -432732.991607 nChanged 439 SP:Iteration 2F (1169.918751 sec): 3 clusters Score: Raw -435807.919354 + Penalty 2854.653580 = -432953.265774 nChanged 349 SP:Iteration 3F (1169.942107 sec): 3 clusters Score: Raw -435977.753426 + Penalty 2854.653580 = -433123.099846 nChanged 291 SP:Iteration 4Q (1169.965785 sec): 3 clusters Score: Raw -436137.177332 + Penalty 2854.653580 = -433282.523752 nChanged 277 SP:Iteration 5Q (1169.989401 sec): 3 clusters Score: Raw -436318.808332 + Penalty 2854.653580 = -433464.154752 nChanged 326 SP:Iteration 6Q (1170.034925 sec): 3 clusters Score: Raw -436522.394657 + Penalty 2854.653580 = -433667.741077 nChanged 348 SP:Iteration 7F (1170.058005 sec): 3 clusters Score: Raw -436738.886420 + Penalty 2854.653580 = -433884.232840 nChanged 289 SP:Iteration 8Q (1170.081206 sec): 3 clusters Score: Raw -436951.032257 + Penalty 2854.653580 = -434096.378676 nChanged 299 SP:Iteration 9Q (1170.104505 sec): 3 clusters Score: Raw -437180.448754 + Penalty 2854.653580 = -434325.795174 nChanged 290 SP:Iteration 10Q (1170.127789 sec): 3 clusters Score: Raw -437389.486143 + Penalty 2854.653580 = -434534.832563 nChanged 242 SP:Iteration 11Q (1170.151254 sec): 3 clusters Score: Raw -437531.458263 + Penalty 2854.653580 = -434676.804683 nChanged 206 SP:Iteration 12Q (1170.174522 sec): 3 clusters Score: Raw -437648.022543 + Penalty 2854.653580 = -434793.368963 nChanged 155 SP:Iteration 13Q (1170.197635 sec): 3 clusters Score: Raw -437720.209434 + Penalty 2854.653580 = -434865.555854 nChanged 119 SP:Iteration 14Q (1170.220642 sec): 3 clusters Score: Raw -437774.629232 + Penalty 2854.653580 = -434919.975652 nChanged 112 SP:Iteration 15Q (1170.243753 sec): 3 clusters Score: Raw -437817.870338 + Penalty 2854.653580 = -434963.216758 nChanged 75 SP:Iteration 16Q (1170.266685 sec): 3 clusters Score: Raw -437846.445088 + Penalty 2854.653580 = -434991.791508 nChanged 74 SP:Iteration 17Q (1170.289641 sec): 3 clusters Score: Raw -437870.925192 + Penalty 2854.653580 = -435016.271612 nChanged 64 SP:Iteration 18Q (1170.312625 sec): 3 clusters Score: Raw -437891.179446 + Penalty 2854.653580 = -435036.525866 nChanged 54 SP:Iteration 19Q (1170.335806 sec): 3 clusters Score: Raw -437910.453261 + Penalty 2854.653580 = -435055.799681 nChanged 54 SP:Iteration 20F (1170.359303 sec): 3 clusters Score: Raw -437929.145874 + Penalty 2854.653580 = -435074.492294 nChanged 43 SP:Iteration 21Q (1170.382461 sec): 3 clusters Score: Raw -437942.006323 + Penalty 2854.653580 = -435087.352743 nChanged 34 SP:Iteration 22Q (1170.405379 sec): 3 clusters Score: Raw -437948.862441 + Penalty 2854.653580 = -435094.208861 nChanged 20 SP:Iteration 23Q (1170.428288 sec): 3 clusters Score: Raw -437951.993490 + Penalty 2854.653580 = -435097.339910 nChanged 19 SP:Iteration 24Q (1170.451337 sec): 3 clusters Score: Raw -437957.434538 + Penalty 2854.653580 = -435102.780958 nChanged 24 SP:Iteration 25Q (1170.474303 sec): 3 clusters Score: Raw -437961.651340 + Penalty 2854.653580 = -435106.997760 nChanged 15 SP:Iteration 26Q (1170.497025 sec): 3 clusters Score: Raw -437964.658847 + Penalty 2854.653580 = -435110.005267 nChanged 17 SP:Iteration 27Q (1170.519883 sec): 3 clusters Score: Raw -437968.392913 + Penalty 2854.653580 = -435113.739333 nChanged 19 SP:Iteration 28Q (1170.542919 sec): 3 clusters Score: Raw -437972.850496 + Penalty 2854.653580 = -435118.196916 nChanged 23 SP:Iteration 29Q (1170.565933 sec): 3 clusters Score: Raw -437977.871540 + Penalty 2854.653580 = -435123.217960 nChanged 16 SP:Iteration 30Q (1170.588897 sec): 3 clusters Score: Raw -437980.560675 + Penalty 2854.653580 = -435125.907095 nChanged 15 SP:Iteration 31Q (1170.611942 sec): 3 clusters Score: Raw -437983.322671 + Penalty 2854.653580 = -435128.669091 nChanged 6 SP:Iteration 32Q (1170.634750 sec): 3 clusters Score: Raw -437984.157363 + Penalty 2854.653580 = -435129.503783 nChanged 6 SP:Iteration 33Q (1170.657351 sec): 3 clusters Score: Raw -437985.304951 + Penalty 2854.653580 = -435130.651371 nChanged 7 SP:Iteration 34Q (1170.680199 sec): 3 clusters Score: Raw -437986.269113 + Penalty 2854.653580 = -435131.615533 nChanged 8 SP:Iteration 35Q (1170.703184 sec): 3 clusters Score: Raw -437987.606090 + Penalty 2854.653580 = -435132.952510 nChanged 4 SP:Iteration 36Q (1170.726110 sec): 3 clusters Score: Raw -437988.498575 + Penalty 2854.653580 = -435133.844995 nChanged 6 SP:Iteration 37Q (1170.783056 sec): 3 clusters Score: Raw -437989.222588 + Penalty 2854.653580 = -435134.569008 nChanged 2 SP:Iteration 38Q (1170.833421 sec): 3 clusters Score: Raw -437989.383795 + Penalty 2854.653580 = -435134.730215 nChanged 2 SP:Iteration 39Q (1170.888638 sec): 3 clusters Score: Raw -437989.756563 + Penalty 2854.653580 = -435135.102983 nChanged 2 SP:Iteration 40F (1170.947696 sec): 3 clusters Score: Raw -437989.967702 + Penalty 2854.653580 = -435135.314122 nChanged 2 SP:Iteration 41Q (1171.000210 sec): 3 clusters Score: Raw -437990.229121 + Penalty 2854.653580 = -435135.575541 nChanged 0 SP:Iteration 42F (1171.057938 sec): 3 clusters Score: Raw -437990.229121 + Penalty 2854.653580 = -435135.575541 nChanged 0 Trying to split cluster 19 (15142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1171.086185 sec): 2 clusters Score: Raw -879496.544740 + Penalty 1564.099488 = -877932.445252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1171.153818 sec): 3 clusters Score: Raw -870536.133233 + Penalty 3128.198976 = -867407.934257 nChanged 6715 SP:Iteration 1F (1171.187995 sec): 3 clusters Score: Raw -874708.761186 + Penalty 3128.198976 = -871580.562210 nChanged 1034 SP:Iteration 2F (1171.259566 sec): 3 clusters Score: Raw -875330.646564 + Penalty 3128.198976 = -872202.447588 nChanged 981 SP:Iteration 3F (1171.318331 sec): 3 clusters Score: Raw -875937.156038 + Penalty 3128.198976 = -872808.957062 nChanged 933 SP:Iteration 4F (1171.353004 sec): 3 clusters Score: Raw -876510.624591 + Penalty 3128.198976 = -873382.425615 nChanged 856 SP:Iteration 5F (1171.422621 sec): 3 clusters Score: Raw -877004.309010 + Penalty 3128.198976 = -873876.110034 nChanged 752 SP:Iteration 6Q (1171.456749 sec): 3 clusters Score: Raw -877408.027382 + Penalty 3128.198976 = -874279.828406 nChanged 670 SP:Iteration 7Q (1171.512291 sec): 3 clusters Score: Raw -877797.925025 + Penalty 3128.198976 = -874669.726049 nChanged 620 SP:Iteration 8Q (1171.546893 sec): 3 clusters Score: Raw -878166.216964 + Penalty 3128.198976 = -875038.017988 nChanged 591 SP:Iteration 9Q (1171.610643 sec): 3 clusters Score: Raw -878482.831705 + Penalty 3128.198976 = -875354.632728 nChanged 506 SP:Iteration 10Q (1171.644912 sec): 3 clusters Score: Raw -878719.498735 + Penalty 3128.198976 = -875591.299759 nChanged 389 SP:Iteration 11Q (1171.686527 sec): 3 clusters Score: Raw -878880.748539 + Penalty 3128.198976 = -875752.549563 nChanged 337 SP:Iteration 12Q (1171.720835 sec): 3 clusters Score: Raw -879006.687269 + Penalty 3128.198976 = -875878.488293 nChanged 266 SP:Iteration 13Q (1171.764436 sec): 3 clusters Score: Raw -879105.363754 + Penalty 3128.198976 = -875977.164778 nChanged 241 SP:Iteration 14Q (1171.798553 sec): 3 clusters Score: Raw -879182.037935 + Penalty 3128.198976 = -876053.838959 nChanged 209 SP:Iteration 15Q (1171.851617 sec): 3 clusters Score: Raw -879245.449078 + Penalty 3128.198976 = -876117.250102 nChanged 174 SP:Iteration 16Q (1171.885677 sec): 3 clusters Score: Raw -879295.412409 + Penalty 3128.198976 = -876167.213433 nChanged 153 SP:Iteration 17Q (1171.942103 sec): 3 clusters Score: Raw -879338.719687 + Penalty 3128.198976 = -876210.520711 nChanged 144 SP:Iteration 18Q (1171.975650 sec): 3 clusters Score: Raw -879376.709213 + Penalty 3128.198976 = -876248.510237 nChanged 120 SP:Iteration 19Q (1172.030663 sec): 3 clusters Score: Raw -879397.949021 + Penalty 3128.198976 = -876269.750045 nChanged 92 SP:Iteration 20F (1172.065454 sec): 3 clusters Score: Raw -879410.480182 + Penalty 3128.198976 = -876282.281206 nChanged 58 SP:Iteration 21Q (1172.133817 sec): 3 clusters Score: Raw -879419.329794 + Penalty 3128.198976 = -876291.130818 nChanged 60 SP:Iteration 22Q (1172.190807 sec): 3 clusters Score: Raw -879428.040043 + Penalty 3128.198976 = -876299.841067 nChanged 54 SP:Iteration 23Q (1172.224921 sec): 3 clusters Score: Raw -879436.186571 + Penalty 3128.198976 = -876307.987595 nChanged 63 SP:Iteration 24Q (1172.292063 sec): 3 clusters Score: Raw -879444.906911 + Penalty 3128.198976 = -876316.707935 nChanged 66 SP:Iteration 25Q (1172.325661 sec): 3 clusters Score: Raw -879452.964850 + Penalty 3128.198976 = -876324.765874 nChanged 47 SP:Iteration 26Q (1172.359953 sec): 3 clusters Score: Raw -879459.398924 + Penalty 3128.198976 = -876331.199948 nChanged 32 SP:Iteration 27Q (1172.393865 sec): 3 clusters Score: Raw -879463.322306 + Penalty 3128.198976 = -876335.123330 nChanged 35 SP:Iteration 28Q (1172.427887 sec): 3 clusters Score: Raw -879468.250695 + Penalty 3128.198976 = -876340.051719 nChanged 37 SP:Iteration 29Q (1172.461876 sec): 3 clusters Score: Raw -879474.294521 + Penalty 3128.198976 = -876346.095545 nChanged 39 SP:Iteration 30Q (1172.495705 sec): 3 clusters Score: Raw -879480.806339 + Penalty 3128.198976 = -876352.607363 nChanged 47 SP:Iteration 31Q (1172.529619 sec): 3 clusters Score: Raw -879488.414047 + Penalty 3128.198976 = -876360.215071 nChanged 50 SP:Iteration 32Q (1172.563460 sec): 3 clusters Score: Raw -879495.938992 + Penalty 3128.198976 = -876367.740016 nChanged 43 SP:Iteration 33Q (1172.597222 sec): 3 clusters Score: Raw -879501.744707 + Penalty 3128.198976 = -876373.545731 nChanged 27 SP:Iteration 34Q (1172.631011 sec): 3 clusters Score: Raw -879504.661213 + Penalty 3128.198976 = -876376.462237 nChanged 32 SP:Iteration 35Q (1172.664885 sec): 3 clusters Score: Raw -879508.268908 + Penalty 3128.198976 = -876380.069932 nChanged 38 SP:Iteration 36Q (1172.698777 sec): 3 clusters Score: Raw -879512.390659 + Penalty 3128.198976 = -876384.191683 nChanged 30 SP:Iteration 37Q (1172.732559 sec): 3 clusters Score: Raw -879515.685067 + Penalty 3128.198976 = -876387.486091 nChanged 31 SP:Iteration 38Q (1172.766296 sec): 3 clusters Score: Raw -879519.691377 + Penalty 3128.198976 = -876391.492401 nChanged 37 SP:Iteration 39Q (1172.800202 sec): 3 clusters Score: Raw -879524.203752 + Penalty 3128.198976 = -876396.004776 nChanged 32 SP:Iteration 40F (1172.835158 sec): 3 clusters Score: Raw -879528.271918 + Penalty 3128.198976 = -876400.072942 nChanged 41 SP:Iteration 41Q (1172.869033 sec): 3 clusters Score: Raw -879532.725801 + Penalty 3128.198976 = -876404.526825 nChanged 31 SP:Iteration 42Q (1172.902823 sec): 3 clusters Score: Raw -879535.174990 + Penalty 3128.198976 = -876406.976014 nChanged 21 SP:Iteration 43Q (1172.936811 sec): 3 clusters Score: Raw -879536.799934 + Penalty 3128.198976 = -876408.600958 nChanged 18 SP:Iteration 44Q (1173.007362 sec): 3 clusters Score: Raw -879538.731863 + Penalty 3128.198976 = -876410.532887 nChanged 18 SP:Iteration 45Q (1173.040758 sec): 3 clusters Score: Raw -879540.539998 + Penalty 3128.198976 = -876412.341022 nChanged 17 SP:Iteration 46Q (1173.074598 sec): 3 clusters Score: Raw -879542.203340 + Penalty 3128.198976 = -876414.004364 nChanged 16 SP:Iteration 47Q (1173.108544 sec): 3 clusters Score: Raw -879544.141034 + Penalty 3128.198976 = -876415.942058 nChanged 15 SP:Iteration 48Q (1173.142496 sec): 3 clusters Score: Raw -879545.583526 + Penalty 3128.198976 = -876417.384550 nChanged 14 SP:Iteration 49Q (1173.176166 sec): 3 clusters Score: Raw -879547.330721 + Penalty 3128.198976 = -876419.131745 nChanged 17 SP:Iteration 50Q (1173.210117 sec): 3 clusters Score: Raw -879549.399591 + Penalty 3128.198976 = -876421.200615 nChanged 17 SP:Iteration 51Q (1173.244066 sec): 3 clusters Score: Raw -879551.095739 + Penalty 3128.198976 = -876422.896763 nChanged 13 SP:Iteration 52Q (1173.277791 sec): 3 clusters Score: Raw -879552.149026 + Penalty 3128.198976 = -876423.950049 nChanged 15 SP:Iteration 53Q (1173.311510 sec): 3 clusters Score: Raw -879553.588414 + Penalty 3128.198976 = -876425.389438 nChanged 23 SP:Iteration 54Q (1173.345270 sec): 3 clusters Score: Raw -879556.200081 + Penalty 3128.198976 = -876428.001105 nChanged 17 SP:Iteration 55Q (1173.379098 sec): 3 clusters Score: Raw -879558.025019 + Penalty 3128.198976 = -876429.826043 nChanged 13 SP:Iteration 56Q (1173.412695 sec): 3 clusters Score: Raw -879559.138729 + Penalty 3128.198976 = -876430.939753 nChanged 9 SP:Iteration 57Q (1173.446354 sec): 3 clusters Score: Raw -879559.946825 + Penalty 3128.198976 = -876431.747849 nChanged 9 SP:Iteration 58Q (1173.480240 sec): 3 clusters Score: Raw -879560.711465 + Penalty 3128.198976 = -876432.512488 nChanged 6 SP:Iteration 59Q (1173.514023 sec): 3 clusters Score: Raw -879561.080688 + Penalty 3128.198976 = -876432.881712 nChanged 2 SP:Iteration 60F (1173.548970 sec): 3 clusters Score: Raw -879561.281710 + Penalty 3128.198976 = -876433.082734 nChanged 3 SP:Iteration 61Q (1173.582924 sec): 3 clusters Score: Raw -879561.415353 + Penalty 3128.198976 = -876433.216377 nChanged 0 SP:Iteration 62F (1173.617912 sec): 3 clusters Score: Raw -879561.415353 + Penalty 3128.198976 = -876433.216377 nChanged 0 Trying to split cluster 20 (3585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1173.633990 sec): 2 clusters Score: Raw -236208.729544 + Penalty 1329.983485 = -234878.746059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1173.652496 sec): 3 clusters Score: Raw -234464.747414 + Penalty 2659.966970 = -231804.780444 nChanged 1366 SP:Iteration 1F (1173.669912 sec): 3 clusters Score: Raw -235177.615218 + Penalty 2659.966970 = -232517.648248 nChanged 244 SP:Iteration 2F (1173.687414 sec): 3 clusters Score: Raw -235316.392181 + Penalty 2659.966970 = -232656.425211 nChanged 181 SP:Iteration 3F (1173.704960 sec): 3 clusters Score: Raw -235418.720588 + Penalty 2659.966970 = -232758.753619 nChanged 156 SP:Iteration 4Q (1173.722500 sec): 3 clusters Score: Raw -235515.264221 + Penalty 2659.966970 = -232855.297251 nChanged 132 SP:Iteration 5Q (1173.739901 sec): 3 clusters Score: Raw -235600.148611 + Penalty 2659.966970 = -232940.181641 nChanged 125 SP:Iteration 6Q (1173.757455 sec): 3 clusters Score: Raw -235686.137572 + Penalty 2659.966970 = -233026.170602 nChanged 126 SP:Iteration 7Q (1173.774939 sec): 3 clusters Score: Raw -235774.393231 + Penalty 2659.966970 = -233114.426261 nChanged 139 SP:Iteration 8Q (1173.792238 sec): 3 clusters Score: Raw -235863.126531 + Penalty 2659.966970 = -233203.159561 nChanged 124 SP:Iteration 9Q (1173.809500 sec): 3 clusters Score: Raw -235940.650790 + Penalty 2659.966970 = -233280.683821 nChanged 123 SP:Iteration 10Q (1173.826743 sec): 3 clusters Score: Raw -236027.910401 + Penalty 2659.966970 = -233367.943431 nChanged 112 SP:Iteration 11Q (1173.843942 sec): 3 clusters Score: Raw -236135.564941 + Penalty 2659.966970 = -233475.597971 nChanged 116 SP:Iteration 12Q (1173.861079 sec): 3 clusters Score: Raw -236247.603115 + Penalty 2659.966970 = -233587.636145 nChanged 108 SP:Iteration 13Q (1173.878114 sec): 3 clusters Score: Raw -236373.234348 + Penalty 2659.966970 = -233713.267378 nChanged 91 SP:Iteration 14Q (1173.895098 sec): 3 clusters Score: Raw -236472.192716 + Penalty 2659.966970 = -233812.225746 nChanged 60 SP:Iteration 15Q (1173.911839 sec): 3 clusters Score: Raw -236523.590606 + Penalty 2659.966970 = -233863.623636 nChanged 56 SP:Iteration 16Q (1173.928487 sec): 3 clusters Score: Raw -236572.941044 + Penalty 2659.966970 = -233912.974074 nChanged 38 SP:Iteration 17Q (1173.944806 sec): 3 clusters Score: Raw -236605.948490 + Penalty 2659.966970 = -233945.981521 nChanged 41 SP:Iteration 18Q (1173.961252 sec): 3 clusters Score: Raw -236644.932875 + Penalty 2659.966970 = -233984.965905 nChanged 38 SP:Iteration 19Q (1173.977599 sec): 3 clusters Score: Raw -236673.322692 + Penalty 2659.966970 = -234013.355722 nChanged 24 SP:Iteration 20F (1173.995032 sec): 3 clusters Score: Raw -236687.414345 + Penalty 2659.966970 = -234027.447376 nChanged 13 SP:Iteration 21Q (1174.011337 sec): 3 clusters Score: Raw -236696.420959 + Penalty 2659.966970 = -234036.453990 nChanged 16 SP:Iteration 22Q (1174.027598 sec): 3 clusters Score: Raw -236704.556734 + Penalty 2659.966970 = -234044.589764 nChanged 7 SP:Iteration 23Q (1174.043892 sec): 3 clusters Score: Raw -236708.849369 + Penalty 2659.966970 = -234048.882399 nChanged 5 SP:Iteration 24Q (1174.060146 sec): 3 clusters Score: Raw -236711.422846 + Penalty 2659.966970 = -234051.455877 nChanged 3 SP:Iteration 25Q (1174.076367 sec): 3 clusters Score: Raw -236712.486680 + Penalty 2659.966970 = -234052.519710 nChanged 0 SP:Iteration 26F (1174.093774 sec): 3 clusters Score: Raw -236712.486680 + Penalty 2659.966970 = -234052.519710 nChanged 0 Trying to split cluster 21 (1655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1174.108833 sec): 2 clusters Score: Raw -105976.513522 + Penalty 1204.377897 = -104772.135625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1174.117711 sec): 3 clusters Score: Raw -105323.118315 + Penalty 2408.755794 = -102914.362522 nChanged 574 SP:Iteration 1F (1174.125940 sec): 3 clusters Score: Raw -105729.162628 + Penalty 2408.755794 = -103320.406835 nChanged 127 SP:Iteration 2F (1174.134211 sec): 3 clusters Score: Raw -105824.325373 + Penalty 2408.755794 = -103415.569579 nChanged 62 SP:Iteration 3Q (1174.142507 sec): 3 clusters Score: Raw -105878.074662 + Penalty 2408.755794 = -103469.318869 nChanged 63 SP:Iteration 4Q (1174.150800 sec): 3 clusters Score: Raw -105921.143824 + Penalty 2408.755794 = -103512.388030 nChanged 44 SP:Iteration 5Q (1174.158998 sec): 3 clusters Score: Raw -105965.326704 + Penalty 2408.755794 = -103556.570911 nChanged 39 SP:Iteration 6Q (1174.167260 sec): 3 clusters Score: Raw -105999.893742 + Penalty 2408.755794 = -103591.137948 nChanged 52 SP:Iteration 7Q (1174.175470 sec): 3 clusters Score: Raw -106043.994718 + Penalty 2408.755794 = -103635.238924 nChanged 45 SP:Iteration 8Q (1174.183726 sec): 3 clusters Score: Raw -106077.780871 + Penalty 2408.755794 = -103669.025078 nChanged 37 SP:Iteration 9Q (1174.191879 sec): 3 clusters Score: Raw -106109.017481 + Penalty 2408.755794 = -103700.261688 nChanged 28 SP:Iteration 10Q (1174.200101 sec): 3 clusters Score: Raw -106133.504319 + Penalty 2408.755794 = -103724.748525 nChanged 23 SP:Iteration 11Q (1174.208333 sec): 3 clusters Score: Raw -106151.595395 + Penalty 2408.755794 = -103742.839601 nChanged 21 SP:Iteration 12Q (1174.216470 sec): 3 clusters Score: Raw -106167.225028 + Penalty 2408.755794 = -103758.469234 nChanged 10 SP:Iteration 13Q (1174.224587 sec): 3 clusters Score: Raw -106175.587842 + Penalty 2408.755794 = -103766.832048 nChanged 13 SP:Iteration 14Q (1174.232778 sec): 3 clusters Score: Raw -106187.110736 + Penalty 2408.755794 = -103778.354943 nChanged 10 SP:Iteration 15Q (1174.241001 sec): 3 clusters Score: Raw -106195.245993 + Penalty 2408.755794 = -103786.490199 nChanged 14 SP:Iteration 16Q (1174.249116 sec): 3 clusters Score: Raw -106207.176526 + Penalty 2408.755794 = -103798.420733 nChanged 19 SP:Iteration 17Q (1174.257288 sec): 3 clusters Score: Raw -106226.285282 + Penalty 2408.755794 = -103817.529488 nChanged 20 SP:Iteration 18Q (1174.265456 sec): 3 clusters Score: Raw -106242.151872 + Penalty 2408.755794 = -103833.396079 nChanged 14 SP:Iteration 19Q (1174.273597 sec): 3 clusters Score: Raw -106251.689709 + Penalty 2408.755794 = -103842.933915 nChanged 10 SP:Iteration 20F (1174.281786 sec): 3 clusters Score: Raw -106263.182677 + Penalty 2408.755794 = -103854.426883 nChanged 14 SP:Iteration 21Q (1174.289872 sec): 3 clusters Score: Raw -106271.132042 + Penalty 2408.755794 = -103862.376249 nChanged 8 SP:Iteration 22Q (1174.298052 sec): 3 clusters Score: Raw -106275.263425 + Penalty 2408.755794 = -103866.507631 nChanged 6 SP:Iteration 23Q (1174.306224 sec): 3 clusters Score: Raw -106279.421898 + Penalty 2408.755794 = -103870.666104 nChanged 6 SP:Iteration 24Q (1174.314382 sec): 3 clusters Score: Raw -106285.404192 + Penalty 2408.755794 = -103876.648398 nChanged 7 SP:Iteration 25Q (1174.322550 sec): 3 clusters Score: Raw -106294.256456 + Penalty 2408.755794 = -103885.500663 nChanged 10 SP:Iteration 26Q (1174.330649 sec): 3 clusters Score: Raw -106307.266608 + Penalty 2408.755794 = -103898.510814 nChanged 9 SP:Iteration 27Q (1174.338744 sec): 3 clusters Score: Raw -106316.230676 + Penalty 2408.755794 = -103907.474882 nChanged 11 SP:Iteration 28Q (1174.346876 sec): 3 clusters Score: Raw -106325.768800 + Penalty 2408.755794 = -103917.013007 nChanged 6 SP:Iteration 29Q (1174.354997 sec): 3 clusters Score: Raw -106329.974074 + Penalty 2408.755794 = -103921.218281 nChanged 5 SP:Iteration 30Q (1174.363152 sec): 3 clusters Score: Raw -106332.540123 + Penalty 2408.755794 = -103923.784330 nChanged 3 SP:Iteration 31Q (1174.371268 sec): 3 clusters Score: Raw -106333.732587 + Penalty 2408.755794 = -103924.976794 nChanged 2 SP:Iteration 32Q (1174.379388 sec): 3 clusters Score: Raw -106334.486777 + Penalty 2408.755794 = -103925.730984 nChanged 2 SP:Iteration 33Q (1174.387426 sec): 3 clusters Score: Raw -106336.403004 + Penalty 2408.755794 = -103927.647210 nChanged 6 SP:Iteration 34Q (1174.395573 sec): 3 clusters Score: Raw -106344.025333 + Penalty 2408.755794 = -103935.269540 nChanged 7 SP:Iteration 35Q (1174.403618 sec): 3 clusters Score: Raw -106348.309464 + Penalty 2408.755794 = -103939.553671 nChanged 6 SP:Iteration 36Q (1174.411719 sec): 3 clusters Score: Raw -106352.604786 + Penalty 2408.755794 = -103943.848993 nChanged 4 SP:Iteration 37Q (1174.419824 sec): 3 clusters Score: Raw -106355.562858 + Penalty 2408.755794 = -103946.807065 nChanged 3 SP:Iteration 38Q (1174.427943 sec): 3 clusters Score: Raw -106356.404766 + Penalty 2408.755794 = -103947.648972 nChanged 2 SP:Iteration 39Q (1174.436052 sec): 3 clusters Score: Raw -106357.537098 + Penalty 2408.755794 = -103948.781305 nChanged 3 SP:Iteration 40F (1174.444297 sec): 3 clusters Score: Raw -106358.706546 + Penalty 2408.755794 = -103949.950752 nChanged 1 SP:Iteration 41Q (1174.452414 sec): 3 clusters Score: Raw -106358.940523 + Penalty 2408.755794 = -103950.184729 nChanged 0 SP:Iteration 42F (1174.460679 sec): 3 clusters Score: Raw -106358.940523 + Penalty 2408.755794 = -103950.184729 nChanged 0 Trying to split cluster 22 (6875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1174.481300 sec): 2 clusters Score: Raw -415827.397991 + Penalty 1435.792625 = -414391.605366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1174.505369 sec): 3 clusters Score: Raw -412103.301503 + Penalty 2871.585250 = -409231.716254 nChanged 2912 SP:Iteration 1F (1174.528411 sec): 3 clusters Score: Raw -413712.181227 + Penalty 2871.585250 = -410840.595977 nChanged 468 SP:Iteration 2F (1174.551818 sec): 3 clusters Score: Raw -413928.920130 + Penalty 2871.585250 = -411057.334880 nChanged 340 SP:Iteration 3Q (1174.575142 sec): 3 clusters Score: Raw -414083.972246 + Penalty 2871.585250 = -411212.386996 nChanged 303 SP:Iteration 4Q (1174.598602 sec): 3 clusters Score: Raw -414226.338236 + Penalty 2871.585250 = -411354.752986 nChanged 252 SP:Iteration 5Q (1174.622793 sec): 3 clusters Score: Raw -414346.128682 + Penalty 2871.585250 = -411474.543432 nChanged 236 SP:Iteration 6Q (1174.646164 sec): 3 clusters Score: Raw -414448.283964 + Penalty 2871.585250 = -411576.698714 nChanged 211 SP:Iteration 7Q (1174.669768 sec): 3 clusters Score: Raw -414547.663086 + Penalty 2871.585250 = -411676.077836 nChanged 202 SP:Iteration 8Q (1174.693259 sec): 3 clusters Score: Raw -414629.489717 + Penalty 2871.585250 = -411757.904467 nChanged 190 SP:Iteration 9Q (1174.716569 sec): 3 clusters Score: Raw -414720.607932 + Penalty 2871.585250 = -411849.022682 nChanged 213 SP:Iteration 10Q (1174.739920 sec): 3 clusters Score: Raw -414837.909645 + Penalty 2871.585250 = -411966.324395 nChanged 226 SP:Iteration 11Q (1174.763101 sec): 3 clusters Score: Raw -414980.016889 + Penalty 2871.585250 = -412108.431639 nChanged 220 SP:Iteration 12Q (1174.786222 sec): 3 clusters Score: Raw -415095.416460 + Penalty 2871.585250 = -412223.831210 nChanged 196 SP:Iteration 13Q (1174.809576 sec): 3 clusters Score: Raw -415194.151234 + Penalty 2871.585250 = -412322.565984 nChanged 173 SP:Iteration 14Q (1174.832630 sec): 3 clusters Score: Raw -415269.766370 + Penalty 2871.585250 = -412398.181120 nChanged 152 SP:Iteration 15Q (1174.855816 sec): 3 clusters Score: Raw -415326.632371 + Penalty 2871.585250 = -412455.047122 nChanged 111 SP:Iteration 16Q (1174.878966 sec): 3 clusters Score: Raw -415368.350799 + Penalty 2871.585250 = -412496.765549 nChanged 107 SP:Iteration 17Q (1174.902069 sec): 3 clusters Score: Raw -415409.476689 + Penalty 2871.585250 = -412537.891440 nChanged 106 SP:Iteration 18Q (1174.925131 sec): 3 clusters Score: Raw -415441.781827 + Penalty 2871.585250 = -412570.196577 nChanged 81 SP:Iteration 19Q (1174.948060 sec): 3 clusters Score: Raw -415469.781481 + Penalty 2871.585250 = -412598.196232 nChanged 77 SP:Iteration 20F (1174.971641 sec): 3 clusters Score: Raw -415496.968044 + Penalty 2871.585250 = -412625.382794 nChanged 72 SP:Iteration 21Q (1174.994526 sec): 3 clusters Score: Raw -415519.636689 + Penalty 2871.585250 = -412648.051439 nChanged 64 SP:Iteration 22Q (1175.017442 sec): 3 clusters Score: Raw -415544.844743 + Penalty 2871.585250 = -412673.259493 nChanged 74 SP:Iteration 23Q (1175.040261 sec): 3 clusters Score: Raw -415579.391265 + Penalty 2871.585250 = -412707.806015 nChanged 92 SP:Iteration 24Q (1175.063512 sec): 3 clusters Score: Raw -415621.036608 + Penalty 2871.585250 = -412749.451358 nChanged 89 SP:Iteration 25Q (1175.089100 sec): 3 clusters Score: Raw -415658.739209 + Penalty 2871.585250 = -412787.153959 nChanged 80 SP:Iteration 26Q (1175.112148 sec): 3 clusters Score: Raw -415695.357593 + Penalty 2871.585250 = -412823.772343 nChanged 64 SP:Iteration 27Q (1175.135272 sec): 3 clusters Score: Raw -415722.932724 + Penalty 2871.585250 = -412851.347474 nChanged 61 SP:Iteration 28Q (1175.158321 sec): 3 clusters Score: Raw -415749.471458 + Penalty 2871.585250 = -412877.886208 nChanged 61 SP:Iteration 29Q (1175.181175 sec): 3 clusters Score: Raw -415782.800196 + Penalty 2871.585250 = -412911.214946 nChanged 81 SP:Iteration 30Q (1175.203993 sec): 3 clusters Score: Raw -415846.997795 + Penalty 2871.585250 = -412975.412546 nChanged 84 SP:Iteration 31Q (1175.226889 sec): 3 clusters Score: Raw -415915.737979 + Penalty 2871.585250 = -413044.152729 nChanged 83 SP:Iteration 32Q (1175.249407 sec): 3 clusters Score: Raw -415963.919588 + Penalty 2871.585250 = -413092.334339 nChanged 69 SP:Iteration 33Q (1175.271642 sec): 3 clusters Score: Raw -415995.616348 + Penalty 2871.585250 = -413124.031098 nChanged 60 SP:Iteration 34Q (1175.293830 sec): 3 clusters Score: Raw -416023.654808 + Penalty 2871.585250 = -413152.069558 nChanged 52 SP:Iteration 35Q (1175.316044 sec): 3 clusters Score: Raw -416043.926987 + Penalty 2871.585250 = -413172.341738 nChanged 29 SP:Iteration 36Q (1175.338269 sec): 3 clusters Score: Raw -416051.468829 + Penalty 2871.585250 = -413179.883580 nChanged 14 SP:Iteration 37Q (1175.360498 sec): 3 clusters Score: Raw -416054.992696 + Penalty 2871.585250 = -413183.407446 nChanged 23 SP:Iteration 38Q (1175.382666 sec): 3 clusters Score: Raw -416062.977819 + Penalty 2871.585250 = -413191.392569 nChanged 18 SP:Iteration 39Q (1175.404687 sec): 3 clusters Score: Raw -416068.656559 + Penalty 2871.585250 = -413197.071309 nChanged 16 SP:Iteration 40F (1175.427686 sec): 3 clusters Score: Raw -416073.452071 + Penalty 2871.585250 = -413201.866821 nChanged 15 SP:Iteration 41Q (1175.449747 sec): 3 clusters Score: Raw -416078.997519 + Penalty 2871.585250 = -413207.412269 nChanged 13 SP:Iteration 42Q (1175.471647 sec): 3 clusters Score: Raw -416084.083732 + Penalty 2871.585250 = -413212.498482 nChanged 15 SP:Iteration 43Q (1175.493740 sec): 3 clusters Score: Raw -416088.065378 + Penalty 2871.585250 = -413216.480128 nChanged 10 SP:Iteration 44Q (1175.515780 sec): 3 clusters Score: Raw -416090.741183 + Penalty 2871.585250 = -413219.155933 nChanged 13 SP:Iteration 45Q (1175.537771 sec): 3 clusters Score: Raw -416094.554240 + Penalty 2871.585250 = -413222.968991 nChanged 15 SP:Iteration 46Q (1175.559498 sec): 3 clusters Score: Raw -416099.042427 + Penalty 2871.585250 = -413227.457177 nChanged 11 SP:Iteration 47Q (1175.581371 sec): 3 clusters Score: Raw -416102.190373 + Penalty 2871.585250 = -413230.605123 nChanged 11 SP:Iteration 48Q (1175.603083 sec): 3 clusters Score: Raw -416104.329428 + Penalty 2871.585250 = -413232.744178 nChanged 11 SP:Iteration 49Q (1175.624981 sec): 3 clusters Score: Raw -416107.593613 + Penalty 2871.585250 = -413236.008364 nChanged 12 SP:Iteration 50Q (1175.646881 sec): 3 clusters Score: Raw -416111.198757 + Penalty 2871.585250 = -413239.613507 nChanged 9 SP:Iteration 51Q (1175.668728 sec): 3 clusters Score: Raw -416113.676911 + Penalty 2871.585250 = -413242.091661 nChanged 7 SP:Iteration 52Q (1175.690781 sec): 3 clusters Score: Raw -416115.562837 + Penalty 2871.585250 = -413243.977587 nChanged 3 SP:Iteration 53Q (1175.712625 sec): 3 clusters Score: Raw -416116.231713 + Penalty 2871.585250 = -413244.646463 nChanged 1 SP:Iteration 54Q (1175.734583 sec): 3 clusters Score: Raw -416116.391391 + Penalty 2871.585250 = -413244.806142 nChanged 1 SP:Iteration 55Q (1175.756345 sec): 3 clusters Score: Raw -416116.521962 + Penalty 2871.585250 = -413244.936712 nChanged 0 SP:Iteration 56F (1175.779742 sec): 3 clusters Score: Raw -416116.521962 + Penalty 2871.585250 = -413244.936712 nChanged 0 Trying to split cluster 23 (39466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1175.838554 sec): 2 clusters Score: Raw -2650216.240669 + Penalty 1719.769158 = -2648496.471510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1175.916598 sec): 3 clusters Score: Raw -2625627.786531 + Penalty 3439.538317 = -2622188.248214 nChanged 18251 SP:Iteration 1F (1175.988714 sec): 3 clusters Score: Raw -2636231.893668 + Penalty 3439.538317 = -2632792.355351 nChanged 2031 SP:Iteration 2F (1176.060775 sec): 3 clusters Score: Raw -2637123.526354 + Penalty 3439.538317 = -2633683.988037 nChanged 2063 SP:Iteration 3F (1176.133039 sec): 3 clusters Score: Raw -2638168.700282 + Penalty 3439.538317 = -2634729.161965 nChanged 2199 SP:Iteration 4F (1176.206597 sec): 3 clusters Score: Raw -2639462.208700 + Penalty 3439.538317 = -2636022.670384 nChanged 2434 SP:Iteration 5F (1176.279826 sec): 3 clusters Score: Raw -2641045.314506 + Penalty 3439.538317 = -2637605.776189 nChanged 2479 SP:Iteration 6F (1176.379330 sec): 3 clusters Score: Raw -2642701.208462 + Penalty 3439.538317 = -2639261.670145 nChanged 2301 SP:Iteration 7F (1176.451490 sec): 3 clusters Score: Raw -2644127.234059 + Penalty 3439.538317 = -2640687.695742 nChanged 1876 SP:Iteration 8Q (1176.525911 sec): 3 clusters Score: Raw -2645065.843193 + Penalty 3439.538317 = -2641626.304876 nChanged 1336 SP:Iteration 9Q (1176.599067 sec): 3 clusters Score: Raw -2645539.743634 + Penalty 3439.538317 = -2642100.205317 nChanged 891 SP:Iteration 10Q (1176.671564 sec): 3 clusters Score: Raw -2645788.619189 + Penalty 3439.538317 = -2642349.080872 nChanged 597 SP:Iteration 11Q (1176.743699 sec): 3 clusters Score: Raw -2645938.428989 + Penalty 3439.538317 = -2642498.890672 nChanged 527 SP:Iteration 12Q (1176.815313 sec): 3 clusters Score: Raw -2646083.963080 + Penalty 3439.538317 = -2642644.424763 nChanged 482 SP:Iteration 13Q (1176.885875 sec): 3 clusters Score: Raw -2646215.242265 + Penalty 3439.538317 = -2642775.703948 nChanged 481 SP:Iteration 14Q (1176.956187 sec): 3 clusters Score: Raw -2646351.082899 + Penalty 3439.538317 = -2642911.544582 nChanged 474 SP:Iteration 15Q (1177.026214 sec): 3 clusters Score: Raw -2646490.849095 + Penalty 3439.538317 = -2643051.310778 nChanged 500 SP:Iteration 16Q (1177.096074 sec): 3 clusters Score: Raw -2646653.052696 + Penalty 3439.538317 = -2643213.514379 nChanged 543 SP:Iteration 17Q (1177.165366 sec): 3 clusters Score: Raw -2646832.616929 + Penalty 3439.538317 = -2643393.078612 nChanged 558 SP:Iteration 18Q (1177.234497 sec): 3 clusters Score: Raw -2647026.201664 + Penalty 3439.538317 = -2643586.663348 nChanged 585 SP:Iteration 19Q (1177.303280 sec): 3 clusters Score: Raw -2647246.565715 + Penalty 3439.538317 = -2643807.027398 nChanged 592 SP:Iteration 20F (1177.374680 sec): 3 clusters Score: Raw -2647476.850566 + Penalty 3439.538317 = -2644037.312249 nChanged 595 SP:Iteration 21Q (1177.443301 sec): 3 clusters Score: Raw -2647719.194482 + Penalty 3439.538317 = -2644279.656165 nChanged 617 SP:Iteration 22Q (1177.548137 sec): 3 clusters Score: Raw -2647970.964397 + Penalty 3439.538317 = -2644531.426080 nChanged 570 SP:Iteration 23Q (1177.642457 sec): 3 clusters Score: Raw -2648197.075438 + Penalty 3439.538317 = -2644757.537122 nChanged 556 SP:Iteration 24Q (1177.709483 sec): 3 clusters Score: Raw -2648410.724350 + Penalty 3439.538317 = -2644971.186033 nChanged 498 SP:Iteration 25Q (1177.775197 sec): 3 clusters Score: Raw -2648587.307702 + Penalty 3439.538317 = -2645147.769385 nChanged 450 SP:Iteration 26Q (1177.840735 sec): 3 clusters Score: Raw -2648737.283302 + Penalty 3439.538317 = -2645297.744985 nChanged 427 SP:Iteration 27Q (1177.905698 sec): 3 clusters Score: Raw -2648886.558255 + Penalty 3439.538317 = -2645447.019939 nChanged 412 SP:Iteration 28Q (1177.984972 sec): 3 clusters Score: Raw -2649030.572378 + Penalty 3439.538317 = -2645591.034062 nChanged 388 SP:Iteration 29Q (1178.059227 sec): 3 clusters Score: Raw -2649164.661067 + Penalty 3439.538317 = -2645725.122751 nChanged 358 SP:Iteration 30Q (1178.122906 sec): 3 clusters Score: Raw -2649291.212262 + Penalty 3439.538317 = -2645851.673946 nChanged 354 SP:Iteration 31Q (1178.186326 sec): 3 clusters Score: Raw -2649414.732276 + Penalty 3439.538317 = -2645975.193959 nChanged 336 SP:Iteration 32Q (1178.249450 sec): 3 clusters Score: Raw -2649543.787715 + Penalty 3439.538317 = -2646104.249398 nChanged 312 SP:Iteration 33Q (1178.312109 sec): 3 clusters Score: Raw -2649659.363289 + Penalty 3439.538317 = -2646219.824972 nChanged 269 SP:Iteration 34Q (1178.374245 sec): 3 clusters Score: Raw -2649756.654485 + Penalty 3439.538317 = -2646317.116169 nChanged 251 SP:Iteration 35Q (1178.436002 sec): 3 clusters Score: Raw -2649844.464316 + Penalty 3439.538317 = -2646404.925999 nChanged 229 SP:Iteration 36Q (1178.497273 sec): 3 clusters Score: Raw -2649927.772424 + Penalty 3439.538317 = -2646488.234107 nChanged 225 SP:Iteration 37Q (1178.558495 sec): 3 clusters Score: Raw -2650011.516633 + Penalty 3439.538317 = -2646571.978316 nChanged 204 SP:Iteration 38Q (1178.619426 sec): 3 clusters Score: Raw -2650081.794339 + Penalty 3439.538317 = -2646642.256022 nChanged 178 SP:Iteration 39Q (1178.680040 sec): 3 clusters Score: Raw -2650143.021859 + Penalty 3439.538317 = -2646703.483542 nChanged 156 SP:Iteration 40F (1178.752145 sec): 3 clusters Score: Raw -2650195.551001 + Penalty 3439.538317 = -2646756.012684 nChanged 140 SP:Iteration 41Q (1178.811987 sec): 3 clusters Score: Raw -2650243.990272 + Penalty 3439.538317 = -2646804.451955 nChanged 123 SP:Iteration 42Q (1178.901153 sec): 3 clusters Score: Raw -2650284.613068 + Penalty 3439.538317 = -2646845.074751 nChanged 113 SP:Iteration 43Q (1179.000258 sec): 3 clusters Score: Raw -2650322.083261 + Penalty 3439.538317 = -2646882.544944 nChanged 103 SP:Iteration 44Q (1179.090128 sec): 3 clusters Score: Raw -2650355.692955 + Penalty 3439.538317 = -2646916.154638 nChanged 84 SP:Iteration 45Q (1179.149455 sec): 3 clusters Score: Raw -2650380.229574 + Penalty 3439.538317 = -2646940.691257 nChanged 84 SP:Iteration 46Q (1179.208818 sec): 3 clusters Score: Raw -2650407.281383 + Penalty 3439.538317 = -2646967.743066 nChanged 79 SP:Iteration 47Q (1179.268010 sec): 3 clusters Score: Raw -2650432.454249 + Penalty 3439.538317 = -2646992.915933 nChanged 63 SP:Iteration 48Q (1179.327147 sec): 3 clusters Score: Raw -2650447.229370 + Penalty 3439.538317 = -2647007.691054 nChanged 60 SP:Iteration 49Q (1179.386188 sec): 3 clusters Score: Raw -2650461.089609 + Penalty 3439.538317 = -2647021.551292 nChanged 50 SP:Iteration 50Q (1179.446187 sec): 3 clusters Score: Raw -2650473.193166 + Penalty 3439.538317 = -2647033.654849 nChanged 49 SP:Iteration 51Q (1179.505306 sec): 3 clusters Score: Raw -2650491.066809 + Penalty 3439.538317 = -2647051.528493 nChanged 57 SP:Iteration 52Q (1179.564350 sec): 3 clusters Score: Raw -2650509.837679 + Penalty 3439.538317 = -2647070.299362 nChanged 43 SP:Iteration 53Q (1179.623197 sec): 3 clusters Score: Raw -2650522.130569 + Penalty 3439.538317 = -2647082.592252 nChanged 31 SP:Iteration 54Q (1179.682038 sec): 3 clusters Score: Raw -2650530.749692 + Penalty 3439.538317 = -2647091.211375 nChanged 27 SP:Iteration 55Q (1179.740614 sec): 3 clusters Score: Raw -2650537.332592 + Penalty 3439.538317 = -2647097.794276 nChanged 22 SP:Iteration 56Q (1179.798654 sec): 3 clusters Score: Raw -2650543.567454 + Penalty 3439.538317 = -2647104.029137 nChanged 24 SP:Iteration 57Q (1179.856721 sec): 3 clusters Score: Raw -2650549.729671 + Penalty 3439.538317 = -2647110.191354 nChanged 16 SP:Iteration 58Q (1179.914537 sec): 3 clusters Score: Raw -2650553.749016 + Penalty 3439.538317 = -2647114.210699 nChanged 10 SP:Iteration 59Q (1179.972313 sec): 3 clusters Score: Raw -2650556.720264 + Penalty 3439.538317 = -2647117.181947 nChanged 14 SP:Iteration 60F (1180.044595 sec): 3 clusters Score: Raw -2650560.456854 + Penalty 3439.538317 = -2647120.918538 nChanged 10 SP:Iteration 61Q (1180.101226 sec): 3 clusters Score: Raw -2650562.520117 + Penalty 3439.538317 = -2647122.981800 nChanged 9 SP:Iteration 62Q (1180.159060 sec): 3 clusters Score: Raw -2650565.798419 + Penalty 3439.538317 = -2647126.260102 nChanged 9 SP:Iteration 63Q (1180.216878 sec): 3 clusters Score: Raw -2650568.696072 + Penalty 3439.538317 = -2647129.157755 nChanged 14 SP:Iteration 64Q (1180.274738 sec): 3 clusters Score: Raw -2650572.868458 + Penalty 3439.538317 = -2647133.330142 nChanged 15 SP:Iteration 65Q (1180.332583 sec): 3 clusters Score: Raw -2650576.660783 + Penalty 3439.538317 = -2647137.122467 nChanged 16 SP:Iteration 66Q (1180.390434 sec): 3 clusters Score: Raw -2650579.909102 + Penalty 3439.538317 = -2647140.370785 nChanged 7 SP:Iteration 67Q (1180.448238 sec): 3 clusters Score: Raw -2650580.641529 + Penalty 3439.538317 = -2647141.103212 nChanged 0 SP:Iteration 68F (1180.520706 sec): 3 clusters Score: Raw -2650580.641529 + Penalty 3439.538317 = -2647141.103212 nChanged 0 Trying to split cluster 24 (2822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1180.531681 sec): 2 clusters Score: Raw -164793.382273 + Penalty 1291.095184 = -163502.287089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1180.546370 sec): 3 clusters Score: Raw -163476.886906 + Penalty 2582.190368 = -160894.696537 nChanged 1071 SP:Iteration 1F (1180.559995 sec): 3 clusters Score: Raw -164197.052059 + Penalty 2582.190368 = -161614.861691 nChanged 243 SP:Iteration 2F (1180.573731 sec): 3 clusters Score: Raw -164410.560055 + Penalty 2582.190368 = -161828.369687 nChanged 187 SP:Iteration 3F (1180.587467 sec): 3 clusters Score: Raw -164573.036152 + Penalty 2582.190368 = -161990.845784 nChanged 131 SP:Iteration 4Q (1180.601065 sec): 3 clusters Score: Raw -164693.726351 + Penalty 2582.190368 = -162111.535983 nChanged 135 SP:Iteration 5Q (1180.614641 sec): 3 clusters Score: Raw -164818.396473 + Penalty 2582.190368 = -162236.206105 nChanged 145 SP:Iteration 6F (1180.628360 sec): 3 clusters Score: Raw -164951.897625 + Penalty 2582.190368 = -162369.707257 nChanged 108 SP:Iteration 7Q (1180.641838 sec): 3 clusters Score: Raw -165044.880725 + Penalty 2582.190368 = -162462.690357 nChanged 89 SP:Iteration 8Q (1180.655445 sec): 3 clusters Score: Raw -165120.298052 + Penalty 2582.190368 = -162538.107684 nChanged 83 SP:Iteration 9Q (1180.669011 sec): 3 clusters Score: Raw -165176.772729 + Penalty 2582.190368 = -162594.582361 nChanged 62 SP:Iteration 10Q (1180.682554 sec): 3 clusters Score: Raw -165224.593089 + Penalty 2582.190368 = -162642.402721 nChanged 57 SP:Iteration 11Q (1180.696105 sec): 3 clusters Score: Raw -165272.716485 + Penalty 2582.190368 = -162690.526117 nChanged 69 SP:Iteration 12Q (1180.709630 sec): 3 clusters Score: Raw -165324.002267 + Penalty 2582.190368 = -162741.811899 nChanged 50 SP:Iteration 13Q (1180.722956 sec): 3 clusters Score: Raw -165359.458696 + Penalty 2582.190368 = -162777.268328 nChanged 50 SP:Iteration 14Q (1180.736308 sec): 3 clusters Score: Raw -165394.489902 + Penalty 2582.190368 = -162812.299534 nChanged 43 SP:Iteration 15Q (1180.749699 sec): 3 clusters Score: Raw -165423.038642 + Penalty 2582.190368 = -162840.848274 nChanged 32 SP:Iteration 16Q (1180.763031 sec): 3 clusters Score: Raw -165438.650891 + Penalty 2582.190368 = -162856.460523 nChanged 26 SP:Iteration 17Q (1180.776395 sec): 3 clusters Score: Raw -165454.130042 + Penalty 2582.190368 = -162871.939674 nChanged 17 SP:Iteration 18Q (1180.789695 sec): 3 clusters Score: Raw -165463.945788 + Penalty 2582.190368 = -162881.755420 nChanged 17 SP:Iteration 19Q (1180.802964 sec): 3 clusters Score: Raw -165470.461826 + Penalty 2582.190368 = -162888.271458 nChanged 12 SP:Iteration 20F (1180.816562 sec): 3 clusters Score: Raw -165476.954764 + Penalty 2582.190368 = -162894.764396 nChanged 8 SP:Iteration 21Q (1180.829892 sec): 3 clusters Score: Raw -165479.777774 + Penalty 2582.190368 = -162897.587406 nChanged 6 SP:Iteration 22Q (1180.843200 sec): 3 clusters Score: Raw -165482.256618 + Penalty 2582.190368 = -162900.066250 nChanged 14 SP:Iteration 23Q (1180.856269 sec): 3 clusters Score: Raw -165488.416884 + Penalty 2582.190368 = -162906.226516 nChanged 11 SP:Iteration 24Q (1180.869551 sec): 3 clusters Score: Raw -165491.983814 + Penalty 2582.190368 = -162909.793446 nChanged 3 SP:Iteration 25Q (1180.882820 sec): 3 clusters Score: Raw -165493.366346 + Penalty 2582.190368 = -162911.175978 nChanged 4 SP:Iteration 26Q (1180.896044 sec): 3 clusters Score: Raw -165495.359652 + Penalty 2582.190368 = -162913.169284 nChanged 3 SP:Iteration 27Q (1180.909330 sec): 3 clusters Score: Raw -165496.462799 + Penalty 2582.190368 = -162914.272431 nChanged 3 SP:Iteration 28Q (1180.922449 sec): 3 clusters Score: Raw -165497.846768 + Penalty 2582.190368 = -162915.656400 nChanged 5 SP:Iteration 29Q (1180.935713 sec): 3 clusters Score: Raw -165500.545658 + Penalty 2582.190368 = -162918.355290 nChanged 4 SP:Iteration 30Q (1180.948939 sec): 3 clusters Score: Raw -165502.020250 + Penalty 2582.190368 = -162919.829882 nChanged 3 SP:Iteration 31Q (1180.962167 sec): 3 clusters Score: Raw -165502.916948 + Penalty 2582.190368 = -162920.726580 nChanged 4 SP:Iteration 32Q (1180.975339 sec): 3 clusters Score: Raw -165504.584593 + Penalty 2582.190368 = -162922.394225 nChanged 5 SP:Iteration 33Q (1180.988578 sec): 3 clusters Score: Raw -165506.274883 + Penalty 2582.190368 = -162924.084515 nChanged 2 SP:Iteration 34Q (1181.001843 sec): 3 clusters Score: Raw -165506.820621 + Penalty 2582.190368 = -162924.630253 nChanged 1 SP:Iteration 35Q (1181.015093 sec): 3 clusters Score: Raw -165507.160139 + Penalty 2582.190368 = -162924.969771 nChanged 1 SP:Iteration 36Q (1181.028319 sec): 3 clusters Score: Raw -165507.504883 + Penalty 2582.190368 = -162925.314515 nChanged 3 SP:Iteration 37Q (1181.041483 sec): 3 clusters Score: Raw -165508.866752 + Penalty 2582.190368 = -162926.676384 nChanged 4 SP:Iteration 38Q (1181.054770 sec): 3 clusters Score: Raw -165511.284474 + Penalty 2582.190368 = -162929.094106 nChanged 7 SP:Iteration 39Q (1181.068033 sec): 3 clusters Score: Raw -165514.245891 + Penalty 2582.190368 = -162932.055523 nChanged 4 SP:Iteration 40F (1181.081588 sec): 3 clusters Score: Raw -165516.353439 + Penalty 2582.190368 = -162934.163071 nChanged 5 SP:Iteration 41Q (1181.094861 sec): 3 clusters Score: Raw -165519.424955 + Penalty 2582.190368 = -162937.234587 nChanged 3 SP:Iteration 42Q (1181.107983 sec): 3 clusters Score: Raw -165521.002441 + Penalty 2582.190368 = -162938.812073 nChanged 3 SP:Iteration 43Q (1181.121062 sec): 3 clusters Score: Raw -165523.126182 + Penalty 2582.190368 = -162940.935814 nChanged 2 SP:Iteration 44Q (1181.134172 sec): 3 clusters Score: Raw -165523.899346 + Penalty 2582.190368 = -162941.708978 nChanged 3 SP:Iteration 45Q (1181.147378 sec): 3 clusters Score: Raw -165525.178438 + Penalty 2582.190368 = -162942.988070 nChanged 3 SP:Iteration 46Q (1181.160616 sec): 3 clusters Score: Raw -165527.039161 + Penalty 2582.190368 = -162944.848793 nChanged 3 SP:Iteration 47Q (1181.173843 sec): 3 clusters Score: Raw -165528.909326 + Penalty 2582.190368 = -162946.718958 nChanged 4 SP:Iteration 48Q (1181.187031 sec): 3 clusters Score: Raw -165529.809065 + Penalty 2582.190368 = -162947.618697 nChanged 1 SP:Iteration 49Q (1181.200235 sec): 3 clusters Score: Raw -165529.994378 + Penalty 2582.190368 = -162947.804010 nChanged 0 SP:Iteration 50F (1181.213899 sec): 3 clusters Score: Raw -165529.994378 + Penalty 2582.190368 = -162947.804010 nChanged 0 Trying to split cluster 25 (13243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1181.241542 sec): 2 clusters Score: Raw -885667.546771 + Penalty 1542.323963 = -884125.222808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1181.275361 sec): 3 clusters Score: Raw -877836.656316 + Penalty 3084.647927 = -874752.008389 nChanged 5787 SP:Iteration 1F (1181.307918 sec): 3 clusters Score: Raw -881275.820003 + Penalty 3084.647927 = -878191.172076 nChanged 854 SP:Iteration 2F (1181.340587 sec): 3 clusters Score: Raw -881770.949516 + Penalty 3084.647927 = -878686.301590 nChanged 862 SP:Iteration 3F (1181.373085 sec): 3 clusters Score: Raw -882339.502828 + Penalty 3084.647927 = -879254.854902 nChanged 905 SP:Iteration 4F (1181.405625 sec): 3 clusters Score: Raw -883009.962508 + Penalty 3084.647927 = -879925.314581 nChanged 919 SP:Iteration 5F (1181.438386 sec): 3 clusters Score: Raw -883761.003296 + Penalty 3084.647927 = -880676.355369 nChanged 832 SP:Iteration 6F (1181.471108 sec): 3 clusters Score: Raw -884482.171890 + Penalty 3084.647927 = -881397.523963 nChanged 635 SP:Iteration 7Q (1181.503671 sec): 3 clusters Score: Raw -885030.809819 + Penalty 3084.647927 = -881946.161892 nChanged 456 SP:Iteration 8Q (1181.535532 sec): 3 clusters Score: Raw -885349.583585 + Penalty 3084.647927 = -882264.935658 nChanged 304 SP:Iteration 9Q (1181.566708 sec): 3 clusters Score: Raw -885523.462094 + Penalty 3084.647927 = -882438.814167 nChanged 225 SP:Iteration 10Q (1181.597398 sec): 3 clusters Score: Raw -885641.539391 + Penalty 3084.647927 = -882556.891465 nChanged 154 SP:Iteration 11Q (1181.627689 sec): 3 clusters Score: Raw -885706.140487 + Penalty 3084.647927 = -882621.492561 nChanged 111 SP:Iteration 12Q (1181.657900 sec): 3 clusters Score: Raw -885749.043782 + Penalty 3084.647927 = -882664.395855 nChanged 99 SP:Iteration 13Q (1181.687872 sec): 3 clusters Score: Raw -885792.914272 + Penalty 3084.647927 = -882708.266345 nChanged 100 SP:Iteration 14Q (1181.717763 sec): 3 clusters Score: Raw -885837.693694 + Penalty 3084.647927 = -882753.045768 nChanged 89 SP:Iteration 15Q (1181.747610 sec): 3 clusters Score: Raw -885871.996171 + Penalty 3084.647927 = -882787.348245 nChanged 65 SP:Iteration 16Q (1181.777017 sec): 3 clusters Score: Raw -885895.075145 + Penalty 3084.647927 = -882810.427218 nChanged 50 SP:Iteration 17Q (1181.806523 sec): 3 clusters Score: Raw -885918.252459 + Penalty 3084.647927 = -882833.604533 nChanged 45 SP:Iteration 18Q (1181.835798 sec): 3 clusters Score: Raw -885939.729386 + Penalty 3084.647927 = -882855.081459 nChanged 50 SP:Iteration 19Q (1181.865169 sec): 3 clusters Score: Raw -885974.580564 + Penalty 3084.647927 = -882889.932637 nChanged 68 SP:Iteration 20F (1181.897769 sec): 3 clusters Score: Raw -886019.085763 + Penalty 3084.647927 = -882934.437837 nChanged 59 SP:Iteration 21Q (1181.926741 sec): 3 clusters Score: Raw -886054.368781 + Penalty 3084.647927 = -882969.720855 nChanged 49 SP:Iteration 22Q (1181.955656 sec): 3 clusters Score: Raw -886077.502690 + Penalty 3084.647927 = -882992.854764 nChanged 46 SP:Iteration 23Q (1181.984463 sec): 3 clusters Score: Raw -886096.331254 + Penalty 3084.647927 = -883011.683327 nChanged 35 SP:Iteration 24Q (1182.013221 sec): 3 clusters Score: Raw -886108.441552 + Penalty 3084.647927 = -883023.793626 nChanged 25 SP:Iteration 25Q (1182.041930 sec): 3 clusters Score: Raw -886114.549331 + Penalty 3084.647927 = -883029.901404 nChanged 15 SP:Iteration 26Q (1182.070823 sec): 3 clusters Score: Raw -886117.625562 + Penalty 3084.647927 = -883032.977636 nChanged 12 SP:Iteration 27Q (1182.099501 sec): 3 clusters Score: Raw -886120.338106 + Penalty 3084.647927 = -883035.690180 nChanged 9 SP:Iteration 28Q (1182.128286 sec): 3 clusters Score: Raw -886122.187077 + Penalty 3084.647927 = -883037.539151 nChanged 9 SP:Iteration 29Q (1182.156905 sec): 3 clusters Score: Raw -886123.686708 + Penalty 3084.647927 = -883039.038781 nChanged 8 SP:Iteration 30Q (1182.185566 sec): 3 clusters Score: Raw -886124.948231 + Penalty 3084.647927 = -883040.300304 nChanged 8 SP:Iteration 31Q (1182.214357 sec): 3 clusters Score: Raw -886126.344340 + Penalty 3084.647927 = -883041.696413 nChanged 5 SP:Iteration 32Q (1182.243114 sec): 3 clusters Score: Raw -886127.209625 + Penalty 3084.647927 = -883042.561698 nChanged 3 SP:Iteration 33Q (1182.307843 sec): 3 clusters Score: Raw -886127.644729 + Penalty 3084.647927 = -883042.996802 nChanged 2 SP:Iteration 34Q (1182.336403 sec): 3 clusters Score: Raw -886128.241277 + Penalty 3084.647927 = -883043.593350 nChanged 4 SP:Iteration 35Q (1182.400882 sec): 3 clusters Score: Raw -886128.792525 + Penalty 3084.647927 = -883044.144599 nChanged 3 SP:Iteration 36Q (1182.429662 sec): 3 clusters Score: Raw -886129.430087 + Penalty 3084.647927 = -883044.782161 nChanged 3 SP:Iteration 37Q (1182.458375 sec): 3 clusters Score: Raw -886130.134554 + Penalty 3084.647927 = -883045.486627 nChanged 4 SP:Iteration 38Q (1182.487015 sec): 3 clusters Score: Raw -886131.120214 + Penalty 3084.647927 = -883046.472288 nChanged 0 SP:Iteration 39F (1182.519471 sec): 3 clusters Score: Raw -886131.120214 + Penalty 3084.647927 = -883046.472288 nChanged 0 Trying to split cluster 26 (7792 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1182.541171 sec): 2 clusters Score: Raw -505157.607424 + Penalty 1456.138587 = -503701.468836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1182.567615 sec): 3 clusters Score: Raw -500905.029814 + Penalty 2912.277175 = -497992.752639 nChanged 3273 SP:Iteration 1F (1182.591817 sec): 3 clusters Score: Raw -502695.534579 + Penalty 2912.277175 = -499783.257404 nChanged 565 SP:Iteration 2F (1182.615896 sec): 3 clusters Score: Raw -503135.913004 + Penalty 2912.277175 = -500223.635829 nChanged 560 SP:Iteration 3F (1182.640080 sec): 3 clusters Score: Raw -503656.290384 + Penalty 2912.277175 = -500744.013209 nChanged 561 SP:Iteration 4F (1182.664346 sec): 3 clusters Score: Raw -504211.962345 + Penalty 2912.277175 = -501299.685170 nChanged 544 SP:Iteration 5F (1182.688462 sec): 3 clusters Score: Raw -504713.436261 + Penalty 2912.277175 = -501801.159087 nChanged 523 SP:Iteration 6F (1182.712707 sec): 3 clusters Score: Raw -505159.492471 + Penalty 2912.277175 = -502247.215297 nChanged 435 SP:Iteration 7F (1182.736998 sec): 3 clusters Score: Raw -505465.499982 + Penalty 2912.277175 = -502553.222807 nChanged 312 SP:Iteration 8Q (1182.760718 sec): 3 clusters Score: Raw -505661.264500 + Penalty 2912.277175 = -502748.987325 nChanged 250 SP:Iteration 9Q (1182.784340 sec): 3 clusters Score: Raw -505804.076775 + Penalty 2912.277175 = -502891.799600 nChanged 198 SP:Iteration 10Q (1182.808169 sec): 3 clusters Score: Raw -505903.604059 + Penalty 2912.277175 = -502991.326884 nChanged 157 SP:Iteration 11Q (1182.831764 sec): 3 clusters Score: Raw -505983.551711 + Penalty 2912.277175 = -503071.274536 nChanged 136 SP:Iteration 12Q (1182.855417 sec): 3 clusters Score: Raw -506047.285176 + Penalty 2912.277175 = -503135.008002 nChanged 122 SP:Iteration 13Q (1182.878753 sec): 3 clusters Score: Raw -506102.993082 + Penalty 2912.277175 = -503190.715907 nChanged 86 SP:Iteration 14Q (1182.902286 sec): 3 clusters Score: Raw -506138.489426 + Penalty 2912.277175 = -503226.212251 nChanged 77 SP:Iteration 15Q (1182.925925 sec): 3 clusters Score: Raw -506164.439610 + Penalty 2912.277175 = -503252.162435 nChanged 68 SP:Iteration 16Q (1182.949380 sec): 3 clusters Score: Raw -506181.539237 + Penalty 2912.277175 = -503269.262062 nChanged 48 SP:Iteration 17Q (1182.972733 sec): 3 clusters Score: Raw -506195.065002 + Penalty 2912.277175 = -503282.787827 nChanged 38 SP:Iteration 18Q (1182.995993 sec): 3 clusters Score: Raw -506203.813312 + Penalty 2912.277175 = -503291.536138 nChanged 28 SP:Iteration 19Q (1183.019171 sec): 3 clusters Score: Raw -506210.025237 + Penalty 2912.277175 = -503297.748063 nChanged 22 SP:Iteration 20F (1183.043604 sec): 3 clusters Score: Raw -506213.747369 + Penalty 2912.277175 = -503301.470194 nChanged 22 SP:Iteration 21Q (1183.066891 sec): 3 clusters Score: Raw -506218.197606 + Penalty 2912.277175 = -503305.920431 nChanged 29 SP:Iteration 22Q (1183.090177 sec): 3 clusters Score: Raw -506227.748319 + Penalty 2912.277175 = -503315.471144 nChanged 44 SP:Iteration 23Q (1183.113329 sec): 3 clusters Score: Raw -506238.160506 + Penalty 2912.277175 = -503325.883331 nChanged 38 SP:Iteration 24Q (1183.136479 sec): 3 clusters Score: Raw -506247.935259 + Penalty 2912.277175 = -503335.658085 nChanged 37 SP:Iteration 25Q (1183.159710 sec): 3 clusters Score: Raw -506258.408649 + Penalty 2912.277175 = -503346.131475 nChanged 37 SP:Iteration 26Q (1183.183121 sec): 3 clusters Score: Raw -506269.050750 + Penalty 2912.277175 = -503356.773575 nChanged 39 SP:Iteration 27Q (1183.206105 sec): 3 clusters Score: Raw -506278.586256 + Penalty 2912.277175 = -503366.309081 nChanged 40 SP:Iteration 28Q (1183.229599 sec): 3 clusters Score: Raw -506292.805346 + Penalty 2912.277175 = -503380.528171 nChanged 55 SP:Iteration 29Q (1183.252454 sec): 3 clusters Score: Raw -506312.991958 + Penalty 2912.277175 = -503400.714784 nChanged 58 SP:Iteration 30Q (1183.275534 sec): 3 clusters Score: Raw -506332.027014 + Penalty 2912.277175 = -503419.749839 nChanged 56 SP:Iteration 31Q (1183.298643 sec): 3 clusters Score: Raw -506350.760667 + Penalty 2912.277175 = -503438.483492 nChanged 49 SP:Iteration 32Q (1183.321496 sec): 3 clusters Score: Raw -506364.421975 + Penalty 2912.277175 = -503452.144800 nChanged 45 SP:Iteration 33Q (1183.344258 sec): 3 clusters Score: Raw -506378.061435 + Penalty 2912.277175 = -503465.784260 nChanged 36 SP:Iteration 34Q (1183.367146 sec): 3 clusters Score: Raw -506387.119139 + Penalty 2912.277175 = -503474.841964 nChanged 24 SP:Iteration 35Q (1183.389955 sec): 3 clusters Score: Raw -506393.722673 + Penalty 2912.277175 = -503481.445498 nChanged 23 SP:Iteration 36Q (1183.412664 sec): 3 clusters Score: Raw -506398.991213 + Penalty 2912.277175 = -503486.714038 nChanged 18 SP:Iteration 37Q (1183.435368 sec): 3 clusters Score: Raw -506404.015400 + Penalty 2912.277175 = -503491.738225 nChanged 13 SP:Iteration 38Q (1183.458111 sec): 3 clusters Score: Raw -506407.004392 + Penalty 2912.277175 = -503494.727217 nChanged 8 SP:Iteration 39Q (1183.481074 sec): 3 clusters Score: Raw -506408.645370 + Penalty 2912.277175 = -503496.368195 nChanged 4 SP:Iteration 40F (1183.505542 sec): 3 clusters Score: Raw -506409.330962 + Penalty 2912.277175 = -503497.053787 nChanged 5 SP:Iteration 41Q (1183.528533 sec): 3 clusters Score: Raw -506410.200376 + Penalty 2912.277175 = -503497.923202 nChanged 3 SP:Iteration 42Q (1183.551313 sec): 3 clusters Score: Raw -506410.841769 + Penalty 2912.277175 = -503498.564595 nChanged 2 SP:Iteration 43Q (1183.574334 sec): 3 clusters Score: Raw -506411.351317 + Penalty 2912.277175 = -503499.074143 nChanged 1 SP:Iteration 44Q (1183.597206 sec): 3 clusters Score: Raw -506411.486455 + Penalty 2912.277175 = -503499.209280 nChanged 2 SP:Iteration 45Q (1183.620068 sec): 3 clusters Score: Raw -506411.874236 + Penalty 2912.277175 = -503499.597062 nChanged 1 SP:Iteration 46Q (1183.642766 sec): 3 clusters Score: Raw -506411.970820 + Penalty 2912.277175 = -503499.693645 nChanged 1 SP:Iteration 47Q (1183.665813 sec): 3 clusters Score: Raw -506412.008289 + Penalty 2912.277175 = -503499.731114 nChanged 0 SP:Iteration 48F (1183.690058 sec): 3 clusters Score: Raw -506412.008289 + Penalty 2912.277175 = -503499.731114 nChanged 0 Trying to split cluster 27 (8116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1183.712200 sec): 2 clusters Score: Raw -566822.074082 + Penalty 1462.758814 = -565359.315268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1183.738314 sec): 3 clusters Score: Raw -562277.086238 + Penalty 2925.517628 = -559351.568610 nChanged 3514 SP:Iteration 1F (1183.763151 sec): 3 clusters Score: Raw -564123.576916 + Penalty 2925.517628 = -561198.059288 nChanged 515 SP:Iteration 2F (1183.788725 sec): 3 clusters Score: Raw -564361.851200 + Penalty 2925.517628 = -561436.333572 nChanged 411 SP:Iteration 3F (1183.814171 sec): 3 clusters Score: Raw -564517.954952 + Penalty 2925.517628 = -561592.437324 nChanged 302 SP:Iteration 4Q (1183.839747 sec): 3 clusters Score: Raw -564635.074176 + Penalty 2925.517628 = -561709.556548 nChanged 270 SP:Iteration 5Q (1183.865406 sec): 3 clusters Score: Raw -564725.536470 + Penalty 2925.517628 = -561800.018843 nChanged 236 SP:Iteration 6Q (1183.891035 sec): 3 clusters Score: Raw -564808.367507 + Penalty 2925.517628 = -561882.849879 nChanged 235 SP:Iteration 7Q (1183.916568 sec): 3 clusters Score: Raw -564893.738357 + Penalty 2925.517628 = -561968.220729 nChanged 232 SP:Iteration 8Q (1183.942181 sec): 3 clusters Score: Raw -564988.724016 + Penalty 2925.517628 = -562063.206388 nChanged 252 SP:Iteration 9Q (1183.967646 sec): 3 clusters Score: Raw -565115.876832 + Penalty 2925.517628 = -562190.359204 nChanged 284 SP:Iteration 10Q (1183.992963 sec): 3 clusters Score: Raw -565261.339618 + Penalty 2925.517628 = -562335.821990 nChanged 295 SP:Iteration 11Q (1184.018184 sec): 3 clusters Score: Raw -565428.547818 + Penalty 2925.517628 = -562503.030190 nChanged 276 SP:Iteration 12Q (1184.043519 sec): 3 clusters Score: Raw -565595.612025 + Penalty 2925.517628 = -562670.094397 nChanged 281 SP:Iteration 13Q (1184.068959 sec): 3 clusters Score: Raw -565781.364589 + Penalty 2925.517628 = -562855.846961 nChanged 268 SP:Iteration 14Q (1184.094050 sec): 3 clusters Score: Raw -565979.781211 + Penalty 2925.517628 = -563054.263583 nChanged 250 SP:Iteration 15Q (1184.119221 sec): 3 clusters Score: Raw -566164.550282 + Penalty 2925.517628 = -563239.032655 nChanged 231 SP:Iteration 16Q (1184.144228 sec): 3 clusters Score: Raw -566349.890891 + Penalty 2925.517628 = -563424.373264 nChanged 192 SP:Iteration 17Q (1184.168595 sec): 3 clusters Score: Raw -566493.239291 + Penalty 2925.517628 = -563567.721664 nChanged 152 SP:Iteration 18Q (1184.192555 sec): 3 clusters Score: Raw -566599.874726 + Penalty 2925.517628 = -563674.357098 nChanged 121 SP:Iteration 19Q (1184.216510 sec): 3 clusters Score: Raw -566686.864673 + Penalty 2925.517628 = -563761.347046 nChanged 84 SP:Iteration 20F (1184.241822 sec): 3 clusters Score: Raw -566742.032606 + Penalty 2925.517628 = -563816.514978 nChanged 77 SP:Iteration 21Q (1184.265286 sec): 3 clusters Score: Raw -566782.164037 + Penalty 2925.517628 = -563856.646409 nChanged 54 SP:Iteration 22Q (1184.288449 sec): 3 clusters Score: Raw -566809.369016 + Penalty 2925.517628 = -563883.851388 nChanged 48 SP:Iteration 23Q (1184.311482 sec): 3 clusters Score: Raw -566837.160846 + Penalty 2925.517628 = -563911.643218 nChanged 43 SP:Iteration 24Q (1184.334450 sec): 3 clusters Score: Raw -566865.787755 + Penalty 2925.517628 = -563940.270127 nChanged 46 SP:Iteration 25Q (1184.357450 sec): 3 clusters Score: Raw -566899.550410 + Penalty 2925.517628 = -563974.032782 nChanged 39 SP:Iteration 26Q (1184.380316 sec): 3 clusters Score: Raw -566923.364040 + Penalty 2925.517628 = -563997.846412 nChanged 31 SP:Iteration 27Q (1184.403205 sec): 3 clusters Score: Raw -566950.785956 + Penalty 2925.517628 = -564025.268328 nChanged 32 SP:Iteration 28Q (1184.426052 sec): 3 clusters Score: Raw -566982.417523 + Penalty 2925.517628 = -564056.899896 nChanged 24 SP:Iteration 29Q (1184.448732 sec): 3 clusters Score: Raw -567003.453123 + Penalty 2925.517628 = -564077.935495 nChanged 22 SP:Iteration 30Q (1184.471730 sec): 3 clusters Score: Raw -567021.616869 + Penalty 2925.517628 = -564096.099241 nChanged 22 SP:Iteration 31Q (1184.494288 sec): 3 clusters Score: Raw -567037.010348 + Penalty 2925.517628 = -564111.492720 nChanged 13 SP:Iteration 32Q (1184.516865 sec): 3 clusters Score: Raw -567048.152626 + Penalty 2925.517628 = -564122.634998 nChanged 10 SP:Iteration 33Q (1184.539444 sec): 3 clusters Score: Raw -567054.221677 + Penalty 2925.517628 = -564128.704049 nChanged 7 SP:Iteration 34Q (1184.562129 sec): 3 clusters Score: Raw -567058.641909 + Penalty 2925.517628 = -564133.124282 nChanged 5 SP:Iteration 35Q (1184.584810 sec): 3 clusters Score: Raw -567062.635590 + Penalty 2925.517628 = -564137.117962 nChanged 6 SP:Iteration 36Q (1184.607574 sec): 3 clusters Score: Raw -567065.768273 + Penalty 2925.517628 = -564140.250645 nChanged 1 SP:Iteration 37Q (1184.630599 sec): 3 clusters Score: Raw -567066.037963 + Penalty 2925.517628 = -564140.520335 nChanged 0 SP:Iteration 38F (1184.656024 sec): 3 clusters Score: Raw -567066.037963 + Penalty 2925.517628 = -564140.520335 nChanged 0 Trying to split cluster 28 (2073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1184.671305 sec): 2 clusters Score: Raw -134102.072464 + Penalty 1240.972218 = -132861.100245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1184.682390 sec): 3 clusters Score: Raw -133213.488417 + Penalty 2481.944437 = -130731.543980 nChanged 742 SP:Iteration 1F (1184.692861 sec): 3 clusters Score: Raw -133689.455457 + Penalty 2481.944437 = -131207.511020 nChanged 184 SP:Iteration 2F (1184.703267 sec): 3 clusters Score: Raw -133809.774851 + Penalty 2481.944437 = -131327.830414 nChanged 97 SP:Iteration 3Q (1184.713666 sec): 3 clusters Score: Raw -133864.265300 + Penalty 2481.944437 = -131382.320863 nChanged 63 SP:Iteration 4Q (1184.724061 sec): 3 clusters Score: Raw -133903.840149 + Penalty 2481.944437 = -131421.895713 nChanged 49 SP:Iteration 5Q (1184.734361 sec): 3 clusters Score: Raw -133934.447445 + Penalty 2481.944437 = -131452.503009 nChanged 41 SP:Iteration 6Q (1184.744722 sec): 3 clusters Score: Raw -133959.182195 + Penalty 2481.944437 = -131477.237759 nChanged 38 SP:Iteration 7Q (1184.755107 sec): 3 clusters Score: Raw -133983.617009 + Penalty 2481.944437 = -131501.672573 nChanged 29 SP:Iteration 8Q (1184.765460 sec): 3 clusters Score: Raw -134004.436614 + Penalty 2481.944437 = -131522.492178 nChanged 36 SP:Iteration 9Q (1184.775828 sec): 3 clusters Score: Raw -134029.623014 + Penalty 2481.944437 = -131547.678578 nChanged 29 SP:Iteration 10Q (1184.786100 sec): 3 clusters Score: Raw -134047.306189 + Penalty 2481.944437 = -131565.361752 nChanged 29 SP:Iteration 11Q (1184.796374 sec): 3 clusters Score: Raw -134063.127201 + Penalty 2481.944437 = -131581.182764 nChanged 23 SP:Iteration 12Q (1184.806729 sec): 3 clusters Score: Raw -134076.094797 + Penalty 2481.944437 = -131594.150360 nChanged 24 SP:Iteration 13Q (1184.817069 sec): 3 clusters Score: Raw -134088.068493 + Penalty 2481.944437 = -131606.124056 nChanged 19 SP:Iteration 14Q (1184.827416 sec): 3 clusters Score: Raw -134098.949390 + Penalty 2481.944437 = -131617.004953 nChanged 14 SP:Iteration 15Q (1184.837719 sec): 3 clusters Score: Raw -134104.184996 + Penalty 2481.944437 = -131622.240559 nChanged 15 SP:Iteration 16Q (1184.847971 sec): 3 clusters Score: Raw -134110.701954 + Penalty 2481.944437 = -131628.757517 nChanged 7 SP:Iteration 17Q (1184.858319 sec): 3 clusters Score: Raw -134112.970253 + Penalty 2481.944437 = -131631.025816 nChanged 4 SP:Iteration 18Q (1184.868643 sec): 3 clusters Score: Raw -134115.011272 + Penalty 2481.944437 = -131633.066836 nChanged 12 SP:Iteration 19Q (1184.878966 sec): 3 clusters Score: Raw -134120.687462 + Penalty 2481.944437 = -131638.743025 nChanged 16 SP:Iteration 20F (1184.889345 sec): 3 clusters Score: Raw -134127.579788 + Penalty 2481.944437 = -131645.635351 nChanged 18 SP:Iteration 21Q (1184.899669 sec): 3 clusters Score: Raw -134135.130168 + Penalty 2481.944437 = -131653.185731 nChanged 11 SP:Iteration 22Q (1184.909996 sec): 3 clusters Score: Raw -134140.711458 + Penalty 2481.944437 = -131658.767021 nChanged 14 SP:Iteration 23Q (1184.920349 sec): 3 clusters Score: Raw -134147.233746 + Penalty 2481.944437 = -131665.289310 nChanged 10 SP:Iteration 24Q (1184.930670 sec): 3 clusters Score: Raw -134150.564013 + Penalty 2481.944437 = -131668.619576 nChanged 5 SP:Iteration 25Q (1184.941009 sec): 3 clusters Score: Raw -134152.185756 + Penalty 2481.944437 = -131670.241319 nChanged 6 SP:Iteration 26Q (1184.951357 sec): 3 clusters Score: Raw -134154.566375 + Penalty 2481.944437 = -131672.621938 nChanged 5 SP:Iteration 27Q (1184.961670 sec): 3 clusters Score: Raw -134156.519832 + Penalty 2481.944437 = -131674.575396 nChanged 3 SP:Iteration 28Q (1184.971987 sec): 3 clusters Score: Raw -134157.860529 + Penalty 2481.944437 = -131675.916092 nChanged 2 SP:Iteration 29Q (1184.982339 sec): 3 clusters Score: Raw -134158.682128 + Penalty 2481.944437 = -131676.737691 nChanged 0 SP:Iteration 30F (1184.992692 sec): 3 clusters Score: Raw -134158.682128 + Penalty 2481.944437 = -131676.737691 nChanged 0 Trying to split cluster 29 (5921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1185.012643 sec): 2 clusters Score: Raw -402939.017985 + Penalty 1411.517353 = -401527.500632 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1185.035647 sec): 3 clusters Score: Raw -399769.150570 + Penalty 2823.034706 = -396946.115865 nChanged 2416 SP:Iteration 1F (1185.058075 sec): 3 clusters Score: Raw -401098.971393 + Penalty 2823.034706 = -398275.936687 nChanged 387 SP:Iteration 2F (1185.080551 sec): 3 clusters Score: Raw -401271.611631 + Penalty 2823.034706 = -398448.576925 nChanged 286 SP:Iteration 3Q (1185.102922 sec): 3 clusters Score: Raw -401398.375515 + Penalty 2823.034706 = -398575.340809 nChanged 249 SP:Iteration 4Q (1185.125322 sec): 3 clusters Score: Raw -401514.612072 + Penalty 2823.034706 = -398691.577367 nChanged 235 SP:Iteration 5Q (1185.147976 sec): 3 clusters Score: Raw -401637.276689 + Penalty 2823.034706 = -398814.241983 nChanged 230 SP:Iteration 6Q (1185.170449 sec): 3 clusters Score: Raw -401772.429112 + Penalty 2823.034706 = -398949.394407 nChanged 254 SP:Iteration 7Q (1185.193173 sec): 3 clusters Score: Raw -401940.825206 + Penalty 2823.034706 = -399117.790501 nChanged 260 SP:Iteration 8Q (1185.215839 sec): 3 clusters Score: Raw -402126.284468 + Penalty 2823.034706 = -399303.249763 nChanged 247 SP:Iteration 9Q (1185.238007 sec): 3 clusters Score: Raw -402326.951801 + Penalty 2823.034706 = -399503.917096 nChanged 262 SP:Iteration 10Q (1185.260531 sec): 3 clusters Score: Raw -402489.167776 + Penalty 2823.034706 = -399666.133070 nChanged 238 SP:Iteration 11Q (1185.282953 sec): 3 clusters Score: Raw -402626.932830 + Penalty 2823.034706 = -399803.898124 nChanged 209 SP:Iteration 12Q (1185.305330 sec): 3 clusters Score: Raw -402741.131020 + Penalty 2823.034706 = -399918.096314 nChanged 170 SP:Iteration 13Q (1185.327651 sec): 3 clusters Score: Raw -402820.121253 + Penalty 2823.034706 = -399997.086547 nChanged 140 SP:Iteration 14Q (1185.349841 sec): 3 clusters Score: Raw -402890.849258 + Penalty 2823.034706 = -400067.814553 nChanged 130 SP:Iteration 15Q (1185.372015 sec): 3 clusters Score: Raw -402955.440320 + Penalty 2823.034706 = -400132.405614 nChanged 107 SP:Iteration 16Q (1185.394257 sec): 3 clusters Score: Raw -403006.327046 + Penalty 2823.034706 = -400183.292340 nChanged 104 SP:Iteration 17Q (1185.416377 sec): 3 clusters Score: Raw -403053.003666 + Penalty 2823.034706 = -400229.968961 nChanged 83 SP:Iteration 18Q (1185.438708 sec): 3 clusters Score: Raw -403090.170890 + Penalty 2823.034706 = -400267.136185 nChanged 83 SP:Iteration 19Q (1185.461071 sec): 3 clusters Score: Raw -403123.376736 + Penalty 2823.034706 = -400300.342031 nChanged 82 SP:Iteration 20F (1185.483442 sec): 3 clusters Score: Raw -403153.468377 + Penalty 2823.034706 = -400330.433672 nChanged 67 SP:Iteration 21Q (1185.505454 sec): 3 clusters Score: Raw -403177.442077 + Penalty 2823.034706 = -400354.407371 nChanged 65 SP:Iteration 22Q (1185.527703 sec): 3 clusters Score: Raw -403203.389088 + Penalty 2823.034706 = -400380.354383 nChanged 64 SP:Iteration 23Q (1185.550060 sec): 3 clusters Score: Raw -403234.312991 + Penalty 2823.034706 = -400411.278285 nChanged 69 SP:Iteration 24Q (1185.572241 sec): 3 clusters Score: Raw -403261.524014 + Penalty 2823.034706 = -400438.489309 nChanged 63 SP:Iteration 25Q (1185.594520 sec): 3 clusters Score: Raw -403292.783791 + Penalty 2823.034706 = -400469.749086 nChanged 70 SP:Iteration 26Q (1185.616508 sec): 3 clusters Score: Raw -403321.348376 + Penalty 2823.034706 = -400498.313670 nChanged 43 SP:Iteration 27Q (1185.638544 sec): 3 clusters Score: Raw -403339.660558 + Penalty 2823.034706 = -400516.625852 nChanged 54 SP:Iteration 28Q (1185.660446 sec): 3 clusters Score: Raw -403362.117126 + Penalty 2823.034706 = -400539.082421 nChanged 55 SP:Iteration 29Q (1185.682732 sec): 3 clusters Score: Raw -403386.818843 + Penalty 2823.034706 = -400563.784137 nChanged 49 SP:Iteration 30Q (1185.704952 sec): 3 clusters Score: Raw -403406.245619 + Penalty 2823.034706 = -400583.210913 nChanged 48 SP:Iteration 31Q (1185.726867 sec): 3 clusters Score: Raw -403423.781484 + Penalty 2823.034706 = -400600.746778 nChanged 45 SP:Iteration 32Q (1185.748847 sec): 3 clusters Score: Raw -403437.390107 + Penalty 2823.034706 = -400614.355402 nChanged 29 SP:Iteration 33Q (1185.770797 sec): 3 clusters Score: Raw -403446.309932 + Penalty 2823.034706 = -400623.275227 nChanged 25 SP:Iteration 34Q (1185.792692 sec): 3 clusters Score: Raw -403453.721299 + Penalty 2823.034706 = -400630.686594 nChanged 18 SP:Iteration 35Q (1185.814704 sec): 3 clusters Score: Raw -403457.665118 + Penalty 2823.034706 = -400634.630413 nChanged 14 SP:Iteration 36Q (1185.836654 sec): 3 clusters Score: Raw -403462.034593 + Penalty 2823.034706 = -400638.999887 nChanged 18 SP:Iteration 37Q (1185.858570 sec): 3 clusters Score: Raw -403468.084416 + Penalty 2823.034706 = -400645.049710 nChanged 23 SP:Iteration 38Q (1185.880339 sec): 3 clusters Score: Raw -403476.362483 + Penalty 2823.034706 = -400653.327777 nChanged 24 SP:Iteration 39Q (1185.902408 sec): 3 clusters Score: Raw -403485.602143 + Penalty 2823.034706 = -400662.567438 nChanged 29 SP:Iteration 40F (1185.924880 sec): 3 clusters Score: Raw -403497.678304 + Penalty 2823.034706 = -400674.643599 nChanged 32 SP:Iteration 41Q (1185.946632 sec): 3 clusters Score: Raw -403507.656948 + Penalty 2823.034706 = -400684.622243 nChanged 22 SP:Iteration 42Q (1185.968606 sec): 3 clusters Score: Raw -403514.268132 + Penalty 2823.034706 = -400691.233427 nChanged 19 SP:Iteration 43Q (1185.990412 sec): 3 clusters Score: Raw -403521.624452 + Penalty 2823.034706 = -400698.589747 nChanged 22 SP:Iteration 44Q (1186.012328 sec): 3 clusters Score: Raw -403529.113991 + Penalty 2823.034706 = -400706.079286 nChanged 21 SP:Iteration 45Q (1186.034044 sec): 3 clusters Score: Raw -403536.842509 + Penalty 2823.034706 = -400713.807804 nChanged 14 SP:Iteration 46Q (1186.055866 sec): 3 clusters Score: Raw -403541.350742 + Penalty 2823.034706 = -400718.316037 nChanged 15 SP:Iteration 47Q (1186.077729 sec): 3 clusters Score: Raw -403545.264285 + Penalty 2823.034706 = -400722.229579 nChanged 9 SP:Iteration 48Q (1186.099393 sec): 3 clusters Score: Raw -403547.723667 + Penalty 2823.034706 = -400724.688962 nChanged 8 SP:Iteration 49Q (1186.121171 sec): 3 clusters Score: Raw -403549.407994 + Penalty 2823.034706 = -400726.373289 nChanged 12 SP:Iteration 50Q (1186.142942 sec): 3 clusters Score: Raw -403552.335663 + Penalty 2823.034706 = -400729.300957 nChanged 9 SP:Iteration 51Q (1186.164430 sec): 3 clusters Score: Raw -403555.188887 + Penalty 2823.034706 = -400732.154181 nChanged 8 SP:Iteration 52Q (1186.186159 sec): 3 clusters Score: Raw -403557.009744 + Penalty 2823.034706 = -400733.975039 nChanged 6 SP:Iteration 53Q (1186.207917 sec): 3 clusters Score: Raw -403557.979613 + Penalty 2823.034706 = -400734.944908 nChanged 5 SP:Iteration 54Q (1186.229617 sec): 3 clusters Score: Raw -403558.906335 + Penalty 2823.034706 = -400735.871629 nChanged 1 SP:Iteration 55Q (1186.251447 sec): 3 clusters Score: Raw -403559.101728 + Penalty 2823.034706 = -400736.067023 nChanged 4 SP:Iteration 56Q (1186.273184 sec): 3 clusters Score: Raw -403560.185769 + Penalty 2823.034706 = -400737.151063 nChanged 7 SP:Iteration 57Q (1186.294851 sec): 3 clusters Score: Raw -403562.188729 + Penalty 2823.034706 = -400739.154023 nChanged 4 SP:Iteration 58Q (1186.316528 sec): 3 clusters Score: Raw -403563.422780 + Penalty 2823.034706 = -400740.388075 nChanged 3 SP:Iteration 59Q (1186.338373 sec): 3 clusters Score: Raw -403563.986037 + Penalty 2823.034706 = -400740.951331 nChanged 2 SP:Iteration 60F (1186.360833 sec): 3 clusters Score: Raw -403565.066427 + Penalty 2823.034706 = -400742.031721 nChanged 2 SP:Iteration 61Q (1186.382383 sec): 3 clusters Score: Raw -403565.392110 + Penalty 2823.034706 = -400742.357405 nChanged 2 SP:Iteration 62Q (1186.404054 sec): 3 clusters Score: Raw -403566.422425 + Penalty 2823.034706 = -400743.387720 nChanged 5 SP:Iteration 63Q (1186.425826 sec): 3 clusters Score: Raw -403567.371248 + Penalty 2823.034706 = -400744.336542 nChanged 3 SP:Iteration 64Q (1186.447487 sec): 3 clusters Score: Raw -403568.046673 + Penalty 2823.034706 = -400745.011967 nChanged 4 SP:Iteration 65Q (1186.468700 sec): 3 clusters Score: Raw -403569.520060 + Penalty 2823.034706 = -400746.485354 nChanged 4 SP:Iteration 66Q (1186.490097 sec): 3 clusters Score: Raw -403570.349760 + Penalty 2823.034706 = -400747.315055 nChanged 2 SP:Iteration 67Q (1186.511628 sec): 3 clusters Score: Raw -403570.809987 + Penalty 2823.034706 = -400747.775281 nChanged 5 SP:Iteration 68Q (1186.533026 sec): 3 clusters Score: Raw -403572.320638 + Penalty 2823.034706 = -400749.285933 nChanged 8 SP:Iteration 69Q (1186.554672 sec): 3 clusters Score: Raw -403574.614364 + Penalty 2823.034706 = -400751.579659 nChanged 2 SP:Iteration 70Q (1186.576289 sec): 3 clusters Score: Raw -403575.081866 + Penalty 2823.034706 = -400752.047161 nChanged 1 SP:Iteration 71Q (1186.597867 sec): 3 clusters Score: Raw -403575.398312 + Penalty 2823.034706 = -400752.363607 nChanged 1 SP:Iteration 72Q (1186.619542 sec): 3 clusters Score: Raw -403575.592356 + Penalty 2823.034706 = -400752.557650 nChanged 1 SP:Iteration 73Q (1186.641217 sec): 3 clusters Score: Raw -403575.830650 + Penalty 2823.034706 = -400752.795944 nChanged 0 SP:Iteration 74F (1186.663651 sec): 3 clusters Score: Raw -403575.830650 + Penalty 2823.034706 = -400752.795944 nChanged 0 Trying to split cluster 30 (1540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1186.678319 sec): 2 clusters Score: Raw -82409.717246 + Penalty 1192.674876 = -81217.042371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1186.686713 sec): 3 clusters Score: Raw -81875.942664 + Penalty 2385.349751 = -79490.592913 nChanged 545 SP:Iteration 1F (1186.694544 sec): 3 clusters Score: Raw -82371.348288 + Penalty 2385.349751 = -79985.998537 nChanged 154 SP:Iteration 2F (1186.702335 sec): 3 clusters Score: Raw -82645.739834 + Penalty 2385.349751 = -80260.390083 nChanged 138 SP:Iteration 3F (1186.710105 sec): 3 clusters Score: Raw -82910.983084 + Penalty 2385.349751 = -80525.633333 nChanged 128 SP:Iteration 4F (1186.717855 sec): 3 clusters Score: Raw -83123.176216 + Penalty 2385.349751 = -80737.826465 nChanged 83 SP:Iteration 5F (1186.725549 sec): 3 clusters Score: Raw -83272.423141 + Penalty 2385.349751 = -80887.073390 nChanged 42 SP:Iteration 6Q (1186.733133 sec): 3 clusters Score: Raw -83349.089795 + Penalty 2385.349751 = -80963.740044 nChanged 30 SP:Iteration 7Q (1186.740665 sec): 3 clusters Score: Raw -83388.176495 + Penalty 2385.349751 = -81002.826744 nChanged 16 SP:Iteration 8Q (1186.748181 sec): 3 clusters Score: Raw -83399.316717 + Penalty 2385.349751 = -81013.966966 nChanged 7 SP:Iteration 9Q (1186.755694 sec): 3 clusters Score: Raw -83404.492839 + Penalty 2385.349751 = -81019.143088 nChanged 7 SP:Iteration 10Q (1186.763175 sec): 3 clusters Score: Raw -83410.519457 + Penalty 2385.349751 = -81025.169706 nChanged 2 SP:Iteration 11Q (1186.770638 sec): 3 clusters Score: Raw -83412.615446 + Penalty 2385.349751 = -81027.265695 nChanged 0 SP:Iteration 12F (1186.778384 sec): 3 clusters Score: Raw -83412.615446 + Penalty 2385.349751 = -81027.265695 nChanged 0 Trying to split cluster 31 (12551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1186.806744 sec): 2 clusters Score: Raw -850896.958480 + Penalty 1533.602789 = -849363.355692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1186.840745 sec): 3 clusters Score: Raw -843644.882557 + Penalty 3067.205577 = -840577.676980 nChanged 5459 SP:Iteration 1F (1186.873507 sec): 3 clusters Score: Raw -846685.605578 + Penalty 3067.205577 = -843618.400001 nChanged 718 SP:Iteration 2F (1186.906250 sec): 3 clusters Score: Raw -846965.886721 + Penalty 3067.205577 = -843898.681144 nChanged 611 SP:Iteration 3Q (1186.939567 sec): 3 clusters Score: Raw -847182.126933 + Penalty 3067.205577 = -844114.921355 nChanged 498 SP:Iteration 4Q (1186.972684 sec): 3 clusters Score: Raw -847357.879891 + Penalty 3067.205577 = -844290.674314 nChanged 445 SP:Iteration 5Q (1187.005874 sec): 3 clusters Score: Raw -847520.931934 + Penalty 3067.205577 = -844453.726356 nChanged 423 SP:Iteration 6Q (1187.038989 sec): 3 clusters Score: Raw -847695.275198 + Penalty 3067.205577 = -844628.069620 nChanged 417 SP:Iteration 7Q (1187.072207 sec): 3 clusters Score: Raw -847863.989358 + Penalty 3067.205577 = -844796.783781 nChanged 443 SP:Iteration 8Q (1187.105240 sec): 3 clusters Score: Raw -848046.991805 + Penalty 3067.205577 = -844979.786228 nChanged 435 SP:Iteration 9Q (1187.138434 sec): 3 clusters Score: Raw -848240.892553 + Penalty 3067.205577 = -845173.686976 nChanged 428 SP:Iteration 10Q (1187.171393 sec): 3 clusters Score: Raw -848447.935608 + Penalty 3067.205577 = -845380.730030 nChanged 448 SP:Iteration 11Q (1187.204566 sec): 3 clusters Score: Raw -848701.366530 + Penalty 3067.205577 = -845634.160952 nChanged 477 SP:Iteration 12Q (1187.237671 sec): 3 clusters Score: Raw -848972.657224 + Penalty 3067.205577 = -845905.451647 nChanged 460 SP:Iteration 13Q (1187.270472 sec): 3 clusters Score: Raw -849223.776769 + Penalty 3067.205577 = -846156.571192 nChanged 407 SP:Iteration 14Q (1187.303204 sec): 3 clusters Score: Raw -849438.758330 + Penalty 3067.205577 = -846371.552752 nChanged 363 SP:Iteration 15Q (1187.335823 sec): 3 clusters Score: Raw -849644.588495 + Penalty 3067.205577 = -846577.382918 nChanged 309 SP:Iteration 16Q (1187.368186 sec): 3 clusters Score: Raw -849794.717561 + Penalty 3067.205577 = -846727.511984 nChanged 243 SP:Iteration 17Q (1187.400587 sec): 3 clusters Score: Raw -849884.235027 + Penalty 3067.205577 = -846817.029449 nChanged 209 SP:Iteration 18Q (1187.432837 sec): 3 clusters Score: Raw -849948.053211 + Penalty 3067.205577 = -846880.847634 nChanged 180 SP:Iteration 19Q (1187.464835 sec): 3 clusters Score: Raw -849997.537019 + Penalty 3067.205577 = -846930.331442 nChanged 148 SP:Iteration 20F (1187.497747 sec): 3 clusters Score: Raw -850044.460432 + Penalty 3067.205577 = -846977.254854 nChanged 137 SP:Iteration 21Q (1187.529713 sec): 3 clusters Score: Raw -850081.596688 + Penalty 3067.205577 = -847014.391111 nChanged 127 SP:Iteration 22Q (1187.561530 sec): 3 clusters Score: Raw -850114.730717 + Penalty 3067.205577 = -847047.525140 nChanged 105 SP:Iteration 23Q (1187.593419 sec): 3 clusters Score: Raw -850133.702109 + Penalty 3067.205577 = -847066.496532 nChanged 77 SP:Iteration 24Q (1187.625088 sec): 3 clusters Score: Raw -850148.399285 + Penalty 3067.205577 = -847081.193707 nChanged 70 SP:Iteration 25Q (1187.656881 sec): 3 clusters Score: Raw -850160.046774 + Penalty 3067.205577 = -847092.841197 nChanged 57 SP:Iteration 26Q (1187.688501 sec): 3 clusters Score: Raw -850167.604396 + Penalty 3067.205577 = -847100.398819 nChanged 41 SP:Iteration 27Q (1187.720345 sec): 3 clusters Score: Raw -850174.323207 + Penalty 3067.205577 = -847107.117630 nChanged 50 SP:Iteration 28Q (1187.751914 sec): 3 clusters Score: Raw -850183.954079 + Penalty 3067.205577 = -847116.748502 nChanged 55 SP:Iteration 29Q (1187.783705 sec): 3 clusters Score: Raw -850193.035751 + Penalty 3067.205577 = -847125.830174 nChanged 59 SP:Iteration 30Q (1187.815385 sec): 3 clusters Score: Raw -850201.659059 + Penalty 3067.205577 = -847134.453482 nChanged 54 SP:Iteration 31Q (1187.847390 sec): 3 clusters Score: Raw -850210.789937 + Penalty 3067.205577 = -847143.584360 nChanged 58 SP:Iteration 32Q (1187.878866 sec): 3 clusters Score: Raw -850223.578508 + Penalty 3067.205577 = -847156.372930 nChanged 66 SP:Iteration 33Q (1187.910610 sec): 3 clusters Score: Raw -850235.594264 + Penalty 3067.205577 = -847168.388687 nChanged 64 SP:Iteration 34Q (1187.942068 sec): 3 clusters Score: Raw -850246.705779 + Penalty 3067.205577 = -847179.500202 nChanged 59 SP:Iteration 35Q (1187.973653 sec): 3 clusters Score: Raw -850259.651851 + Penalty 3067.205577 = -847192.446274 nChanged 80 SP:Iteration 36Q (1188.005186 sec): 3 clusters Score: Raw -850275.396481 + Penalty 3067.205577 = -847208.190903 nChanged 72 SP:Iteration 37Q (1188.036537 sec): 3 clusters Score: Raw -850289.058054 + Penalty 3067.205577 = -847221.852477 nChanged 88 SP:Iteration 38Q (1188.067792 sec): 3 clusters Score: Raw -850309.535952 + Penalty 3067.205577 = -847242.330375 nChanged 96 SP:Iteration 39Q (1188.099293 sec): 3 clusters Score: Raw -850332.759346 + Penalty 3067.205577 = -847265.553769 nChanged 98 SP:Iteration 40F (1188.132019 sec): 3 clusters Score: Raw -850358.059375 + Penalty 3067.205577 = -847290.853798 nChanged 108 SP:Iteration 41Q (1188.163310 sec): 3 clusters Score: Raw -850387.463204 + Penalty 3067.205577 = -847320.257627 nChanged 98 SP:Iteration 42Q (1188.194510 sec): 3 clusters Score: Raw -850412.722497 + Penalty 3067.205577 = -847345.516920 nChanged 96 SP:Iteration 43Q (1188.225777 sec): 3 clusters Score: Raw -850437.165714 + Penalty 3067.205577 = -847369.960136 nChanged 92 SP:Iteration 44Q (1188.256934 sec): 3 clusters Score: Raw -850459.977413 + Penalty 3067.205577 = -847392.771836 nChanged 81 SP:Iteration 45Q (1188.288110 sec): 3 clusters Score: Raw -850479.378921 + Penalty 3067.205577 = -847412.173344 nChanged 80 SP:Iteration 46Q (1188.319115 sec): 3 clusters Score: Raw -850498.851559 + Penalty 3067.205577 = -847431.645982 nChanged 75 SP:Iteration 47Q (1188.350589 sec): 3 clusters Score: Raw -850516.901736 + Penalty 3067.205577 = -847449.696159 nChanged 76 SP:Iteration 48Q (1188.382487 sec): 3 clusters Score: Raw -850535.474662 + Penalty 3067.205577 = -847468.269084 nChanged 80 SP:Iteration 49Q (1188.413448 sec): 3 clusters Score: Raw -850554.066348 + Penalty 3067.205577 = -847486.860770 nChanged 72 SP:Iteration 50Q (1188.444345 sec): 3 clusters Score: Raw -850569.342931 + Penalty 3067.205577 = -847502.137354 nChanged 68 SP:Iteration 51Q (1188.475153 sec): 3 clusters Score: Raw -850583.390110 + Penalty 3067.205577 = -847516.184533 nChanged 56 SP:Iteration 52Q (1188.505972 sec): 3 clusters Score: Raw -850592.791236 + Penalty 3067.205577 = -847525.585658 nChanged 46 SP:Iteration 53Q (1188.536430 sec): 3 clusters Score: Raw -850600.781214 + Penalty 3067.205577 = -847533.575637 nChanged 38 SP:Iteration 54Q (1188.566970 sec): 3 clusters Score: Raw -850606.928790 + Penalty 3067.205577 = -847539.723213 nChanged 38 SP:Iteration 55Q (1188.598580 sec): 3 clusters Score: Raw -850614.891618 + Penalty 3067.205577 = -847547.686041 nChanged 50 SP:Iteration 56Q (1188.665008 sec): 3 clusters Score: Raw -850625.644787 + Penalty 3067.205577 = -847558.439210 nChanged 52 SP:Iteration 57Q (1188.697862 sec): 3 clusters Score: Raw -850635.918164 + Penalty 3067.205577 = -847568.712587 nChanged 52 SP:Iteration 58Q (1188.750688 sec): 3 clusters Score: Raw -850646.710484 + Penalty 3067.205577 = -847579.504906 nChanged 55 SP:Iteration 59Q (1188.781096 sec): 3 clusters Score: Raw -850660.447512 + Penalty 3067.205577 = -847593.241935 nChanged 53 SP:Iteration 60F (1188.825521 sec): 3 clusters Score: Raw -850673.282047 + Penalty 3067.205577 = -847606.076470 nChanged 52 SP:Iteration 61Q (1188.855827 sec): 3 clusters Score: Raw -850685.936346 + Penalty 3067.205577 = -847618.730769 nChanged 58 SP:Iteration 62Q (1188.886212 sec): 3 clusters Score: Raw -850697.896102 + Penalty 3067.205577 = -847630.690524 nChanged 56 SP:Iteration 63Q (1188.916750 sec): 3 clusters Score: Raw -850708.864380 + Penalty 3067.205577 = -847641.658803 nChanged 48 SP:Iteration 64Q (1188.947025 sec): 3 clusters Score: Raw -850720.472503 + Penalty 3067.205577 = -847653.266926 nChanged 45 SP:Iteration 65Q (1188.977274 sec): 3 clusters Score: Raw -850730.413515 + Penalty 3067.205577 = -847663.207938 nChanged 44 SP:Iteration 66Q (1189.007549 sec): 3 clusters Score: Raw -850741.479853 + Penalty 3067.205577 = -847674.274275 nChanged 48 SP:Iteration 67Q (1189.037643 sec): 3 clusters Score: Raw -850753.164878 + Penalty 3067.205577 = -847685.959301 nChanged 47 SP:Iteration 68Q (1189.067829 sec): 3 clusters Score: Raw -850765.177105 + Penalty 3067.205577 = -847697.971527 nChanged 51 SP:Iteration 69Q (1189.097928 sec): 3 clusters Score: Raw -850779.789134 + Penalty 3067.205577 = -847712.583557 nChanged 52 SP:Iteration 70Q (1189.127850 sec): 3 clusters Score: Raw -850793.656599 + Penalty 3067.205577 = -847726.451021 nChanged 45 SP:Iteration 71Q (1189.157756 sec): 3 clusters Score: Raw -850805.120078 + Penalty 3067.205577 = -847737.914501 nChanged 53 SP:Iteration 72Q (1189.187552 sec): 3 clusters Score: Raw -850819.454411 + Penalty 3067.205577 = -847752.248834 nChanged 53 SP:Iteration 73Q (1189.217410 sec): 3 clusters Score: Raw -850834.358895 + Penalty 3067.205577 = -847767.153318 nChanged 52 SP:Iteration 74Q (1189.247219 sec): 3 clusters Score: Raw -850849.305204 + Penalty 3067.205577 = -847782.099627 nChanged 52 SP:Iteration 75Q (1189.276830 sec): 3 clusters Score: Raw -850868.954832 + Penalty 3067.205577 = -847801.749255 nChanged 52 SP:Iteration 76Q (1189.314242 sec): 3 clusters Score: Raw -850887.185187 + Penalty 3067.205577 = -847819.979609 nChanged 51 SP:Iteration 77Q (1189.356005 sec): 3 clusters Score: Raw -850903.154188 + Penalty 3067.205577 = -847835.948610 nChanged 42 SP:Iteration 78Q (1189.385536 sec): 3 clusters Score: Raw -850918.192968 + Penalty 3067.205577 = -847850.987391 nChanged 49 SP:Iteration 79Q (1189.415186 sec): 3 clusters Score: Raw -850933.308140 + Penalty 3067.205577 = -847866.102563 nChanged 47 SP:Iteration 80F (1189.452450 sec): 3 clusters Score: Raw -850947.028473 + Penalty 3067.205577 = -847879.822896 nChanged 45 SP:Iteration 81Q (1189.481955 sec): 3 clusters Score: Raw -850959.663480 + Penalty 3067.205577 = -847892.457903 nChanged 42 SP:Iteration 82Q (1189.511453 sec): 3 clusters Score: Raw -850971.570231 + Penalty 3067.205577 = -847904.364653 nChanged 36 SP:Iteration 83Q (1189.541062 sec): 3 clusters Score: Raw -850982.045068 + Penalty 3067.205577 = -847914.839490 nChanged 38 SP:Iteration 84Q (1189.570532 sec): 3 clusters Score: Raw -850996.466157 + Penalty 3067.205577 = -847929.260580 nChanged 40 SP:Iteration 85Q (1189.599854 sec): 3 clusters Score: Raw -851010.343787 + Penalty 3067.205577 = -847943.138210 nChanged 33 SP:Iteration 86Q (1189.629092 sec): 3 clusters Score: Raw -851020.000713 + Penalty 3067.205577 = -847952.795136 nChanged 29 SP:Iteration 87Q (1189.658392 sec): 3 clusters Score: Raw -851029.639636 + Penalty 3067.205577 = -847962.434059 nChanged 27 SP:Iteration 88Q (1189.687572 sec): 3 clusters Score: Raw -851039.066149 + Penalty 3067.205577 = -847971.860572 nChanged 27 SP:Iteration 89Q (1189.716584 sec): 3 clusters Score: Raw -851051.729961 + Penalty 3067.205577 = -847984.524384 nChanged 28 SP:Iteration 90Q (1189.745677 sec): 3 clusters Score: Raw -851061.778577 + Penalty 3067.205577 = -847994.573000 nChanged 27 SP:Iteration 91Q (1189.774861 sec): 3 clusters Score: Raw -851068.398904 + Penalty 3067.205577 = -848001.193326 nChanged 24 SP:Iteration 92Q (1189.803740 sec): 3 clusters Score: Raw -851074.903638 + Penalty 3067.205577 = -848007.698061 nChanged 17 SP:Iteration 93Q (1189.832756 sec): 3 clusters Score: Raw -851081.288801 + Penalty 3067.205577 = -848014.083223 nChanged 19 SP:Iteration 94Q (1189.861677 sec): 3 clusters Score: Raw -851089.156184 + Penalty 3067.205577 = -848021.950606 nChanged 22 SP:Iteration 95Q (1189.890760 sec): 3 clusters Score: Raw -851097.136713 + Penalty 3067.205577 = -848029.931135 nChanged 19 SP:Iteration 96Q (1189.928128 sec): 3 clusters Score: Raw -851103.229627 + Penalty 3067.205577 = -848036.024050 nChanged 20 SP:Iteration 97Q (1189.956835 sec): 3 clusters Score: Raw -851109.010249 + Penalty 3067.205577 = -848041.804672 nChanged 14 SP:Iteration 98Q (1189.985882 sec): 3 clusters Score: Raw -851111.944750 + Penalty 3067.205577 = -848044.739173 nChanged 10 SP:Iteration 99Q (1190.051845 sec): 3 clusters Score: Raw -851115.389290 + Penalty 3067.205577 = -848048.183712 nChanged 10 SP:Iteration 100F (1190.084620 sec): 3 clusters Score: Raw -851118.080513 + Penalty 3067.205577 = -848050.874935 nChanged 7 SP:Iteration 101Q (1190.113591 sec): 3 clusters Score: Raw -851120.361439 + Penalty 3067.205577 = -848053.155861 nChanged 5 SP:Iteration 102Q (1190.143742 sec): 3 clusters Score: Raw -851122.529360 + Penalty 3067.205577 = -848055.323783 nChanged 4 SP:Iteration 103Q (1190.172624 sec): 3 clusters Score: Raw -851123.683393 + Penalty 3067.205577 = -848056.477815 nChanged 5 SP:Iteration 104Q (1190.201848 sec): 3 clusters Score: Raw -851125.101099 + Penalty 3067.205577 = -848057.895522 nChanged 5 SP:Iteration 105Q (1190.230969 sec): 3 clusters Score: Raw -851126.738650 + Penalty 3067.205577 = -848059.533072 nChanged 7 SP:Iteration 106Q (1190.259935 sec): 3 clusters Score: Raw -851129.208880 + Penalty 3067.205577 = -848062.003303 nChanged 5 SP:Iteration 107Q (1190.288915 sec): 3 clusters Score: Raw -851130.115166 + Penalty 3067.205577 = -848062.909589 nChanged 2 SP:Iteration 108Q (1190.317847 sec): 3 clusters Score: Raw -851130.799121 + Penalty 3067.205577 = -848063.593544 nChanged 4 SP:Iteration 109Q (1190.346992 sec): 3 clusters Score: Raw -851131.347182 + Penalty 3067.205577 = -848064.141604 nChanged 2 SP:Iteration 110Q (1190.375867 sec): 3 clusters Score: Raw -851131.635889 + Penalty 3067.205577 = -848064.430312 nChanged 0 SP:Iteration 111F (1190.408604 sec): 3 clusters Score: Raw -851131.635889 + Penalty 3067.205577 = -848064.430312 nChanged 0 Trying to split cluster 32 (5507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1190.427107 sec): 2 clusters Score: Raw -379761.796071 + Penalty 1399.738485 = -378362.057586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1190.448915 sec): 3 clusters Score: Raw -376875.596792 + Penalty 2799.476969 = -374076.119823 nChanged 2283 SP:Iteration 1F (1190.469953 sec): 3 clusters Score: Raw -378088.865225 + Penalty 2799.476969 = -375289.388256 nChanged 381 SP:Iteration 2F (1190.491244 sec): 3 clusters Score: Raw -378281.043551 + Penalty 2799.476969 = -375481.566582 nChanged 283 SP:Iteration 3F (1190.512530 sec): 3 clusters Score: Raw -378405.627222 + Penalty 2799.476969 = -375606.150253 nChanged 204 SP:Iteration 4Q (1190.533925 sec): 3 clusters Score: Raw -378482.326064 + Penalty 2799.476969 = -375682.849095 nChanged 157 SP:Iteration 5Q (1190.555442 sec): 3 clusters Score: Raw -378544.854970 + Penalty 2799.476969 = -375745.378001 nChanged 169 SP:Iteration 6Q (1190.576836 sec): 3 clusters Score: Raw -378625.827398 + Penalty 2799.476969 = -375826.350428 nChanged 183 SP:Iteration 7Q (1190.598312 sec): 3 clusters Score: Raw -378698.719576 + Penalty 2799.476969 = -375899.242607 nChanged 142 SP:Iteration 8Q (1190.619726 sec): 3 clusters Score: Raw -378763.759466 + Penalty 2799.476969 = -375964.282497 nChanged 157 SP:Iteration 9Q (1190.644182 sec): 3 clusters Score: Raw -378847.834455 + Penalty 2799.476969 = -376048.357486 nChanged 160 SP:Iteration 10Q (1190.665738 sec): 3 clusters Score: Raw -378935.607916 + Penalty 2799.476969 = -376136.130947 nChanged 156 SP:Iteration 11Q (1190.687245 sec): 3 clusters Score: Raw -379025.194444 + Penalty 2799.476969 = -376225.717475 nChanged 147 SP:Iteration 12Q (1190.708566 sec): 3 clusters Score: Raw -379106.943025 + Penalty 2799.476969 = -376307.466056 nChanged 144 SP:Iteration 13Q (1190.729970 sec): 3 clusters Score: Raw -379185.919021 + Penalty 2799.476969 = -376386.442052 nChanged 133 SP:Iteration 14Q (1190.755369 sec): 3 clusters Score: Raw -379269.432055 + Penalty 2799.476969 = -376469.955086 nChanged 124 SP:Iteration 15Q (1190.776760 sec): 3 clusters Score: Raw -379355.342720 + Penalty 2799.476969 = -376555.865751 nChanged 136 SP:Iteration 16Q (1190.797799 sec): 3 clusters Score: Raw -379455.931035 + Penalty 2799.476969 = -376656.454066 nChanged 147 SP:Iteration 17Q (1190.818771 sec): 3 clusters Score: Raw -379567.585444 + Penalty 2799.476969 = -376768.108475 nChanged 118 SP:Iteration 18Q (1190.839746 sec): 3 clusters Score: Raw -379654.619326 + Penalty 2799.476969 = -376855.142357 nChanged 102 SP:Iteration 19Q (1190.860524 sec): 3 clusters Score: Raw -379727.583508 + Penalty 2799.476969 = -376928.106539 nChanged 80 SP:Iteration 20F (1190.881711 sec): 3 clusters Score: Raw -379795.554499 + Penalty 2799.476969 = -376996.077530 nChanged 86 SP:Iteration 21Q (1190.902156 sec): 3 clusters Score: Raw -379851.973100 + Penalty 2799.476969 = -377052.496131 nChanged 64 SP:Iteration 22Q (1190.922714 sec): 3 clusters Score: Raw -379900.624259 + Penalty 2799.476969 = -377101.147290 nChanged 64 SP:Iteration 23Q (1190.943044 sec): 3 clusters Score: Raw -379943.885441 + Penalty 2799.476969 = -377144.408472 nChanged 69 SP:Iteration 24Q (1190.963369 sec): 3 clusters Score: Raw -379985.631347 + Penalty 2799.476969 = -377186.154378 nChanged 62 SP:Iteration 25Q (1190.983790 sec): 3 clusters Score: Raw -380022.610380 + Penalty 2799.476969 = -377223.133411 nChanged 43 SP:Iteration 26Q (1191.004239 sec): 3 clusters Score: Raw -380043.325825 + Penalty 2799.476969 = -377243.848856 nChanged 35 SP:Iteration 27Q (1191.024395 sec): 3 clusters Score: Raw -380063.448055 + Penalty 2799.476969 = -377263.971086 nChanged 37 SP:Iteration 28Q (1191.044545 sec): 3 clusters Score: Raw -380083.602040 + Penalty 2799.476969 = -377284.125071 nChanged 34 SP:Iteration 29Q (1191.064634 sec): 3 clusters Score: Raw -380103.269385 + Penalty 2799.476969 = -377303.792416 nChanged 35 SP:Iteration 30Q (1191.084840 sec): 3 clusters Score: Raw -380119.533567 + Penalty 2799.476969 = -377320.056598 nChanged 26 SP:Iteration 31Q (1191.105166 sec): 3 clusters Score: Raw -380128.548542 + Penalty 2799.476969 = -377329.071573 nChanged 13 SP:Iteration 32Q (1191.125252 sec): 3 clusters Score: Raw -380136.794943 + Penalty 2799.476969 = -377337.317974 nChanged 20 SP:Iteration 33Q (1191.145393 sec): 3 clusters Score: Raw -380145.363604 + Penalty 2799.476969 = -377345.886635 nChanged 12 SP:Iteration 34Q (1191.165605 sec): 3 clusters Score: Raw -380149.699565 + Penalty 2799.476969 = -377350.222596 nChanged 7 SP:Iteration 35Q (1191.185431 sec): 3 clusters Score: Raw -380153.251394 + Penalty 2799.476969 = -377353.774425 nChanged 9 SP:Iteration 36Q (1191.205645 sec): 3 clusters Score: Raw -380159.190139 + Penalty 2799.476969 = -377359.713170 nChanged 12 SP:Iteration 37Q (1191.225880 sec): 3 clusters Score: Raw -380164.504812 + Penalty 2799.476969 = -377365.027843 nChanged 11 SP:Iteration 38Q (1191.246007 sec): 3 clusters Score: Raw -380168.870653 + Penalty 2799.476969 = -377369.393684 nChanged 14 SP:Iteration 39Q (1191.266036 sec): 3 clusters Score: Raw -380175.451269 + Penalty 2799.476969 = -377375.974300 nChanged 13 SP:Iteration 40F (1191.287404 sec): 3 clusters Score: Raw -380181.618023 + Penalty 2799.476969 = -377382.141054 nChanged 8 SP:Iteration 41Q (1191.307225 sec): 3 clusters Score: Raw -380185.219233 + Penalty 2799.476969 = -377385.742264 nChanged 6 SP:Iteration 42Q (1191.327438 sec): 3 clusters Score: Raw -380187.877351 + Penalty 2799.476969 = -377388.400382 nChanged 5 SP:Iteration 43Q (1191.347297 sec): 3 clusters Score: Raw -380191.064235 + Penalty 2799.476969 = -377391.587266 nChanged 3 SP:Iteration 44Q (1191.367490 sec): 3 clusters Score: Raw -380192.217131 + Penalty 2799.476969 = -377392.740162 nChanged 2 SP:Iteration 45Q (1191.387644 sec): 3 clusters Score: Raw -380192.873912 + Penalty 2799.476969 = -377393.396943 nChanged 2 SP:Iteration 46Q (1191.407619 sec): 3 clusters Score: Raw -380193.714033 + Penalty 2799.476969 = -377394.237064 nChanged 5 SP:Iteration 47Q (1191.446285 sec): 3 clusters Score: Raw -380195.279729 + Penalty 2799.476969 = -377395.802760 nChanged 5 SP:Iteration 48Q (1191.465944 sec): 3 clusters Score: Raw -380197.437076 + Penalty 2799.476969 = -377397.960107 nChanged 5 SP:Iteration 49Q (1191.485929 sec): 3 clusters Score: Raw -380198.997612 + Penalty 2799.476969 = -377399.520643 nChanged 4 SP:Iteration 50Q (1191.513835 sec): 3 clusters Score: Raw -380200.456839 + Penalty 2799.476969 = -377400.979870 nChanged 2 SP:Iteration 51Q (1191.533523 sec): 3 clusters Score: Raw -380201.292256 + Penalty 2799.476969 = -377401.815287 nChanged 3 SP:Iteration 52Q (1191.553353 sec): 3 clusters Score: Raw -380202.800538 + Penalty 2799.476969 = -377403.323569 nChanged 4 SP:Iteration 53Q (1191.573462 sec): 3 clusters Score: Raw -380203.806814 + Penalty 2799.476969 = -377404.329845 nChanged 0 SP:Iteration 54F (1191.594838 sec): 3 clusters Score: Raw -380203.806814 + Penalty 2799.476969 = -377404.329845 nChanged 0 Trying to split cluster 34 (2030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1191.610096 sec): 2 clusters Score: Raw -101739.348312 + Penalty 1237.566049 = -100501.782263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1191.620694 sec): 3 clusters Score: Raw -100937.044893 + Penalty 2475.132098 = -98461.912795 nChanged 759 SP:Iteration 1F (1191.630800 sec): 3 clusters Score: Raw -101683.962262 + Penalty 2475.132098 = -99208.830164 nChanged 220 SP:Iteration 2F (1191.640821 sec): 3 clusters Score: Raw -102058.656560 + Penalty 2475.132098 = -99583.524461 nChanged 176 SP:Iteration 3F (1191.650817 sec): 3 clusters Score: Raw -102321.725840 + Penalty 2475.132098 = -99846.593741 nChanged 129 SP:Iteration 4F (1191.660883 sec): 3 clusters Score: Raw -102511.114667 + Penalty 2475.132098 = -100035.982569 nChanged 98 SP:Iteration 5Q (1191.670767 sec): 3 clusters Score: Raw -102642.639824 + Penalty 2475.132098 = -100167.507726 nChanged 84 SP:Iteration 6Q (1191.680574 sec): 3 clusters Score: Raw -102726.267033 + Penalty 2475.132098 = -100251.134935 nChanged 57 SP:Iteration 7Q (1191.690383 sec): 3 clusters Score: Raw -102780.472565 + Penalty 2475.132098 = -100305.340466 nChanged 35 SP:Iteration 8Q (1191.700055 sec): 3 clusters Score: Raw -102807.040280 + Penalty 2475.132098 = -100331.908181 nChanged 26 SP:Iteration 9Q (1191.709772 sec): 3 clusters Score: Raw -102820.343659 + Penalty 2475.132098 = -100345.211560 nChanged 13 SP:Iteration 10Q (1191.719538 sec): 3 clusters Score: Raw -102826.051695 + Penalty 2475.132098 = -100350.919597 nChanged 5 SP:Iteration 11Q (1191.729270 sec): 3 clusters Score: Raw -102828.419305 + Penalty 2475.132098 = -100353.287206 nChanged 3 SP:Iteration 12Q (1191.739041 sec): 3 clusters Score: Raw -102829.345702 + Penalty 2475.132098 = -100354.213604 nChanged 3 SP:Iteration 13Q (1191.748678 sec): 3 clusters Score: Raw -102830.839788 + Penalty 2475.132098 = -100355.707689 nChanged 3 SP:Iteration 14Q (1191.758418 sec): 3 clusters Score: Raw -102831.965951 + Penalty 2475.132098 = -100356.833852 nChanged 0 SP:Iteration 15F (1191.768473 sec): 3 clusters Score: Raw -102831.965951 + Penalty 2475.132098 = -100356.833852 nChanged 0 Iteration 179Q (1195.552137 sec): 34 clusters Score: Raw -27538352.430151 + Penalty 69642.379305 = -27468710.050846 nChanged 37 Iteration 180F (1204.167594 sec): 34 clusters Score: Raw -27538354.519754 + Penalty 69642.379305 = -27468712.140449 nChanged 30 Iteration 181Q (1208.187375 sec): 34 clusters Score: Raw -27538356.218313 + Penalty 69642.379305 = -27468713.839007 nChanged 34 Iteration 182Q (1211.847438 sec): 34 clusters Score: Raw -27538358.364673 + Penalty 69642.379305 = -27468715.985367 nChanged 29 Iteration 183Q (1215.598794 sec): 34 clusters Score: Raw -27538360.235654 + Penalty 69642.379305 = -27468717.856348 nChanged 38 Iteration 184Q (1219.354305 sec): 34 clusters Score: Raw -27538362.848260 + Penalty 69642.379305 = -27468720.468955 nChanged 38 Iteration 185Q (1223.362484 sec): 34 clusters Score: Raw -27538365.417726 + Penalty 69642.379305 = -27468723.038421 nChanged 37 Iteration 186Q (1227.070996 sec): 34 clusters Score: Raw -27538367.876501 + Penalty 69642.379305 = -27468725.497196 nChanged 38 Iteration 187Q (1230.946874 sec): 34 clusters Score: Raw -27538370.454729 + Penalty 69642.379305 = -27468728.075423 nChanged 45 Iteration 188Q (1234.957243 sec): 34 clusters Score: Raw -27538373.818639 + Penalty 69642.379305 = -27468731.439334 nChanged 48 Iteration 189Q (1239.167424 sec): 34 clusters Score: Raw -27538377.312150 + Penalty 69642.379305 = -27468734.932845 nChanged 47 Iteration 190Q (1243.049299 sec): 34 clusters Score: Raw -27538380.689347 + Penalty 69642.379305 = -27468738.310041 nChanged 56 Iteration 191Q (1246.945733 sec): 34 clusters Score: Raw -27538385.066293 + Penalty 69642.379305 = -27468742.686987 nChanged 49 Iteration 192Q (1250.907946 sec): 34 clusters Score: Raw -27538388.726062 + Penalty 69642.379305 = -27468746.346756 nChanged 41 Iteration 193Q (1254.773762 sec): 34 clusters Score: Raw -27538391.589332 + Penalty 69642.379305 = -27468749.210027 nChanged 42 Iteration 194Q (1258.783435 sec): 34 clusters Score: Raw -27538394.878525 + Penalty 69642.379305 = -27468752.499219 nChanged 54 Iteration 195Q (1262.676952 sec): 34 clusters Score: Raw -27538398.763466 + Penalty 69642.379305 = -27468756.384161 nChanged 53 Iteration 196Q (1266.623891 sec): 34 clusters Score: Raw -27538402.269943 + Penalty 69642.379305 = -27468759.890638 nChanged 46 Iteration 197Q (1270.535564 sec): 34 clusters Score: Raw -27538405.647616 + Penalty 69642.379305 = -27468763.268311 nChanged 58 Iteration 198Q (1274.476046 sec): 34 clusters Score: Raw -27538409.290797 + Penalty 69642.379305 = -27468766.911492 nChanged 43 Iteration 199Q (1278.355800 sec): 34 clusters Score: Raw -27538412.173714 + Penalty 69642.379305 = -27468769.794408 nChanged 36 Iteration 200F (1286.802071 sec): 34 clusters Score: Raw -27538414.792664 + Penalty 69642.379305 = -27468772.413359 nChanged 35 Iteration 201Q (1290.702731 sec): 34 clusters Score: Raw -27538417.516228 + Penalty 69642.379305 = -27468775.136922 nChanged 40 Iteration 202Q (1294.661649 sec): 34 clusters Score: Raw -27538420.306259 + Penalty 69642.379305 = -27468777.926954 nChanged 46 Iteration 203Q (1298.541112 sec): 34 clusters Score: Raw -27538423.159642 + Penalty 69642.379305 = -27468780.780337 nChanged 51 Iteration 204Q (1302.411719 sec): 34 clusters Score: Raw -27538427.443369 + Penalty 69642.379305 = -27468785.064063 nChanged 45 Iteration 205Q (1306.341860 sec): 34 clusters Score: Raw -27538431.346361 + Penalty 69642.379305 = -27468788.967056 nChanged 60 Iteration 206Q (1310.306860 sec): 34 clusters Score: Raw -27538436.105586 + Penalty 69642.379305 = -27468793.726281 nChanged 49 Iteration 207Q (1314.188086 sec): 34 clusters Score: Raw -27538440.194817 + Penalty 69642.379305 = -27468797.815511 nChanged 39 Iteration 208Q (1318.049704 sec): 34 clusters Score: Raw -27538443.893072 + Penalty 69642.379305 = -27468801.513767 nChanged 36 Iteration 209Q (1321.978867 sec): 34 clusters Score: Raw -27538445.945090 + Penalty 69642.379305 = -27468803.565784 nChanged 27 Iteration 210Q (1325.871019 sec): 34 clusters Score: Raw -27538447.720472 + Penalty 69642.379305 = -27468805.341166 nChanged 33 Iteration 211Q (1329.731682 sec): 34 clusters Score: Raw -27538450.106717 + Penalty 69642.379305 = -27468807.727411 nChanged 31 Iteration 212Q (1333.646644 sec): 34 clusters Score: Raw -27538452.582625 + Penalty 69642.379305 = -27468810.203320 nChanged 34 Iteration 213Q (1337.543864 sec): 34 clusters Score: Raw -27538454.810015 + Penalty 69642.379305 = -27468812.430710 nChanged 27 Iteration 214Q (1341.408122 sec): 34 clusters Score: Raw -27538456.786619 + Penalty 69642.379305 = -27468814.407314 nChanged 37 Iteration 215Q (1345.270881 sec): 34 clusters Score: Raw -27538459.636033 + Penalty 69642.379305 = -27468817.256728 nChanged 44 Iteration 216Q (1349.141583 sec): 34 clusters Score: Raw -27538463.318034 + Penalty 69642.379305 = -27468820.938729 nChanged 31 Iteration 217Q (1353.010855 sec): 34 clusters Score: Raw -27538465.427232 + Penalty 69642.379305 = -27468823.047926 nChanged 28 Iteration 218Q (1356.896011 sec): 34 clusters Score: Raw -27538467.569088 + Penalty 69642.379305 = -27468825.189783 nChanged 40 Writing temp clu file Because OldScore, -27468823.047926, is greater than current (better) Score,-27468825.189783 Compute initial score before splitting: Score: Raw -27538467.569088 + Penalty 69642.379305 = -27468825.189783 Trying to split cluster 1 (3678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1356.984038 sec): 2 clusters Score: Raw -219658.014261 + Penalty 1334.145216 = -218323.869045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1357.003072 sec): 3 clusters Score: Raw -217885.524071 + Penalty 2668.290432 = -215217.233639 nChanged 1452 SP:Iteration 1F (1357.020580 sec): 3 clusters Score: Raw -218811.024721 + Penalty 2668.290432 = -216142.734290 nChanged 335 SP:Iteration 2F (1357.038286 sec): 3 clusters Score: Raw -219058.220445 + Penalty 2668.290432 = -216389.930013 nChanged 226 SP:Iteration 3F (1357.055643 sec): 3 clusters Score: Raw -219209.892602 + Penalty 2668.290432 = -216541.602170 nChanged 172 SP:Iteration 4Q (1357.073290 sec): 3 clusters Score: Raw -219318.995038 + Penalty 2668.290432 = -216650.704606 nChanged 125 SP:Iteration 5Q (1357.090719 sec): 3 clusters Score: Raw -219394.092577 + Penalty 2668.290432 = -216725.802146 nChanged 113 SP:Iteration 6Q (1357.108005 sec): 3 clusters Score: Raw -219459.393260 + Penalty 2668.290432 = -216791.102829 nChanged 94 SP:Iteration 7Q (1357.125350 sec): 3 clusters Score: Raw -219512.143047 + Penalty 2668.290432 = -216843.852615 nChanged 86 SP:Iteration 8Q (1357.142644 sec): 3 clusters Score: Raw -219563.833262 + Penalty 2668.290432 = -216895.542830 nChanged 88 SP:Iteration 9Q (1357.160000 sec): 3 clusters Score: Raw -219615.124743 + Penalty 2668.290432 = -216946.834311 nChanged 73 SP:Iteration 10Q (1357.177449 sec): 3 clusters Score: Raw -219655.296461 + Penalty 2668.290432 = -216987.006030 nChanged 74 SP:Iteration 11Q (1357.194548 sec): 3 clusters Score: Raw -219702.713734 + Penalty 2668.290432 = -217034.423302 nChanged 74 SP:Iteration 12Q (1357.211970 sec): 3 clusters Score: Raw -219761.932188 + Penalty 2668.290432 = -217093.641756 nChanged 66 SP:Iteration 13Q (1357.229304 sec): 3 clusters Score: Raw -219811.389922 + Penalty 2668.290432 = -217143.099490 nChanged 64 SP:Iteration 14Q (1357.246604 sec): 3 clusters Score: Raw -219853.656166 + Penalty 2668.290432 = -217185.365734 nChanged 72 SP:Iteration 15Q (1357.263689 sec): 3 clusters Score: Raw -219896.623441 + Penalty 2668.290432 = -217228.333009 nChanged 54 SP:Iteration 16Q (1357.280844 sec): 3 clusters Score: Raw -219933.256701 + Penalty 2668.290432 = -217264.966270 nChanged 48 SP:Iteration 17Q (1357.297809 sec): 3 clusters Score: Raw -219961.702623 + Penalty 2668.290432 = -217293.412191 nChanged 45 SP:Iteration 18Q (1357.314866 sec): 3 clusters Score: Raw -219991.614820 + Penalty 2668.290432 = -217323.324388 nChanged 48 SP:Iteration 19Q (1357.331977 sec): 3 clusters Score: Raw -220024.187301 + Penalty 2668.290432 = -217355.896869 nChanged 36 SP:Iteration 20F (1357.349506 sec): 3 clusters Score: Raw -220050.614055 + Penalty 2668.290432 = -217382.323624 nChanged 33 SP:Iteration 21Q (1357.366357 sec): 3 clusters Score: Raw -220078.199642 + Penalty 2668.290432 = -217409.909210 nChanged 36 SP:Iteration 22Q (1357.383159 sec): 3 clusters Score: Raw -220110.176628 + Penalty 2668.290432 = -217441.886196 nChanged 32 SP:Iteration 23Q (1357.399873 sec): 3 clusters Score: Raw -220134.042881 + Penalty 2668.290432 = -217465.752450 nChanged 24 SP:Iteration 24Q (1357.416515 sec): 3 clusters Score: Raw -220150.115581 + Penalty 2668.290432 = -217481.825149 nChanged 15 SP:Iteration 25Q (1357.433308 sec): 3 clusters Score: Raw -220161.241789 + Penalty 2668.290432 = -217492.951358 nChanged 20 SP:Iteration 26Q (1357.449937 sec): 3 clusters Score: Raw -220170.366733 + Penalty 2668.290432 = -217502.076301 nChanged 15 SP:Iteration 27Q (1357.466550 sec): 3 clusters Score: Raw -220180.157522 + Penalty 2668.290432 = -217511.867091 nChanged 8 SP:Iteration 28Q (1357.483058 sec): 3 clusters Score: Raw -220185.273098 + Penalty 2668.290432 = -217516.982667 nChanged 7 SP:Iteration 29Q (1357.499603 sec): 3 clusters Score: Raw -220189.137693 + Penalty 2668.290432 = -217520.847261 nChanged 10 SP:Iteration 30Q (1357.516243 sec): 3 clusters Score: Raw -220195.079217 + Penalty 2668.290432 = -217526.788785 nChanged 9 SP:Iteration 31Q (1357.532959 sec): 3 clusters Score: Raw -220199.083693 + Penalty 2668.290432 = -217530.793261 nChanged 8 SP:Iteration 32Q (1357.549623 sec): 3 clusters Score: Raw -220204.777708 + Penalty 2668.290432 = -217536.487277 nChanged 5 SP:Iteration 33Q (1357.566303 sec): 3 clusters Score: Raw -220207.893588 + Penalty 2668.290432 = -217539.603157 nChanged 4 SP:Iteration 34Q (1357.582752 sec): 3 clusters Score: Raw -220209.470729 + Penalty 2668.290432 = -217541.180297 nChanged 5 SP:Iteration 35Q (1357.599451 sec): 3 clusters Score: Raw -220211.014645 + Penalty 2668.290432 = -217542.724214 nChanged 2 SP:Iteration 36Q (1357.615979 sec): 3 clusters Score: Raw -220212.952259 + Penalty 2668.290432 = -217544.661827 nChanged 5 SP:Iteration 37Q (1357.632692 sec): 3 clusters Score: Raw -220214.602332 + Penalty 2668.290432 = -217546.311901 nChanged 4 SP:Iteration 38Q (1357.649073 sec): 3 clusters Score: Raw -220218.153483 + Penalty 2668.290432 = -217549.863051 nChanged 4 SP:Iteration 39Q (1357.665693 sec): 3 clusters Score: Raw -220219.378395 + Penalty 2668.290432 = -217551.087963 nChanged 1 SP:Iteration 40F (1357.683096 sec): 3 clusters Score: Raw -220219.954971 + Penalty 2668.290432 = -217551.664539 nChanged 3 SP:Iteration 41Q (1357.699531 sec): 3 clusters Score: Raw -220221.280412 + Penalty 2668.290432 = -217552.989980 nChanged 5 SP:Iteration 42Q (1357.716254 sec): 3 clusters Score: Raw -220223.806854 + Penalty 2668.290432 = -217555.516422 nChanged 4 SP:Iteration 43Q (1357.732914 sec): 3 clusters Score: Raw -220225.298783 + Penalty 2668.290432 = -217557.008351 nChanged 1 SP:Iteration 44Q (1357.749617 sec): 3 clusters Score: Raw -220225.957039 + Penalty 2668.290432 = -217557.666608 nChanged 0 SP:Iteration 45F (1357.766903 sec): 3 clusters Score: Raw -220225.957039 + Penalty 2668.290432 = -217557.666608 nChanged 0 Trying to split cluster 2 (74628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1357.878041 sec): 2 clusters Score: Raw -4977212.701821 + Penalty 1823.294046 = -4975389.407775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1358.008523 sec): 3 clusters Score: Raw -4929155.714591 + Penalty 3646.588092 = -4925509.126499 nChanged 35293 SP:Iteration 1F (1358.137632 sec): 3 clusters Score: Raw -4950280.579848 + Penalty 3646.588092 = -4946633.991756 nChanged 3589 SP:Iteration 2Q (1358.274554 sec): 3 clusters Score: Raw -4951822.786720 + Penalty 3646.588092 = -4948176.198628 nChanged 3921 SP:Iteration 3F (1358.403550 sec): 3 clusters Score: Raw -4953811.887023 + Penalty 3646.588092 = -4950165.298931 nChanged 4329 SP:Iteration 4F (1358.532404 sec): 3 clusters Score: Raw -4956270.378725 + Penalty 3646.588092 = -4952623.790633 nChanged 4538 SP:Iteration 5F (1358.661442 sec): 3 clusters Score: Raw -4959014.600519 + Penalty 3646.588092 = -4955368.012427 nChanged 4455 SP:Iteration 6F (1358.790571 sec): 3 clusters Score: Raw -4961640.621577 + Penalty 3646.588092 = -4957994.033486 nChanged 4051 SP:Iteration 7F (1358.919547 sec): 3 clusters Score: Raw -4963857.305076 + Penalty 3646.588092 = -4960210.716985 nChanged 3403 SP:Iteration 8Q (1359.053928 sec): 3 clusters Score: Raw -4965427.034395 + Penalty 3646.588092 = -4961780.446303 nChanged 2784 SP:Iteration 9Q (1359.187259 sec): 3 clusters Score: Raw -4966537.769022 + Penalty 3646.588092 = -4962891.180930 nChanged 2115 SP:Iteration 10Q (1359.319218 sec): 3 clusters Score: Raw -4967243.886688 + Penalty 3646.588092 = -4963597.298596 nChanged 1607 SP:Iteration 11Q (1359.450391 sec): 3 clusters Score: Raw -4967689.577806 + Penalty 3646.588092 = -4964042.989714 nChanged 1186 SP:Iteration 12Q (1359.580872 sec): 3 clusters Score: Raw -4967994.143212 + Penalty 3646.588092 = -4964347.555120 nChanged 1039 SP:Iteration 13Q (1359.709411 sec): 3 clusters Score: Raw -4968288.303144 + Penalty 3646.588092 = -4964641.715052 nChanged 973 SP:Iteration 14Q (1359.840046 sec): 3 clusters Score: Raw -4968577.417238 + Penalty 3646.588092 = -4964930.829147 nChanged 1000 SP:Iteration 15Q (1359.968090 sec): 3 clusters Score: Raw -4968878.874548 + Penalty 3646.588092 = -4965232.286457 nChanged 988 SP:Iteration 16Q (1360.095724 sec): 3 clusters Score: Raw -4969183.744148 + Penalty 3646.588092 = -4965537.156056 nChanged 1018 SP:Iteration 17Q (1360.222685 sec): 3 clusters Score: Raw -4969524.528571 + Penalty 3646.588092 = -4965877.940479 nChanged 1111 SP:Iteration 18Q (1360.349155 sec): 3 clusters Score: Raw -4969928.441503 + Penalty 3646.588092 = -4966281.853412 nChanged 1182 SP:Iteration 19Q (1360.475116 sec): 3 clusters Score: Raw -4970360.471805 + Penalty 3646.588092 = -4966713.883714 nChanged 1182 SP:Iteration 20F (1360.603932 sec): 3 clusters Score: Raw -4970810.513208 + Penalty 3646.588092 = -4967163.925117 nChanged 1223 SP:Iteration 21Q (1360.728645 sec): 3 clusters Score: Raw -4971296.807673 + Penalty 3646.588092 = -4967650.219581 nChanged 1204 SP:Iteration 22Q (1360.852499 sec): 3 clusters Score: Raw -4971806.597661 + Penalty 3646.588092 = -4968160.009569 nChanged 1233 SP:Iteration 23Q (1360.975330 sec): 3 clusters Score: Raw -4972325.338915 + Penalty 3646.588092 = -4968678.750824 nChanged 1180 SP:Iteration 24Q (1361.097231 sec): 3 clusters Score: Raw -4972807.305102 + Penalty 3646.588092 = -4969160.717011 nChanged 1095 SP:Iteration 25Q (1361.218339 sec): 3 clusters Score: Raw -4973273.398934 + Penalty 3646.588092 = -4969626.810843 nChanged 1086 SP:Iteration 26Q (1361.338275 sec): 3 clusters Score: Raw -4973705.694996 + Penalty 3646.588092 = -4970059.106904 nChanged 957 SP:Iteration 27Q (1361.457106 sec): 3 clusters Score: Raw -4974086.797345 + Penalty 3646.588092 = -4970440.209253 nChanged 914 SP:Iteration 28Q (1361.574947 sec): 3 clusters Score: Raw -4974418.370153 + Penalty 3646.588092 = -4970771.782062 nChanged 805 SP:Iteration 29Q (1361.691909 sec): 3 clusters Score: Raw -4974692.883353 + Penalty 3646.588092 = -4971046.295262 nChanged 732 SP:Iteration 30Q (1361.807987 sec): 3 clusters Score: Raw -4974922.634782 + Penalty 3646.588092 = -4971276.046691 nChanged 670 SP:Iteration 31Q (1361.923680 sec): 3 clusters Score: Raw -4975112.741459 + Penalty 3646.588092 = -4971466.153367 nChanged 590 SP:Iteration 32Q (1362.038342 sec): 3 clusters Score: Raw -4975281.904494 + Penalty 3646.588092 = -4971635.316402 nChanged 590 SP:Iteration 33Q (1362.152207 sec): 3 clusters Score: Raw -4975435.002925 + Penalty 3646.588092 = -4971788.414833 nChanged 489 SP:Iteration 34Q (1362.265299 sec): 3 clusters Score: Raw -4975563.808241 + Penalty 3646.588092 = -4971917.220150 nChanged 470 SP:Iteration 35Q (1362.379124 sec): 3 clusters Score: Raw -4975675.135706 + Penalty 3646.588092 = -4972028.547614 nChanged 445 SP:Iteration 36Q (1362.491332 sec): 3 clusters Score: Raw -4975763.023406 + Penalty 3646.588092 = -4972116.435315 nChanged 379 SP:Iteration 37Q (1362.603067 sec): 3 clusters Score: Raw -4975828.780984 + Penalty 3646.588092 = -4972182.192892 nChanged 318 SP:Iteration 38Q (1362.714454 sec): 3 clusters Score: Raw -4975880.158844 + Penalty 3646.588092 = -4972233.570753 nChanged 293 SP:Iteration 39Q (1362.825199 sec): 3 clusters Score: Raw -4975927.908995 + Penalty 3646.588092 = -4972281.320904 nChanged 274 SP:Iteration 40F (1362.953716 sec): 3 clusters Score: Raw -4975973.980381 + Penalty 3646.588092 = -4972327.392290 nChanged 254 SP:Iteration 41Q (1363.064260 sec): 3 clusters Score: Raw -4976015.992219 + Penalty 3646.588092 = -4972369.404127 nChanged 240 SP:Iteration 42Q (1363.174584 sec): 3 clusters Score: Raw -4976052.538715 + Penalty 3646.588092 = -4972405.950623 nChanged 235 SP:Iteration 43Q (1363.307618 sec): 3 clusters Score: Raw -4976084.815015 + Penalty 3646.588092 = -4972438.226924 nChanged 223 SP:Iteration 44Q (1363.417476 sec): 3 clusters Score: Raw -4976118.673781 + Penalty 3646.588092 = -4972472.085690 nChanged 260 SP:Iteration 45Q (1363.526853 sec): 3 clusters Score: Raw -4976161.250089 + Penalty 3646.588092 = -4972514.661997 nChanged 235 SP:Iteration 46Q (1363.635839 sec): 3 clusters Score: Raw -4976197.914757 + Penalty 3646.588092 = -4972551.326665 nChanged 244 SP:Iteration 47Q (1363.744857 sec): 3 clusters Score: Raw -4976240.372435 + Penalty 3646.588092 = -4972593.784343 nChanged 283 SP:Iteration 48Q (1363.853198 sec): 3 clusters Score: Raw -4976294.723459 + Penalty 3646.588092 = -4972648.135368 nChanged 291 SP:Iteration 49Q (1363.961283 sec): 3 clusters Score: Raw -4976354.478906 + Penalty 3646.588092 = -4972707.890815 nChanged 296 SP:Iteration 50Q (1364.068802 sec): 3 clusters Score: Raw -4976419.750760 + Penalty 3646.588092 = -4972773.162668 nChanged 315 SP:Iteration 51Q (1364.176149 sec): 3 clusters Score: Raw -4976488.139457 + Penalty 3646.588092 = -4972841.551365 nChanged 298 SP:Iteration 52Q (1364.282809 sec): 3 clusters Score: Raw -4976552.702279 + Penalty 3646.588092 = -4972906.114187 nChanged 312 SP:Iteration 53Q (1364.389122 sec): 3 clusters Score: Raw -4976622.839405 + Penalty 3646.588092 = -4972976.251314 nChanged 277 SP:Iteration 54Q (1364.495102 sec): 3 clusters Score: Raw -4976687.155750 + Penalty 3646.588092 = -4973040.567659 nChanged 277 SP:Iteration 55Q (1364.600486 sec): 3 clusters Score: Raw -4976748.656120 + Penalty 3646.588092 = -4973102.068029 nChanged 252 SP:Iteration 56Q (1364.705558 sec): 3 clusters Score: Raw -4976801.312005 + Penalty 3646.588092 = -4973154.723913 nChanged 250 SP:Iteration 57Q (1364.810158 sec): 3 clusters Score: Raw -4976854.641910 + Penalty 3646.588092 = -4973208.053818 nChanged 250 SP:Iteration 58Q (1364.914350 sec): 3 clusters Score: Raw -4976912.013432 + Penalty 3646.588092 = -4973265.425340 nChanged 225 SP:Iteration 59Q (1365.018109 sec): 3 clusters Score: Raw -4976960.299736 + Penalty 3646.588092 = -4973313.711644 nChanged 217 SP:Iteration 60F (1365.146662 sec): 3 clusters Score: Raw -4977010.957741 + Penalty 3646.588092 = -4973364.369650 nChanged 213 SP:Iteration 61Q (1365.249863 sec): 3 clusters Score: Raw -4977057.219676 + Penalty 3646.588092 = -4973410.631584 nChanged 208 SP:Iteration 62Q (1365.352736 sec): 3 clusters Score: Raw -4977104.906048 + Penalty 3646.588092 = -4973458.317956 nChanged 208 SP:Iteration 63Q (1365.474935 sec): 3 clusters Score: Raw -4977148.612792 + Penalty 3646.588092 = -4973502.024701 nChanged 202 SP:Iteration 64Q (1365.577210 sec): 3 clusters Score: Raw -4977189.499003 + Penalty 3646.588092 = -4973542.910911 nChanged 193 SP:Iteration 65Q (1365.679323 sec): 3 clusters Score: Raw -4977232.160190 + Penalty 3646.588092 = -4973585.572098 nChanged 195 SP:Iteration 66Q (1365.781164 sec): 3 clusters Score: Raw -4977277.000992 + Penalty 3646.588092 = -4973630.412900 nChanged 195 SP:Iteration 67Q (1365.882611 sec): 3 clusters Score: Raw -4977320.737398 + Penalty 3646.588092 = -4973674.149307 nChanged 188 SP:Iteration 68Q (1365.983742 sec): 3 clusters Score: Raw -4977361.817418 + Penalty 3646.588092 = -4973715.229327 nChanged 165 SP:Iteration 69Q (1366.084763 sec): 3 clusters Score: Raw -4977398.156135 + Penalty 3646.588092 = -4973751.568043 nChanged 150 SP:Iteration 70Q (1366.185574 sec): 3 clusters Score: Raw -4977429.904666 + Penalty 3646.588092 = -4973783.316574 nChanged 139 SP:Iteration 71Q (1366.286035 sec): 3 clusters Score: Raw -4977459.224314 + Penalty 3646.588092 = -4973812.636223 nChanged 122 SP:Iteration 72Q (1366.386192 sec): 3 clusters Score: Raw -4977484.108166 + Penalty 3646.588092 = -4973837.520074 nChanged 110 SP:Iteration 73Q (1366.486212 sec): 3 clusters Score: Raw -4977506.967267 + Penalty 3646.588092 = -4973860.379175 nChanged 93 SP:Iteration 74Q (1366.586205 sec): 3 clusters Score: Raw -4977524.914681 + Penalty 3646.588092 = -4973878.326589 nChanged 88 SP:Iteration 75Q (1366.686792 sec): 3 clusters Score: Raw -4977541.940878 + Penalty 3646.588092 = -4973895.352786 nChanged 76 SP:Iteration 76Q (1366.786250 sec): 3 clusters Score: Raw -4977555.521821 + Penalty 3646.588092 = -4973908.933729 nChanged 75 SP:Iteration 77Q (1366.885673 sec): 3 clusters Score: Raw -4977567.464701 + Penalty 3646.588092 = -4973920.876609 nChanged 81 SP:Iteration 78Q (1366.985057 sec): 3 clusters Score: Raw -4977581.566516 + Penalty 3646.588092 = -4973934.978424 nChanged 72 SP:Iteration 79Q (1367.084649 sec): 3 clusters Score: Raw -4977596.445970 + Penalty 3646.588092 = -4973949.857878 nChanged 77 SP:Iteration 80F (1367.212986 sec): 3 clusters Score: Raw -4977612.357736 + Penalty 3646.588092 = -4973965.769645 nChanged 71 SP:Iteration 81Q (1367.312267 sec): 3 clusters Score: Raw -4977626.759816 + Penalty 3646.588092 = -4973980.171725 nChanged 70 SP:Iteration 82Q (1367.411097 sec): 3 clusters Score: Raw -4977639.504291 + Penalty 3646.588092 = -4973992.916200 nChanged 65 SP:Iteration 83Q (1367.509862 sec): 3 clusters Score: Raw -4977653.645979 + Penalty 3646.588092 = -4974007.057888 nChanged 74 SP:Iteration 84Q (1367.608671 sec): 3 clusters Score: Raw -4977667.821285 + Penalty 3646.588092 = -4974021.233193 nChanged 63 SP:Iteration 85Q (1367.707018 sec): 3 clusters Score: Raw -4977680.075298 + Penalty 3646.588092 = -4974033.487207 nChanged 52 SP:Iteration 86Q (1367.806570 sec): 3 clusters Score: Raw -4977693.013280 + Penalty 3646.588092 = -4974046.425188 nChanged 59 SP:Iteration 87Q (1367.905419 sec): 3 clusters Score: Raw -4977704.091660 + Penalty 3646.588092 = -4974057.503569 nChanged 43 SP:Iteration 88Q (1368.003723 sec): 3 clusters Score: Raw -4977712.159061 + Penalty 3646.588092 = -4974065.570970 nChanged 34 SP:Iteration 89Q (1368.101891 sec): 3 clusters Score: Raw -4977718.702510 + Penalty 3646.588092 = -4974072.114418 nChanged 30 SP:Iteration 90Q (1368.201226 sec): 3 clusters Score: Raw -4977723.859350 + Penalty 3646.588092 = -4974077.271258 nChanged 24 SP:Iteration 91Q (1368.299709 sec): 3 clusters Score: Raw -4977728.363364 + Penalty 3646.588092 = -4974081.775273 nChanged 23 SP:Iteration 92Q (1368.398968 sec): 3 clusters Score: Raw -4977732.104554 + Penalty 3646.588092 = -4974085.516462 nChanged 19 SP:Iteration 93Q (1368.508470 sec): 3 clusters Score: Raw -4977735.179121 + Penalty 3646.588092 = -4974088.591029 nChanged 19 SP:Iteration 94Q (1368.606258 sec): 3 clusters Score: Raw -4977738.036452 + Penalty 3646.588092 = -4974091.448361 nChanged 14 SP:Iteration 95Q (1368.714693 sec): 3 clusters Score: Raw -4977740.072987 + Penalty 3646.588092 = -4974093.484895 nChanged 12 SP:Iteration 96Q (1368.819489 sec): 3 clusters Score: Raw -4977741.518581 + Penalty 3646.588092 = -4974094.930490 nChanged 9 SP:Iteration 97Q (1368.927410 sec): 3 clusters Score: Raw -4977742.315409 + Penalty 3646.588092 = -4974095.727318 nChanged 5 SP:Iteration 98Q (1369.025258 sec): 3 clusters Score: Raw -4977742.708737 + Penalty 3646.588092 = -4974096.120645 nChanged 3 SP:Iteration 99Q (1369.122857 sec): 3 clusters Score: Raw -4977743.100306 + Penalty 3646.588092 = -4974096.512215 nChanged 9 SP:Iteration 100F (1369.250918 sec): 3 clusters Score: Raw -4977744.275539 + Penalty 3646.588092 = -4974097.687447 nChanged 10 SP:Iteration 101Q (1369.348372 sec): 3 clusters Score: Raw -4977745.729079 + Penalty 3646.588092 = -4974099.140987 nChanged 8 SP:Iteration 102Q (1369.445654 sec): 3 clusters Score: Raw -4977746.843529 + Penalty 3646.588092 = -4974100.255437 nChanged 6 SP:Iteration 103Q (1369.543255 sec): 3 clusters Score: Raw -4977747.473993 + Penalty 3646.588092 = -4974100.885901 nChanged 4 SP:Iteration 104Q (1369.640591 sec): 3 clusters Score: Raw -4977747.829792 + Penalty 3646.588092 = -4974101.241700 nChanged 3 SP:Iteration 105Q (1369.737677 sec): 3 clusters Score: Raw -4977748.120714 + Penalty 3646.588092 = -4974101.532623 nChanged 3 SP:Iteration 106Q (1369.834809 sec): 3 clusters Score: Raw -4977748.426622 + Penalty 3646.588092 = -4974101.838531 nChanged 1 SP:Iteration 107Q (1369.933151 sec): 3 clusters Score: Raw -4977748.551579 + Penalty 3646.588092 = -4974101.963487 nChanged 1 SP:Iteration 108Q (1370.030022 sec): 3 clusters Score: Raw -4977748.757593 + Penalty 3646.588092 = -4974102.169502 nChanged 2 SP:Iteration 109Q (1370.126954 sec): 3 clusters Score: Raw -4977749.013599 + Penalty 3646.588092 = -4974102.425507 nChanged 1 SP:Iteration 110Q (1370.224654 sec): 3 clusters Score: Raw -4977749.114698 + Penalty 3646.588092 = -4974102.526606 nChanged 3 SP:Iteration 111Q (1370.321668 sec): 3 clusters Score: Raw -4977749.595667 + Penalty 3646.588092 = -4974103.007576 nChanged 6 SP:Iteration 112Q (1370.418668 sec): 3 clusters Score: Raw -4977750.628158 + Penalty 3646.588092 = -4974104.040067 nChanged 6 SP:Iteration 113Q (1370.516420 sec): 3 clusters Score: Raw -4977751.835698 + Penalty 3646.588092 = -4974105.247607 nChanged 12 SP:Iteration 114Q (1370.613717 sec): 3 clusters Score: Raw -4977753.777617 + Penalty 3646.588092 = -4974107.189526 nChanged 13 SP:Iteration 115Q (1370.710545 sec): 3 clusters Score: Raw -4977755.551253 + Penalty 3646.588092 = -4974108.963161 nChanged 8 SP:Iteration 116Q (1370.809841 sec): 3 clusters Score: Raw -4977757.051139 + Penalty 3646.588092 = -4974110.463047 nChanged 15 SP:Iteration 117Q (1370.907188 sec): 3 clusters Score: Raw -4977759.448378 + Penalty 3646.588092 = -4974112.860286 nChanged 10 SP:Iteration 118Q (1371.004542 sec): 3 clusters Score: Raw -4977760.918866 + Penalty 3646.588092 = -4974114.330774 nChanged 11 SP:Iteration 119Q (1371.101403 sec): 3 clusters Score: Raw -4977762.610978 + Penalty 3646.588092 = -4974116.022887 nChanged 8 SP:Iteration 120F (1371.229102 sec): 3 clusters Score: Raw -4977764.181438 + Penalty 3646.588092 = -4974117.593347 nChanged 9 SP:Iteration 121Q (1371.327799 sec): 3 clusters Score: Raw -4977765.831645 + Penalty 3646.588092 = -4974119.243553 nChanged 9 SP:Iteration 122Q (1371.424936 sec): 3 clusters Score: Raw -4977766.540703 + Penalty 3646.588092 = -4974119.952611 nChanged 8 SP:Iteration 123Q (1371.522428 sec): 3 clusters Score: Raw -4977767.570251 + Penalty 3646.588092 = -4974120.982159 nChanged 5 SP:Iteration 124Q (1371.646369 sec): 3 clusters Score: Raw -4977768.244690 + Penalty 3646.588092 = -4974121.656599 nChanged 8 SP:Iteration 125Q (1371.752419 sec): 3 clusters Score: Raw -4977769.183717 + Penalty 3646.588092 = -4974122.595626 nChanged 5 SP:Iteration 126Q (1371.851424 sec): 3 clusters Score: Raw -4977769.857343 + Penalty 3646.588092 = -4974123.269252 nChanged 5 SP:Iteration 127Q (1371.948805 sec): 3 clusters Score: Raw -4977770.515356 + Penalty 3646.588092 = -4974123.927264 nChanged 2 SP:Iteration 128Q (1372.046284 sec): 3 clusters Score: Raw -4977770.650245 + Penalty 3646.588092 = -4974124.062154 nChanged 1 SP:Iteration 129Q (1372.144998 sec): 3 clusters Score: Raw -4977770.778240 + Penalty 3646.588092 = -4974124.190148 nChanged 0 SP:Iteration 130F (1372.273731 sec): 3 clusters Score: Raw -4977770.778240 + Penalty 3646.588092 = -4974124.190148 nChanged 0 Trying to split cluster 3 (69443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1372.355130 sec): 2 clusters Score: Raw -4632007.716661 + Penalty 1811.592502 = -4630196.124159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1372.470800 sec): 3 clusters Score: Raw -4587420.970638 + Penalty 3623.185004 = -4583797.785634 nChanged 32776 SP:Iteration 1F (1372.583872 sec): 3 clusters Score: Raw -4606322.595386 + Penalty 3623.185004 = -4602699.410382 nChanged 2582 SP:Iteration 2Q (1372.712457 sec): 3 clusters Score: Raw -4607045.867775 + Penalty 3623.185004 = -4603422.682771 nChanged 2778 SP:Iteration 3Q (1372.832802 sec): 3 clusters Score: Raw -4607949.377447 + Penalty 3623.185004 = -4604326.192443 nChanged 3116 SP:Iteration 4Q (1372.953218 sec): 3 clusters Score: Raw -4609129.905332 + Penalty 3623.185004 = -4605506.720327 nChanged 3589 SP:Iteration 5F (1373.066573 sec): 3 clusters Score: Raw -4610824.003149 + Penalty 3623.185004 = -4607200.818144 nChanged 4269 SP:Iteration 6F (1373.180522 sec): 3 clusters Score: Raw -4613195.901123 + Penalty 3623.185004 = -4609572.716119 nChanged 4664 SP:Iteration 7F (1373.293916 sec): 3 clusters Score: Raw -4616061.878806 + Penalty 3623.185004 = -4612438.693802 nChanged 4673 SP:Iteration 8F (1373.407085 sec): 3 clusters Score: Raw -4619161.841029 + Penalty 3623.185004 = -4615538.656025 nChanged 4263 SP:Iteration 9F (1373.520231 sec): 3 clusters Score: Raw -4622190.431500 + Penalty 3623.185004 = -4618567.246496 nChanged 3825 SP:Iteration 10F (1373.632915 sec): 3 clusters Score: Raw -4625055.345182 + Penalty 3623.185004 = -4621432.160178 nChanged 3185 SP:Iteration 11Q (1373.751746 sec): 3 clusters Score: Raw -4627540.456231 + Penalty 3623.185004 = -4623917.271227 nChanged 2464 SP:Iteration 12Q (1373.868195 sec): 3 clusters Score: Raw -4629494.298434 + Penalty 3623.185004 = -4625871.113430 nChanged 1664 SP:Iteration 13Q (1373.980634 sec): 3 clusters Score: Raw -4630825.003145 + Penalty 3623.185004 = -4627201.818141 nChanged 1012 SP:Iteration 14Q (1374.087216 sec): 3 clusters Score: Raw -4631631.337542 + Penalty 3623.185004 = -4628008.152538 nChanged 583 SP:Iteration 15Q (1374.188142 sec): 3 clusters Score: Raw -4632082.425694 + Penalty 3623.185004 = -4628459.240689 nChanged 331 SP:Iteration 16Q (1374.286001 sec): 3 clusters Score: Raw -4632295.485507 + Penalty 3623.185004 = -4628672.300503 nChanged 183 SP:Iteration 17Q (1374.381575 sec): 3 clusters Score: Raw -4632393.172158 + Penalty 3623.185004 = -4628769.987154 nChanged 130 SP:Iteration 18Q (1374.476210 sec): 3 clusters Score: Raw -4632459.897610 + Penalty 3623.185004 = -4628836.712605 nChanged 80 SP:Iteration 19Q (1374.570317 sec): 3 clusters Score: Raw -4632498.221546 + Penalty 3623.185004 = -4628875.036541 nChanged 60 SP:Iteration 20F (1374.681968 sec): 3 clusters Score: Raw -4632524.828042 + Penalty 3623.185004 = -4628901.643038 nChanged 39 SP:Iteration 21Q (1374.775048 sec): 3 clusters Score: Raw -4632541.596550 + Penalty 3623.185004 = -4628918.411546 nChanged 32 SP:Iteration 22Q (1374.867857 sec): 3 clusters Score: Raw -4632552.008215 + Penalty 3623.185004 = -4628928.823211 nChanged 29 SP:Iteration 23Q (1374.960937 sec): 3 clusters Score: Raw -4632563.395931 + Penalty 3623.185004 = -4628940.210927 nChanged 23 SP:Iteration 24Q (1375.053468 sec): 3 clusters Score: Raw -4632572.989451 + Penalty 3623.185004 = -4628949.804447 nChanged 14 SP:Iteration 25Q (1375.145785 sec): 3 clusters Score: Raw -4632578.277940 + Penalty 3623.185004 = -4628955.092936 nChanged 9 SP:Iteration 26Q (1375.238002 sec): 3 clusters Score: Raw -4632581.952106 + Penalty 3623.185004 = -4628958.767102 nChanged 5 SP:Iteration 27Q (1375.330109 sec): 3 clusters Score: Raw -4632583.806794 + Penalty 3623.185004 = -4628960.621790 nChanged 4 SP:Iteration 28Q (1375.422137 sec): 3 clusters Score: Raw -4632584.883106 + Penalty 3623.185004 = -4628961.698102 nChanged 2 SP:Iteration 29Q (1375.514009 sec): 3 clusters Score: Raw -4632585.486853 + Penalty 3623.185004 = -4628962.301849 nChanged 1 SP:Iteration 30Q (1375.606060 sec): 3 clusters Score: Raw -4632585.685583 + Penalty 3623.185004 = -4628962.500579 nChanged 1 SP:Iteration 31Q (1375.698068 sec): 3 clusters Score: Raw -4632585.805528 + Penalty 3623.185004 = -4628962.620524 nChanged 2 SP:Iteration 32Q (1375.789983 sec): 3 clusters Score: Raw -4632586.213433 + Penalty 3623.185004 = -4628963.028429 nChanged 5 SP:Iteration 33Q (1375.881924 sec): 3 clusters Score: Raw -4632587.171903 + Penalty 3623.185004 = -4628963.986899 nChanged 4 SP:Iteration 34Q (1375.973898 sec): 3 clusters Score: Raw -4632588.007004 + Penalty 3623.185004 = -4628964.822000 nChanged 4 SP:Iteration 35Q (1376.065918 sec): 3 clusters Score: Raw -4632589.387595 + Penalty 3623.185004 = -4628966.202591 nChanged 5 SP:Iteration 36Q (1376.157962 sec): 3 clusters Score: Raw -4632591.756457 + Penalty 3623.185004 = -4628968.571453 nChanged 8 SP:Iteration 37Q (1376.250005 sec): 3 clusters Score: Raw -4632594.182532 + Penalty 3623.185004 = -4628970.997528 nChanged 3 SP:Iteration 38Q (1376.341986 sec): 3 clusters Score: Raw -4632594.996493 + Penalty 3623.185004 = -4628971.811489 nChanged 3 SP:Iteration 39Q (1376.433948 sec): 3 clusters Score: Raw -4632595.760387 + Penalty 3623.185004 = -4628972.575383 nChanged 2 SP:Iteration 40F (1376.547512 sec): 3 clusters Score: Raw -4632596.018282 + Penalty 3623.185004 = -4628972.833278 nChanged 0 Trying to split cluster 4 (12126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1376.565246 sec): 2 clusters Score: Raw -822573.680145 + Penalty 1528.004918 = -821045.675227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1376.597038 sec): 3 clusters Score: Raw -815488.285720 + Penalty 3056.009836 = -812432.275885 nChanged 5337 SP:Iteration 1F (1376.628102 sec): 3 clusters Score: Raw -818429.923104 + Penalty 3056.009836 = -815373.913269 nChanged 725 SP:Iteration 2F (1376.658925 sec): 3 clusters Score: Raw -818707.845530 + Penalty 3056.009836 = -815651.835694 nChanged 541 SP:Iteration 3Q (1376.690104 sec): 3 clusters Score: Raw -818926.601651 + Penalty 3056.009836 = -815870.591815 nChanged 549 SP:Iteration 4Q (1376.721442 sec): 3 clusters Score: Raw -819162.236226 + Penalty 3056.009836 = -816106.226391 nChanged 570 SP:Iteration 5Q (1376.752579 sec): 3 clusters Score: Raw -819446.827300 + Penalty 3056.009836 = -816390.817464 nChanged 614 SP:Iteration 6F (1376.783408 sec): 3 clusters Score: Raw -819791.854880 + Penalty 3056.009836 = -816735.845045 nChanged 633 SP:Iteration 7F (1376.815887 sec): 3 clusters Score: Raw -820249.668963 + Penalty 3056.009836 = -817193.659127 nChanged 668 SP:Iteration 8F (1376.846786 sec): 3 clusters Score: Raw -820807.328294 + Penalty 3056.009836 = -817751.318458 nChanged 684 SP:Iteration 9F (1376.877624 sec): 3 clusters Score: Raw -821349.369188 + Penalty 3056.009836 = -818293.359352 nChanged 550 SP:Iteration 10Q (1376.944135 sec): 3 clusters Score: Raw -821741.375763 + Penalty 3056.009836 = -818685.365927 nChanged 460 SP:Iteration 11Q (1377.009291 sec): 3 clusters Score: Raw -822060.952057 + Penalty 3056.009836 = -819004.942221 nChanged 383 SP:Iteration 12Q (1377.074322 sec): 3 clusters Score: Raw -822304.421358 + Penalty 3056.009836 = -819248.411522 nChanged 316 SP:Iteration 13Q (1377.104348 sec): 3 clusters Score: Raw -822494.440343 + Penalty 3056.009836 = -819438.430508 nChanged 260 SP:Iteration 14Q (1377.133825 sec): 3 clusters Score: Raw -822630.786746 + Penalty 3056.009836 = -819574.776910 nChanged 190 SP:Iteration 15Q (1377.196300 sec): 3 clusters Score: Raw -822722.545971 + Penalty 3056.009836 = -819666.536135 nChanged 152 SP:Iteration 16Q (1377.225040 sec): 3 clusters Score: Raw -822782.478025 + Penalty 3056.009836 = -819726.468190 nChanged 113 SP:Iteration 17Q (1377.277071 sec): 3 clusters Score: Raw -822818.288611 + Penalty 3056.009836 = -819762.278775 nChanged 92 SP:Iteration 18Q (1377.294752 sec): 3 clusters Score: Raw -822850.404676 + Penalty 3056.009836 = -819794.394840 nChanged 95 SP:Iteration 19Q (1377.327998 sec): 3 clusters Score: Raw -822878.907156 + Penalty 3056.009836 = -819822.897320 nChanged 87 SP:Iteration 20F (1377.393531 sec): 3 clusters Score: Raw -822905.505547 + Penalty 3056.009836 = -819849.495712 nChanged 82 SP:Iteration 21Q (1377.425001 sec): 3 clusters Score: Raw -822930.107694 + Penalty 3056.009836 = -819874.097859 nChanged 69 SP:Iteration 22Q (1377.465491 sec): 3 clusters Score: Raw -822950.856035 + Penalty 3056.009836 = -819894.846199 nChanged 62 SP:Iteration 23Q (1377.495324 sec): 3 clusters Score: Raw -822966.875439 + Penalty 3056.009836 = -819910.865603 nChanged 59 SP:Iteration 24Q (1377.523817 sec): 3 clusters Score: Raw -822983.075285 + Penalty 3056.009836 = -819927.065450 nChanged 51 SP:Iteration 25Q (1377.586713 sec): 3 clusters Score: Raw -822997.534979 + Penalty 3056.009836 = -819941.525144 nChanged 48 SP:Iteration 26Q (1377.615079 sec): 3 clusters Score: Raw -823011.358408 + Penalty 3056.009836 = -819955.348572 nChanged 42 SP:Iteration 27Q (1377.675791 sec): 3 clusters Score: Raw -823022.782594 + Penalty 3056.009836 = -819966.772759 nChanged 48 SP:Iteration 28Q (1377.704044 sec): 3 clusters Score: Raw -823035.775135 + Penalty 3056.009836 = -819979.765299 nChanged 37 SP:Iteration 29Q (1377.756572 sec): 3 clusters Score: Raw -823044.353787 + Penalty 3056.009836 = -819988.343951 nChanged 34 SP:Iteration 30Q (1377.784813 sec): 3 clusters Score: Raw -823048.901016 + Penalty 3056.009836 = -819992.891181 nChanged 22 SP:Iteration 31Q (1377.819018 sec): 3 clusters Score: Raw -823053.856149 + Penalty 3056.009836 = -819997.846313 nChanged 23 SP:Iteration 32Q (1377.847518 sec): 3 clusters Score: Raw -823058.801662 + Penalty 3056.009836 = -820002.791826 nChanged 29 SP:Iteration 33Q (1377.875808 sec): 3 clusters Score: Raw -823067.390761 + Penalty 3056.009836 = -820011.380926 nChanged 32 SP:Iteration 34Q (1377.904026 sec): 3 clusters Score: Raw -823078.578139 + Penalty 3056.009836 = -820022.568303 nChanged 45 SP:Iteration 35Q (1377.932587 sec): 3 clusters Score: Raw -823094.161778 + Penalty 3056.009836 = -820038.151942 nChanged 48 SP:Iteration 36Q (1377.960902 sec): 3 clusters Score: Raw -823109.035022 + Penalty 3056.009836 = -820053.025186 nChanged 34 SP:Iteration 37Q (1377.999943 sec): 3 clusters Score: Raw -823117.421439 + Penalty 3056.009836 = -820061.411604 nChanged 33 SP:Iteration 38Q (1378.028078 sec): 3 clusters Score: Raw -823124.639595 + Penalty 3056.009836 = -820068.629759 nChanged 26 SP:Iteration 39Q (1378.056536 sec): 3 clusters Score: Raw -823129.660077 + Penalty 3056.009836 = -820073.650241 nChanged 21 SP:Iteration 40F (1378.087317 sec): 3 clusters Score: Raw -823132.896476 + Penalty 3056.009836 = -820076.886640 nChanged 19 SP:Iteration 41Q (1378.115500 sec): 3 clusters Score: Raw -823136.321774 + Penalty 3056.009836 = -820080.311938 nChanged 15 SP:Iteration 42Q (1378.143689 sec): 3 clusters Score: Raw -823138.610141 + Penalty 3056.009836 = -820082.600306 nChanged 10 SP:Iteration 43Q (1378.171854 sec): 3 clusters Score: Raw -823139.637998 + Penalty 3056.009836 = -820083.628163 nChanged 11 SP:Iteration 44Q (1378.200041 sec): 3 clusters Score: Raw -823141.352811 + Penalty 3056.009836 = -820085.342975 nChanged 14 SP:Iteration 45Q (1378.228521 sec): 3 clusters Score: Raw -823142.687419 + Penalty 3056.009836 = -820086.677583 nChanged 11 SP:Iteration 46Q (1378.260307 sec): 3 clusters Score: Raw -823144.321266 + Penalty 3056.009836 = -820088.311430 nChanged 11 SP:Iteration 47Q (1378.288802 sec): 3 clusters Score: Raw -823146.497769 + Penalty 3056.009836 = -820090.487933 nChanged 15 SP:Iteration 48Q (1378.317167 sec): 3 clusters Score: Raw -823149.534982 + Penalty 3056.009836 = -820093.525146 nChanged 15 SP:Iteration 49Q (1378.347101 sec): 3 clusters Score: Raw -823151.313285 + Penalty 3056.009836 = -820095.303450 nChanged 8 SP:Iteration 50Q (1378.380185 sec): 3 clusters Score: Raw -823152.419058 + Penalty 3056.009836 = -820096.409222 nChanged 6 SP:Iteration 51Q (1378.408463 sec): 3 clusters Score: Raw -823153.067973 + Penalty 3056.009836 = -820097.058137 nChanged 1 SP:Iteration 52Q (1378.436754 sec): 3 clusters Score: Raw -823153.165443 + Penalty 3056.009836 = -820097.155607 nChanged 0 SP:Iteration 53F (1378.470580 sec): 3 clusters Score: Raw -823153.165443 + Penalty 3056.009836 = -820097.155607 nChanged 0 Trying to split cluster 5 (2501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1378.486246 sec): 2 clusters Score: Raw -170750.231357 + Penalty 1271.472464 = -169478.758893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1378.499384 sec): 3 clusters Score: Raw -169620.994491 + Penalty 2542.944928 = -167078.049564 nChanged 924 SP:Iteration 1F (1378.511814 sec): 3 clusters Score: Raw -170265.869050 + Penalty 2542.944928 = -167722.924123 nChanged 237 SP:Iteration 2F (1378.523387 sec): 3 clusters Score: Raw -170428.311147 + Penalty 2542.944928 = -167885.366220 nChanged 153 SP:Iteration 3F (1378.535684 sec): 3 clusters Score: Raw -170559.988765 + Penalty 2542.944928 = -168017.043837 nChanged 142 SP:Iteration 4F (1378.549543 sec): 3 clusters Score: Raw -170696.448780 + Penalty 2542.944928 = -168153.503852 nChanged 132 SP:Iteration 5F (1378.561823 sec): 3 clusters Score: Raw -170841.913091 + Penalty 2542.944928 = -168298.968163 nChanged 117 SP:Iteration 6Q (1378.574066 sec): 3 clusters Score: Raw -170966.753611 + Penalty 2542.944928 = -168423.808684 nChanged 96 SP:Iteration 7Q (1378.585926 sec): 3 clusters Score: Raw -171048.770551 + Penalty 2542.944928 = -168505.825623 nChanged 72 SP:Iteration 8Q (1378.598160 sec): 3 clusters Score: Raw -171108.345428 + Penalty 2542.944928 = -168565.400501 nChanged 60 SP:Iteration 9Q (1378.610349 sec): 3 clusters Score: Raw -171152.071237 + Penalty 2542.944928 = -168609.126309 nChanged 46 SP:Iteration 10Q (1378.622444 sec): 3 clusters Score: Raw -171179.075131 + Penalty 2542.944928 = -168636.130203 nChanged 25 SP:Iteration 11Q (1378.634622 sec): 3 clusters Score: Raw -171190.969849 + Penalty 2542.944928 = -168648.024921 nChanged 11 SP:Iteration 12Q (1378.646452 sec): 3 clusters Score: Raw -171196.285159 + Penalty 2542.944928 = -168653.340231 nChanged 5 SP:Iteration 13Q (1378.658659 sec): 3 clusters Score: Raw -171198.556077 + Penalty 2542.944928 = -168655.611149 nChanged 4 SP:Iteration 14Q (1378.681518 sec): 3 clusters Score: Raw -171201.213399 + Penalty 2542.944928 = -168658.268472 nChanged 7 SP:Iteration 15Q (1378.693702 sec): 3 clusters Score: Raw -171204.427653 + Penalty 2542.944928 = -168661.482726 nChanged 5 SP:Iteration 16Q (1378.706906 sec): 3 clusters Score: Raw -171207.519964 + Penalty 2542.944928 = -168664.575036 nChanged 7 SP:Iteration 17Q (1378.719113 sec): 3 clusters Score: Raw -171211.498180 + Penalty 2542.944928 = -168668.553253 nChanged 2 SP:Iteration 18Q (1378.731278 sec): 3 clusters Score: Raw -171212.301057 + Penalty 2542.944928 = -168669.356130 nChanged 2 SP:Iteration 19Q (1378.743433 sec): 3 clusters Score: Raw -171213.384681 + Penalty 2542.944928 = -168670.439753 nChanged 1 SP:Iteration 20F (1378.755583 sec): 3 clusters Score: Raw -171213.559934 + Penalty 2542.944928 = -168670.615006 nChanged 0 Trying to split cluster 6 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1378.766281 sec): 2 clusters Score: Raw -41110.655437 + Penalty 1063.852629 = -40046.802808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1378.770164 sec): 3 clusters Score: Raw -40924.138645 + Penalty 2127.705258 = -38796.433387 nChanged 183 SP:Iteration 1F (1378.774144 sec): 3 clusters Score: Raw -41130.355334 + Penalty 2127.705258 = -39002.650076 nChanged 55 SP:Iteration 2F (1378.778137 sec): 3 clusters Score: Raw -41200.252311 + Penalty 2127.705258 = -39072.547053 nChanged 21 SP:Iteration 3Q (1378.782079 sec): 3 clusters Score: Raw -41235.779344 + Penalty 2127.705258 = -39108.074085 nChanged 20 SP:Iteration 4Q (1378.798702 sec): 3 clusters Score: Raw -41261.733909 + Penalty 2127.705258 = -39134.028650 nChanged 9 SP:Iteration 5Q (1378.839810 sec): 3 clusters Score: Raw -41270.987795 + Penalty 2127.705258 = -39143.282536 nChanged 6 SP:Iteration 6Q (1378.854035 sec): 3 clusters Score: Raw -41277.717389 + Penalty 2127.705258 = -39150.012130 nChanged 6 SP:Iteration 7Q (1378.857934 sec): 3 clusters Score: Raw -41283.194268 + Penalty 2127.705258 = -39155.489010 nChanged 2 SP:Iteration 8Q (1378.861861 sec): 3 clusters Score: Raw -41284.897689 + Penalty 2127.705258 = -39157.192430 nChanged 0 SP:Iteration 9F (1378.865805 sec): 3 clusters Score: Raw -41284.897689 + Penalty 2127.705258 = -39157.192430 nChanged 0 Trying to split cluster 7 (25990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1378.909391 sec): 2 clusters Score: Raw -1648325.588423 + Penalty 1651.888408 = -1646673.700015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1378.963699 sec): 3 clusters Score: Raw -1632543.933490 + Penalty 3303.776816 = -1629240.156673 nChanged 11835 SP:Iteration 1F (1379.023732 sec): 3 clusters Score: Raw -1639336.369504 + Penalty 3303.776816 = -1636032.592688 nChanged 1345 SP:Iteration 2F (1379.087010 sec): 3 clusters Score: Raw -1639900.632641 + Penalty 3303.776816 = -1636596.855825 nChanged 1309 SP:Iteration 3F (1379.153269 sec): 3 clusters Score: Raw -1640453.301570 + Penalty 3303.776816 = -1637149.524754 nChanged 1211 SP:Iteration 4Q (1379.221122 sec): 3 clusters Score: Raw -1641009.470788 + Penalty 3303.776816 = -1637705.693972 nChanged 1278 SP:Iteration 5Q (1379.272143 sec): 3 clusters Score: Raw -1641675.030344 + Penalty 3303.776816 = -1638371.253527 nChanged 1247 SP:Iteration 6Q (1379.324395 sec): 3 clusters Score: Raw -1642412.062087 + Penalty 3303.776816 = -1639108.285271 nChanged 1291 SP:Iteration 7Q (1379.376204 sec): 3 clusters Score: Raw -1643211.714022 + Penalty 3303.776816 = -1639907.937205 nChanged 1267 SP:Iteration 8Q (1379.438965 sec): 3 clusters Score: Raw -1644013.953629 + Penalty 3303.776816 = -1640710.176813 nChanged 1141 SP:Iteration 9Q (1379.488287 sec): 3 clusters Score: Raw -1644712.814906 + Penalty 3303.776816 = -1641409.038090 nChanged 1039 SP:Iteration 10Q (1379.537164 sec): 3 clusters Score: Raw -1645283.135981 + Penalty 3303.776816 = -1641979.359165 nChanged 857 SP:Iteration 11Q (1379.586324 sec): 3 clusters Score: Raw -1645694.901931 + Penalty 3303.776816 = -1642391.125115 nChanged 647 SP:Iteration 12Q (1379.634671 sec): 3 clusters Score: Raw -1645956.409812 + Penalty 3303.776816 = -1642652.632996 nChanged 537 SP:Iteration 13Q (1379.682469 sec): 3 clusters Score: Raw -1646164.982697 + Penalty 3303.776816 = -1642861.205881 nChanged 484 SP:Iteration 14Q (1379.729860 sec): 3 clusters Score: Raw -1646342.399928 + Penalty 3303.776816 = -1643038.623111 nChanged 446 SP:Iteration 15Q (1379.777030 sec): 3 clusters Score: Raw -1646511.536553 + Penalty 3303.776816 = -1643207.759737 nChanged 418 SP:Iteration 16Q (1379.823817 sec): 3 clusters Score: Raw -1646681.920419 + Penalty 3303.776816 = -1643378.143602 nChanged 414 SP:Iteration 17Q (1379.870375 sec): 3 clusters Score: Raw -1646856.488760 + Penalty 3303.776816 = -1643552.711944 nChanged 416 SP:Iteration 18Q (1379.916321 sec): 3 clusters Score: Raw -1647033.243462 + Penalty 3303.776816 = -1643729.466645 nChanged 379 SP:Iteration 19Q (1379.961898 sec): 3 clusters Score: Raw -1647201.577534 + Penalty 3303.776816 = -1643897.800718 nChanged 376 SP:Iteration 20F (1380.012383 sec): 3 clusters Score: Raw -1647376.004479 + Penalty 3303.776816 = -1644072.227663 nChanged 370 SP:Iteration 21Q (1380.057674 sec): 3 clusters Score: Raw -1647553.323978 + Penalty 3303.776816 = -1644249.547162 nChanged 318 SP:Iteration 22Q (1380.102274 sec): 3 clusters Score: Raw -1647703.283735 + Penalty 3303.776816 = -1644399.506919 nChanged 291 SP:Iteration 23Q (1380.146969 sec): 3 clusters Score: Raw -1647838.910958 + Penalty 3303.776816 = -1644535.134141 nChanged 269 SP:Iteration 24Q (1380.191177 sec): 3 clusters Score: Raw -1647966.051535 + Penalty 3303.776816 = -1644662.274719 nChanged 235 SP:Iteration 25Q (1380.252006 sec): 3 clusters Score: Raw -1648064.073017 + Penalty 3303.776816 = -1644760.296201 nChanged 196 SP:Iteration 26Q (1380.299955 sec): 3 clusters Score: Raw -1648147.049517 + Penalty 3303.776816 = -1644843.272701 nChanged 182 SP:Iteration 27Q (1380.344997 sec): 3 clusters Score: Raw -1648221.819079 + Penalty 3303.776816 = -1644918.042262 nChanged 171 SP:Iteration 28Q (1380.388035 sec): 3 clusters Score: Raw -1648289.145779 + Penalty 3303.776816 = -1644985.368962 nChanged 142 SP:Iteration 29Q (1380.431045 sec): 3 clusters Score: Raw -1648342.658541 + Penalty 3303.776816 = -1645038.881725 nChanged 132 SP:Iteration 30Q (1380.474141 sec): 3 clusters Score: Raw -1648403.706290 + Penalty 3303.776816 = -1645099.929473 nChanged 125 SP:Iteration 31Q (1380.516863 sec): 3 clusters Score: Raw -1648469.275249 + Penalty 3303.776816 = -1645165.498432 nChanged 128 SP:Iteration 32Q (1380.559391 sec): 3 clusters Score: Raw -1648529.318483 + Penalty 3303.776816 = -1645225.541667 nChanged 108 SP:Iteration 33Q (1380.601685 sec): 3 clusters Score: Raw -1648567.727031 + Penalty 3303.776816 = -1645263.950214 nChanged 84 SP:Iteration 34Q (1380.644027 sec): 3 clusters Score: Raw -1648594.793455 + Penalty 3303.776816 = -1645291.016638 nChanged 76 SP:Iteration 35Q (1380.686155 sec): 3 clusters Score: Raw -1648621.636119 + Penalty 3303.776816 = -1645317.859302 nChanged 75 SP:Iteration 36Q (1380.728366 sec): 3 clusters Score: Raw -1648645.835502 + Penalty 3303.776816 = -1645342.058685 nChanged 72 SP:Iteration 37Q (1380.770610 sec): 3 clusters Score: Raw -1648669.959659 + Penalty 3303.776816 = -1645366.182843 nChanged 53 SP:Iteration 38Q (1380.812526 sec): 3 clusters Score: Raw -1648688.433965 + Penalty 3303.776816 = -1645384.657148 nChanged 53 SP:Iteration 39Q (1380.854469 sec): 3 clusters Score: Raw -1648703.134760 + Penalty 3303.776816 = -1645399.357944 nChanged 43 SP:Iteration 40F (1380.905141 sec): 3 clusters Score: Raw -1648715.998594 + Penalty 3303.776816 = -1645412.221777 nChanged 27 SP:Iteration 41Q (1380.947189 sec): 3 clusters Score: Raw -1648726.084377 + Penalty 3303.776816 = -1645422.307561 nChanged 22 SP:Iteration 42Q (1380.989088 sec): 3 clusters Score: Raw -1648732.397004 + Penalty 3303.776816 = -1645428.620187 nChanged 15 SP:Iteration 43Q (1381.030761 sec): 3 clusters Score: Raw -1648735.501581 + Penalty 3303.776816 = -1645431.724764 nChanged 12 SP:Iteration 44Q (1381.072469 sec): 3 clusters Score: Raw -1648738.732083 + Penalty 3303.776816 = -1645434.955266 nChanged 12 SP:Iteration 45Q (1381.115058 sec): 3 clusters Score: Raw -1648741.000713 + Penalty 3303.776816 = -1645437.223897 nChanged 10 SP:Iteration 46Q (1381.174506 sec): 3 clusters Score: Raw -1648742.743712 + Penalty 3303.776816 = -1645438.966895 nChanged 4 SP:Iteration 47Q (1381.227768 sec): 3 clusters Score: Raw -1648743.782550 + Penalty 3303.776816 = -1645440.005733 nChanged 5 SP:Iteration 48Q (1381.274474 sec): 3 clusters Score: Raw -1648744.935800 + Penalty 3303.776816 = -1645441.158984 nChanged 3 SP:Iteration 49Q (1381.316634 sec): 3 clusters Score: Raw -1648746.139973 + Penalty 3303.776816 = -1645442.363156 nChanged 6 SP:Iteration 50Q (1381.358352 sec): 3 clusters Score: Raw -1648747.627322 + Penalty 3303.776816 = -1645443.850505 nChanged 8 SP:Iteration 51Q (1381.400211 sec): 3 clusters Score: Raw -1648749.632264 + Penalty 3303.776816 = -1645445.855448 nChanged 12 SP:Iteration 52Q (1381.441956 sec): 3 clusters Score: Raw -1648751.861416 + Penalty 3303.776816 = -1645448.084599 nChanged 5 SP:Iteration 53Q (1381.483641 sec): 3 clusters Score: Raw -1648753.479652 + Penalty 3303.776816 = -1645449.702836 nChanged 5 SP:Iteration 54Q (1381.525332 sec): 3 clusters Score: Raw -1648754.441222 + Penalty 3303.776816 = -1645450.664406 nChanged 2 SP:Iteration 55Q (1381.567058 sec): 3 clusters Score: Raw -1648754.694024 + Penalty 3303.776816 = -1645450.917208 nChanged 1 SP:Iteration 56Q (1381.608803 sec): 3 clusters Score: Raw -1648755.134172 + Penalty 3303.776816 = -1645451.357356 nChanged 3 SP:Iteration 57Q (1381.650468 sec): 3 clusters Score: Raw -1648755.687223 + Penalty 3303.776816 = -1645451.910406 nChanged 1 SP:Iteration 58Q (1381.692139 sec): 3 clusters Score: Raw -1648755.811150 + Penalty 3303.776816 = -1645452.034333 nChanged 0 SP:Iteration 59F (1381.742963 sec): 3 clusters Score: Raw -1648755.811150 + Penalty 3303.776816 = -1645452.034333 nChanged 0 Trying to split cluster 8 (8078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.762863 sec): 2 clusters Score: Raw -520243.424135 + Penalty 1461.996184 = -518781.427951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.789515 sec): 3 clusters Score: Raw -515775.004238 + Penalty 2923.992369 = -512851.011869 nChanged 3463 SP:Iteration 1F (1381.815262 sec): 3 clusters Score: Raw -517776.792440 + Penalty 2923.992369 = -514852.800071 nChanged 542 SP:Iteration 2F (1381.840769 sec): 3 clusters Score: Raw -518094.412523 + Penalty 2923.992369 = -515170.420155 nChanged 513 SP:Iteration 3F (1381.866463 sec): 3 clusters Score: Raw -518437.004190 + Penalty 2923.992369 = -515513.011821 nChanged 494 SP:Iteration 4F (1381.892161 sec): 3 clusters Score: Raw -518826.773518 + Penalty 2923.992369 = -515902.781149 nChanged 484 SP:Iteration 5F (1381.917920 sec): 3 clusters Score: Raw -519222.303359 + Penalty 2923.992369 = -516298.310990 nChanged 402 SP:Iteration 6Q (1381.943759 sec): 3 clusters Score: Raw -519533.930531 + Penalty 2923.992369 = -516609.938163 nChanged 375 SP:Iteration 7Q (1381.969582 sec): 3 clusters Score: Raw -519793.023486 + Penalty 2923.992369 = -516869.031118 nChanged 333 SP:Iteration 8Q (1381.995286 sec): 3 clusters Score: Raw -519982.306042 + Penalty 2923.992369 = -517058.313674 nChanged 238 SP:Iteration 9Q (1382.020678 sec): 3 clusters Score: Raw -520099.035958 + Penalty 2923.992369 = -517175.043589 nChanged 196 SP:Iteration 10Q (1382.046024 sec): 3 clusters Score: Raw -520188.776239 + Penalty 2923.992369 = -517264.783871 nChanged 169 SP:Iteration 11Q (1382.071601 sec): 3 clusters Score: Raw -520274.354651 + Penalty 2923.992369 = -517350.362283 nChanged 148 SP:Iteration 12Q (1382.096953 sec): 3 clusters Score: Raw -520333.345251 + Penalty 2923.992369 = -517409.352882 nChanged 109 SP:Iteration 13Q (1382.122168 sec): 3 clusters Score: Raw -520375.103820 + Penalty 2923.992369 = -517451.111451 nChanged 92 SP:Iteration 14Q (1382.147238 sec): 3 clusters Score: Raw -520405.142923 + Penalty 2923.992369 = -517481.150554 nChanged 66 SP:Iteration 15Q (1382.172445 sec): 3 clusters Score: Raw -520428.137713 + Penalty 2923.992369 = -517504.145344 nChanged 70 SP:Iteration 16Q (1382.197714 sec): 3 clusters Score: Raw -520447.324319 + Penalty 2923.992369 = -517523.331951 nChanged 60 SP:Iteration 17Q (1382.223153 sec): 3 clusters Score: Raw -520464.271082 + Penalty 2923.992369 = -517540.278713 nChanged 71 SP:Iteration 18Q (1382.248269 sec): 3 clusters Score: Raw -520484.813156 + Penalty 2923.992369 = -517560.820787 nChanged 64 SP:Iteration 19Q (1382.273367 sec): 3 clusters Score: Raw -520502.636807 + Penalty 2923.992369 = -517578.644438 nChanged 62 SP:Iteration 20F (1382.299068 sec): 3 clusters Score: Raw -520516.763666 + Penalty 2923.992369 = -517592.771297 nChanged 64 SP:Iteration 21Q (1382.324017 sec): 3 clusters Score: Raw -520528.190063 + Penalty 2923.992369 = -517604.197694 nChanged 53 SP:Iteration 22Q (1382.349070 sec): 3 clusters Score: Raw -520538.311234 + Penalty 2923.992369 = -517614.318865 nChanged 44 SP:Iteration 23Q (1382.374018 sec): 3 clusters Score: Raw -520547.394708 + Penalty 2923.992369 = -517623.402339 nChanged 43 SP:Iteration 24Q (1382.399008 sec): 3 clusters Score: Raw -520555.762589 + Penalty 2923.992369 = -517631.770220 nChanged 30 SP:Iteration 25Q (1382.423985 sec): 3 clusters Score: Raw -520561.227330 + Penalty 2923.992369 = -517637.234961 nChanged 21 SP:Iteration 26Q (1382.448848 sec): 3 clusters Score: Raw -520564.364713 + Penalty 2923.992369 = -517640.372344 nChanged 19 SP:Iteration 27Q (1382.473680 sec): 3 clusters Score: Raw -520567.641533 + Penalty 2923.992369 = -517643.649165 nChanged 19 SP:Iteration 28Q (1382.498644 sec): 3 clusters Score: Raw -520569.620243 + Penalty 2923.992369 = -517645.627875 nChanged 15 SP:Iteration 29Q (1382.523476 sec): 3 clusters Score: Raw -520571.606460 + Penalty 2923.992369 = -517647.614091 nChanged 19 SP:Iteration 30Q (1382.548210 sec): 3 clusters Score: Raw -520574.379444 + Penalty 2923.992369 = -517650.387075 nChanged 17 SP:Iteration 31Q (1382.573011 sec): 3 clusters Score: Raw -520576.573153 + Penalty 2923.992369 = -517652.580784 nChanged 11 SP:Iteration 32Q (1382.597927 sec): 3 clusters Score: Raw -520578.735199 + Penalty 2923.992369 = -517654.742830 nChanged 14 SP:Iteration 33Q (1382.622771 sec): 3 clusters Score: Raw -520581.650965 + Penalty 2923.992369 = -517657.658596 nChanged 17 SP:Iteration 34Q (1382.647937 sec): 3 clusters Score: Raw -520584.169707 + Penalty 2923.992369 = -517660.177338 nChanged 9 SP:Iteration 35Q (1382.672880 sec): 3 clusters Score: Raw -520585.710156 + Penalty 2923.992369 = -517661.717787 nChanged 12 SP:Iteration 36Q (1382.697864 sec): 3 clusters Score: Raw -520587.944760 + Penalty 2923.992369 = -517663.952392 nChanged 11 SP:Iteration 37Q (1382.722572 sec): 3 clusters Score: Raw -520589.881841 + Penalty 2923.992369 = -517665.889473 nChanged 17 SP:Iteration 38Q (1382.747555 sec): 3 clusters Score: Raw -520593.151297 + Penalty 2923.992369 = -517669.158928 nChanged 17 SP:Iteration 39Q (1382.772584 sec): 3 clusters Score: Raw -520595.680214 + Penalty 2923.992369 = -517671.687846 nChanged 19 SP:Iteration 40F (1382.798542 sec): 3 clusters Score: Raw -520598.234099 + Penalty 2923.992369 = -517674.241730 nChanged 13 SP:Iteration 41Q (1382.823546 sec): 3 clusters Score: Raw -520600.468757 + Penalty 2923.992369 = -517676.476388 nChanged 16 SP:Iteration 42Q (1382.848371 sec): 3 clusters Score: Raw -520603.632961 + Penalty 2923.992369 = -517679.640592 nChanged 23 SP:Iteration 43Q (1382.873161 sec): 3 clusters Score: Raw -520607.912103 + Penalty 2923.992369 = -517683.919734 nChanged 20 SP:Iteration 44Q (1382.897954 sec): 3 clusters Score: Raw -520611.478487 + Penalty 2923.992369 = -517687.486119 nChanged 16 SP:Iteration 45Q (1382.922680 sec): 3 clusters Score: Raw -520614.635096 + Penalty 2923.992369 = -517690.642727 nChanged 20 SP:Iteration 46Q (1382.947749 sec): 3 clusters Score: Raw -520618.082391 + Penalty 2923.992369 = -517694.090023 nChanged 20 SP:Iteration 47Q (1382.972513 sec): 3 clusters Score: Raw -520621.811842 + Penalty 2923.992369 = -517697.819473 nChanged 15 SP:Iteration 48Q (1382.997198 sec): 3 clusters Score: Raw -520624.914197 + Penalty 2923.992369 = -517700.921828 nChanged 15 SP:Iteration 49Q (1383.022007 sec): 3 clusters Score: Raw -520627.299129 + Penalty 2923.992369 = -517703.306760 nChanged 14 SP:Iteration 50Q (1383.046735 sec): 3 clusters Score: Raw -520629.351024 + Penalty 2923.992369 = -517705.358656 nChanged 13 SP:Iteration 51Q (1383.071392 sec): 3 clusters Score: Raw -520631.488118 + Penalty 2923.992369 = -517707.495749 nChanged 8 SP:Iteration 52Q (1383.096146 sec): 3 clusters Score: Raw -520632.657674 + Penalty 2923.992369 = -517708.665305 nChanged 10 SP:Iteration 53Q (1383.120972 sec): 3 clusters Score: Raw -520634.274459 + Penalty 2923.992369 = -517710.282090 nChanged 13 SP:Iteration 54Q (1383.145798 sec): 3 clusters Score: Raw -520636.199115 + Penalty 2923.992369 = -517712.206747 nChanged 8 SP:Iteration 55Q (1383.170699 sec): 3 clusters Score: Raw -520637.001863 + Penalty 2923.992369 = -517713.009494 nChanged 3 SP:Iteration 56Q (1383.195307 sec): 3 clusters Score: Raw -520637.262190 + Penalty 2923.992369 = -517713.269821 nChanged 0 SP:Iteration 57F (1383.221006 sec): 3 clusters Score: Raw -520637.262190 + Penalty 2923.992369 = -517713.269821 nChanged 0 Trying to split cluster 9 (42213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1383.285888 sec): 2 clusters Score: Raw -2844884.210526 + Penalty 1730.703570 = -2843153.506956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1383.369594 sec): 3 clusters Score: Raw -2818188.153048 + Penalty 3461.407141 = -2814726.745907 nChanged 19857 SP:Iteration 1F (1383.446967 sec): 3 clusters Score: Raw -2830884.471682 + Penalty 3461.407141 = -2827423.064541 nChanged 3141 SP:Iteration 2F (1383.524553 sec): 3 clusters Score: Raw -2833060.949146 + Penalty 3461.407141 = -2829599.542005 nChanged 3599 SP:Iteration 3F (1383.601890 sec): 3 clusters Score: Raw -2835916.211169 + Penalty 3461.407141 = -2832454.804029 nChanged 3547 SP:Iteration 4F (1383.678939 sec): 3 clusters Score: Raw -2838759.471340 + Penalty 3461.407141 = -2835298.064199 nChanged 2807 SP:Iteration 5F (1383.767223 sec): 3 clusters Score: Raw -2840856.021302 + Penalty 3461.407141 = -2837394.614162 nChanged 2016 SP:Iteration 6Q (1383.884120 sec): 3 clusters Score: Raw -2842222.375804 + Penalty 3461.407141 = -2838760.968663 nChanged 1362 SP:Iteration 7Q (1383.989241 sec): 3 clusters Score: Raw -2843171.384800 + Penalty 3461.407141 = -2839709.977660 nChanged 979 SP:Iteration 8Q (1384.099741 sec): 3 clusters Score: Raw -2843916.052631 + Penalty 3461.407141 = -2840454.645491 nChanged 714 SP:Iteration 9Q (1384.212735 sec): 3 clusters Score: Raw -2844399.511841 + Penalty 3461.407141 = -2840938.104700 nChanged 535 SP:Iteration 10Q (1384.313633 sec): 3 clusters Score: Raw -2844709.198858 + Penalty 3461.407141 = -2841247.791718 nChanged 403 SP:Iteration 11Q (1384.392442 sec): 3 clusters Score: Raw -2844891.098859 + Penalty 3461.407141 = -2841429.691718 nChanged 322 SP:Iteration 12Q (1384.467367 sec): 3 clusters Score: Raw -2845007.790104 + Penalty 3461.407141 = -2841546.382963 nChanged 250 SP:Iteration 13Q (1384.534125 sec): 3 clusters Score: Raw -2845086.598973 + Penalty 3461.407141 = -2841625.191833 nChanged 223 SP:Iteration 14Q (1384.599922 sec): 3 clusters Score: Raw -2845161.411364 + Penalty 3461.407141 = -2841700.004223 nChanged 205 SP:Iteration 15Q (1384.665494 sec): 3 clusters Score: Raw -2845226.187885 + Penalty 3461.407141 = -2841764.780744 nChanged 182 SP:Iteration 16Q (1384.730168 sec): 3 clusters Score: Raw -2845288.471748 + Penalty 3461.407141 = -2841827.064607 nChanged 169 SP:Iteration 17Q (1384.794587 sec): 3 clusters Score: Raw -2845344.755010 + Penalty 3461.407141 = -2841883.347870 nChanged 148 SP:Iteration 18Q (1384.858108 sec): 3 clusters Score: Raw -2845384.189247 + Penalty 3461.407141 = -2841922.782106 nChanged 129 SP:Iteration 19Q (1384.921816 sec): 3 clusters Score: Raw -2845414.037056 + Penalty 3461.407141 = -2841952.629915 nChanged 107 SP:Iteration 20F (1384.998948 sec): 3 clusters Score: Raw -2845438.125498 + Penalty 3461.407141 = -2841976.718357 nChanged 93 SP:Iteration 21Q (1385.061891 sec): 3 clusters Score: Raw -2845457.447246 + Penalty 3461.407141 = -2841996.040105 nChanged 94 SP:Iteration 22Q (1385.124777 sec): 3 clusters Score: Raw -2845479.377598 + Penalty 3461.407141 = -2842017.970457 nChanged 83 SP:Iteration 23Q (1385.187567 sec): 3 clusters Score: Raw -2845496.921594 + Penalty 3461.407141 = -2842035.514454 nChanged 87 SP:Iteration 24Q (1385.249878 sec): 3 clusters Score: Raw -2845518.216841 + Penalty 3461.407141 = -2842056.809701 nChanged 76 SP:Iteration 25Q (1385.312238 sec): 3 clusters Score: Raw -2845534.722677 + Penalty 3461.407141 = -2842073.315537 nChanged 52 SP:Iteration 26Q (1385.374358 sec): 3 clusters Score: Raw -2845544.432370 + Penalty 3461.407141 = -2842083.025229 nChanged 50 SP:Iteration 27Q (1385.436068 sec): 3 clusters Score: Raw -2845554.543890 + Penalty 3461.407141 = -2842093.136749 nChanged 43 SP:Iteration 28Q (1385.522010 sec): 3 clusters Score: Raw -2845562.571781 + Penalty 3461.407141 = -2842101.164640 nChanged 35 SP:Iteration 29Q (1385.583729 sec): 3 clusters Score: Raw -2845567.497081 + Penalty 3461.407141 = -2842106.089940 nChanged 32 SP:Iteration 30Q (1385.645110 sec): 3 clusters Score: Raw -2845571.602632 + Penalty 3461.407141 = -2842110.195491 nChanged 28 SP:Iteration 31Q (1385.706795 sec): 3 clusters Score: Raw -2845575.478982 + Penalty 3461.407141 = -2842114.071842 nChanged 31 SP:Iteration 32Q (1385.768424 sec): 3 clusters Score: Raw -2845580.598761 + Penalty 3461.407141 = -2842119.191620 nChanged 29 SP:Iteration 33Q (1385.829551 sec): 3 clusters Score: Raw -2845585.067696 + Penalty 3461.407141 = -2842123.660555 nChanged 20 SP:Iteration 34Q (1385.890914 sec): 3 clusters Score: Raw -2845588.058308 + Penalty 3461.407141 = -2842126.651167 nChanged 18 SP:Iteration 35Q (1385.952275 sec): 3 clusters Score: Raw -2845590.363667 + Penalty 3461.407141 = -2842128.956527 nChanged 19 SP:Iteration 36Q (1386.013272 sec): 3 clusters Score: Raw -2845592.723256 + Penalty 3461.407141 = -2842131.316116 nChanged 8 SP:Iteration 37Q (1386.074515 sec): 3 clusters Score: Raw -2845593.627356 + Penalty 3461.407141 = -2842132.220215 nChanged 8 SP:Iteration 38Q (1386.135912 sec): 3 clusters Score: Raw -2845594.510707 + Penalty 3461.407141 = -2842133.103566 nChanged 5 SP:Iteration 39Q (1386.197103 sec): 3 clusters Score: Raw -2845595.210344 + Penalty 3461.407141 = -2842133.803204 nChanged 5 SP:Iteration 40F (1386.274944 sec): 3 clusters Score: Raw -2845595.744287 + Penalty 3461.407141 = -2842134.337147 nChanged 3 SP:Iteration 41Q (1386.335682 sec): 3 clusters Score: Raw -2845596.161154 + Penalty 3461.407141 = -2842134.754013 nChanged 4 SP:Iteration 42Q (1386.396921 sec): 3 clusters Score: Raw -2845596.723283 + Penalty 3461.407141 = -2842135.316142 nChanged 3 SP:Iteration 43Q (1386.458498 sec): 3 clusters Score: Raw -2845597.119009 + Penalty 3461.407141 = -2842135.711869 nChanged 2 SP:Iteration 44Q (1386.519324 sec): 3 clusters Score: Raw -2845597.259547 + Penalty 3461.407141 = -2842135.852406 nChanged 0 SP:Iteration 45F (1386.597136 sec): 3 clusters Score: Raw -2845597.259547 + Penalty 3461.407141 = -2842135.852406 nChanged 0 Trying to split cluster 10 (4925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1386.609352 sec): 2 clusters Score: Raw -328853.225887 + Penalty 1381.587927 = -327471.637959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1386.630380 sec): 3 clusters Score: Raw -326349.985949 + Penalty 2763.175855 = -323586.810094 nChanged 1999 SP:Iteration 1F (1386.651416 sec): 3 clusters Score: Raw -327477.820611 + Penalty 2763.175855 = -324714.644756 nChanged 365 SP:Iteration 2F (1386.672214 sec): 3 clusters Score: Raw -327658.144982 + Penalty 2763.175855 = -324894.969127 nChanged 237 SP:Iteration 3Q (1386.693349 sec): 3 clusters Score: Raw -327766.562962 + Penalty 2763.175855 = -325003.387107 nChanged 185 SP:Iteration 4Q (1386.714237 sec): 3 clusters Score: Raw -327852.960250 + Penalty 2763.175855 = -325089.784395 nChanged 157 SP:Iteration 5Q (1386.735335 sec): 3 clusters Score: Raw -327930.331040 + Penalty 2763.175855 = -325167.155186 nChanged 142 SP:Iteration 6Q (1386.756393 sec): 3 clusters Score: Raw -327999.949023 + Penalty 2763.175855 = -325236.773168 nChanged 119 SP:Iteration 7Q (1386.777199 sec): 3 clusters Score: Raw -328058.387580 + Penalty 2763.175855 = -325295.211725 nChanged 138 SP:Iteration 8Q (1386.798192 sec): 3 clusters Score: Raw -328138.292576 + Penalty 2763.175855 = -325375.116722 nChanged 136 SP:Iteration 9Q (1386.819193 sec): 3 clusters Score: Raw -328208.450307 + Penalty 2763.175855 = -325445.274452 nChanged 122 SP:Iteration 10Q (1386.839905 sec): 3 clusters Score: Raw -328287.176105 + Penalty 2763.175855 = -325524.000251 nChanged 118 SP:Iteration 11Q (1386.860807 sec): 3 clusters Score: Raw -328351.390608 + Penalty 2763.175855 = -325588.214753 nChanged 121 SP:Iteration 12Q (1386.881503 sec): 3 clusters Score: Raw -328405.272542 + Penalty 2763.175855 = -325642.096687 nChanged 91 SP:Iteration 13Q (1386.902062 sec): 3 clusters Score: Raw -328453.028415 + Penalty 2763.175855 = -325689.852560 nChanged 92 SP:Iteration 14Q (1386.922712 sec): 3 clusters Score: Raw -328504.478487 + Penalty 2763.175855 = -325741.302632 nChanged 94 SP:Iteration 15Q (1386.953374 sec): 3 clusters Score: Raw -328551.377435 + Penalty 2763.175855 = -325788.201580 nChanged 83 SP:Iteration 16Q (1386.973853 sec): 3 clusters Score: Raw -328588.266877 + Penalty 2763.175855 = -325825.091022 nChanged 75 SP:Iteration 17Q (1386.994451 sec): 3 clusters Score: Raw -328624.310495 + Penalty 2763.175855 = -325861.134640 nChanged 75 SP:Iteration 18Q (1387.014619 sec): 3 clusters Score: Raw -328661.322206 + Penalty 2763.175855 = -325898.146351 nChanged 68 SP:Iteration 19Q (1387.035001 sec): 3 clusters Score: Raw -328692.630750 + Penalty 2763.175855 = -325929.454896 nChanged 63 SP:Iteration 20F (1387.055900 sec): 3 clusters Score: Raw -328729.516620 + Penalty 2763.175855 = -325966.340765 nChanged 66 SP:Iteration 21Q (1387.076314 sec): 3 clusters Score: Raw -328764.233223 + Penalty 2763.175855 = -326001.057368 nChanged 56 SP:Iteration 22Q (1387.096564 sec): 3 clusters Score: Raw -328799.795490 + Penalty 2763.175855 = -326036.619635 nChanged 48 SP:Iteration 23Q (1387.116638 sec): 3 clusters Score: Raw -328823.398100 + Penalty 2763.175855 = -326060.222245 nChanged 37 SP:Iteration 24Q (1387.136834 sec): 3 clusters Score: Raw -328841.220874 + Penalty 2763.175855 = -326078.045019 nChanged 35 SP:Iteration 25Q (1387.156914 sec): 3 clusters Score: Raw -328859.550124 + Penalty 2763.175855 = -326096.374269 nChanged 33 SP:Iteration 26Q (1387.177129 sec): 3 clusters Score: Raw -328881.339487 + Penalty 2763.175855 = -326118.163632 nChanged 29 SP:Iteration 27Q (1387.196902 sec): 3 clusters Score: Raw -328899.170678 + Penalty 2763.175855 = -326135.994823 nChanged 23 SP:Iteration 28Q (1387.216796 sec): 3 clusters Score: Raw -328913.038168 + Penalty 2763.175855 = -326149.862313 nChanged 19 SP:Iteration 29Q (1387.236658 sec): 3 clusters Score: Raw -328921.947074 + Penalty 2763.175855 = -326158.771219 nChanged 11 SP:Iteration 30Q (1387.256487 sec): 3 clusters Score: Raw -328925.451834 + Penalty 2763.175855 = -326162.275980 nChanged 6 SP:Iteration 31Q (1387.276232 sec): 3 clusters Score: Raw -328928.967080 + Penalty 2763.175855 = -326165.791226 nChanged 11 SP:Iteration 32Q (1387.296093 sec): 3 clusters Score: Raw -328933.487130 + Penalty 2763.175855 = -326170.311275 nChanged 13 SP:Iteration 33Q (1387.315930 sec): 3 clusters Score: Raw -328941.316498 + Penalty 2763.175855 = -326178.140643 nChanged 13 SP:Iteration 34Q (1387.335902 sec): 3 clusters Score: Raw -328948.997799 + Penalty 2763.175855 = -326185.821944 nChanged 17 SP:Iteration 35Q (1387.355713 sec): 3 clusters Score: Raw -328958.105520 + Penalty 2763.175855 = -326194.929665 nChanged 12 SP:Iteration 36Q (1387.375410 sec): 3 clusters Score: Raw -328965.884205 + Penalty 2763.175855 = -326202.708350 nChanged 14 SP:Iteration 37Q (1387.395175 sec): 3 clusters Score: Raw -328972.002177 + Penalty 2763.175855 = -326208.826322 nChanged 11 SP:Iteration 38Q (1387.415013 sec): 3 clusters Score: Raw -328978.622845 + Penalty 2763.175855 = -326215.446991 nChanged 12 SP:Iteration 39Q (1387.434917 sec): 3 clusters Score: Raw -328985.497213 + Penalty 2763.175855 = -326222.321359 nChanged 10 SP:Iteration 40F (1387.455833 sec): 3 clusters Score: Raw -328988.830639 + Penalty 2763.175855 = -326225.654784 nChanged 6 SP:Iteration 41Q (1387.475587 sec): 3 clusters Score: Raw -328991.446577 + Penalty 2763.175855 = -326228.270722 nChanged 8 SP:Iteration 42Q (1387.494963 sec): 3 clusters Score: Raw -328996.009908 + Penalty 2763.175855 = -326232.834053 nChanged 11 SP:Iteration 43Q (1387.514640 sec): 3 clusters Score: Raw -329000.045463 + Penalty 2763.175855 = -326236.869608 nChanged 8 SP:Iteration 44Q (1387.534449 sec): 3 clusters Score: Raw -329002.747801 + Penalty 2763.175855 = -326239.571946 nChanged 4 SP:Iteration 45Q (1387.554077 sec): 3 clusters Score: Raw -329005.240334 + Penalty 2763.175855 = -326242.064479 nChanged 10 SP:Iteration 46Q (1387.573671 sec): 3 clusters Score: Raw -329009.747442 + Penalty 2763.175855 = -326246.571587 nChanged 9 SP:Iteration 47Q (1387.593464 sec): 3 clusters Score: Raw -329013.942857 + Penalty 2763.175855 = -326250.767002 nChanged 10 SP:Iteration 48Q (1387.612881 sec): 3 clusters Score: Raw -329018.243988 + Penalty 2763.175855 = -326255.068133 nChanged 7 SP:Iteration 49Q (1387.632452 sec): 3 clusters Score: Raw -329021.312392 + Penalty 2763.175855 = -326258.136537 nChanged 5 SP:Iteration 50Q (1387.651928 sec): 3 clusters Score: Raw -329024.908786 + Penalty 2763.175855 = -326261.732931 nChanged 3 SP:Iteration 51Q (1387.671349 sec): 3 clusters Score: Raw -329026.510093 + Penalty 2763.175855 = -326263.334238 nChanged 4 SP:Iteration 52Q (1387.690971 sec): 3 clusters Score: Raw -329028.206943 + Penalty 2763.175855 = -326265.031088 nChanged 3 SP:Iteration 53Q (1387.710412 sec): 3 clusters Score: Raw -329029.623763 + Penalty 2763.175855 = -326266.447908 nChanged 3 SP:Iteration 54Q (1387.729800 sec): 3 clusters Score: Raw -329030.870557 + Penalty 2763.175855 = -326267.694702 nChanged 3 SP:Iteration 55Q (1387.749176 sec): 3 clusters Score: Raw -329032.013530 + Penalty 2763.175855 = -326268.837675 nChanged 1 SP:Iteration 56Q (1387.768601 sec): 3 clusters Score: Raw -329032.583872 + Penalty 2763.175855 = -326269.408018 nChanged 1 SP:Iteration 57Q (1387.788342 sec): 3 clusters Score: Raw -329032.751377 + Penalty 2763.175855 = -326269.575522 nChanged 0 SP:Iteration 58F (1387.809503 sec): 3 clusters Score: Raw -329032.751377 + Penalty 2763.175855 = -326269.575522 nChanged 0 Trying to split cluster 11 (7306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1387.830692 sec): 2 clusters Score: Raw -467957.062537 + Penalty 1445.673321 = -466511.389216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1387.855117 sec): 3 clusters Score: Raw -463928.111942 + Penalty 2891.346642 = -461036.765299 nChanged 3065 SP:Iteration 1F (1387.879411 sec): 3 clusters Score: Raw -465673.966840 + Penalty 2891.346642 = -462782.620198 nChanged 548 SP:Iteration 2F (1387.903909 sec): 3 clusters Score: Raw -465990.616427 + Penalty 2891.346642 = -463099.269784 nChanged 459 SP:Iteration 3F (1387.928272 sec): 3 clusters Score: Raw -466307.963854 + Penalty 2891.346642 = -463416.617212 nChanged 448 SP:Iteration 4F (1387.952573 sec): 3 clusters Score: Raw -466617.765214 + Penalty 2891.346642 = -463726.418571 nChanged 385 SP:Iteration 5F (1387.977053 sec): 3 clusters Score: Raw -466840.563286 + Penalty 2891.346642 = -463949.216644 nChanged 327 SP:Iteration 6Q (1388.001677 sec): 3 clusters Score: Raw -467027.921320 + Penalty 2891.346642 = -464136.574677 nChanged 277 SP:Iteration 7Q (1388.026188 sec): 3 clusters Score: Raw -467170.906313 + Penalty 2891.346642 = -464279.559670 nChanged 255 SP:Iteration 8Q (1388.050862 sec): 3 clusters Score: Raw -467331.463867 + Penalty 2891.346642 = -464440.117224 nChanged 234 SP:Iteration 9Q (1388.075497 sec): 3 clusters Score: Raw -467486.661027 + Penalty 2891.346642 = -464595.314385 nChanged 196 SP:Iteration 10Q (1388.099643 sec): 3 clusters Score: Raw -467622.486284 + Penalty 2891.346642 = -464731.139642 nChanged 175 SP:Iteration 11Q (1388.123820 sec): 3 clusters Score: Raw -467732.363398 + Penalty 2891.346642 = -464841.016755 nChanged 173 SP:Iteration 12Q (1388.147989 sec): 3 clusters Score: Raw -467844.300785 + Penalty 2891.346642 = -464952.954142 nChanged 160 SP:Iteration 13Q (1388.171894 sec): 3 clusters Score: Raw -467931.766710 + Penalty 2891.346642 = -465040.420068 nChanged 129 SP:Iteration 14Q (1388.195705 sec): 3 clusters Score: Raw -468011.031584 + Penalty 2891.346642 = -465119.684942 nChanged 119 SP:Iteration 15Q (1388.219419 sec): 3 clusters Score: Raw -468079.897186 + Penalty 2891.346642 = -465188.550544 nChanged 104 SP:Iteration 16Q (1388.243340 sec): 3 clusters Score: Raw -468140.581871 + Penalty 2891.346642 = -465249.235228 nChanged 99 SP:Iteration 17Q (1388.267327 sec): 3 clusters Score: Raw -468191.493592 + Penalty 2891.346642 = -465300.146949 nChanged 95 SP:Iteration 18Q (1388.290952 sec): 3 clusters Score: Raw -468255.448763 + Penalty 2891.346642 = -465364.102120 nChanged 85 SP:Iteration 19Q (1388.314509 sec): 3 clusters Score: Raw -468301.898116 + Penalty 2891.346642 = -465410.551473 nChanged 65 SP:Iteration 20F (1388.338990 sec): 3 clusters Score: Raw -468332.954924 + Penalty 2891.346642 = -465441.608281 nChanged 61 SP:Iteration 21Q (1388.362465 sec): 3 clusters Score: Raw -468353.819613 + Penalty 2891.346642 = -465462.472970 nChanged 41 SP:Iteration 22Q (1388.385943 sec): 3 clusters Score: Raw -468368.066598 + Penalty 2891.346642 = -465476.719956 nChanged 46 SP:Iteration 23Q (1388.409156 sec): 3 clusters Score: Raw -468389.665772 + Penalty 2891.346642 = -465498.319129 nChanged 46 SP:Iteration 24Q (1388.432483 sec): 3 clusters Score: Raw -468409.426608 + Penalty 2891.346642 = -465518.079965 nChanged 49 SP:Iteration 25Q (1388.455711 sec): 3 clusters Score: Raw -468428.615005 + Penalty 2891.346642 = -465537.268362 nChanged 49 SP:Iteration 26Q (1388.479054 sec): 3 clusters Score: Raw -468441.779336 + Penalty 2891.346642 = -465550.432694 nChanged 34 SP:Iteration 27Q (1388.502260 sec): 3 clusters Score: Raw -468453.295337 + Penalty 2891.346642 = -465561.948695 nChanged 29 SP:Iteration 28Q (1388.525359 sec): 3 clusters Score: Raw -468463.212915 + Penalty 2891.346642 = -465571.866272 nChanged 26 SP:Iteration 29Q (1388.548357 sec): 3 clusters Score: Raw -468470.439568 + Penalty 2891.346642 = -465579.092925 nChanged 20 SP:Iteration 30Q (1388.571414 sec): 3 clusters Score: Raw -468476.602887 + Penalty 2891.346642 = -465585.256245 nChanged 24 SP:Iteration 31Q (1388.594586 sec): 3 clusters Score: Raw -468483.760297 + Penalty 2891.346642 = -465592.413655 nChanged 25 SP:Iteration 32Q (1388.617480 sec): 3 clusters Score: Raw -468491.070259 + Penalty 2891.346642 = -465599.723616 nChanged 18 SP:Iteration 33Q (1388.640472 sec): 3 clusters Score: Raw -468495.470350 + Penalty 2891.346642 = -465604.123707 nChanged 19 SP:Iteration 34Q (1388.663579 sec): 3 clusters Score: Raw -468499.988188 + Penalty 2891.346642 = -465608.641545 nChanged 14 SP:Iteration 35Q (1388.686634 sec): 3 clusters Score: Raw -468502.525276 + Penalty 2891.346642 = -465611.178634 nChanged 8 SP:Iteration 36Q (1388.709802 sec): 3 clusters Score: Raw -468504.349824 + Penalty 2891.346642 = -465613.003182 nChanged 7 SP:Iteration 37Q (1388.733126 sec): 3 clusters Score: Raw -468505.842813 + Penalty 2891.346642 = -465614.496171 nChanged 9 SP:Iteration 38Q (1388.756279 sec): 3 clusters Score: Raw -468508.691253 + Penalty 2891.346642 = -465617.344611 nChanged 11 SP:Iteration 39Q (1388.779386 sec): 3 clusters Score: Raw -468512.062332 + Penalty 2891.346642 = -465620.715690 nChanged 20 SP:Iteration 40F (1388.803721 sec): 3 clusters Score: Raw -468518.694063 + Penalty 2891.346642 = -465627.347421 nChanged 18 SP:Iteration 41Q (1388.826523 sec): 3 clusters Score: Raw -468522.933915 + Penalty 2891.346642 = -465631.587273 nChanged 17 SP:Iteration 42Q (1388.849467 sec): 3 clusters Score: Raw -468529.402000 + Penalty 2891.346642 = -465638.055357 nChanged 16 SP:Iteration 43Q (1388.872473 sec): 3 clusters Score: Raw -468534.894566 + Penalty 2891.346642 = -465643.547923 nChanged 9 SP:Iteration 44Q (1388.895573 sec): 3 clusters Score: Raw -468536.629091 + Penalty 2891.346642 = -465645.282448 nChanged 6 SP:Iteration 45Q (1388.918361 sec): 3 clusters Score: Raw -468537.911753 + Penalty 2891.346642 = -465646.565110 nChanged 3 SP:Iteration 46Q (1388.941207 sec): 3 clusters Score: Raw -468538.732424 + Penalty 2891.346642 = -465647.385781 nChanged 6 SP:Iteration 47Q (1388.964073 sec): 3 clusters Score: Raw -468539.762673 + Penalty 2891.346642 = -465648.416030 nChanged 10 SP:Iteration 48Q (1388.986954 sec): 3 clusters Score: Raw -468541.412007 + Penalty 2891.346642 = -465650.065365 nChanged 8 SP:Iteration 49Q (1389.010197 sec): 3 clusters Score: Raw -468543.112961 + Penalty 2891.346642 = -465651.766319 nChanged 7 SP:Iteration 50Q (1389.033275 sec): 3 clusters Score: Raw -468544.925259 + Penalty 2891.346642 = -465653.578617 nChanged 10 SP:Iteration 51Q (1389.056628 sec): 3 clusters Score: Raw -468547.583760 + Penalty 2891.346642 = -465656.237117 nChanged 5 SP:Iteration 52Q (1389.079812 sec): 3 clusters Score: Raw -468549.113463 + Penalty 2891.346642 = -465657.766821 nChanged 5 SP:Iteration 53Q (1389.103874 sec): 3 clusters Score: Raw -468550.235075 + Penalty 2891.346642 = -465658.888432 nChanged 6 SP:Iteration 54Q (1389.127146 sec): 3 clusters Score: Raw -468552.652135 + Penalty 2891.346642 = -465661.305493 nChanged 9 SP:Iteration 55Q (1389.150437 sec): 3 clusters Score: Raw -468554.092660 + Penalty 2891.346642 = -465662.746018 nChanged 5 SP:Iteration 56Q (1389.173444 sec): 3 clusters Score: Raw -468555.166278 + Penalty 2891.346642 = -465663.819635 nChanged 4 SP:Iteration 57Q (1389.196617 sec): 3 clusters Score: Raw -468555.769636 + Penalty 2891.346642 = -465664.422994 nChanged 2 SP:Iteration 58Q (1389.219612 sec): 3 clusters Score: Raw -468556.316685 + Penalty 2891.346642 = -465664.970042 nChanged 2 SP:Iteration 59Q (1389.242308 sec): 3 clusters Score: Raw -468556.881456 + Penalty 2891.346642 = -465665.534814 nChanged 1 SP:Iteration 60F (1389.266621 sec): 3 clusters Score: Raw -468556.998619 + Penalty 2891.346642 = -465665.651976 nChanged 0 Trying to split cluster 12 (1618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1389.281443 sec): 2 clusters Score: Raw -86890.314648 + Penalty 1200.703741 = -85689.610907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1389.290269 sec): 3 clusters Score: Raw -86272.451787 + Penalty 2401.407482 = -83871.044306 nChanged 544 SP:Iteration 1F (1389.298655 sec): 3 clusters Score: Raw -86682.309399 + Penalty 2401.407482 = -84280.901917 nChanged 139 SP:Iteration 2F (1389.306927 sec): 3 clusters Score: Raw -86821.699334 + Penalty 2401.407482 = -84420.291852 nChanged 91 SP:Iteration 3F (1389.315249 sec): 3 clusters Score: Raw -86917.258420 + Penalty 2401.407482 = -84515.850938 nChanged 70 SP:Iteration 4Q (1389.323456 sec): 3 clusters Score: Raw -86977.954504 + Penalty 2401.407482 = -84576.547022 nChanged 43 SP:Iteration 5Q (1389.331680 sec): 3 clusters Score: Raw -87021.292269 + Penalty 2401.407482 = -84619.884787 nChanged 33 SP:Iteration 6Q (1389.339927 sec): 3 clusters Score: Raw -87044.741323 + Penalty 2401.407482 = -84643.333841 nChanged 25 SP:Iteration 7Q (1389.348753 sec): 3 clusters Score: Raw -87059.872401 + Penalty 2401.407482 = -84658.464919 nChanged 12 SP:Iteration 8Q (1389.357006 sec): 3 clusters Score: Raw -87065.792839 + Penalty 2401.407482 = -84664.385357 nChanged 9 SP:Iteration 9Q (1389.365263 sec): 3 clusters Score: Raw -87070.203308 + Penalty 2401.407482 = -84668.795827 nChanged 4 SP:Iteration 10Q (1389.373499 sec): 3 clusters Score: Raw -87072.758306 + Penalty 2401.407482 = -84671.350824 nChanged 4 SP:Iteration 11Q (1389.381703 sec): 3 clusters Score: Raw -87075.709532 + Penalty 2401.407482 = -84674.302050 nChanged 6 SP:Iteration 12Q (1389.390039 sec): 3 clusters Score: Raw -87077.988415 + Penalty 2401.407482 = -84676.580933 nChanged 3 SP:Iteration 13Q (1389.398203 sec): 3 clusters Score: Raw -87079.854479 + Penalty 2401.407482 = -84678.446997 nChanged 3 SP:Iteration 14Q (1389.406371 sec): 3 clusters Score: Raw -87080.747535 + Penalty 2401.407482 = -84679.340054 nChanged 2 SP:Iteration 15Q (1389.414512 sec): 3 clusters Score: Raw -87082.728860 + Penalty 2401.407482 = -84681.321378 nChanged 4 SP:Iteration 16Q (1389.422689 sec): 3 clusters Score: Raw -87084.943831 + Penalty 2401.407482 = -84683.536349 nChanged 2 SP:Iteration 17Q (1389.430856 sec): 3 clusters Score: Raw -87086.156477 + Penalty 2401.407482 = -84684.748995 nChanged 3 SP:Iteration 18Q (1389.439064 sec): 3 clusters Score: Raw -87087.447056 + Penalty 2401.407482 = -84686.039574 nChanged 1 SP:Iteration 19Q (1389.447286 sec): 3 clusters Score: Raw -87087.715616 + Penalty 2401.407482 = -84686.308134 nChanged 0 SP:Iteration 20F (1389.455626 sec): 3 clusters Score: Raw -87087.715616 + Penalty 2401.407482 = -84686.308134 nChanged 0 Trying to split cluster 13 (7173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1389.476857 sec): 2 clusters Score: Raw -493395.341068 + Penalty 1442.687879 = -491952.653189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1389.502491 sec): 3 clusters Score: Raw -489457.386756 + Penalty 2885.375758 = -486572.010997 nChanged 3064 SP:Iteration 1F (1389.527412 sec): 3 clusters Score: Raw -491131.702257 + Penalty 2885.375758 = -488246.326499 nChanged 452 SP:Iteration 2F (1389.552175 sec): 3 clusters Score: Raw -491352.264860 + Penalty 2885.375758 = -488466.889102 nChanged 370 SP:Iteration 3F (1389.576736 sec): 3 clusters Score: Raw -491547.222957 + Penalty 2885.375758 = -488661.847199 nChanged 335 SP:Iteration 4Q (1389.601796 sec): 3 clusters Score: Raw -491726.546267 + Penalty 2885.375758 = -488841.170509 nChanged 322 SP:Iteration 5Q (1389.626654 sec): 3 clusters Score: Raw -491894.123534 + Penalty 2885.375758 = -489008.747776 nChanged 283 SP:Iteration 6Q (1389.651384 sec): 3 clusters Score: Raw -492040.497858 + Penalty 2885.375758 = -489155.122100 nChanged 239 SP:Iteration 7Q (1389.676071 sec): 3 clusters Score: Raw -492151.886097 + Penalty 2885.375758 = -489266.510339 nChanged 239 SP:Iteration 8Q (1389.700891 sec): 3 clusters Score: Raw -492265.925985 + Penalty 2885.375758 = -489380.550226 nChanged 258 SP:Iteration 9Q (1389.725721 sec): 3 clusters Score: Raw -492406.640239 + Penalty 2885.375758 = -489521.264481 nChanged 255 SP:Iteration 10Q (1389.750736 sec): 3 clusters Score: Raw -492551.828701 + Penalty 2885.375758 = -489666.452942 nChanged 239 SP:Iteration 11Q (1389.775520 sec): 3 clusters Score: Raw -492692.356000 + Penalty 2885.375758 = -489806.980242 nChanged 219 SP:Iteration 12Q (1389.799989 sec): 3 clusters Score: Raw -492821.315988 + Penalty 2885.375758 = -489935.940230 nChanged 217 SP:Iteration 13Q (1389.824667 sec): 3 clusters Score: Raw -492966.513737 + Penalty 2885.375758 = -490081.137978 nChanged 206 SP:Iteration 14Q (1389.849159 sec): 3 clusters Score: Raw -493114.627989 + Penalty 2885.375758 = -490229.252231 nChanged 173 SP:Iteration 15Q (1389.873536 sec): 3 clusters Score: Raw -493235.957204 + Penalty 2885.375758 = -490350.581445 nChanged 127 SP:Iteration 16Q (1389.897624 sec): 3 clusters Score: Raw -493323.147293 + Penalty 2885.375758 = -490437.771535 nChanged 92 SP:Iteration 17Q (1389.921448 sec): 3 clusters Score: Raw -493384.823447 + Penalty 2885.375758 = -490499.447688 nChanged 73 SP:Iteration 18Q (1389.945195 sec): 3 clusters Score: Raw -493436.164911 + Penalty 2885.375758 = -490550.789153 nChanged 56 SP:Iteration 19Q (1389.968884 sec): 3 clusters Score: Raw -493477.925546 + Penalty 2885.375758 = -490592.549788 nChanged 43 SP:Iteration 20F (1389.993803 sec): 3 clusters Score: Raw -493508.863470 + Penalty 2885.375758 = -490623.487711 nChanged 27 SP:Iteration 21Q (1390.016997 sec): 3 clusters Score: Raw -493527.519211 + Penalty 2885.375758 = -490642.143452 nChanged 20 SP:Iteration 22Q (1390.040167 sec): 3 clusters Score: Raw -493546.990172 + Penalty 2885.375758 = -490661.614414 nChanged 23 SP:Iteration 23Q (1390.063322 sec): 3 clusters Score: Raw -493567.908052 + Penalty 2885.375758 = -490682.532294 nChanged 19 SP:Iteration 24Q (1390.086499 sec): 3 clusters Score: Raw -493582.965459 + Penalty 2885.375758 = -490697.589701 nChanged 13 SP:Iteration 25Q (1390.109591 sec): 3 clusters Score: Raw -493592.008897 + Penalty 2885.375758 = -490706.633138 nChanged 12 SP:Iteration 26Q (1390.132394 sec): 3 clusters Score: Raw -493600.737788 + Penalty 2885.375758 = -490715.362030 nChanged 5 SP:Iteration 27Q (1390.155393 sec): 3 clusters Score: Raw -493606.372659 + Penalty 2885.375758 = -490720.996901 nChanged 8 SP:Iteration 28Q (1390.178277 sec): 3 clusters Score: Raw -493615.573886 + Penalty 2885.375758 = -490730.198128 nChanged 8 SP:Iteration 29Q (1390.201235 sec): 3 clusters Score: Raw -493620.235199 + Penalty 2885.375758 = -490734.859440 nChanged 1 SP:Iteration 30Q (1390.224103 sec): 3 clusters Score: Raw -493620.869981 + Penalty 2885.375758 = -490735.494222 nChanged 0 SP:Iteration 31F (1390.249053 sec): 3 clusters Score: Raw -493620.869981 + Penalty 2885.375758 = -490735.494222 nChanged 0 Trying to split cluster 14 (21501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1390.285559 sec): 2 clusters Score: Raw -1436429.137902 + Penalty 1621.076393 = -1434808.061509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1390.332644 sec): 3 clusters Score: Raw -1423452.634176 + Penalty 3242.152786 = -1420210.481390 nChanged 9815 SP:Iteration 1F (1390.377174 sec): 3 clusters Score: Raw -1428869.002934 + Penalty 3242.152786 = -1425626.850148 nChanged 1098 SP:Iteration 2F (1390.421975 sec): 3 clusters Score: Raw -1429267.779161 + Penalty 3242.152786 = -1426025.626375 nChanged 977 SP:Iteration 3Q (1390.467862 sec): 3 clusters Score: Raw -1429611.815638 + Penalty 3242.152786 = -1426369.662853 nChanged 909 SP:Iteration 4Q (1390.513285 sec): 3 clusters Score: Raw -1429965.823777 + Penalty 3242.152786 = -1426723.670991 nChanged 978 SP:Iteration 5Q (1390.559127 sec): 3 clusters Score: Raw -1430397.204735 + Penalty 3242.152786 = -1427155.051949 nChanged 1046 SP:Iteration 6Q (1390.604404 sec): 3 clusters Score: Raw -1430908.605386 + Penalty 3242.152786 = -1427666.452601 nChanged 1137 SP:Iteration 7F (1390.648809 sec): 3 clusters Score: Raw -1431555.524553 + Penalty 3242.152786 = -1428313.371767 nChanged 1272 SP:Iteration 8F (1390.693546 sec): 3 clusters Score: Raw -1432429.148875 + Penalty 3242.152786 = -1429186.996089 nChanged 1271 SP:Iteration 9F (1390.738153 sec): 3 clusters Score: Raw -1433388.409216 + Penalty 3242.152786 = -1430146.256431 nChanged 1203 SP:Iteration 10F (1390.782984 sec): 3 clusters Score: Raw -1434341.025972 + Penalty 3242.152786 = -1431098.873187 nChanged 982 SP:Iteration 11Q (1390.827835 sec): 3 clusters Score: Raw -1435149.040456 + Penalty 3242.152786 = -1431906.887671 nChanged 650 SP:Iteration 12Q (1390.899733 sec): 3 clusters Score: Raw -1435704.768958 + Penalty 3242.152786 = -1432462.616173 nChanged 394 SP:Iteration 13Q (1390.940797 sec): 3 clusters Score: Raw -1436048.458479 + Penalty 3242.152786 = -1432806.305693 nChanged 251 SP:Iteration 14Q (1390.981100 sec): 3 clusters Score: Raw -1436271.895479 + Penalty 3242.152786 = -1433029.742693 nChanged 158 SP:Iteration 15Q (1391.020045 sec): 3 clusters Score: Raw -1436434.146424 + Penalty 3242.152786 = -1433191.993638 nChanged 89 SP:Iteration 16Q (1391.058021 sec): 3 clusters Score: Raw -1436510.388185 + Penalty 3242.152786 = -1433268.235400 nChanged 56 SP:Iteration 17Q (1391.095554 sec): 3 clusters Score: Raw -1436550.741805 + Penalty 3242.152786 = -1433308.589019 nChanged 42 SP:Iteration 18Q (1391.132842 sec): 3 clusters Score: Raw -1436586.205927 + Penalty 3242.152786 = -1433344.053141 nChanged 37 SP:Iteration 19Q (1391.170023 sec): 3 clusters Score: Raw -1436630.282816 + Penalty 3242.152786 = -1433388.130031 nChanged 35 SP:Iteration 20F (1391.214180 sec): 3 clusters Score: Raw -1436661.270828 + Penalty 3242.152786 = -1433419.118043 nChanged 17 SP:Iteration 21Q (1391.251464 sec): 3 clusters Score: Raw -1436677.755057 + Penalty 3242.152786 = -1433435.602271 nChanged 14 SP:Iteration 22Q (1391.288699 sec): 3 clusters Score: Raw -1436690.001048 + Penalty 3242.152786 = -1433447.848262 nChanged 12 SP:Iteration 23Q (1391.325453 sec): 3 clusters Score: Raw -1436697.601080 + Penalty 3242.152786 = -1433455.448294 nChanged 6 SP:Iteration 24Q (1391.380004 sec): 3 clusters Score: Raw -1436702.441864 + Penalty 3242.152786 = -1433460.289078 nChanged 6 SP:Iteration 25Q (1391.416797 sec): 3 clusters Score: Raw -1436707.467025 + Penalty 3242.152786 = -1433465.314239 nChanged 9 SP:Iteration 26Q (1391.454471 sec): 3 clusters Score: Raw -1436711.917554 + Penalty 3242.152786 = -1433469.764768 nChanged 4 SP:Iteration 27Q (1391.491259 sec): 3 clusters Score: Raw -1436715.112509 + Penalty 3242.152786 = -1433472.959723 nChanged 5 SP:Iteration 28Q (1391.542153 sec): 3 clusters Score: Raw -1436717.731527 + Penalty 3242.152786 = -1433475.578741 nChanged 4 SP:Iteration 29Q (1391.593981 sec): 3 clusters Score: Raw -1436721.702586 + Penalty 3242.152786 = -1433479.549800 nChanged 2 SP:Iteration 30Q (1391.635741 sec): 3 clusters Score: Raw -1436723.058956 + Penalty 3242.152786 = -1433480.906170 nChanged 1 SP:Iteration 31Q (1391.697369 sec): 3 clusters Score: Raw -1436723.807677 + Penalty 3242.152786 = -1433481.654892 nChanged 1 SP:Iteration 32Q (1391.734044 sec): 3 clusters Score: Raw -1436724.611286 + Penalty 3242.152786 = -1433482.458501 nChanged 0 SP:Iteration 33F (1391.777957 sec): 3 clusters Score: Raw -1436724.611286 + Penalty 3242.152786 = -1433482.458501 nChanged 0 Trying to split cluster 15 (11356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1391.804361 sec): 2 clusters Score: Raw -750058.867392 + Penalty 1517.343997 = -748541.523395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1391.835748 sec): 3 clusters Score: Raw -743520.167147 + Penalty 3034.687993 = -740485.479154 nChanged 4974 SP:Iteration 1F (1391.865377 sec): 3 clusters Score: Raw -746347.602425 + Penalty 3034.687993 = -743312.914432 nChanged 814 SP:Iteration 2F (1391.895093 sec): 3 clusters Score: Raw -746835.628802 + Penalty 3034.687993 = -743800.940809 nChanged 817 SP:Iteration 3F (1391.924629 sec): 3 clusters Score: Raw -747391.591528 + Penalty 3034.687993 = -744356.903535 nChanged 848 SP:Iteration 4F (1391.953917 sec): 3 clusters Score: Raw -748050.241374 + Penalty 3034.687993 = -745015.553380 nChanged 808 SP:Iteration 5F (1391.983009 sec): 3 clusters Score: Raw -748687.350949 + Penalty 3034.687993 = -745652.662956 nChanged 730 SP:Iteration 6F (1392.012422 sec): 3 clusters Score: Raw -749229.410800 + Penalty 3034.687993 = -746194.722807 nChanged 573 SP:Iteration 7F (1392.041701 sec): 3 clusters Score: Raw -749617.358025 + Penalty 3034.687993 = -746582.670031 nChanged 423 SP:Iteration 8Q (1392.071455 sec): 3 clusters Score: Raw -749878.171634 + Penalty 3034.687993 = -746843.483641 nChanged 311 SP:Iteration 9Q (1392.101150 sec): 3 clusters Score: Raw -750028.244223 + Penalty 3034.687993 = -746993.556230 nChanged 227 SP:Iteration 10Q (1392.130704 sec): 3 clusters Score: Raw -750121.106412 + Penalty 3034.687993 = -747086.418419 nChanged 145 SP:Iteration 11Q (1392.160251 sec): 3 clusters Score: Raw -750169.262556 + Penalty 3034.687993 = -747134.574563 nChanged 99 SP:Iteration 12Q (1392.189827 sec): 3 clusters Score: Raw -750196.664370 + Penalty 3034.687993 = -747161.976376 nChanged 71 SP:Iteration 13Q (1392.219431 sec): 3 clusters Score: Raw -750213.941972 + Penalty 3034.687993 = -747179.253979 nChanged 65 SP:Iteration 14Q (1392.248800 sec): 3 clusters Score: Raw -750229.844911 + Penalty 3034.687993 = -747195.156917 nChanged 45 SP:Iteration 15Q (1392.278658 sec): 3 clusters Score: Raw -750240.525931 + Penalty 3034.687993 = -747205.837938 nChanged 40 SP:Iteration 16Q (1392.308070 sec): 3 clusters Score: Raw -750249.952956 + Penalty 3034.687993 = -747215.264963 nChanged 30 SP:Iteration 17Q (1392.337719 sec): 3 clusters Score: Raw -750257.278378 + Penalty 3034.687993 = -747222.590385 nChanged 38 SP:Iteration 18Q (1392.366985 sec): 3 clusters Score: Raw -750267.775137 + Penalty 3034.687993 = -747233.087144 nChanged 32 SP:Iteration 19Q (1392.396587 sec): 3 clusters Score: Raw -750277.776407 + Penalty 3034.687993 = -747243.088414 nChanged 43 SP:Iteration 20F (1392.426143 sec): 3 clusters Score: Raw -750289.570935 + Penalty 3034.687993 = -747254.882942 nChanged 41 SP:Iteration 21Q (1392.455688 sec): 3 clusters Score: Raw -750300.428717 + Penalty 3034.687993 = -747265.740724 nChanged 34 SP:Iteration 22Q (1392.485526 sec): 3 clusters Score: Raw -750311.395843 + Penalty 3034.687993 = -747276.707850 nChanged 36 SP:Iteration 23Q (1392.515075 sec): 3 clusters Score: Raw -750323.005422 + Penalty 3034.687993 = -747288.317429 nChanged 35 SP:Iteration 24Q (1392.544394 sec): 3 clusters Score: Raw -750334.896621 + Penalty 3034.687993 = -747300.208627 nChanged 43 SP:Iteration 25Q (1392.573821 sec): 3 clusters Score: Raw -750349.256459 + Penalty 3034.687993 = -747314.568466 nChanged 31 SP:Iteration 26Q (1392.603061 sec): 3 clusters Score: Raw -750356.519648 + Penalty 3034.687993 = -747321.831654 nChanged 19 SP:Iteration 27Q (1392.632367 sec): 3 clusters Score: Raw -750362.064391 + Penalty 3034.687993 = -747327.376398 nChanged 17 SP:Iteration 28Q (1392.661686 sec): 3 clusters Score: Raw -750366.020219 + Penalty 3034.687993 = -747331.332226 nChanged 13 SP:Iteration 29Q (1392.690829 sec): 3 clusters Score: Raw -750368.760774 + Penalty 3034.687993 = -747334.072781 nChanged 13 SP:Iteration 30Q (1392.719993 sec): 3 clusters Score: Raw -750373.041544 + Penalty 3034.687993 = -747338.353551 nChanged 20 SP:Iteration 31Q (1392.749103 sec): 3 clusters Score: Raw -750380.879678 + Penalty 3034.687993 = -747346.191685 nChanged 20 SP:Iteration 32Q (1392.790290 sec): 3 clusters Score: Raw -750386.190605 + Penalty 3034.687993 = -747351.502612 nChanged 16 SP:Iteration 33Q (1392.819477 sec): 3 clusters Score: Raw -750391.066289 + Penalty 3034.687993 = -747356.378296 nChanged 15 SP:Iteration 34Q (1392.848690 sec): 3 clusters Score: Raw -750395.336566 + Penalty 3034.687993 = -747360.648573 nChanged 9 SP:Iteration 35Q (1392.877961 sec): 3 clusters Score: Raw -750398.522841 + Penalty 3034.687993 = -747363.834848 nChanged 19 SP:Iteration 36Q (1392.907333 sec): 3 clusters Score: Raw -750404.116879 + Penalty 3034.687993 = -747369.428886 nChanged 15 SP:Iteration 37Q (1392.936595 sec): 3 clusters Score: Raw -750409.171921 + Penalty 3034.687993 = -747374.483928 nChanged 17 SP:Iteration 38Q (1392.965815 sec): 3 clusters Score: Raw -750415.259265 + Penalty 3034.687993 = -747380.571272 nChanged 15 SP:Iteration 39Q (1392.995108 sec): 3 clusters Score: Raw -750418.493223 + Penalty 3034.687993 = -747383.805230 nChanged 13 SP:Iteration 40F (1393.024203 sec): 3 clusters Score: Raw -750422.476164 + Penalty 3034.687993 = -747387.788171 nChanged 11 SP:Iteration 41Q (1393.053468 sec): 3 clusters Score: Raw -750426.335011 + Penalty 3034.687993 = -747391.647017 nChanged 7 SP:Iteration 42Q (1393.082482 sec): 3 clusters Score: Raw -750428.759026 + Penalty 3034.687993 = -747394.071033 nChanged 9 SP:Iteration 43Q (1393.111502 sec): 3 clusters Score: Raw -750430.874627 + Penalty 3034.687993 = -747396.186634 nChanged 3 SP:Iteration 44Q (1393.140710 sec): 3 clusters Score: Raw -750431.572713 + Penalty 3034.687993 = -747396.884719 nChanged 3 SP:Iteration 45Q (1393.169474 sec): 3 clusters Score: Raw -750432.237314 + Penalty 3034.687993 = -747397.549321 nChanged 2 SP:Iteration 46Q (1393.198409 sec): 3 clusters Score: Raw -750432.514841 + Penalty 3034.687993 = -747397.826848 nChanged 0 SP:Iteration 47F (1393.228293 sec): 3 clusters Score: Raw -750432.514841 + Penalty 3034.687993 = -747397.826848 nChanged 0 Trying to split cluster 16 (6659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1393.248802 sec): 2 clusters Score: Raw -437733.889963 + Penalty 1430.605248 = -436303.284715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1393.273132 sec): 3 clusters Score: Raw -434139.431610 + Penalty 2861.210496 = -431278.221115 nChanged 2842 SP:Iteration 1F (1393.296873 sec): 3 clusters Score: Raw -435765.645128 + Penalty 2861.210496 = -432904.434632 nChanged 504 SP:Iteration 2F (1393.320452 sec): 3 clusters Score: Raw -436109.128718 + Penalty 2861.210496 = -433247.918222 nChanged 446 SP:Iteration 3F (1393.343842 sec): 3 clusters Score: Raw -436459.149840 + Penalty 2861.210496 = -433597.939345 nChanged 480 SP:Iteration 4F (1393.367458 sec): 3 clusters Score: Raw -436886.386977 + Penalty 2861.210496 = -434025.176482 nChanged 498 SP:Iteration 5F (1393.391046 sec): 3 clusters Score: Raw -437416.458114 + Penalty 2861.210496 = -434555.247618 nChanged 511 SP:Iteration 6F (1393.414817 sec): 3 clusters Score: Raw -438008.974040 + Penalty 2861.210496 = -435147.763544 nChanged 466 SP:Iteration 7F (1393.438446 sec): 3 clusters Score: Raw -438492.315988 + Penalty 2861.210496 = -435631.105492 nChanged 316 SP:Iteration 8Q (1393.461898 sec): 3 clusters Score: Raw -438709.018569 + Penalty 2861.210496 = -435847.808073 nChanged 208 SP:Iteration 9Q (1393.485512 sec): 3 clusters Score: Raw -438812.503718 + Penalty 2861.210496 = -435951.293222 nChanged 127 SP:Iteration 10Q (1393.509052 sec): 3 clusters Score: Raw -438862.455701 + Penalty 2861.210496 = -436001.245205 nChanged 92 SP:Iteration 11Q (1393.532660 sec): 3 clusters Score: Raw -438890.830148 + Penalty 2861.210496 = -436029.619653 nChanged 66 SP:Iteration 12Q (1393.555964 sec): 3 clusters Score: Raw -438911.293668 + Penalty 2861.210496 = -436050.083172 nChanged 42 SP:Iteration 13Q (1393.579126 sec): 3 clusters Score: Raw -438922.058154 + Penalty 2861.210496 = -436060.847659 nChanged 34 SP:Iteration 14Q (1393.602232 sec): 3 clusters Score: Raw -438929.527535 + Penalty 2861.210496 = -436068.317040 nChanged 36 SP:Iteration 15Q (1393.625592 sec): 3 clusters Score: Raw -438938.319706 + Penalty 2861.210496 = -436077.109210 nChanged 23 SP:Iteration 16Q (1393.648987 sec): 3 clusters Score: Raw -438942.267257 + Penalty 2861.210496 = -436081.056761 nChanged 13 SP:Iteration 17Q (1393.672347 sec): 3 clusters Score: Raw -438944.461285 + Penalty 2861.210496 = -436083.250790 nChanged 9 SP:Iteration 18Q (1393.699570 sec): 3 clusters Score: Raw -438946.247811 + Penalty 2861.210496 = -436085.037315 nChanged 9 SP:Iteration 19Q (1393.722854 sec): 3 clusters Score: Raw -438947.922793 + Penalty 2861.210496 = -436086.712297 nChanged 8 SP:Iteration 20F (1393.746358 sec): 3 clusters Score: Raw -438949.332111 + Penalty 2861.210496 = -436088.121616 nChanged 8 SP:Iteration 21Q (1393.769851 sec): 3 clusters Score: Raw -438950.842195 + Penalty 2861.210496 = -436089.631699 nChanged 8 SP:Iteration 22Q (1393.793243 sec): 3 clusters Score: Raw -438952.022664 + Penalty 2861.210496 = -436090.812169 nChanged 7 SP:Iteration 23Q (1393.861975 sec): 3 clusters Score: Raw -438952.785788 + Penalty 2861.210496 = -436091.575292 nChanged 6 SP:Iteration 24Q (1393.900275 sec): 3 clusters Score: Raw -438953.458207 + Penalty 2861.210496 = -436092.247712 nChanged 2 SP:Iteration 25Q (1393.946675 sec): 3 clusters Score: Raw -438953.779679 + Penalty 2861.210496 = -436092.569184 nChanged 2 SP:Iteration 26Q (1393.980045 sec): 3 clusters Score: Raw -438954.144551 + Penalty 2861.210496 = -436092.934056 nChanged 4 SP:Iteration 27Q (1394.003367 sec): 3 clusters Score: Raw -438954.560385 + Penalty 2861.210496 = -436093.349890 nChanged 2 SP:Iteration 28Q (1394.026570 sec): 3 clusters Score: Raw -438954.774333 + Penalty 2861.210496 = -436093.563837 nChanged 0 SP:Iteration 29F (1394.050244 sec): 3 clusters Score: Raw -438954.774333 + Penalty 2861.210496 = -436093.563837 nChanged 0 Trying to split cluster 17 (2246 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1394.065351 sec): 2 clusters Score: Raw -135729.160992 + Penalty 1253.997247 = -134475.163745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1394.077190 sec): 3 clusters Score: Raw -134717.569063 + Penalty 2507.994494 = -132209.574569 nChanged 798 SP:Iteration 1F (1394.088282 sec): 3 clusters Score: Raw -135217.621193 + Penalty 2507.994494 = -132709.626699 nChanged 172 SP:Iteration 2F (1394.099291 sec): 3 clusters Score: Raw -135342.494798 + Penalty 2507.994494 = -132834.500304 nChanged 127 SP:Iteration 3F (1394.110405 sec): 3 clusters Score: Raw -135438.949946 + Penalty 2507.994494 = -132930.955452 nChanged 101 SP:Iteration 4Q (1394.121482 sec): 3 clusters Score: Raw -135527.885763 + Penalty 2507.994494 = -133019.891269 nChanged 86 SP:Iteration 5Q (1394.132556 sec): 3 clusters Score: Raw -135601.082083 + Penalty 2507.994494 = -133093.087589 nChanged 81 SP:Iteration 6Q (1394.144383 sec): 3 clusters Score: Raw -135669.429124 + Penalty 2507.994494 = -133161.434630 nChanged 63 SP:Iteration 7Q (1394.155470 sec): 3 clusters Score: Raw -135720.256494 + Penalty 2507.994494 = -133212.262000 nChanged 61 SP:Iteration 8Q (1394.166500 sec): 3 clusters Score: Raw -135761.260159 + Penalty 2507.994494 = -133253.265665 nChanged 53 SP:Iteration 9Q (1394.177507 sec): 3 clusters Score: Raw -135802.243065 + Penalty 2507.994494 = -133294.248571 nChanged 43 SP:Iteration 10Q (1394.188505 sec): 3 clusters Score: Raw -135832.312807 + Penalty 2507.994494 = -133324.318313 nChanged 37 SP:Iteration 11Q (1394.199550 sec): 3 clusters Score: Raw -135857.878765 + Penalty 2507.994494 = -133349.884271 nChanged 29 SP:Iteration 12Q (1394.210445 sec): 3 clusters Score: Raw -135883.822362 + Penalty 2507.994494 = -133375.827868 nChanged 31 SP:Iteration 13Q (1394.221329 sec): 3 clusters Score: Raw -135914.185234 + Penalty 2507.994494 = -133406.190740 nChanged 42 SP:Iteration 14Q (1394.232289 sec): 3 clusters Score: Raw -135949.126824 + Penalty 2507.994494 = -133441.132330 nChanged 46 SP:Iteration 15Q (1394.242787 sec): 3 clusters Score: Raw -135995.488810 + Penalty 2507.994494 = -133487.494316 nChanged 55 SP:Iteration 16Q (1394.253729 sec): 3 clusters Score: Raw -136052.947349 + Penalty 2507.994494 = -133544.952855 nChanged 63 SP:Iteration 17Q (1394.264617 sec): 3 clusters Score: Raw -136110.245996 + Penalty 2507.994494 = -133602.251502 nChanged 58 SP:Iteration 18Q (1394.275433 sec): 3 clusters Score: Raw -136161.908986 + Penalty 2507.994494 = -133653.914492 nChanged 38 SP:Iteration 19Q (1394.286192 sec): 3 clusters Score: Raw -136203.052167 + Penalty 2507.994494 = -133695.057673 nChanged 34 SP:Iteration 20F (1394.297144 sec): 3 clusters Score: Raw -136239.135478 + Penalty 2507.994494 = -133731.140984 nChanged 38 SP:Iteration 21Q (1394.307978 sec): 3 clusters Score: Raw -136269.106814 + Penalty 2507.994494 = -133761.112320 nChanged 30 SP:Iteration 22Q (1394.318672 sec): 3 clusters Score: Raw -136290.406103 + Penalty 2507.994494 = -133782.411609 nChanged 27 SP:Iteration 23Q (1394.329415 sec): 3 clusters Score: Raw -136311.869064 + Penalty 2507.994494 = -133803.874570 nChanged 22 SP:Iteration 24Q (1394.340065 sec): 3 clusters Score: Raw -136330.166552 + Penalty 2507.994494 = -133822.172058 nChanged 25 SP:Iteration 25Q (1394.350794 sec): 3 clusters Score: Raw -136345.900429 + Penalty 2507.994494 = -133837.905935 nChanged 16 SP:Iteration 26Q (1394.361560 sec): 3 clusters Score: Raw -136354.576103 + Penalty 2507.994494 = -133846.581609 nChanged 10 SP:Iteration 27Q (1394.371858 sec): 3 clusters Score: Raw -136360.575467 + Penalty 2507.994494 = -133852.580973 nChanged 6 SP:Iteration 28Q (1394.382561 sec): 3 clusters Score: Raw -136365.482174 + Penalty 2507.994494 = -133857.487680 nChanged 9 SP:Iteration 29Q (1394.393257 sec): 3 clusters Score: Raw -136368.978372 + Penalty 2507.994494 = -133860.983878 nChanged 6 SP:Iteration 30Q (1394.403976 sec): 3 clusters Score: Raw -136370.368417 + Penalty 2507.994494 = -133862.373923 nChanged 1 SP:Iteration 31Q (1394.414083 sec): 3 clusters Score: Raw -136370.645718 + Penalty 2507.994494 = -133862.651224 nChanged 1 SP:Iteration 32Q (1394.424305 sec): 3 clusters Score: Raw -136370.833818 + Penalty 2507.994494 = -133862.839324 nChanged 0 SP:Iteration 33F (1394.435389 sec): 3 clusters Score: Raw -136370.833818 + Penalty 2507.994494 = -133862.839324 nChanged 0 Trying to split cluster 18 (6493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1394.456305 sec): 2 clusters Score: Raw -435406.810410 + Penalty 1426.502992 = -433980.307418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1394.484898 sec): 3 clusters Score: Raw -431927.142715 + Penalty 2853.005985 = -429074.136730 nChanged 2710 SP:Iteration 1F (1394.508209 sec): 3 clusters Score: Raw -433350.996036 + Penalty 2853.005985 = -430497.990052 nChanged 431 SP:Iteration 2F (1394.531594 sec): 3 clusters Score: Raw -433583.743407 + Penalty 2853.005985 = -430730.737422 nChanged 359 SP:Iteration 3F (1394.555142 sec): 3 clusters Score: Raw -433759.992338 + Penalty 2853.005985 = -430906.986354 nChanged 307 SP:Iteration 4Q (1394.578709 sec): 3 clusters Score: Raw -433929.435582 + Penalty 2853.005985 = -431076.429598 nChanged 290 SP:Iteration 5Q (1394.602244 sec): 3 clusters Score: Raw -434099.475961 + Penalty 2853.005985 = -431246.469977 nChanged 277 SP:Iteration 6Q (1394.625769 sec): 3 clusters Score: Raw -434267.790961 + Penalty 2853.005985 = -431414.784976 nChanged 282 SP:Iteration 7Q (1394.649274 sec): 3 clusters Score: Raw -434451.946861 + Penalty 2853.005985 = -431598.940876 nChanged 293 SP:Iteration 8Q (1394.672674 sec): 3 clusters Score: Raw -434645.557802 + Penalty 2853.005985 = -431792.551817 nChanged 286 SP:Iteration 9Q (1394.696290 sec): 3 clusters Score: Raw -434846.941186 + Penalty 2853.005985 = -431993.935201 nChanged 284 SP:Iteration 10Q (1394.719663 sec): 3 clusters Score: Raw -435028.509118 + Penalty 2853.005985 = -432175.503133 nChanged 245 SP:Iteration 11Q (1394.743123 sec): 3 clusters Score: Raw -435190.388011 + Penalty 2853.005985 = -432337.382026 nChanged 233 SP:Iteration 12Q (1394.766529 sec): 3 clusters Score: Raw -435341.122029 + Penalty 2853.005985 = -432488.116044 nChanged 207 SP:Iteration 13Q (1394.789747 sec): 3 clusters Score: Raw -435466.942905 + Penalty 2853.005985 = -432613.936920 nChanged 179 SP:Iteration 14Q (1394.813085 sec): 3 clusters Score: Raw -435558.307756 + Penalty 2853.005985 = -432705.301772 nChanged 120 SP:Iteration 15Q (1394.836123 sec): 3 clusters Score: Raw -435605.422257 + Penalty 2853.005985 = -432752.416272 nChanged 87 SP:Iteration 16Q (1394.859039 sec): 3 clusters Score: Raw -435635.929905 + Penalty 2853.005985 = -432782.923920 nChanged 62 SP:Iteration 17Q (1394.882027 sec): 3 clusters Score: Raw -435654.801443 + Penalty 2853.005985 = -432801.795459 nChanged 49 SP:Iteration 18Q (1394.905061 sec): 3 clusters Score: Raw -435666.264222 + Penalty 2853.005985 = -432813.258237 nChanged 42 SP:Iteration 19Q (1394.928184 sec): 3 clusters Score: Raw -435680.418556 + Penalty 2853.005985 = -432827.412572 nChanged 42 SP:Iteration 20F (1394.951831 sec): 3 clusters Score: Raw -435692.017870 + Penalty 2853.005985 = -432839.011885 nChanged 41 SP:Iteration 21Q (1394.974779 sec): 3 clusters Score: Raw -435702.385629 + Penalty 2853.005985 = -432849.379644 nChanged 33 SP:Iteration 22Q (1394.997565 sec): 3 clusters Score: Raw -435710.694174 + Penalty 2853.005985 = -432857.688190 nChanged 30 SP:Iteration 23Q (1395.020467 sec): 3 clusters Score: Raw -435720.075620 + Penalty 2853.005985 = -432867.069635 nChanged 29 SP:Iteration 24Q (1395.043510 sec): 3 clusters Score: Raw -435726.983765 + Penalty 2853.005985 = -432873.977780 nChanged 24 SP:Iteration 25Q (1395.066606 sec): 3 clusters Score: Raw -435731.734158 + Penalty 2853.005985 = -432878.728174 nChanged 17 SP:Iteration 26Q (1395.089570 sec): 3 clusters Score: Raw -435735.168185 + Penalty 2853.005985 = -432882.162201 nChanged 21 SP:Iteration 27Q (1395.112467 sec): 3 clusters Score: Raw -435738.485352 + Penalty 2853.005985 = -432885.479367 nChanged 10 SP:Iteration 28Q (1395.135561 sec): 3 clusters Score: Raw -435739.918653 + Penalty 2853.005985 = -432886.912669 nChanged 5 SP:Iteration 29Q (1395.158160 sec): 3 clusters Score: Raw -435740.562255 + Penalty 2853.005985 = -432887.556271 nChanged 4 SP:Iteration 30Q (1395.180804 sec): 3 clusters Score: Raw -435741.101795 + Penalty 2853.005985 = -432888.095810 nChanged 5 SP:Iteration 31Q (1395.203657 sec): 3 clusters Score: Raw -435742.352286 + Penalty 2853.005985 = -432889.346301 nChanged 5 SP:Iteration 32Q (1395.226598 sec): 3 clusters Score: Raw -435742.951905 + Penalty 2853.005985 = -432889.945920 nChanged 2 SP:Iteration 33Q (1395.249522 sec): 3 clusters Score: Raw -435743.268211 + Penalty 2853.005985 = -432890.262226 nChanged 1 SP:Iteration 34Q (1395.272601 sec): 3 clusters Score: Raw -435743.474556 + Penalty 2853.005985 = -432890.468571 nChanged 1 SP:Iteration 35Q (1395.295537 sec): 3 clusters Score: Raw -435743.660717 + Penalty 2853.005985 = -432890.654732 nChanged 2 SP:Iteration 36Q (1395.318375 sec): 3 clusters Score: Raw -435743.786727 + Penalty 2853.005985 = -432890.780742 nChanged 3 SP:Iteration 37Q (1395.341284 sec): 3 clusters Score: Raw -435743.955479 + Penalty 2853.005985 = -432890.949494 nChanged 4 SP:Iteration 38Q (1395.364074 sec): 3 clusters Score: Raw -435744.304042 + Penalty 2853.005985 = -432891.298057 nChanged 1 SP:Iteration 39Q (1395.386821 sec): 3 clusters Score: Raw -435744.351560 + Penalty 2853.005985 = -432891.345575 nChanged 0 SP:Iteration 40F (1395.410126 sec): 3 clusters Score: Raw -435744.351560 + Penalty 2853.005985 = -432891.345575 nChanged 0 Trying to split cluster 19 (15133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1395.438988 sec): 2 clusters Score: Raw -878986.753959 + Penalty 1564.002874 = -877422.751085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1395.475514 sec): 3 clusters Score: Raw -870176.480907 + Penalty 3128.005747 = -867048.475160 nChanged 6756 SP:Iteration 1F (1395.510543 sec): 3 clusters Score: Raw -874274.194857 + Penalty 3128.005747 = -871146.189110 nChanged 1059 SP:Iteration 2F (1395.545408 sec): 3 clusters Score: Raw -875004.089266 + Penalty 3128.005747 = -871876.083518 nChanged 1120 SP:Iteration 3F (1395.580215 sec): 3 clusters Score: Raw -875857.094354 + Penalty 3128.005747 = -872729.088607 nChanged 1080 SP:Iteration 4F (1395.615237 sec): 3 clusters Score: Raw -876734.486805 + Penalty 3128.005747 = -873606.481058 nChanged 981 SP:Iteration 5F (1395.650426 sec): 3 clusters Score: Raw -877459.093893 + Penalty 3128.005747 = -874331.088145 nChanged 834 SP:Iteration 6F (1395.685449 sec): 3 clusters Score: Raw -878042.248349 + Penalty 3128.005747 = -874914.242602 nChanged 686 SP:Iteration 7Q (1395.720194 sec): 3 clusters Score: Raw -878460.927873 + Penalty 3128.005747 = -875332.922126 nChanged 518 SP:Iteration 8Q (1395.754774 sec): 3 clusters Score: Raw -878751.467145 + Penalty 3128.005747 = -875623.461398 nChanged 401 SP:Iteration 9Q (1395.788672 sec): 3 clusters Score: Raw -878965.153372 + Penalty 3128.005747 = -875837.147625 nChanged 314 SP:Iteration 10Q (1395.822340 sec): 3 clusters Score: Raw -879146.012065 + Penalty 3128.005747 = -876018.006318 nChanged 262 SP:Iteration 11Q (1395.855736 sec): 3 clusters Score: Raw -879350.270267 + Penalty 3128.005747 = -876222.264519 nChanged 260 SP:Iteration 12Q (1395.889135 sec): 3 clusters Score: Raw -879584.521523 + Penalty 3128.005747 = -876456.515776 nChanged 231 SP:Iteration 13Q (1395.922177 sec): 3 clusters Score: Raw -879775.131688 + Penalty 3128.005747 = -876647.125941 nChanged 224 SP:Iteration 14Q (1395.954825 sec): 3 clusters Score: Raw -879936.034254 + Penalty 3128.005747 = -876808.028507 nChanged 196 SP:Iteration 15Q (1395.987339 sec): 3 clusters Score: Raw -880041.509973 + Penalty 3128.005747 = -876913.504226 nChanged 157 SP:Iteration 16Q (1396.019283 sec): 3 clusters Score: Raw -880105.128604 + Penalty 3128.005747 = -876977.122857 nChanged 132 SP:Iteration 17Q (1396.051167 sec): 3 clusters Score: Raw -880151.873189 + Penalty 3128.005747 = -877023.867441 nChanged 106 SP:Iteration 18Q (1396.082949 sec): 3 clusters Score: Raw -880181.876112 + Penalty 3128.005747 = -877053.870365 nChanged 74 SP:Iteration 19Q (1396.114693 sec): 3 clusters Score: Raw -880197.660106 + Penalty 3128.005747 = -877069.654359 nChanged 69 SP:Iteration 20F (1396.149693 sec): 3 clusters Score: Raw -880211.013856 + Penalty 3128.005747 = -877083.008108 nChanged 52 SP:Iteration 21Q (1396.181733 sec): 3 clusters Score: Raw -880222.088438 + Penalty 3128.005747 = -877094.082690 nChanged 54 SP:Iteration 22Q (1396.213469 sec): 3 clusters Score: Raw -880232.809210 + Penalty 3128.005747 = -877104.803462 nChanged 50 SP:Iteration 23Q (1396.245209 sec): 3 clusters Score: Raw -880243.765115 + Penalty 3128.005747 = -877115.759368 nChanged 49 SP:Iteration 24Q (1396.276742 sec): 3 clusters Score: Raw -880251.232592 + Penalty 3128.005747 = -877123.226845 nChanged 31 SP:Iteration 25Q (1396.308459 sec): 3 clusters Score: Raw -880254.636455 + Penalty 3128.005747 = -877126.630708 nChanged 22 SP:Iteration 26Q (1396.340267 sec): 3 clusters Score: Raw -880257.327889 + Penalty 3128.005747 = -877129.322141 nChanged 19 SP:Iteration 27Q (1396.372179 sec): 3 clusters Score: Raw -880260.223285 + Penalty 3128.005747 = -877132.217538 nChanged 18 SP:Iteration 28Q (1396.405464 sec): 3 clusters Score: Raw -880262.292478 + Penalty 3128.005747 = -877134.286731 nChanged 16 SP:Iteration 29Q (1396.436864 sec): 3 clusters Score: Raw -880264.244885 + Penalty 3128.005747 = -877136.239137 nChanged 11 SP:Iteration 30Q (1396.468633 sec): 3 clusters Score: Raw -880265.628141 + Penalty 3128.005747 = -877137.622394 nChanged 13 SP:Iteration 31Q (1396.500259 sec): 3 clusters Score: Raw -880267.143755 + Penalty 3128.005747 = -877139.138008 nChanged 9 SP:Iteration 32Q (1396.531916 sec): 3 clusters Score: Raw -880268.036544 + Penalty 3128.005747 = -877140.030796 nChanged 8 SP:Iteration 33Q (1396.563723 sec): 3 clusters Score: Raw -880268.766264 + Penalty 3128.005747 = -877140.760517 nChanged 11 SP:Iteration 34Q (1396.595341 sec): 3 clusters Score: Raw -880269.842325 + Penalty 3128.005747 = -877141.836578 nChanged 4 SP:Iteration 35Q (1396.627120 sec): 3 clusters Score: Raw -880270.291938 + Penalty 3128.005747 = -877142.286191 nChanged 5 SP:Iteration 36Q (1396.658769 sec): 3 clusters Score: Raw -880270.691731 + Penalty 3128.005747 = -877142.685984 nChanged 4 SP:Iteration 37Q (1396.690449 sec): 3 clusters Score: Raw -880271.110333 + Penalty 3128.005747 = -877143.104586 nChanged 5 SP:Iteration 38Q (1396.722172 sec): 3 clusters Score: Raw -880271.640664 + Penalty 3128.005747 = -877143.634916 nChanged 5 SP:Iteration 39Q (1396.753689 sec): 3 clusters Score: Raw -880271.988917 + Penalty 3128.005747 = -877143.983170 nChanged 4 SP:Iteration 40F (1396.788699 sec): 3 clusters Score: Raw -880272.294961 + Penalty 3128.005747 = -877144.289213 nChanged 3 SP:Iteration 41Q (1396.820539 sec): 3 clusters Score: Raw -880272.848961 + Penalty 3128.005747 = -877144.843213 nChanged 9 SP:Iteration 42Q (1396.852387 sec): 3 clusters Score: Raw -880273.961170 + Penalty 3128.005747 = -877145.955422 nChanged 4 SP:Iteration 43Q (1396.883932 sec): 3 clusters Score: Raw -880274.223118 + Penalty 3128.005747 = -877146.217371 nChanged 3 SP:Iteration 44Q (1396.915747 sec): 3 clusters Score: Raw -880274.590452 + Penalty 3128.005747 = -877146.584704 nChanged 4 SP:Iteration 45Q (1396.947388 sec): 3 clusters Score: Raw -880275.053577 + Penalty 3128.005747 = -877147.047830 nChanged 3 SP:Iteration 46Q (1396.979153 sec): 3 clusters Score: Raw -880275.257212 + Penalty 3128.005747 = -877147.251464 nChanged 4 SP:Iteration 47Q (1397.010902 sec): 3 clusters Score: Raw -880275.619799 + Penalty 3128.005747 = -877147.614052 nChanged 4 SP:Iteration 48Q (1397.042554 sec): 3 clusters Score: Raw -880275.867432 + Penalty 3128.005747 = -877147.861684 nChanged 5 SP:Iteration 49Q (1397.074223 sec): 3 clusters Score: Raw -880276.594782 + Penalty 3128.005747 = -877148.589035 nChanged 5 SP:Iteration 50Q (1397.106001 sec): 3 clusters Score: Raw -880276.967713 + Penalty 3128.005747 = -877148.961966 nChanged 4 SP:Iteration 51Q (1397.137576 sec): 3 clusters Score: Raw -880277.303890 + Penalty 3128.005747 = -877149.298143 nChanged 7 SP:Iteration 52Q (1397.169461 sec): 3 clusters Score: Raw -880277.975531 + Penalty 3128.005747 = -877149.969783 nChanged 5 SP:Iteration 53Q (1397.201349 sec): 3 clusters Score: Raw -880278.349841 + Penalty 3128.005747 = -877150.344094 nChanged 8 SP:Iteration 54Q (1397.232990 sec): 3 clusters Score: Raw -880278.832804 + Penalty 3128.005747 = -877150.827057 nChanged 3 SP:Iteration 55Q (1397.264812 sec): 3 clusters Score: Raw -880279.176674 + Penalty 3128.005747 = -877151.170926 nChanged 6 SP:Iteration 56Q (1397.296593 sec): 3 clusters Score: Raw -880279.819199 + Penalty 3128.005747 = -877151.813452 nChanged 5 SP:Iteration 57Q (1397.328417 sec): 3 clusters Score: Raw -880280.527396 + Penalty 3128.005747 = -877152.521648 nChanged 2 SP:Iteration 58Q (1397.360322 sec): 3 clusters Score: Raw -880280.634167 + Penalty 3128.005747 = -877152.628420 nChanged 0 SP:Iteration 59F (1397.395229 sec): 3 clusters Score: Raw -880280.634167 + Penalty 3128.005747 = -877152.628420 nChanged 0 Trying to split cluster 20 (3587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1397.411499 sec): 2 clusters Score: Raw -236338.129837 + Penalty 1330.074115 = -235008.055722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1397.430273 sec): 3 clusters Score: Raw -234588.538569 + Penalty 2660.148230 = -231928.390338 nChanged 1356 SP:Iteration 1F (1397.447597 sec): 3 clusters Score: Raw -235297.325943 + Penalty 2660.148230 = -232637.177713 nChanged 252 SP:Iteration 2F (1397.465125 sec): 3 clusters Score: Raw -235423.945403 + Penalty 2660.148230 = -232763.797173 nChanged 176 SP:Iteration 3Q (1397.482780 sec): 3 clusters Score: Raw -235507.158206 + Penalty 2660.148230 = -232847.009976 nChanged 132 SP:Iteration 4Q (1397.500389 sec): 3 clusters Score: Raw -235582.040928 + Penalty 2660.148230 = -232921.892698 nChanged 126 SP:Iteration 5Q (1397.518029 sec): 3 clusters Score: Raw -235649.470745 + Penalty 2660.148230 = -232989.322515 nChanged 115 SP:Iteration 6Q (1397.535085 sec): 3 clusters Score: Raw -235710.797130 + Penalty 2660.148230 = -233050.648900 nChanged 110 SP:Iteration 7Q (1397.552633 sec): 3 clusters Score: Raw -235773.719392 + Penalty 2660.148230 = -233113.571162 nChanged 115 SP:Iteration 8Q (1397.569973 sec): 3 clusters Score: Raw -235845.451878 + Penalty 2660.148230 = -233185.303648 nChanged 123 SP:Iteration 9Q (1397.587476 sec): 3 clusters Score: Raw -235931.628600 + Penalty 2660.148230 = -233271.480370 nChanged 116 SP:Iteration 10Q (1397.604775 sec): 3 clusters Score: Raw -236012.695861 + Penalty 2660.148230 = -233352.547631 nChanged 94 SP:Iteration 11Q (1397.622229 sec): 3 clusters Score: Raw -236080.446199 + Penalty 2660.148230 = -233420.297969 nChanged 82 SP:Iteration 12Q (1397.639643 sec): 3 clusters Score: Raw -236132.803197 + Penalty 2660.148230 = -233472.654967 nChanged 74 SP:Iteration 13Q (1397.656799 sec): 3 clusters Score: Raw -236185.838898 + Penalty 2660.148230 = -233525.690668 nChanged 71 SP:Iteration 14Q (1397.674053 sec): 3 clusters Score: Raw -236237.223732 + Penalty 2660.148230 = -233577.075501 nChanged 64 SP:Iteration 15Q (1397.691233 sec): 3 clusters Score: Raw -236282.046180 + Penalty 2660.148230 = -233621.897950 nChanged 43 SP:Iteration 16Q (1397.708380 sec): 3 clusters Score: Raw -236311.015194 + Penalty 2660.148230 = -233650.866964 nChanged 32 SP:Iteration 17Q (1397.725420 sec): 3 clusters Score: Raw -236331.161523 + Penalty 2660.148230 = -233671.013293 nChanged 29 SP:Iteration 18Q (1397.742515 sec): 3 clusters Score: Raw -236353.578958 + Penalty 2660.148230 = -233693.430728 nChanged 24 SP:Iteration 19Q (1397.759540 sec): 3 clusters Score: Raw -236371.539124 + Penalty 2660.148230 = -233711.390894 nChanged 12 SP:Iteration 20F (1397.776993 sec): 3 clusters Score: Raw -236378.829044 + Penalty 2660.148230 = -233718.680814 nChanged 10 SP:Iteration 21Q (1397.793954 sec): 3 clusters Score: Raw -236388.917545 + Penalty 2660.148230 = -233728.769315 nChanged 10 SP:Iteration 22Q (1397.810970 sec): 3 clusters Score: Raw -236397.301200 + Penalty 2660.148230 = -233737.152970 nChanged 10 SP:Iteration 23Q (1397.827896 sec): 3 clusters Score: Raw -236402.821410 + Penalty 2660.148230 = -233742.673179 nChanged 8 SP:Iteration 24Q (1397.844638 sec): 3 clusters Score: Raw -236407.059873 + Penalty 2660.148230 = -233746.911643 nChanged 5 SP:Iteration 25Q (1397.861339 sec): 3 clusters Score: Raw -236410.677260 + Penalty 2660.148230 = -233750.529029 nChanged 6 SP:Iteration 26Q (1397.878068 sec): 3 clusters Score: Raw -236414.031478 + Penalty 2660.148230 = -233753.883248 nChanged 7 SP:Iteration 27Q (1397.894952 sec): 3 clusters Score: Raw -236419.889927 + Penalty 2660.148230 = -233759.741697 nChanged 5 SP:Iteration 28Q (1397.911838 sec): 3 clusters Score: Raw -236424.114946 + Penalty 2660.148230 = -233763.966716 nChanged 10 SP:Iteration 29Q (1397.928670 sec): 3 clusters Score: Raw -236434.019565 + Penalty 2660.148230 = -233773.871334 nChanged 8 SP:Iteration 30Q (1397.945471 sec): 3 clusters Score: Raw -236442.410870 + Penalty 2660.148230 = -233782.262640 nChanged 7 SP:Iteration 31Q (1397.962242 sec): 3 clusters Score: Raw -236451.000619 + Penalty 2660.148230 = -233790.852389 nChanged 8 SP:Iteration 32Q (1397.978977 sec): 3 clusters Score: Raw -236458.133928 + Penalty 2660.148230 = -233797.985698 nChanged 10 SP:Iteration 33Q (1397.995762 sec): 3 clusters Score: Raw -236472.996515 + Penalty 2660.148230 = -233812.848285 nChanged 11 SP:Iteration 34Q (1398.012435 sec): 3 clusters Score: Raw -236482.453856 + Penalty 2660.148230 = -233822.305626 nChanged 9 SP:Iteration 35Q (1398.028981 sec): 3 clusters Score: Raw -236488.415043 + Penalty 2660.148230 = -233828.266813 nChanged 5 SP:Iteration 36Q (1398.045486 sec): 3 clusters Score: Raw -236492.368511 + Penalty 2660.148230 = -233832.220281 nChanged 2 SP:Iteration 37Q (1398.062015 sec): 3 clusters Score: Raw -236493.314175 + Penalty 2660.148230 = -233833.165945 nChanged 2 SP:Iteration 38Q (1398.078657 sec): 3 clusters Score: Raw -236494.124958 + Penalty 2660.148230 = -233833.976728 nChanged 0 SP:Iteration 39F (1398.096079 sec): 3 clusters Score: Raw -236494.124958 + Penalty 2660.148230 = -233833.976728 nChanged 0 Trying to split cluster 21 (1655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1398.111118 sec): 2 clusters Score: Raw -105976.513522 + Penalty 1204.377897 = -104772.135625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1398.119955 sec): 3 clusters Score: Raw -105299.742468 + Penalty 2408.755794 = -102890.986675 nChanged 554 SP:Iteration 1F (1398.128278 sec): 3 clusters Score: Raw -105644.467993 + Penalty 2408.755794 = -103235.712200 nChanged 132 SP:Iteration 2F (1398.136586 sec): 3 clusters Score: Raw -105745.720643 + Penalty 2408.755794 = -103336.964849 nChanged 80 SP:Iteration 3Q (1398.144924 sec): 3 clusters Score: Raw -105817.182205 + Penalty 2408.755794 = -103408.426411 nChanged 60 SP:Iteration 4Q (1398.153305 sec): 3 clusters Score: Raw -105882.184791 + Penalty 2408.755794 = -103473.428998 nChanged 47 SP:Iteration 5Q (1398.161567 sec): 3 clusters Score: Raw -105926.340326 + Penalty 2408.755794 = -103517.584532 nChanged 42 SP:Iteration 6Q (1398.169807 sec): 3 clusters Score: Raw -105965.018804 + Penalty 2408.755794 = -103556.263011 nChanged 44 SP:Iteration 7Q (1398.178094 sec): 3 clusters Score: Raw -105999.516168 + Penalty 2408.755794 = -103590.760375 nChanged 40 SP:Iteration 8Q (1398.186394 sec): 3 clusters Score: Raw -106034.287238 + Penalty 2408.755794 = -103625.531444 nChanged 36 SP:Iteration 9Q (1398.194663 sec): 3 clusters Score: Raw -106054.870838 + Penalty 2408.755794 = -103646.115045 nChanged 23 SP:Iteration 10Q (1398.202921 sec): 3 clusters Score: Raw -106073.094418 + Penalty 2408.755794 = -103664.338624 nChanged 20 SP:Iteration 11Q (1398.211171 sec): 3 clusters Score: Raw -106089.813503 + Penalty 2408.755794 = -103681.057710 nChanged 28 SP:Iteration 12Q (1398.219449 sec): 3 clusters Score: Raw -106111.030272 + Penalty 2408.755794 = -103702.274478 nChanged 24 SP:Iteration 13Q (1398.227688 sec): 3 clusters Score: Raw -106130.244125 + Penalty 2408.755794 = -103721.488331 nChanged 19 SP:Iteration 14Q (1398.235928 sec): 3 clusters Score: Raw -106144.618790 + Penalty 2408.755794 = -103735.862996 nChanged 13 SP:Iteration 15Q (1398.244150 sec): 3 clusters Score: Raw -106152.649037 + Penalty 2408.755794 = -103743.893244 nChanged 10 SP:Iteration 16Q (1398.252426 sec): 3 clusters Score: Raw -106159.485554 + Penalty 2408.755794 = -103750.729760 nChanged 15 SP:Iteration 17Q (1398.260599 sec): 3 clusters Score: Raw -106167.679013 + Penalty 2408.755794 = -103758.923219 nChanged 10 SP:Iteration 18Q (1398.268769 sec): 3 clusters Score: Raw -106178.307230 + Penalty 2408.755794 = -103769.551436 nChanged 18 SP:Iteration 19Q (1398.277007 sec): 3 clusters Score: Raw -106191.923940 + Penalty 2408.755794 = -103783.168146 nChanged 20 SP:Iteration 20F (1398.285329 sec): 3 clusters Score: Raw -106205.887226 + Penalty 2408.755794 = -103797.131432 nChanged 15 SP:Iteration 21Q (1398.293565 sec): 3 clusters Score: Raw -106217.707910 + Penalty 2408.755794 = -103808.952116 nChanged 11 SP:Iteration 22Q (1398.301791 sec): 3 clusters Score: Raw -106227.799090 + Penalty 2408.755794 = -103819.043297 nChanged 16 SP:Iteration 23Q (1398.310028 sec): 3 clusters Score: Raw -106237.725080 + Penalty 2408.755794 = -103828.969286 nChanged 17 SP:Iteration 24Q (1398.318217 sec): 3 clusters Score: Raw -106248.453086 + Penalty 2408.755794 = -103839.697293 nChanged 18 SP:Iteration 25Q (1398.326448 sec): 3 clusters Score: Raw -106257.669537 + Penalty 2408.755794 = -103848.913743 nChanged 11 SP:Iteration 26Q (1398.334651 sec): 3 clusters Score: Raw -106265.389701 + Penalty 2408.755794 = -103856.633907 nChanged 18 SP:Iteration 27Q (1398.342782 sec): 3 clusters Score: Raw -106277.344672 + Penalty 2408.755794 = -103868.588878 nChanged 18 SP:Iteration 28Q (1398.351039 sec): 3 clusters Score: Raw -106294.727904 + Penalty 2408.755794 = -103885.972110 nChanged 16 SP:Iteration 29Q (1398.359238 sec): 3 clusters Score: Raw -106315.329146 + Penalty 2408.755794 = -103906.573353 nChanged 16 SP:Iteration 30Q (1398.367359 sec): 3 clusters Score: Raw -106333.064182 + Penalty 2408.755794 = -103924.308389 nChanged 11 SP:Iteration 31Q (1398.375550 sec): 3 clusters Score: Raw -106343.597284 + Penalty 2408.755794 = -103934.841491 nChanged 10 SP:Iteration 32Q (1398.383664 sec): 3 clusters Score: Raw -106355.989837 + Penalty 2408.755794 = -103947.234043 nChanged 12 SP:Iteration 33Q (1398.391836 sec): 3 clusters Score: Raw -106366.127886 + Penalty 2408.755794 = -103957.372093 nChanged 7 SP:Iteration 34Q (1398.399991 sec): 3 clusters Score: Raw -106371.532148 + Penalty 2408.755794 = -103962.776355 nChanged 10 SP:Iteration 35Q (1398.408175 sec): 3 clusters Score: Raw -106377.238892 + Penalty 2408.755794 = -103968.483098 nChanged 6 SP:Iteration 36Q (1398.416263 sec): 3 clusters Score: Raw -106379.955909 + Penalty 2408.755794 = -103971.200115 nChanged 3 SP:Iteration 37Q (1398.424402 sec): 3 clusters Score: Raw -106381.662453 + Penalty 2408.755794 = -103972.906659 nChanged 3 SP:Iteration 38Q (1398.432542 sec): 3 clusters Score: Raw -106383.309964 + Penalty 2408.755794 = -103974.554171 nChanged 1 SP:Iteration 39Q (1398.440699 sec): 3 clusters Score: Raw -106383.648640 + Penalty 2408.755794 = -103974.892846 nChanged 0 SP:Iteration 40F (1398.448927 sec): 3 clusters Score: Raw -106383.648640 + Penalty 2408.755794 = -103974.892846 nChanged 0 Trying to split cluster 22 (6874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1398.469428 sec): 2 clusters Score: Raw -415769.246149 + Penalty 1435.768987 = -414333.477162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1398.493337 sec): 3 clusters Score: Raw -412070.004226 + Penalty 2871.537974 = -409198.466252 nChanged 2854 SP:Iteration 1F (1398.516791 sec): 3 clusters Score: Raw -413547.247354 + Penalty 2871.537974 = -410675.709381 nChanged 456 SP:Iteration 2F (1398.539867 sec): 3 clusters Score: Raw -413762.904440 + Penalty 2871.537974 = -410891.366466 nChanged 351 SP:Iteration 3F (1398.562984 sec): 3 clusters Score: Raw -413939.472898 + Penalty 2871.537974 = -411067.934925 nChanged 304 SP:Iteration 4Q (1398.586344 sec): 3 clusters Score: Raw -414092.895404 + Penalty 2871.537974 = -411221.357430 nChanged 332 SP:Iteration 5Q (1398.609826 sec): 3 clusters Score: Raw -414277.294650 + Penalty 2871.537974 = -411405.756676 nChanged 297 SP:Iteration 6Q (1398.633266 sec): 3 clusters Score: Raw -414434.445144 + Penalty 2871.537974 = -411562.907170 nChanged 261 SP:Iteration 7Q (1398.656631 sec): 3 clusters Score: Raw -414578.381977 + Penalty 2871.537974 = -411706.844003 nChanged 286 SP:Iteration 8Q (1398.679964 sec): 3 clusters Score: Raw -414754.649265 + Penalty 2871.537974 = -411883.111291 nChanged 274 SP:Iteration 9Q (1398.703329 sec): 3 clusters Score: Raw -414953.153802 + Penalty 2871.537974 = -412081.615829 nChanged 288 SP:Iteration 10Q (1398.726735 sec): 3 clusters Score: Raw -415167.855536 + Penalty 2871.537974 = -412296.317562 nChanged 248 SP:Iteration 11Q (1398.749562 sec): 3 clusters Score: Raw -415356.886670 + Penalty 2871.537974 = -412485.348697 nChanged 188 SP:Iteration 12Q (1398.772508 sec): 3 clusters Score: Raw -415504.670292 + Penalty 2871.537974 = -412633.132318 nChanged 163 SP:Iteration 13Q (1398.794770 sec): 3 clusters Score: Raw -415640.528357 + Penalty 2871.537974 = -412768.990384 nChanged 135 SP:Iteration 14Q (1398.816851 sec): 3 clusters Score: Raw -415727.066622 + Penalty 2871.537974 = -412855.528648 nChanged 96 SP:Iteration 15Q (1398.838740 sec): 3 clusters Score: Raw -415772.534892 + Penalty 2871.537974 = -412900.996918 nChanged 65 SP:Iteration 16Q (1398.860689 sec): 3 clusters Score: Raw -415813.475902 + Penalty 2871.537974 = -412941.937928 nChanged 57 SP:Iteration 17Q (1398.882641 sec): 3 clusters Score: Raw -415844.990512 + Penalty 2871.537974 = -412973.452538 nChanged 38 SP:Iteration 18Q (1398.904321 sec): 3 clusters Score: Raw -415867.551393 + Penalty 2871.537974 = -412996.013419 nChanged 33 SP:Iteration 19Q (1398.926160 sec): 3 clusters Score: Raw -415889.810120 + Penalty 2871.537974 = -413018.272146 nChanged 29 SP:Iteration 20F (1398.949451 sec): 3 clusters Score: Raw -415902.255759 + Penalty 2871.537974 = -413030.717785 nChanged 17 SP:Iteration 21Q (1398.971329 sec): 3 clusters Score: Raw -415908.948146 + Penalty 2871.537974 = -413037.410172 nChanged 15 SP:Iteration 22Q (1398.992935 sec): 3 clusters Score: Raw -415918.852174 + Penalty 2871.537974 = -413047.314200 nChanged 16 SP:Iteration 23Q (1399.014538 sec): 3 clusters Score: Raw -415928.195622 + Penalty 2871.537974 = -413056.657649 nChanged 19 SP:Iteration 24Q (1399.036221 sec): 3 clusters Score: Raw -415939.261836 + Penalty 2871.537974 = -413067.723862 nChanged 17 SP:Iteration 25Q (1399.057605 sec): 3 clusters Score: Raw -415948.255129 + Penalty 2871.537974 = -413076.717155 nChanged 8 SP:Iteration 26Q (1399.079097 sec): 3 clusters Score: Raw -415953.000220 + Penalty 2871.537974 = -413081.462246 nChanged 8 SP:Iteration 27Q (1399.100499 sec): 3 clusters Score: Raw -415956.983572 + Penalty 2871.537974 = -413085.445599 nChanged 8 SP:Iteration 28Q (1399.121789 sec): 3 clusters Score: Raw -415960.214515 + Penalty 2871.537974 = -413088.676541 nChanged 8 SP:Iteration 29Q (1399.143169 sec): 3 clusters Score: Raw -415965.432878 + Penalty 2871.537974 = -413093.894905 nChanged 7 SP:Iteration 30Q (1399.164783 sec): 3 clusters Score: Raw -415969.198020 + Penalty 2871.537974 = -413097.660046 nChanged 5 SP:Iteration 31Q (1399.186284 sec): 3 clusters Score: Raw -415971.270360 + Penalty 2871.537974 = -413099.732386 nChanged 6 SP:Iteration 32Q (1399.207581 sec): 3 clusters Score: Raw -415973.721668 + Penalty 2871.537974 = -413102.183694 nChanged 4 SP:Iteration 33Q (1399.229059 sec): 3 clusters Score: Raw -415975.329883 + Penalty 2871.537974 = -413103.791910 nChanged 5 SP:Iteration 34Q (1399.250487 sec): 3 clusters Score: Raw -415978.395220 + Penalty 2871.537974 = -413106.857246 nChanged 6 SP:Iteration 35Q (1399.271892 sec): 3 clusters Score: Raw -415981.586836 + Penalty 2871.537974 = -413110.048862 nChanged 1 SP:Iteration 36Q (1399.293356 sec): 3 clusters Score: Raw -415982.197632 + Penalty 2871.537974 = -413110.659658 nChanged 1 SP:Iteration 37Q (1399.314715 sec): 3 clusters Score: Raw -415983.613120 + Penalty 2871.537974 = -413112.075146 nChanged 0 SP:Iteration 38F (1399.337730 sec): 3 clusters Score: Raw -415983.613120 + Penalty 2871.537974 = -413112.075146 nChanged 0 Trying to split cluster 23 (39466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1399.396708 sec): 2 clusters Score: Raw -2650216.240669 + Penalty 1719.769158 = -2648496.471510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1399.475009 sec): 3 clusters Score: Raw -2625389.258626 + Penalty 3439.538317 = -2621949.720310 nChanged 18440 SP:Iteration 1F (1399.546954 sec): 3 clusters Score: Raw -2636484.631967 + Penalty 3439.538317 = -2633045.093650 nChanged 2056 SP:Iteration 2F (1399.619006 sec): 3 clusters Score: Raw -2637520.976866 + Penalty 3439.538317 = -2634081.438549 nChanged 2249 SP:Iteration 3F (1399.690933 sec): 3 clusters Score: Raw -2638969.510496 + Penalty 3439.538317 = -2635529.972179 nChanged 2705 SP:Iteration 4F (1399.763023 sec): 3 clusters Score: Raw -2641154.543414 + Penalty 3439.538317 = -2637715.005097 nChanged 2958 SP:Iteration 5F (1399.834996 sec): 3 clusters Score: Raw -2643598.230946 + Penalty 3439.538317 = -2640158.692630 nChanged 2722 SP:Iteration 6F (1399.906918 sec): 3 clusters Score: Raw -2645559.523261 + Penalty 3439.538317 = -2642119.984945 nChanged 2151 SP:Iteration 7F (1399.979086 sec): 3 clusters Score: Raw -2646754.950424 + Penalty 3439.538317 = -2643315.412108 nChanged 1501 SP:Iteration 8Q (1400.051917 sec): 3 clusters Score: Raw -2647392.747705 + Penalty 3439.538317 = -2643953.209388 nChanged 982 SP:Iteration 9Q (1400.123381 sec): 3 clusters Score: Raw -2647764.689236 + Penalty 3439.538317 = -2644325.150919 nChanged 744 SP:Iteration 10Q (1400.194298 sec): 3 clusters Score: Raw -2648007.927798 + Penalty 3439.538317 = -2644568.389481 nChanged 572 SP:Iteration 11Q (1400.264918 sec): 3 clusters Score: Raw -2648182.279327 + Penalty 3439.538317 = -2644742.741011 nChanged 484 SP:Iteration 12Q (1400.335054 sec): 3 clusters Score: Raw -2648325.304362 + Penalty 3439.538317 = -2644885.766046 nChanged 472 SP:Iteration 13Q (1400.405004 sec): 3 clusters Score: Raw -2648454.189010 + Penalty 3439.538317 = -2645014.650693 nChanged 421 SP:Iteration 14Q (1400.474860 sec): 3 clusters Score: Raw -2648572.265326 + Penalty 3439.538317 = -2645132.727009 nChanged 412 SP:Iteration 15Q (1400.544018 sec): 3 clusters Score: Raw -2648693.210548 + Penalty 3439.538317 = -2645253.672232 nChanged 477 SP:Iteration 16Q (1400.613636 sec): 3 clusters Score: Raw -2648833.200941 + Penalty 3439.538317 = -2645393.662625 nChanged 477 SP:Iteration 17Q (1400.682432 sec): 3 clusters Score: Raw -2648981.089522 + Penalty 3439.538317 = -2645541.551206 nChanged 477 SP:Iteration 18Q (1400.751272 sec): 3 clusters Score: Raw -2649130.333115 + Penalty 3439.538317 = -2645690.794798 nChanged 491 SP:Iteration 19Q (1400.819448 sec): 3 clusters Score: Raw -2649289.144745 + Penalty 3439.538317 = -2645849.606428 nChanged 496 SP:Iteration 20F (1400.890621 sec): 3 clusters Score: Raw -2649450.167208 + Penalty 3439.538317 = -2646010.628891 nChanged 475 SP:Iteration 21Q (1400.959688 sec): 3 clusters Score: Raw -2649592.590584 + Penalty 3439.538317 = -2646153.052267 nChanged 445 SP:Iteration 22Q (1401.027442 sec): 3 clusters Score: Raw -2649733.548423 + Penalty 3439.538317 = -2646294.010106 nChanged 448 SP:Iteration 23Q (1401.095121 sec): 3 clusters Score: Raw -2649877.479797 + Penalty 3439.538317 = -2646437.941480 nChanged 435 SP:Iteration 24Q (1401.162122 sec): 3 clusters Score: Raw -2650014.971498 + Penalty 3439.538317 = -2646575.433181 nChanged 401 SP:Iteration 25Q (1401.228757 sec): 3 clusters Score: Raw -2650133.579640 + Penalty 3439.538317 = -2646694.041324 nChanged 348 SP:Iteration 26Q (1401.295290 sec): 3 clusters Score: Raw -2650228.737733 + Penalty 3439.538317 = -2646789.199416 nChanged 305 SP:Iteration 27Q (1401.361875 sec): 3 clusters Score: Raw -2650308.155998 + Penalty 3439.538317 = -2646868.617681 nChanged 295 SP:Iteration 28Q (1401.428327 sec): 3 clusters Score: Raw -2650383.996653 + Penalty 3439.538317 = -2646944.458336 nChanged 259 SP:Iteration 29Q (1401.493971 sec): 3 clusters Score: Raw -2650453.407121 + Penalty 3439.538317 = -2647013.868804 nChanged 251 SP:Iteration 30Q (1401.559183 sec): 3 clusters Score: Raw -2650519.342386 + Penalty 3439.538317 = -2647079.804069 nChanged 228 SP:Iteration 31Q (1401.624173 sec): 3 clusters Score: Raw -2650569.537483 + Penalty 3439.538317 = -2647129.999166 nChanged 218 SP:Iteration 32Q (1401.689357 sec): 3 clusters Score: Raw -2650612.015684 + Penalty 3439.538317 = -2647172.477367 nChanged 174 SP:Iteration 33Q (1401.753942 sec): 3 clusters Score: Raw -2650641.701144 + Penalty 3439.538317 = -2647202.162827 nChanged 140 SP:Iteration 34Q (1401.818292 sec): 3 clusters Score: Raw -2650660.681964 + Penalty 3439.538317 = -2647221.143648 nChanged 131 SP:Iteration 35Q (1401.882865 sec): 3 clusters Score: Raw -2650678.478617 + Penalty 3439.538317 = -2647238.940300 nChanged 122 SP:Iteration 36Q (1401.947378 sec): 3 clusters Score: Raw -2650697.019144 + Penalty 3439.538317 = -2647257.480827 nChanged 111 SP:Iteration 37Q (1402.011529 sec): 3 clusters Score: Raw -2650711.794506 + Penalty 3439.538317 = -2647272.256189 nChanged 119 SP:Iteration 38Q (1402.075455 sec): 3 clusters Score: Raw -2650725.957302 + Penalty 3439.538317 = -2647286.418986 nChanged 100 SP:Iteration 39Q (1402.139398 sec): 3 clusters Score: Raw -2650736.435612 + Penalty 3439.538317 = -2647296.897295 nChanged 96 SP:Iteration 40F (1402.210958 sec): 3 clusters Score: Raw -2650747.701067 + Penalty 3439.538317 = -2647308.162751 nChanged 103 SP:Iteration 41Q (1402.275921 sec): 3 clusters Score: Raw -2650762.611729 + Penalty 3439.538317 = -2647323.073412 nChanged 103 SP:Iteration 42Q (1402.340197 sec): 3 clusters Score: Raw -2650777.071983 + Penalty 3439.538317 = -2647337.533666 nChanged 98 SP:Iteration 43Q (1402.404719 sec): 3 clusters Score: Raw -2650790.206061 + Penalty 3439.538317 = -2647350.667745 nChanged 89 SP:Iteration 44Q (1402.468871 sec): 3 clusters Score: Raw -2650801.049997 + Penalty 3439.538317 = -2647361.511681 nChanged 83 SP:Iteration 45Q (1402.532770 sec): 3 clusters Score: Raw -2650810.352008 + Penalty 3439.538317 = -2647370.813691 nChanged 70 SP:Iteration 46Q (1402.596903 sec): 3 clusters Score: Raw -2650816.747807 + Penalty 3439.538317 = -2647377.209491 nChanged 71 SP:Iteration 47Q (1402.660965 sec): 3 clusters Score: Raw -2650824.285443 + Penalty 3439.538317 = -2647384.747127 nChanged 72 SP:Iteration 48Q (1402.724913 sec): 3 clusters Score: Raw -2650831.059540 + Penalty 3439.538317 = -2647391.521223 nChanged 58 SP:Iteration 49Q (1402.788590 sec): 3 clusters Score: Raw -2650836.596098 + Penalty 3439.538317 = -2647397.057781 nChanged 57 SP:Iteration 50Q (1402.852376 sec): 3 clusters Score: Raw -2650842.220343 + Penalty 3439.538317 = -2647402.682026 nChanged 51 SP:Iteration 51Q (1402.916331 sec): 3 clusters Score: Raw -2650846.421780 + Penalty 3439.538317 = -2647406.883463 nChanged 45 SP:Iteration 52Q (1402.980065 sec): 3 clusters Score: Raw -2650851.310152 + Penalty 3439.538317 = -2647411.771835 nChanged 54 SP:Iteration 53Q (1403.043425 sec): 3 clusters Score: Raw -2650857.105668 + Penalty 3439.538317 = -2647417.567351 nChanged 44 SP:Iteration 54Q (1403.106846 sec): 3 clusters Score: Raw -2650861.002600 + Penalty 3439.538317 = -2647421.464283 nChanged 46 SP:Iteration 55Q (1403.170367 sec): 3 clusters Score: Raw -2650864.768170 + Penalty 3439.538317 = -2647425.229854 nChanged 43 SP:Iteration 56Q (1403.233750 sec): 3 clusters Score: Raw -2650868.874354 + Penalty 3439.538317 = -2647429.336038 nChanged 45 SP:Iteration 57Q (1403.297096 sec): 3 clusters Score: Raw -2650872.997820 + Penalty 3439.538317 = -2647433.459503 nChanged 35 SP:Iteration 58Q (1403.360356 sec): 3 clusters Score: Raw -2650876.003472 + Penalty 3439.538317 = -2647436.465155 nChanged 28 SP:Iteration 59Q (1403.423953 sec): 3 clusters Score: Raw -2650878.347421 + Penalty 3439.538317 = -2647438.809105 nChanged 27 SP:Iteration 60F (1403.495412 sec): 3 clusters Score: Raw -2650879.956200 + Penalty 3439.538317 = -2647440.417883 nChanged 17 SP:Iteration 61Q (1403.559167 sec): 3 clusters Score: Raw -2650880.883091 + Penalty 3439.538317 = -2647441.344774 nChanged 16 SP:Iteration 62Q (1403.622332 sec): 3 clusters Score: Raw -2650881.720327 + Penalty 3439.538317 = -2647442.182010 nChanged 7 SP:Iteration 63Q (1403.686044 sec): 3 clusters Score: Raw -2650882.215249 + Penalty 3439.538317 = -2647442.676932 nChanged 11 SP:Iteration 64Q (1403.749551 sec): 3 clusters Score: Raw -2650883.059588 + Penalty 3439.538317 = -2647443.521271 nChanged 13 SP:Iteration 65Q (1403.813145 sec): 3 clusters Score: Raw -2650883.886687 + Penalty 3439.538317 = -2647444.348370 nChanged 12 SP:Iteration 66Q (1403.876704 sec): 3 clusters Score: Raw -2650884.690989 + Penalty 3439.538317 = -2647445.152673 nChanged 12 SP:Iteration 67Q (1403.940487 sec): 3 clusters Score: Raw -2650885.923480 + Penalty 3439.538317 = -2647446.385163 nChanged 17 SP:Iteration 68Q (1404.003745 sec): 3 clusters Score: Raw -2650887.898822 + Penalty 3439.538317 = -2647448.360505 nChanged 20 SP:Iteration 69Q (1404.066872 sec): 3 clusters Score: Raw -2650889.815494 + Penalty 3439.538317 = -2647450.277177 nChanged 29 SP:Iteration 70Q (1404.130050 sec): 3 clusters Score: Raw -2650893.789207 + Penalty 3439.538317 = -2647454.250891 nChanged 44 SP:Iteration 71Q (1404.193329 sec): 3 clusters Score: Raw -2650898.152422 + Penalty 3439.538317 = -2647458.614105 nChanged 34 SP:Iteration 72Q (1404.256760 sec): 3 clusters Score: Raw -2650901.345207 + Penalty 3439.538317 = -2647461.806890 nChanged 38 SP:Iteration 73Q (1404.319889 sec): 3 clusters Score: Raw -2650905.183623 + Penalty 3439.538317 = -2647465.645306 nChanged 27 SP:Iteration 74Q (1404.382829 sec): 3 clusters Score: Raw -2650907.759089 + Penalty 3439.538317 = -2647468.220772 nChanged 33 SP:Iteration 75Q (1404.445818 sec): 3 clusters Score: Raw -2650910.527807 + Penalty 3439.538317 = -2647470.989491 nChanged 21 SP:Iteration 76Q (1404.508967 sec): 3 clusters Score: Raw -2650912.432376 + Penalty 3439.538317 = -2647472.894059 nChanged 19 SP:Iteration 77Q (1404.572329 sec): 3 clusters Score: Raw -2650914.103564 + Penalty 3439.538317 = -2647474.565247 nChanged 20 SP:Iteration 78Q (1404.635103 sec): 3 clusters Score: Raw -2650915.661401 + Penalty 3439.538317 = -2647476.123084 nChanged 19 SP:Iteration 79Q (1404.697942 sec): 3 clusters Score: Raw -2650917.139478 + Penalty 3439.538317 = -2647477.601161 nChanged 16 SP:Iteration 80F (1404.769625 sec): 3 clusters Score: Raw -2650918.151769 + Penalty 3439.538317 = -2647478.613453 nChanged 13 SP:Iteration 81Q (1404.833093 sec): 3 clusters Score: Raw -2650918.854975 + Penalty 3439.538317 = -2647479.316658 nChanged 9 SP:Iteration 82Q (1404.895915 sec): 3 clusters Score: Raw -2650919.199126 + Penalty 3439.538317 = -2647479.660809 nChanged 4 SP:Iteration 83Q (1404.958834 sec): 3 clusters Score: Raw -2650919.461502 + Penalty 3439.538317 = -2647479.923186 nChanged 7 SP:Iteration 84Q (1405.021870 sec): 3 clusters Score: Raw -2650919.913029 + Penalty 3439.538317 = -2647480.374712 nChanged 5 SP:Iteration 85Q (1405.085125 sec): 3 clusters Score: Raw -2650920.318517 + Penalty 3439.538317 = -2647480.780200 nChanged 12 SP:Iteration 86Q (1405.150397 sec): 3 clusters Score: Raw -2650921.441535 + Penalty 3439.538317 = -2647481.903218 nChanged 9 SP:Iteration 87Q (1405.211972 sec): 3 clusters Score: Raw -2650921.863723 + Penalty 3439.538317 = -2647482.325406 nChanged 6 SP:Iteration 88Q (1405.275238 sec): 3 clusters Score: Raw -2650922.329633 + Penalty 3439.538317 = -2647482.791317 nChanged 11 SP:Iteration 89Q (1405.338261 sec): 3 clusters Score: Raw -2650923.068191 + Penalty 3439.538317 = -2647483.529875 nChanged 6 SP:Iteration 90Q (1405.401142 sec): 3 clusters Score: Raw -2650923.575281 + Penalty 3439.538317 = -2647484.036965 nChanged 6 SP:Iteration 91Q (1405.464041 sec): 3 clusters Score: Raw -2650923.988028 + Penalty 3439.538317 = -2647484.449711 nChanged 6 SP:Iteration 92Q (1405.526982 sec): 3 clusters Score: Raw -2650924.441111 + Penalty 3439.538317 = -2647484.902795 nChanged 3 SP:Iteration 93Q (1405.589884 sec): 3 clusters Score: Raw -2650924.694690 + Penalty 3439.538317 = -2647485.156373 nChanged 3 SP:Iteration 94Q (1405.652956 sec): 3 clusters Score: Raw -2650924.898089 + Penalty 3439.538317 = -2647485.359773 nChanged 4 SP:Iteration 95Q (1405.749527 sec): 3 clusters Score: Raw -2650925.179335 + Penalty 3439.538317 = -2647485.641018 nChanged 5 SP:Iteration 96Q (1405.812692 sec): 3 clusters Score: Raw -2650925.497774 + Penalty 3439.538317 = -2647485.959458 nChanged 7 SP:Iteration 97Q (1405.875675 sec): 3 clusters Score: Raw -2650925.950402 + Penalty 3439.538317 = -2647486.412085 nChanged 11 SP:Iteration 98Q (1405.938783 sec): 3 clusters Score: Raw -2650926.492905 + Penalty 3439.538317 = -2647486.954589 nChanged 9 SP:Iteration 99Q (1406.001670 sec): 3 clusters Score: Raw -2650927.186802 + Penalty 3439.538317 = -2647487.648485 nChanged 8 SP:Iteration 100F (1406.073583 sec): 3 clusters Score: Raw -2650927.774542 + Penalty 3439.538317 = -2647488.236225 nChanged 7 SP:Iteration 101Q (1406.136721 sec): 3 clusters Score: Raw -2650928.098042 + Penalty 3439.538317 = -2647488.559726 nChanged 1 SP:Iteration 102Q (1406.199453 sec): 3 clusters Score: Raw -2650928.145021 + Penalty 3439.538317 = -2647488.606704 nChanged 2 SP:Iteration 103Q (1406.262545 sec): 3 clusters Score: Raw -2650928.274087 + Penalty 3439.538317 = -2647488.735770 nChanged 2 SP:Iteration 104Q (1406.325461 sec): 3 clusters Score: Raw -2650928.355757 + Penalty 3439.538317 = -2647488.817440 nChanged 1 SP:Iteration 105Q (1406.388511 sec): 3 clusters Score: Raw -2650928.459097 + Penalty 3439.538317 = -2647488.920780 nChanged 0 SP:Iteration 106F (1406.460211 sec): 3 clusters Score: Raw -2650928.459097 + Penalty 3439.538317 = -2647488.920780 nChanged 0 Trying to split cluster 24 (2818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1406.470985 sec): 2 clusters Score: Raw -164542.502940 + Penalty 1290.864688 = -163251.638253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1406.485589 sec): 3 clusters Score: Raw -163232.647347 + Penalty 2581.729375 = -160650.917972 nChanged 1090 SP:Iteration 1F (1406.499315 sec): 3 clusters Score: Raw -163885.344724 + Penalty 2581.729375 = -161303.615349 nChanged 208 SP:Iteration 2F (1406.512996 sec): 3 clusters Score: Raw -164026.235597 + Penalty 2581.729375 = -161444.506222 nChanged 133 SP:Iteration 3Q (1406.526575 sec): 3 clusters Score: Raw -164121.415254 + Penalty 2581.729375 = -161539.685879 nChanged 100 SP:Iteration 4Q (1406.540176 sec): 3 clusters Score: Raw -164192.256052 + Penalty 2581.729375 = -161610.526677 nChanged 85 SP:Iteration 5Q (1406.553844 sec): 3 clusters Score: Raw -164237.763145 + Penalty 2581.729375 = -161656.033770 nChanged 66 SP:Iteration 6Q (1406.567540 sec): 3 clusters Score: Raw -164281.784039 + Penalty 2581.729375 = -161700.054664 nChanged 71 SP:Iteration 7Q (1406.581171 sec): 3 clusters Score: Raw -164324.501411 + Penalty 2581.729375 = -161742.772036 nChanged 66 SP:Iteration 8Q (1406.594803 sec): 3 clusters Score: Raw -164358.639468 + Penalty 2581.729375 = -161776.910093 nChanged 55 SP:Iteration 9Q (1406.608455 sec): 3 clusters Score: Raw -164394.747750 + Penalty 2581.729375 = -161813.018375 nChanged 58 SP:Iteration 10Q (1406.622061 sec): 3 clusters Score: Raw -164433.411174 + Penalty 2581.729375 = -161851.681798 nChanged 70 SP:Iteration 11Q (1406.635577 sec): 3 clusters Score: Raw -164481.785113 + Penalty 2581.729375 = -161900.055738 nChanged 66 SP:Iteration 12Q (1406.649158 sec): 3 clusters Score: Raw -164530.553873 + Penalty 2581.729375 = -161948.824498 nChanged 72 SP:Iteration 13Q (1406.662790 sec): 3 clusters Score: Raw -164574.081579 + Penalty 2581.729375 = -161992.352204 nChanged 65 SP:Iteration 14Q (1406.676364 sec): 3 clusters Score: Raw -164617.494315 + Penalty 2581.729375 = -162035.764940 nChanged 53 SP:Iteration 15Q (1406.689888 sec): 3 clusters Score: Raw -164646.623494 + Penalty 2581.729375 = -162064.894119 nChanged 45 SP:Iteration 16Q (1406.703423 sec): 3 clusters Score: Raw -164668.934621 + Penalty 2581.729375 = -162087.205246 nChanged 36 SP:Iteration 17Q (1406.716919 sec): 3 clusters Score: Raw -164685.733410 + Penalty 2581.729375 = -162104.004035 nChanged 34 SP:Iteration 18Q (1406.730457 sec): 3 clusters Score: Raw -164702.517445 + Penalty 2581.729375 = -162120.788070 nChanged 29 SP:Iteration 19Q (1406.743968 sec): 3 clusters Score: Raw -164722.165317 + Penalty 2581.729375 = -162140.435942 nChanged 44 SP:Iteration 20F (1406.757665 sec): 3 clusters Score: Raw -164745.773699 + Penalty 2581.729375 = -162164.044324 nChanged 38 SP:Iteration 21Q (1406.771227 sec): 3 clusters Score: Raw -164763.021417 + Penalty 2581.729375 = -162181.292042 nChanged 26 SP:Iteration 22Q (1406.784708 sec): 3 clusters Score: Raw -164775.413899 + Penalty 2581.729375 = -162193.684524 nChanged 22 SP:Iteration 23Q (1406.798218 sec): 3 clusters Score: Raw -164785.188633 + Penalty 2581.729375 = -162203.459258 nChanged 21 SP:Iteration 24Q (1406.811687 sec): 3 clusters Score: Raw -164796.078774 + Penalty 2581.729375 = -162214.349399 nChanged 25 SP:Iteration 25Q (1406.825193 sec): 3 clusters Score: Raw -164806.281272 + Penalty 2581.729375 = -162224.551897 nChanged 13 SP:Iteration 26Q (1406.838620 sec): 3 clusters Score: Raw -164810.685692 + Penalty 2581.729375 = -162228.956317 nChanged 10 SP:Iteration 27Q (1406.852107 sec): 3 clusters Score: Raw -164815.299488 + Penalty 2581.729375 = -162233.570113 nChanged 13 SP:Iteration 28Q (1406.865453 sec): 3 clusters Score: Raw -164821.557148 + Penalty 2581.729375 = -162239.827773 nChanged 10 SP:Iteration 29Q (1406.878950 sec): 3 clusters Score: Raw -164827.421618 + Penalty 2581.729375 = -162245.692243 nChanged 14 SP:Iteration 30Q (1406.892418 sec): 3 clusters Score: Raw -164832.574862 + Penalty 2581.729375 = -162250.845487 nChanged 13 SP:Iteration 31Q (1406.905882 sec): 3 clusters Score: Raw -164837.100596 + Penalty 2581.729375 = -162255.371221 nChanged 3 SP:Iteration 32Q (1406.919358 sec): 3 clusters Score: Raw -164837.924734 + Penalty 2581.729375 = -162256.195359 nChanged 1 SP:Iteration 33Q (1406.932825 sec): 3 clusters Score: Raw -164838.263460 + Penalty 2581.729375 = -162256.534085 nChanged 1 SP:Iteration 34Q (1406.946242 sec): 3 clusters Score: Raw -164838.471958 + Penalty 2581.729375 = -162256.742583 nChanged 1 SP:Iteration 35Q (1406.959737 sec): 3 clusters Score: Raw -164838.698013 + Penalty 2581.729375 = -162256.968638 nChanged 0 SP:Iteration 36F (1406.983319 sec): 3 clusters Score: Raw -164838.698013 + Penalty 2581.729375 = -162256.968638 nChanged 0 Trying to split cluster 25 (13184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1407.012852 sec): 2 clusters Score: Raw -881756.126080 + Penalty 1541.598378 = -880214.527702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1407.047734 sec): 3 clusters Score: Raw -874139.629268 + Penalty 3083.196757 = -871056.432511 nChanged 5789 SP:Iteration 1F (1407.081489 sec): 3 clusters Score: Raw -877379.976902 + Penalty 3083.196757 = -874296.780145 nChanged 785 SP:Iteration 2F (1407.115158 sec): 3 clusters Score: Raw -877745.442923 + Penalty 3083.196757 = -874662.246166 nChanged 698 SP:Iteration 3F (1407.148860 sec): 3 clusters Score: Raw -878099.614214 + Penalty 3083.196757 = -875016.417457 nChanged 699 SP:Iteration 4F (1407.182665 sec): 3 clusters Score: Raw -878525.815916 + Penalty 3083.196757 = -875442.619159 nChanged 727 SP:Iteration 5F (1407.216371 sec): 3 clusters Score: Raw -878982.556623 + Penalty 3083.196757 = -875899.359866 nChanged 765 SP:Iteration 6F (1407.250013 sec): 3 clusters Score: Raw -879491.509728 + Penalty 3083.196757 = -876408.312971 nChanged 765 SP:Iteration 7F (1407.283709 sec): 3 clusters Score: Raw -880081.371686 + Penalty 3083.196757 = -876998.174929 nChanged 784 SP:Iteration 8F (1407.317618 sec): 3 clusters Score: Raw -880746.450693 + Penalty 3083.196757 = -877663.253936 nChanged 657 SP:Iteration 9Q (1407.351053 sec): 3 clusters Score: Raw -881393.701072 + Penalty 3083.196757 = -878310.504315 nChanged 534 SP:Iteration 10Q (1407.384054 sec): 3 clusters Score: Raw -881944.849959 + Penalty 3083.196757 = -878861.653202 nChanged 408 SP:Iteration 11Q (1407.416318 sec): 3 clusters Score: Raw -882279.952780 + Penalty 3083.196757 = -879196.756024 nChanged 282 SP:Iteration 12Q (1407.447590 sec): 3 clusters Score: Raw -882449.771675 + Penalty 3083.196757 = -879366.574918 nChanged 214 SP:Iteration 13Q (1407.478672 sec): 3 clusters Score: Raw -882548.723396 + Penalty 3083.196757 = -879465.526639 nChanged 160 SP:Iteration 14Q (1407.509311 sec): 3 clusters Score: Raw -882621.502510 + Penalty 3083.196757 = -879538.305753 nChanged 118 SP:Iteration 15Q (1407.540060 sec): 3 clusters Score: Raw -882676.069543 + Penalty 3083.196757 = -879592.872786 nChanged 113 SP:Iteration 16Q (1407.570558 sec): 3 clusters Score: Raw -882714.906164 + Penalty 3083.196757 = -879631.709407 nChanged 87 SP:Iteration 17Q (1407.601147 sec): 3 clusters Score: Raw -882738.905553 + Penalty 3083.196757 = -879655.708796 nChanged 68 SP:Iteration 18Q (1407.631783 sec): 3 clusters Score: Raw -882754.951607 + Penalty 3083.196757 = -879671.754850 nChanged 47 SP:Iteration 19Q (1407.662494 sec): 3 clusters Score: Raw -882763.742255 + Penalty 3083.196757 = -879680.545498 nChanged 40 SP:Iteration 20F (1407.696163 sec): 3 clusters Score: Raw -882771.473264 + Penalty 3083.196757 = -879688.276507 nChanged 40 SP:Iteration 21Q (1407.726909 sec): 3 clusters Score: Raw -882777.796269 + Penalty 3083.196757 = -879694.599512 nChanged 28 SP:Iteration 22Q (1407.757725 sec): 3 clusters Score: Raw -882781.296458 + Penalty 3083.196757 = -879698.099701 nChanged 24 SP:Iteration 23Q (1407.788309 sec): 3 clusters Score: Raw -882783.732268 + Penalty 3083.196757 = -879700.535511 nChanged 22 SP:Iteration 24Q (1407.819046 sec): 3 clusters Score: Raw -882785.950165 + Penalty 3083.196757 = -879702.753408 nChanged 10 SP:Iteration 25Q (1407.849637 sec): 3 clusters Score: Raw -882786.762749 + Penalty 3083.196757 = -879703.565992 nChanged 7 SP:Iteration 26Q (1407.880290 sec): 3 clusters Score: Raw -882787.267303 + Penalty 3083.196757 = -879704.070546 nChanged 3 SP:Iteration 27Q (1407.910879 sec): 3 clusters Score: Raw -882787.634708 + Penalty 3083.196757 = -879704.437951 nChanged 3 SP:Iteration 28Q (1407.941402 sec): 3 clusters Score: Raw -882788.023948 + Penalty 3083.196757 = -879704.827191 nChanged 3 SP:Iteration 29Q (1407.972260 sec): 3 clusters Score: Raw -882788.179525 + Penalty 3083.196757 = -879704.982769 nChanged 2 SP:Iteration 30Q (1408.002825 sec): 3 clusters Score: Raw -882788.319274 + Penalty 3083.196757 = -879705.122517 nChanged 6 SP:Iteration 31Q (1408.033527 sec): 3 clusters Score: Raw -882788.738568 + Penalty 3083.196757 = -879705.541811 nChanged 4 SP:Iteration 32Q (1408.064070 sec): 3 clusters Score: Raw -882789.088393 + Penalty 3083.196757 = -879705.891636 nChanged 5 SP:Iteration 33Q (1408.094884 sec): 3 clusters Score: Raw -882789.535356 + Penalty 3083.196757 = -879706.338599 nChanged 5 SP:Iteration 34Q (1408.125532 sec): 3 clusters Score: Raw -882789.982570 + Penalty 3083.196757 = -879706.785813 nChanged 3 SP:Iteration 35Q (1408.156407 sec): 3 clusters Score: Raw -882790.255037 + Penalty 3083.196757 = -879707.058280 nChanged 7 SP:Iteration 36Q (1408.186942 sec): 3 clusters Score: Raw -882790.838388 + Penalty 3083.196757 = -879707.641631 nChanged 7 SP:Iteration 37Q (1408.217618 sec): 3 clusters Score: Raw -882791.381672 + Penalty 3083.196757 = -879708.184915 nChanged 4 SP:Iteration 38Q (1408.248365 sec): 3 clusters Score: Raw -882791.770390 + Penalty 3083.196757 = -879708.573633 nChanged 5 SP:Iteration 39Q (1408.279176 sec): 3 clusters Score: Raw -882792.295776 + Penalty 3083.196757 = -879709.099019 nChanged 4 SP:Iteration 40F (1408.312737 sec): 3 clusters Score: Raw -882792.678227 + Penalty 3083.196757 = -879709.481470 nChanged 5 SP:Iteration 41Q (1408.343738 sec): 3 clusters Score: Raw -882793.171709 + Penalty 3083.196757 = -879709.974952 nChanged 3 SP:Iteration 42Q (1408.374636 sec): 3 clusters Score: Raw -882793.438285 + Penalty 3083.196757 = -879710.241528 nChanged 5 SP:Iteration 43Q (1408.405642 sec): 3 clusters Score: Raw -882793.909664 + Penalty 3083.196757 = -879710.712907 nChanged 5 SP:Iteration 44Q (1408.436434 sec): 3 clusters Score: Raw -882794.647343 + Penalty 3083.196757 = -879711.450586 nChanged 10 SP:Iteration 45Q (1408.467246 sec): 3 clusters Score: Raw -882795.927325 + Penalty 3083.196757 = -879712.730568 nChanged 10 SP:Iteration 46Q (1408.497914 sec): 3 clusters Score: Raw -882797.478320 + Penalty 3083.196757 = -879714.281563 nChanged 13 SP:Iteration 47Q (1408.528719 sec): 3 clusters Score: Raw -882798.901888 + Penalty 3083.196757 = -879715.705131 nChanged 8 SP:Iteration 48Q (1408.559425 sec): 3 clusters Score: Raw -882799.765646 + Penalty 3083.196757 = -879716.568890 nChanged 9 SP:Iteration 49Q (1408.590162 sec): 3 clusters Score: Raw -882800.586776 + Penalty 3083.196757 = -879717.390019 nChanged 9 SP:Iteration 50Q (1408.620843 sec): 3 clusters Score: Raw -882801.629374 + Penalty 3083.196757 = -879718.432617 nChanged 10 SP:Iteration 51Q (1408.651600 sec): 3 clusters Score: Raw -882802.385813 + Penalty 3083.196757 = -879719.189056 nChanged 8 SP:Iteration 52Q (1408.682357 sec): 3 clusters Score: Raw -882802.985240 + Penalty 3083.196757 = -879719.788483 nChanged 4 SP:Iteration 53Q (1408.713046 sec): 3 clusters Score: Raw -882803.327408 + Penalty 3083.196757 = -879720.130651 nChanged 4 SP:Iteration 54Q (1408.743826 sec): 3 clusters Score: Raw -882803.562743 + Penalty 3083.196757 = -879720.365986 nChanged 3 SP:Iteration 55Q (1408.774589 sec): 3 clusters Score: Raw -882803.724744 + Penalty 3083.196757 = -879720.527987 nChanged 1 SP:Iteration 56Q (1408.805206 sec): 3 clusters Score: Raw -882803.792939 + Penalty 3083.196757 = -879720.596182 nChanged 3 SP:Iteration 57Q (1408.835913 sec): 3 clusters Score: Raw -882804.015872 + Penalty 3083.196757 = -879720.819115 nChanged 1 SP:Iteration 58Q (1408.866668 sec): 3 clusters Score: Raw -882804.051151 + Penalty 3083.196757 = -879720.854394 nChanged 0 SP:Iteration 59F (1408.900504 sec): 3 clusters Score: Raw -882804.051151 + Penalty 3083.196757 = -879720.854394 nChanged 0 Trying to split cluster 26 (7791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1408.921403 sec): 2 clusters Score: Raw -505107.163277 + Penalty 1456.117731 = -503651.045546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1408.946352 sec): 3 clusters Score: Raw -500749.661594 + Penalty 2912.235463 = -497837.426132 nChanged 3350 SP:Iteration 1F (1408.971154 sec): 3 clusters Score: Raw -502719.491650 + Penalty 2912.235463 = -499807.256187 nChanged 632 SP:Iteration 2F (1408.995773 sec): 3 clusters Score: Raw -503209.875127 + Penalty 2912.235463 = -500297.639664 nChanged 660 SP:Iteration 3F (1409.020320 sec): 3 clusters Score: Raw -503817.116035 + Penalty 2912.235463 = -500904.880572 nChanged 635 SP:Iteration 4F (1409.045142 sec): 3 clusters Score: Raw -504400.407619 + Penalty 2912.235463 = -501488.172156 nChanged 556 SP:Iteration 5F (1409.069710 sec): 3 clusters Score: Raw -504870.138241 + Penalty 2912.235463 = -501957.902779 nChanged 425 SP:Iteration 6F (1409.094383 sec): 3 clusters Score: Raw -505160.951510 + Penalty 2912.235463 = -502248.716047 nChanged 258 SP:Iteration 7Q (1409.118981 sec): 3 clusters Score: Raw -505303.517751 + Penalty 2912.235463 = -502391.282288 nChanged 175 SP:Iteration 8Q (1409.143872 sec): 3 clusters Score: Raw -505398.517605 + Penalty 2912.235463 = -502486.282143 nChanged 126 SP:Iteration 9Q (1409.168391 sec): 3 clusters Score: Raw -505460.533302 + Penalty 2912.235463 = -502548.297840 nChanged 92 SP:Iteration 10Q (1409.192736 sec): 3 clusters Score: Raw -505502.046559 + Penalty 2912.235463 = -502589.811096 nChanged 63 SP:Iteration 11Q (1409.217222 sec): 3 clusters Score: Raw -505527.705623 + Penalty 2912.235463 = -502615.470160 nChanged 48 SP:Iteration 12Q (1409.241587 sec): 3 clusters Score: Raw -505546.328864 + Penalty 2912.235463 = -502634.093401 nChanged 37 SP:Iteration 13Q (1409.266007 sec): 3 clusters Score: Raw -505556.311067 + Penalty 2912.235463 = -502644.075604 nChanged 21 SP:Iteration 14Q (1409.290165 sec): 3 clusters Score: Raw -505560.409903 + Penalty 2912.235463 = -502648.174440 nChanged 20 SP:Iteration 15Q (1409.314597 sec): 3 clusters Score: Raw -505565.581439 + Penalty 2912.235463 = -502653.345976 nChanged 25 SP:Iteration 16Q (1409.339101 sec): 3 clusters Score: Raw -505571.526973 + Penalty 2912.235463 = -502659.291510 nChanged 25 SP:Iteration 17Q (1409.363379 sec): 3 clusters Score: Raw -505578.358104 + Penalty 2912.235463 = -502666.122641 nChanged 18 SP:Iteration 18Q (1409.387528 sec): 3 clusters Score: Raw -505583.282930 + Penalty 2912.235463 = -502671.047467 nChanged 15 SP:Iteration 19Q (1409.411765 sec): 3 clusters Score: Raw -505587.087200 + Penalty 2912.235463 = -502674.851738 nChanged 14 SP:Iteration 20F (1409.436470 sec): 3 clusters Score: Raw -505590.852545 + Penalty 2912.235463 = -502678.617082 nChanged 17 SP:Iteration 21Q (1409.460785 sec): 3 clusters Score: Raw -505594.192715 + Penalty 2912.235463 = -502681.957253 nChanged 13 SP:Iteration 22Q (1409.484929 sec): 3 clusters Score: Raw -505597.226335 + Penalty 2912.235463 = -502684.990873 nChanged 14 SP:Iteration 23Q (1409.509195 sec): 3 clusters Score: Raw -505599.714288 + Penalty 2912.235463 = -502687.478826 nChanged 5 SP:Iteration 24Q (1409.533370 sec): 3 clusters Score: Raw -505600.473791 + Penalty 2912.235463 = -502688.238329 nChanged 11 SP:Iteration 25Q (1409.557802 sec): 3 clusters Score: Raw -505602.541480 + Penalty 2912.235463 = -502690.306017 nChanged 7 SP:Iteration 26Q (1409.582078 sec): 3 clusters Score: Raw -505603.859455 + Penalty 2912.235463 = -502691.623992 nChanged 9 SP:Iteration 27Q (1409.606296 sec): 3 clusters Score: Raw -505605.218680 + Penalty 2912.235463 = -502692.983217 nChanged 8 SP:Iteration 28Q (1409.630582 sec): 3 clusters Score: Raw -505606.573488 + Penalty 2912.235463 = -502694.338025 nChanged 5 SP:Iteration 29Q (1409.655027 sec): 3 clusters Score: Raw -505607.719009 + Penalty 2912.235463 = -502695.483546 nChanged 3 SP:Iteration 30Q (1409.679166 sec): 3 clusters Score: Raw -505608.198767 + Penalty 2912.235463 = -502695.963304 nChanged 3 SP:Iteration 31Q (1409.703350 sec): 3 clusters Score: Raw -505608.694633 + Penalty 2912.235463 = -502696.459171 nChanged 1 SP:Iteration 32Q (1409.727418 sec): 3 clusters Score: Raw -505608.762869 + Penalty 2912.235463 = -502696.527406 nChanged 0 SP:Iteration 33F (1409.752137 sec): 3 clusters Score: Raw -505608.762869 + Penalty 2912.235463 = -502696.527406 nChanged 0 Trying to split cluster 27 (8118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1409.774598 sec): 2 clusters Score: Raw -566964.874513 + Penalty 1462.798853 = -565502.075660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1409.800238 sec): 3 clusters Score: Raw -562537.686666 + Penalty 2925.597707 = -559612.088959 nChanged 3470 SP:Iteration 1F (1409.825160 sec): 3 clusters Score: Raw -564403.632511 + Penalty 2925.597707 = -561478.034804 nChanged 545 SP:Iteration 2F (1409.850490 sec): 3 clusters Score: Raw -564685.510772 + Penalty 2925.597707 = -561759.913065 nChanged 451 SP:Iteration 3F (1409.875813 sec): 3 clusters Score: Raw -564940.614357 + Penalty 2925.597707 = -562015.016651 nChanged 455 SP:Iteration 4F (1409.900910 sec): 3 clusters Score: Raw -565188.983856 + Penalty 2925.597707 = -562263.386149 nChanged 418 SP:Iteration 5F (1409.926170 sec): 3 clusters Score: Raw -565419.813844 + Penalty 2925.597707 = -562494.216137 nChanged 403 SP:Iteration 6Q (1409.951654 sec): 3 clusters Score: Raw -565686.461268 + Penalty 2925.597707 = -562760.863562 nChanged 381 SP:Iteration 7Q (1409.977045 sec): 3 clusters Score: Raw -565949.703912 + Penalty 2925.597707 = -563024.106205 nChanged 359 SP:Iteration 8Q (1410.002613 sec): 3 clusters Score: Raw -566185.830410 + Penalty 2925.597707 = -563260.232704 nChanged 289 SP:Iteration 9Q (1410.027870 sec): 3 clusters Score: Raw -566361.942110 + Penalty 2925.597707 = -563436.344404 nChanged 258 SP:Iteration 10Q (1410.053081 sec): 3 clusters Score: Raw -566528.679523 + Penalty 2925.597707 = -563603.081816 nChanged 211 SP:Iteration 11Q (1410.078294 sec): 3 clusters Score: Raw -566678.877024 + Penalty 2925.597707 = -563753.279317 nChanged 168 SP:Iteration 12Q (1410.111220 sec): 3 clusters Score: Raw -566798.314919 + Penalty 2925.597707 = -563872.717212 nChanged 143 SP:Iteration 13Q (1410.135749 sec): 3 clusters Score: Raw -566884.288094 + Penalty 2925.597707 = -563958.690387 nChanged 81 SP:Iteration 14Q (1410.160072 sec): 3 clusters Score: Raw -566930.467393 + Penalty 2925.597707 = -564004.869687 nChanged 67 SP:Iteration 15Q (1410.184251 sec): 3 clusters Score: Raw -566962.780620 + Penalty 2925.597707 = -564037.182913 nChanged 41 SP:Iteration 16Q (1410.208139 sec): 3 clusters Score: Raw -566977.192312 + Penalty 2925.597707 = -564051.594605 nChanged 29 SP:Iteration 17Q (1410.231989 sec): 3 clusters Score: Raw -566987.897736 + Penalty 2925.597707 = -564062.300030 nChanged 26 SP:Iteration 18Q (1410.255830 sec): 3 clusters Score: Raw -566998.141085 + Penalty 2925.597707 = -564072.543378 nChanged 37 SP:Iteration 19Q (1410.279426 sec): 3 clusters Score: Raw -567013.787969 + Penalty 2925.597707 = -564088.190263 nChanged 26 SP:Iteration 20F (1410.304692 sec): 3 clusters Score: Raw -567023.614735 + Penalty 2925.597707 = -564098.017029 nChanged 19 SP:Iteration 21Q (1410.328241 sec): 3 clusters Score: Raw -567032.031124 + Penalty 2925.597707 = -564106.433417 nChanged 26 SP:Iteration 22Q (1410.351842 sec): 3 clusters Score: Raw -567039.828924 + Penalty 2925.597707 = -564114.231217 nChanged 13 SP:Iteration 23Q (1410.375191 sec): 3 clusters Score: Raw -567044.634415 + Penalty 2925.597707 = -564119.036708 nChanged 14 SP:Iteration 24Q (1410.398724 sec): 3 clusters Score: Raw -567049.885103 + Penalty 2925.597707 = -564124.287396 nChanged 14 SP:Iteration 25Q (1410.422137 sec): 3 clusters Score: Raw -567054.231896 + Penalty 2925.597707 = -564128.634189 nChanged 10 SP:Iteration 26Q (1410.445784 sec): 3 clusters Score: Raw -567058.300639 + Penalty 2925.597707 = -564132.702933 nChanged 15 SP:Iteration 27Q (1410.469065 sec): 3 clusters Score: Raw -567064.871584 + Penalty 2925.597707 = -564139.273877 nChanged 14 SP:Iteration 28Q (1410.492499 sec): 3 clusters Score: Raw -567069.891227 + Penalty 2925.597707 = -564144.293520 nChanged 10 SP:Iteration 29Q (1410.515882 sec): 3 clusters Score: Raw -567073.093938 + Penalty 2925.597707 = -564147.496231 nChanged 12 SP:Iteration 30Q (1410.539287 sec): 3 clusters Score: Raw -567078.512715 + Penalty 2925.597707 = -564152.915008 nChanged 15 SP:Iteration 31Q (1410.562592 sec): 3 clusters Score: Raw -567084.347795 + Penalty 2925.597707 = -564158.750088 nChanged 13 SP:Iteration 32Q (1410.586150 sec): 3 clusters Score: Raw -567088.046083 + Penalty 2925.597707 = -564162.448376 nChanged 10 SP:Iteration 33Q (1410.609369 sec): 3 clusters Score: Raw -567091.146526 + Penalty 2925.597707 = -564165.548820 nChanged 2 SP:Iteration 34Q (1410.632461 sec): 3 clusters Score: Raw -567091.662428 + Penalty 2925.597707 = -564166.064721 nChanged 5 SP:Iteration 35Q (1410.655565 sec): 3 clusters Score: Raw -567092.797805 + Penalty 2925.597707 = -564167.200098 nChanged 5 SP:Iteration 36Q (1410.678842 sec): 3 clusters Score: Raw -567095.030321 + Penalty 2925.597707 = -564169.432614 nChanged 9 SP:Iteration 37Q (1410.701977 sec): 3 clusters Score: Raw -567099.097252 + Penalty 2925.597707 = -564173.499545 nChanged 15 SP:Iteration 38Q (1410.725074 sec): 3 clusters Score: Raw -567104.275980 + Penalty 2925.597707 = -564178.678273 nChanged 11 SP:Iteration 39Q (1410.748145 sec): 3 clusters Score: Raw -567107.914391 + Penalty 2925.597707 = -564182.316685 nChanged 8 SP:Iteration 40F (1410.773358 sec): 3 clusters Score: Raw -567109.114936 + Penalty 2925.597707 = -564183.517229 nChanged 2 SP:Iteration 41Q (1410.796470 sec): 3 clusters Score: Raw -567109.636275 + Penalty 2925.597707 = -564184.038568 nChanged 2 SP:Iteration 42Q (1410.819516 sec): 3 clusters Score: Raw -567110.034354 + Penalty 2925.597707 = -564184.436648 nChanged 1 SP:Iteration 43Q (1410.842706 sec): 3 clusters Score: Raw -567110.263304 + Penalty 2925.597707 = -564184.665597 nChanged 2 SP:Iteration 44Q (1410.865667 sec): 3 clusters Score: Raw -567110.899381 + Penalty 2925.597707 = -564185.301675 nChanged 6 SP:Iteration 45Q (1410.888600 sec): 3 clusters Score: Raw -567112.436260 + Penalty 2925.597707 = -564186.838553 nChanged 4 SP:Iteration 46Q (1410.911755 sec): 3 clusters Score: Raw -567114.106144 + Penalty 2925.597707 = -564188.508438 nChanged 2 SP:Iteration 47Q (1410.934725 sec): 3 clusters Score: Raw -567114.848082 + Penalty 2925.597707 = -564189.250375 nChanged 3 SP:Iteration 48Q (1410.957743 sec): 3 clusters Score: Raw -567115.597344 + Penalty 2925.597707 = -564189.999638 nChanged 4 SP:Iteration 49Q (1410.980913 sec): 3 clusters Score: Raw -567116.830018 + Penalty 2925.597707 = -564191.232312 nChanged 3 SP:Iteration 50Q (1411.003901 sec): 3 clusters Score: Raw -567117.663434 + Penalty 2925.597707 = -564192.065727 nChanged 3 SP:Iteration 51Q (1411.026922 sec): 3 clusters Score: Raw -567118.658210 + Penalty 2925.597707 = -564193.060503 nChanged 2 SP:Iteration 52Q (1411.050052 sec): 3 clusters Score: Raw -567119.182490 + Penalty 2925.597707 = -564193.584783 nChanged 1 SP:Iteration 53Q (1411.073150 sec): 3 clusters Score: Raw -567119.515677 + Penalty 2925.597707 = -564193.917970 nChanged 1 SP:Iteration 54Q (1411.096131 sec): 3 clusters Score: Raw -567119.718405 + Penalty 2925.597707 = -564194.120698 nChanged 0 SP:Iteration 55F (1411.121631 sec): 3 clusters Score: Raw -567119.718405 + Penalty 2925.597707 = -564194.120698 nChanged 0 Trying to split cluster 28 (2073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1411.136936 sec): 2 clusters Score: Raw -134102.072464 + Penalty 1240.972218 = -132861.100245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1411.148088 sec): 3 clusters Score: Raw -133205.650573 + Penalty 2481.944437 = -130723.706136 nChanged 729 SP:Iteration 1F (1411.158518 sec): 3 clusters Score: Raw -133697.943796 + Penalty 2481.944437 = -131215.999359 nChanged 160 SP:Iteration 2F (1411.168818 sec): 3 clusters Score: Raw -133822.372830 + Penalty 2481.944437 = -131340.428394 nChanged 115 SP:Iteration 3F (1411.179201 sec): 3 clusters Score: Raw -133903.278015 + Penalty 2481.944437 = -131421.333579 nChanged 77 SP:Iteration 4Q (1411.189606 sec): 3 clusters Score: Raw -133963.709816 + Penalty 2481.944437 = -131481.765379 nChanged 56 SP:Iteration 5Q (1411.199905 sec): 3 clusters Score: Raw -134005.621006 + Penalty 2481.944437 = -131523.676569 nChanged 51 SP:Iteration 6Q (1411.210282 sec): 3 clusters Score: Raw -134038.248824 + Penalty 2481.944437 = -131556.304387 nChanged 37 SP:Iteration 7Q (1411.220696 sec): 3 clusters Score: Raw -134059.397499 + Penalty 2481.944437 = -131577.453062 nChanged 33 SP:Iteration 8Q (1411.231048 sec): 3 clusters Score: Raw -134076.752179 + Penalty 2481.944437 = -131594.807742 nChanged 26 SP:Iteration 9Q (1411.241295 sec): 3 clusters Score: Raw -134088.025667 + Penalty 2481.944437 = -131606.081230 nChanged 20 SP:Iteration 10Q (1411.251649 sec): 3 clusters Score: Raw -134097.530730 + Penalty 2481.944437 = -131615.586294 nChanged 15 SP:Iteration 11Q (1411.261967 sec): 3 clusters Score: Raw -134104.755676 + Penalty 2481.944437 = -131622.811239 nChanged 14 SP:Iteration 12Q (1411.272305 sec): 3 clusters Score: Raw -134111.854425 + Penalty 2481.944437 = -131629.909988 nChanged 15 SP:Iteration 13Q (1411.282688 sec): 3 clusters Score: Raw -134118.084623 + Penalty 2481.944437 = -131636.140187 nChanged 9 SP:Iteration 14Q (1411.292922 sec): 3 clusters Score: Raw -134121.891723 + Penalty 2481.944437 = -131639.947287 nChanged 5 SP:Iteration 15Q (1411.303252 sec): 3 clusters Score: Raw -134123.522611 + Penalty 2481.944437 = -131641.578174 nChanged 4 SP:Iteration 16Q (1411.313611 sec): 3 clusters Score: Raw -134124.936328 + Penalty 2481.944437 = -131642.991891 nChanged 2 SP:Iteration 17Q (1411.323838 sec): 3 clusters Score: Raw -134126.262028 + Penalty 2481.944437 = -131644.317591 nChanged 5 SP:Iteration 18Q (1411.334146 sec): 3 clusters Score: Raw -134128.343089 + Penalty 2481.944437 = -131646.398653 nChanged 5 SP:Iteration 19Q (1411.344484 sec): 3 clusters Score: Raw -134130.566669 + Penalty 2481.944437 = -131648.622232 nChanged 5 SP:Iteration 20F (1411.354873 sec): 3 clusters Score: Raw -134131.517369 + Penalty 2481.944437 = -131649.572933 nChanged 1 SP:Iteration 21Q (1411.365187 sec): 3 clusters Score: Raw -134131.688129 + Penalty 2481.944437 = -131649.743693 nChanged 1 SP:Iteration 22Q (1411.375524 sec): 3 clusters Score: Raw -134132.382041 + Penalty 2481.944437 = -131650.437604 nChanged 2 SP:Iteration 23Q (1411.385849 sec): 3 clusters Score: Raw -134132.746776 + Penalty 2481.944437 = -131650.802340 nChanged 2 SP:Iteration 24Q (1411.396165 sec): 3 clusters Score: Raw -134134.124412 + Penalty 2481.944437 = -131652.179975 nChanged 4 SP:Iteration 25Q (1411.406415 sec): 3 clusters Score: Raw -134135.587573 + Penalty 2481.944437 = -131653.643136 nChanged 3 SP:Iteration 26Q (1411.416746 sec): 3 clusters Score: Raw -134136.456836 + Penalty 2481.944437 = -131654.512399 nChanged 2 SP:Iteration 27Q (1411.426969 sec): 3 clusters Score: Raw -134137.245752 + Penalty 2481.944437 = -131655.301315 nChanged 0 SP:Iteration 28F (1411.437361 sec): 3 clusters Score: Raw -134137.245752 + Penalty 2481.944437 = -131655.301315 nChanged 0 Trying to split cluster 29 (5936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1411.457377 sec): 2 clusters Score: Raw -403904.854575 + Penalty 1411.928503 = -402492.926073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1411.480124 sec): 3 clusters Score: Raw -400777.381005 + Penalty 2823.857005 = -397953.524000 nChanged 2460 SP:Iteration 1F (1411.502608 sec): 3 clusters Score: Raw -402200.185355 + Penalty 2823.857005 = -399376.328350 nChanged 425 SP:Iteration 2F (1411.525253 sec): 3 clusters Score: Raw -402440.583095 + Penalty 2823.857005 = -399616.726090 nChanged 332 SP:Iteration 3F (1411.547797 sec): 3 clusters Score: Raw -402644.487156 + Penalty 2823.857005 = -399820.630151 nChanged 336 SP:Iteration 4F (1411.570131 sec): 3 clusters Score: Raw -402863.475172 + Penalty 2823.857005 = -400039.618167 nChanged 313 SP:Iteration 5F (1411.592780 sec): 3 clusters Score: Raw -403092.299512 + Penalty 2823.857005 = -400268.442507 nChanged 354 SP:Iteration 6F (1411.615271 sec): 3 clusters Score: Raw -403359.009478 + Penalty 2823.857005 = -400535.152473 nChanged 332 SP:Iteration 7F (1411.637754 sec): 3 clusters Score: Raw -403591.974067 + Penalty 2823.857005 = -400768.117062 nChanged 271 SP:Iteration 8Q (1411.660151 sec): 3 clusters Score: Raw -403754.883609 + Penalty 2823.857005 = -400931.026604 nChanged 209 SP:Iteration 9Q (1411.682542 sec): 3 clusters Score: Raw -403885.720381 + Penalty 2823.857005 = -401061.863376 nChanged 177 SP:Iteration 10Q (1411.704927 sec): 3 clusters Score: Raw -404002.527287 + Penalty 2823.857005 = -401178.670282 nChanged 157 SP:Iteration 11Q (1411.727109 sec): 3 clusters Score: Raw -404089.350453 + Penalty 2823.857005 = -401265.493448 nChanged 99 SP:Iteration 12Q (1411.749409 sec): 3 clusters Score: Raw -404153.917654 + Penalty 2823.857005 = -401330.060649 nChanged 98 SP:Iteration 13Q (1411.771753 sec): 3 clusters Score: Raw -404218.780471 + Penalty 2823.857005 = -401394.923466 nChanged 89 SP:Iteration 14Q (1411.793752 sec): 3 clusters Score: Raw -404265.282175 + Penalty 2823.857005 = -401441.425170 nChanged 69 SP:Iteration 15Q (1411.815873 sec): 3 clusters Score: Raw -404290.640148 + Penalty 2823.857005 = -401466.783143 nChanged 47 SP:Iteration 16Q (1411.837755 sec): 3 clusters Score: Raw -404309.481882 + Penalty 2823.857005 = -401485.624877 nChanged 51 SP:Iteration 17Q (1411.859757 sec): 3 clusters Score: Raw -404333.975063 + Penalty 2823.857005 = -401510.118058 nChanged 47 SP:Iteration 18Q (1411.881406 sec): 3 clusters Score: Raw -404354.468595 + Penalty 2823.857005 = -401530.611590 nChanged 42 SP:Iteration 19Q (1411.903278 sec): 3 clusters Score: Raw -404372.386513 + Penalty 2823.857005 = -401548.529508 nChanged 36 SP:Iteration 20F (1411.925826 sec): 3 clusters Score: Raw -404383.428422 + Penalty 2823.857005 = -401559.571416 nChanged 26 SP:Iteration 21Q (1411.947768 sec): 3 clusters Score: Raw -404393.092585 + Penalty 2823.857005 = -401569.235580 nChanged 24 SP:Iteration 22Q (1411.969470 sec): 3 clusters Score: Raw -404404.932108 + Penalty 2823.857005 = -401581.075103 nChanged 25 SP:Iteration 23Q (1411.991189 sec): 3 clusters Score: Raw -404416.933091 + Penalty 2823.857005 = -401593.076086 nChanged 27 SP:Iteration 24Q (1412.012857 sec): 3 clusters Score: Raw -404426.772491 + Penalty 2823.857005 = -401602.915486 nChanged 22 SP:Iteration 25Q (1412.034527 sec): 3 clusters Score: Raw -404436.158643 + Penalty 2823.857005 = -401612.301638 nChanged 31 SP:Iteration 26Q (1412.056321 sec): 3 clusters Score: Raw -404446.748608 + Penalty 2823.857005 = -401622.891603 nChanged 23 SP:Iteration 27Q (1412.077839 sec): 3 clusters Score: Raw -404455.199245 + Penalty 2823.857005 = -401631.342240 nChanged 16 SP:Iteration 28Q (1412.099539 sec): 3 clusters Score: Raw -404458.959895 + Penalty 2823.857005 = -401635.102890 nChanged 15 SP:Iteration 29Q (1412.121072 sec): 3 clusters Score: Raw -404463.460577 + Penalty 2823.857005 = -401639.603572 nChanged 16 SP:Iteration 30Q (1412.142648 sec): 3 clusters Score: Raw -404467.120514 + Penalty 2823.857005 = -401643.263509 nChanged 10 SP:Iteration 31Q (1412.164318 sec): 3 clusters Score: Raw -404469.354939 + Penalty 2823.857005 = -401645.497934 nChanged 6 SP:Iteration 32Q (1412.185781 sec): 3 clusters Score: Raw -404470.549729 + Penalty 2823.857005 = -401646.692723 nChanged 4 SP:Iteration 33Q (1412.207378 sec): 3 clusters Score: Raw -404471.122014 + Penalty 2823.857005 = -401647.265008 nChanged 5 SP:Iteration 34Q (1412.228928 sec): 3 clusters Score: Raw -404471.941236 + Penalty 2823.857005 = -401648.084231 nChanged 4 SP:Iteration 35Q (1412.250357 sec): 3 clusters Score: Raw -404472.992270 + Penalty 2823.857005 = -401649.135265 nChanged 7 SP:Iteration 36Q (1412.271727 sec): 3 clusters Score: Raw -404473.887975 + Penalty 2823.857005 = -401650.030970 nChanged 4 SP:Iteration 37Q (1412.293339 sec): 3 clusters Score: Raw -404474.871279 + Penalty 2823.857005 = -401651.014274 nChanged 8 SP:Iteration 38Q (1412.314886 sec): 3 clusters Score: Raw -404477.523168 + Penalty 2823.857005 = -401653.666163 nChanged 7 SP:Iteration 39Q (1412.336268 sec): 3 clusters Score: Raw -404479.791382 + Penalty 2823.857005 = -401655.934377 nChanged 4 SP:Iteration 40F (1412.358885 sec): 3 clusters Score: Raw -404481.355429 + Penalty 2823.857005 = -401657.498424 nChanged 4 SP:Iteration 41Q (1412.380317 sec): 3 clusters Score: Raw -404482.524815 + Penalty 2823.857005 = -401658.667810 nChanged 4 SP:Iteration 42Q (1412.401932 sec): 3 clusters Score: Raw -404483.107748 + Penalty 2823.857005 = -401659.250743 nChanged 0 SP:Iteration 43F (1412.424527 sec): 3 clusters Score: Raw -404483.107748 + Penalty 2823.857005 = -401659.250743 nChanged 0 Trying to split cluster 30 (1535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1412.439411 sec): 2 clusters Score: Raw -82141.817941 + Penalty 1192.146420 = -80949.671521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1412.447696 sec): 3 clusters Score: Raw -81631.316105 + Penalty 2384.292840 = -79247.023266 nChanged 551 SP:Iteration 1F (1412.455427 sec): 3 clusters Score: Raw -82257.387964 + Penalty 2384.292840 = -79873.095124 nChanged 191 SP:Iteration 2F (1412.463202 sec): 3 clusters Score: Raw -82584.219136 + Penalty 2384.292840 = -80199.926297 nChanged 135 SP:Iteration 3F (1412.470954 sec): 3 clusters Score: Raw -82819.930847 + Penalty 2384.292840 = -80435.638007 nChanged 102 SP:Iteration 4F (1412.478724 sec): 3 clusters Score: Raw -82970.305380 + Penalty 2384.292840 = -80586.012540 nChanged 54 SP:Iteration 5Q (1412.486341 sec): 3 clusters Score: Raw -83032.593502 + Penalty 2384.292840 = -80648.300663 nChanged 50 SP:Iteration 6Q (1412.493895 sec): 3 clusters Score: Raw -83089.497754 + Penalty 2384.292840 = -80705.204914 nChanged 36 SP:Iteration 7Q (1412.501465 sec): 3 clusters Score: Raw -83132.647794 + Penalty 2384.292840 = -80748.354954 nChanged 29 SP:Iteration 8Q (1412.508957 sec): 3 clusters Score: Raw -83159.208418 + Penalty 2384.292840 = -80774.915579 nChanged 15 SP:Iteration 9Q (1412.516459 sec): 3 clusters Score: Raw -83169.947974 + Penalty 2384.292840 = -80785.655135 nChanged 6 SP:Iteration 10Q (1412.523947 sec): 3 clusters Score: Raw -83177.823471 + Penalty 2384.292840 = -80793.530631 nChanged 4 SP:Iteration 11Q (1412.531453 sec): 3 clusters Score: Raw -83179.317126 + Penalty 2384.292840 = -80795.024287 nChanged 3 SP:Iteration 12Q (1412.538895 sec): 3 clusters Score: Raw -83180.595658 + Penalty 2384.292840 = -80796.302819 nChanged 1 SP:Iteration 13Q (1412.546363 sec): 3 clusters Score: Raw -83181.032536 + Penalty 2384.292840 = -80796.739696 nChanged 0 SP:Iteration 14F (1412.554086 sec): 3 clusters Score: Raw -83181.032536 + Penalty 2384.292840 = -80796.739696 nChanged 0 Trying to split cluster 31 (12549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1412.582242 sec): 2 clusters Score: Raw -850772.104370 + Penalty 1533.576892 = -849238.527477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1412.616024 sec): 3 clusters Score: Raw -843457.087883 + Penalty 3067.153785 = -840389.934098 nChanged 5586 SP:Iteration 1F (1412.648565 sec): 3 clusters Score: Raw -846639.624450 + Penalty 3067.153785 = -843572.470665 nChanged 857 SP:Iteration 2F (1412.691871 sec): 3 clusters Score: Raw -847066.514782 + Penalty 3067.153785 = -843999.360997 nChanged 718 SP:Iteration 3F (1412.724407 sec): 3 clusters Score: Raw -847405.911110 + Penalty 3067.153785 = -844338.757325 nChanged 593 SP:Iteration 4Q (1412.757350 sec): 3 clusters Score: Raw -847704.374639 + Penalty 3067.153785 = -844637.220855 nChanged 602 SP:Iteration 5Q (1412.790151 sec): 3 clusters Score: Raw -848011.537056 + Penalty 3067.153785 = -844944.383271 nChanged 577 SP:Iteration 6Q (1412.822855 sec): 3 clusters Score: Raw -848326.770156 + Penalty 3067.153785 = -845259.616371 nChanged 588 SP:Iteration 7Q (1412.855607 sec): 3 clusters Score: Raw -848655.271327 + Penalty 3067.153785 = -845588.117543 nChanged 493 SP:Iteration 8Q (1412.888265 sec): 3 clusters Score: Raw -848918.818634 + Penalty 3067.153785 = -845851.664849 nChanged 436 SP:Iteration 9Q (1412.920764 sec): 3 clusters Score: Raw -849140.822434 + Penalty 3067.153785 = -846073.668650 nChanged 383 SP:Iteration 10Q (1412.953150 sec): 3 clusters Score: Raw -849314.790248 + Penalty 3067.153785 = -846247.636463 nChanged 317 SP:Iteration 11Q (1412.985454 sec): 3 clusters Score: Raw -849430.584689 + Penalty 3067.153785 = -846363.430904 nChanged 237 SP:Iteration 12Q (1413.017489 sec): 3 clusters Score: Raw -849504.196320 + Penalty 3067.153785 = -846437.042535 nChanged 181 SP:Iteration 13Q (1413.049600 sec): 3 clusters Score: Raw -849557.617304 + Penalty 3067.153785 = -846490.463520 nChanged 182 SP:Iteration 14Q (1413.081633 sec): 3 clusters Score: Raw -849612.323208 + Penalty 3067.153785 = -846545.169424 nChanged 163 SP:Iteration 15Q (1413.113684 sec): 3 clusters Score: Raw -849659.515333 + Penalty 3067.153785 = -846592.361548 nChanged 153 SP:Iteration 16Q (1413.145516 sec): 3 clusters Score: Raw -849707.668943 + Penalty 3067.153785 = -846640.515159 nChanged 145 SP:Iteration 17Q (1413.177348 sec): 3 clusters Score: Raw -849752.100217 + Penalty 3067.153785 = -846684.946433 nChanged 136 SP:Iteration 18Q (1413.209086 sec): 3 clusters Score: Raw -849791.649245 + Penalty 3067.153785 = -846724.495460 nChanged 135 SP:Iteration 19Q (1413.240808 sec): 3 clusters Score: Raw -849828.345430 + Penalty 3067.153785 = -846761.191645 nChanged 124 SP:Iteration 20F (1413.273360 sec): 3 clusters Score: Raw -849864.087308 + Penalty 3067.153785 = -846796.933523 nChanged 141 SP:Iteration 21Q (1413.304970 sec): 3 clusters Score: Raw -849905.106662 + Penalty 3067.153785 = -846837.952878 nChanged 132 SP:Iteration 22Q (1413.336372 sec): 3 clusters Score: Raw -849948.222159 + Penalty 3067.153785 = -846881.068374 nChanged 144 SP:Iteration 23Q (1413.367962 sec): 3 clusters Score: Raw -849991.857843 + Penalty 3067.153785 = -846924.704059 nChanged 143 SP:Iteration 24Q (1413.399434 sec): 3 clusters Score: Raw -850035.956221 + Penalty 3067.153785 = -846968.802437 nChanged 138 SP:Iteration 25Q (1413.430842 sec): 3 clusters Score: Raw -850082.607617 + Penalty 3067.153785 = -847015.453833 nChanged 125 SP:Iteration 26Q (1413.462535 sec): 3 clusters Score: Raw -850123.305917 + Penalty 3067.153785 = -847056.152132 nChanged 142 SP:Iteration 27Q (1413.493819 sec): 3 clusters Score: Raw -850173.961593 + Penalty 3067.153785 = -847106.807808 nChanged 139 SP:Iteration 28Q (1413.525020 sec): 3 clusters Score: Raw -850224.035479 + Penalty 3067.153785 = -847156.881695 nChanged 145 SP:Iteration 29Q (1413.556216 sec): 3 clusters Score: Raw -850271.701910 + Penalty 3067.153785 = -847204.548125 nChanged 115 SP:Iteration 30Q (1413.587235 sec): 3 clusters Score: Raw -850305.963126 + Penalty 3067.153785 = -847238.809342 nChanged 119 SP:Iteration 31Q (1413.618201 sec): 3 clusters Score: Raw -850340.173209 + Penalty 3067.153785 = -847273.019425 nChanged 121 SP:Iteration 32Q (1413.649060 sec): 3 clusters Score: Raw -850376.468805 + Penalty 3067.153785 = -847309.315021 nChanged 103 SP:Iteration 33Q (1413.679951 sec): 3 clusters Score: Raw -850408.344934 + Penalty 3067.153785 = -847341.191150 nChanged 104 SP:Iteration 34Q (1413.710680 sec): 3 clusters Score: Raw -850440.064254 + Penalty 3067.153785 = -847372.910470 nChanged 106 SP:Iteration 35Q (1413.741417 sec): 3 clusters Score: Raw -850469.777878 + Penalty 3067.153785 = -847402.624093 nChanged 110 SP:Iteration 36Q (1413.772053 sec): 3 clusters Score: Raw -850501.711123 + Penalty 3067.153785 = -847434.557338 nChanged 99 SP:Iteration 37Q (1413.802589 sec): 3 clusters Score: Raw -850533.890883 + Penalty 3067.153785 = -847466.737098 nChanged 101 SP:Iteration 38Q (1413.833199 sec): 3 clusters Score: Raw -850564.439392 + Penalty 3067.153785 = -847497.285607 nChanged 88 SP:Iteration 39Q (1413.863561 sec): 3 clusters Score: Raw -850593.371571 + Penalty 3067.153785 = -847526.217787 nChanged 99 SP:Iteration 40F (1413.896122 sec): 3 clusters Score: Raw -850621.163505 + Penalty 3067.153785 = -847554.009720 nChanged 79 SP:Iteration 41Q (1413.926613 sec): 3 clusters Score: Raw -850641.139931 + Penalty 3067.153785 = -847573.986147 nChanged 67 SP:Iteration 42Q (1413.957213 sec): 3 clusters Score: Raw -850656.296689 + Penalty 3067.153785 = -847589.142904 nChanged 65 SP:Iteration 43Q (1413.987690 sec): 3 clusters Score: Raw -850672.136127 + Penalty 3067.153785 = -847604.982342 nChanged 61 SP:Iteration 44Q (1414.018196 sec): 3 clusters Score: Raw -850685.218876 + Penalty 3067.153785 = -847618.065092 nChanged 66 SP:Iteration 45Q (1414.048609 sec): 3 clusters Score: Raw -850701.336069 + Penalty 3067.153785 = -847634.182284 nChanged 64 SP:Iteration 46Q (1414.078794 sec): 3 clusters Score: Raw -850715.804934 + Penalty 3067.153785 = -847648.651149 nChanged 56 SP:Iteration 47Q (1414.109327 sec): 3 clusters Score: Raw -850726.780511 + Penalty 3067.153785 = -847659.626727 nChanged 60 SP:Iteration 48Q (1414.139469 sec): 3 clusters Score: Raw -850738.502470 + Penalty 3067.153785 = -847671.348685 nChanged 58 SP:Iteration 49Q (1414.169828 sec): 3 clusters Score: Raw -850747.738232 + Penalty 3067.153785 = -847680.584447 nChanged 48 SP:Iteration 50Q (1414.200069 sec): 3 clusters Score: Raw -850755.963769 + Penalty 3067.153785 = -847688.809985 nChanged 48 SP:Iteration 51Q (1414.230253 sec): 3 clusters Score: Raw -850765.129921 + Penalty 3067.153785 = -847697.976136 nChanged 43 SP:Iteration 52Q (1414.260308 sec): 3 clusters Score: Raw -850772.567994 + Penalty 3067.153785 = -847705.414209 nChanged 36 SP:Iteration 53Q (1414.290313 sec): 3 clusters Score: Raw -850778.944615 + Penalty 3067.153785 = -847711.790830 nChanged 35 SP:Iteration 54Q (1414.320263 sec): 3 clusters Score: Raw -850784.827141 + Penalty 3067.153785 = -847717.673357 nChanged 30 SP:Iteration 55Q (1414.350352 sec): 3 clusters Score: Raw -850789.703259 + Penalty 3067.153785 = -847722.549474 nChanged 31 SP:Iteration 56Q (1414.380410 sec): 3 clusters Score: Raw -850794.332619 + Penalty 3067.153785 = -847727.178834 nChanged 26 SP:Iteration 57Q (1414.410436 sec): 3 clusters Score: Raw -850798.530762 + Penalty 3067.153785 = -847731.376977 nChanged 31 SP:Iteration 58Q (1414.440460 sec): 3 clusters Score: Raw -850803.700616 + Penalty 3067.153785 = -847736.546831 nChanged 27 SP:Iteration 59Q (1414.470277 sec): 3 clusters Score: Raw -850809.320200 + Penalty 3067.153785 = -847742.166416 nChanged 25 SP:Iteration 60F (1414.502775 sec): 3 clusters Score: Raw -850814.596374 + Penalty 3067.153785 = -847747.442589 nChanged 27 SP:Iteration 61Q (1414.532712 sec): 3 clusters Score: Raw -850820.587482 + Penalty 3067.153785 = -847753.433697 nChanged 33 SP:Iteration 62Q (1414.562690 sec): 3 clusters Score: Raw -850828.972958 + Penalty 3067.153785 = -847761.819173 nChanged 41 SP:Iteration 63Q (1414.592550 sec): 3 clusters Score: Raw -850839.582401 + Penalty 3067.153785 = -847772.428616 nChanged 34 SP:Iteration 64Q (1414.622595 sec): 3 clusters Score: Raw -850848.448905 + Penalty 3067.153785 = -847781.295120 nChanged 30 SP:Iteration 65Q (1414.652391 sec): 3 clusters Score: Raw -850853.727747 + Penalty 3067.153785 = -847786.573963 nChanged 26 SP:Iteration 66Q (1414.682133 sec): 3 clusters Score: Raw -850859.015172 + Penalty 3067.153785 = -847791.861388 nChanged 31 SP:Iteration 67Q (1414.712109 sec): 3 clusters Score: Raw -850867.577479 + Penalty 3067.153785 = -847800.423694 nChanged 34 SP:Iteration 68Q (1414.741847 sec): 3 clusters Score: Raw -850875.934019 + Penalty 3067.153785 = -847808.780235 nChanged 36 SP:Iteration 69Q (1414.771495 sec): 3 clusters Score: Raw -850885.060475 + Penalty 3067.153785 = -847817.906690 nChanged 46 SP:Iteration 70Q (1414.801272 sec): 3 clusters Score: Raw -850899.451114 + Penalty 3067.153785 = -847832.297330 nChanged 44 SP:Iteration 71Q (1414.830910 sec): 3 clusters Score: Raw -850911.185956 + Penalty 3067.153785 = -847844.032171 nChanged 43 SP:Iteration 72Q (1414.860618 sec): 3 clusters Score: Raw -850921.799547 + Penalty 3067.153785 = -847854.645763 nChanged 43 SP:Iteration 73Q (1414.890290 sec): 3 clusters Score: Raw -850931.415639 + Penalty 3067.153785 = -847864.261854 nChanged 37 SP:Iteration 74Q (1414.919943 sec): 3 clusters Score: Raw -850940.387719 + Penalty 3067.153785 = -847873.233935 nChanged 31 SP:Iteration 75Q (1414.949602 sec): 3 clusters Score: Raw -850946.998348 + Penalty 3067.153785 = -847879.844564 nChanged 24 SP:Iteration 76Q (1414.979250 sec): 3 clusters Score: Raw -850950.735652 + Penalty 3067.153785 = -847883.581868 nChanged 26 SP:Iteration 77Q (1415.008883 sec): 3 clusters Score: Raw -850954.865480 + Penalty 3067.153785 = -847887.711696 nChanged 20 SP:Iteration 78Q (1415.038407 sec): 3 clusters Score: Raw -850958.116564 + Penalty 3067.153785 = -847890.962780 nChanged 12 SP:Iteration 79Q (1415.068029 sec): 3 clusters Score: Raw -850959.848479 + Penalty 3067.153785 = -847892.694695 nChanged 9 SP:Iteration 80F (1415.100608 sec): 3 clusters Score: Raw -850961.314350 + Penalty 3067.153785 = -847894.160566 nChanged 4 SP:Iteration 81Q (1415.130113 sec): 3 clusters Score: Raw -850961.815475 + Penalty 3067.153785 = -847894.661690 nChanged 4 SP:Iteration 82Q (1415.159600 sec): 3 clusters Score: Raw -850962.103095 + Penalty 3067.153785 = -847894.949311 nChanged 3 SP:Iteration 83Q (1415.189013 sec): 3 clusters Score: Raw -850962.384041 + Penalty 3067.153785 = -847895.230256 nChanged 2 SP:Iteration 84Q (1415.218618 sec): 3 clusters Score: Raw -850962.655995 + Penalty 3067.153785 = -847895.502210 nChanged 1 SP:Iteration 85Q (1415.248135 sec): 3 clusters Score: Raw -850962.913666 + Penalty 3067.153785 = -847895.759882 nChanged 2 SP:Iteration 86Q (1415.277766 sec): 3 clusters Score: Raw -850963.162247 + Penalty 3067.153785 = -847896.008463 nChanged 2 SP:Iteration 87Q (1415.307271 sec): 3 clusters Score: Raw -850963.318390 + Penalty 3067.153785 = -847896.164605 nChanged 3 SP:Iteration 88Q (1415.336719 sec): 3 clusters Score: Raw -850963.528631 + Penalty 3067.153785 = -847896.374846 nChanged 1 SP:Iteration 89Q (1415.366296 sec): 3 clusters Score: Raw -850963.594773 + Penalty 3067.153785 = -847896.440988 nChanged 0 SP:Iteration 90F (1415.398762 sec): 3 clusters Score: Raw -850963.594773 + Penalty 3067.153785 = -847896.440988 nChanged 0 Trying to split cluster 32 (5272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1415.417125 sec): 2 clusters Score: Raw -365127.634946 + Penalty 1392.651825 = -363734.983121 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1415.438852 sec): 3 clusters Score: Raw -362377.434041 + Penalty 2785.303650 = -359592.130392 nChanged 2174 SP:Iteration 1F (1415.460174 sec): 3 clusters Score: Raw -363556.373429 + Penalty 2785.303650 = -360771.069779 nChanged 394 SP:Iteration 2F (1415.481850 sec): 3 clusters Score: Raw -363747.767749 + Penalty 2785.303650 = -360962.464099 nChanged 259 SP:Iteration 3Q (1415.503036 sec): 3 clusters Score: Raw -363870.002662 + Penalty 2785.303650 = -361084.699012 nChanged 208 SP:Iteration 4Q (1415.524399 sec): 3 clusters Score: Raw -363951.635854 + Penalty 2785.303650 = -361166.332204 nChanged 168 SP:Iteration 5Q (1415.545719 sec): 3 clusters Score: Raw -364024.018764 + Penalty 2785.303650 = -361238.715114 nChanged 173 SP:Iteration 6Q (1415.567238 sec): 3 clusters Score: Raw -364102.768252 + Penalty 2785.303650 = -361317.464603 nChanged 163 SP:Iteration 7Q (1415.588634 sec): 3 clusters Score: Raw -364186.584314 + Penalty 2785.303650 = -361401.280664 nChanged 172 SP:Iteration 8Q (1415.610109 sec): 3 clusters Score: Raw -364287.103185 + Penalty 2785.303650 = -361501.799535 nChanged 166 SP:Iteration 9Q (1415.631365 sec): 3 clusters Score: Raw -364381.425802 + Penalty 2785.303650 = -361596.122153 nChanged 164 SP:Iteration 10Q (1415.652868 sec): 3 clusters Score: Raw -364482.914311 + Penalty 2785.303650 = -361697.610661 nChanged 169 SP:Iteration 11Q (1415.674162 sec): 3 clusters Score: Raw -364590.499627 + Penalty 2785.303650 = -361805.195977 nChanged 161 SP:Iteration 12Q (1415.695361 sec): 3 clusters Score: Raw -364700.944205 + Penalty 2785.303650 = -361915.640555 nChanged 143 SP:Iteration 13Q (1415.716628 sec): 3 clusters Score: Raw -364810.253195 + Penalty 2785.303650 = -362024.949545 nChanged 117 SP:Iteration 14Q (1415.737610 sec): 3 clusters Score: Raw -364910.710436 + Penalty 2785.303650 = -362125.406786 nChanged 127 SP:Iteration 15Q (1415.758729 sec): 3 clusters Score: Raw -365017.141783 + Penalty 2785.303650 = -362231.838134 nChanged 94 SP:Iteration 16Q (1415.779745 sec): 3 clusters Score: Raw -365091.724677 + Penalty 2785.303650 = -362306.421027 nChanged 57 SP:Iteration 17Q (1415.800303 sec): 3 clusters Score: Raw -365139.468816 + Penalty 2785.303650 = -362354.165166 nChanged 45 SP:Iteration 18Q (1415.820961 sec): 3 clusters Score: Raw -365183.916967 + Penalty 2785.303650 = -362398.613317 nChanged 35 SP:Iteration 19Q (1415.841304 sec): 3 clusters Score: Raw -365211.053372 + Penalty 2785.303650 = -362425.749722 nChanged 21 SP:Iteration 20F (1415.862572 sec): 3 clusters Score: Raw -365225.529744 + Penalty 2785.303650 = -362440.226094 nChanged 19 SP:Iteration 21Q (1415.882763 sec): 3 clusters Score: Raw -365237.549231 + Penalty 2785.303650 = -362452.245581 nChanged 14 SP:Iteration 22Q (1415.902922 sec): 3 clusters Score: Raw -365248.635791 + Penalty 2785.303650 = -362463.332142 nChanged 13 SP:Iteration 23Q (1415.923117 sec): 3 clusters Score: Raw -365260.701652 + Penalty 2785.303650 = -362475.398003 nChanged 12 SP:Iteration 24Q (1415.943155 sec): 3 clusters Score: Raw -365274.874127 + Penalty 2785.303650 = -362489.570477 nChanged 7 SP:Iteration 25Q (1415.962878 sec): 3 clusters Score: Raw -365280.181565 + Penalty 2785.303650 = -362494.877916 nChanged 5 SP:Iteration 26Q (1416.016359 sec): 3 clusters Score: Raw -365284.758359 + Penalty 2785.303650 = -362499.454709 nChanged 7 SP:Iteration 27Q (1416.080883 sec): 3 clusters Score: Raw -365291.521441 + Penalty 2785.303650 = -362506.217791 nChanged 11 SP:Iteration 28Q (1416.122279 sec): 3 clusters Score: Raw -365302.292803 + Penalty 2785.303650 = -362516.989153 nChanged 12 SP:Iteration 29Q (1416.151253 sec): 3 clusters Score: Raw -365315.823385 + Penalty 2785.303650 = -362530.519735 nChanged 9 SP:Iteration 30Q (1416.171412 sec): 3 clusters Score: Raw -365325.528158 + Penalty 2785.303650 = -362540.224508 nChanged 9 SP:Iteration 31Q (1416.191471 sec): 3 clusters Score: Raw -365334.138519 + Penalty 2785.303650 = -362548.834870 nChanged 6 SP:Iteration 32Q (1416.211416 sec): 3 clusters Score: Raw -365340.888792 + Penalty 2785.303650 = -362555.585143 nChanged 7 SP:Iteration 33Q (1416.231168 sec): 3 clusters Score: Raw -365346.637741 + Penalty 2785.303650 = -362561.334092 nChanged 2 SP:Iteration 34Q (1416.250923 sec): 3 clusters Score: Raw -365347.860806 + Penalty 2785.303650 = -362562.557156 nChanged 1 SP:Iteration 35Q (1416.270622 sec): 3 clusters Score: Raw -365349.973950 + Penalty 2785.303650 = -362564.670301 nChanged 3 SP:Iteration 36Q (1416.290565 sec): 3 clusters Score: Raw -365352.148753 + Penalty 2785.303650 = -362566.845103 nChanged 1 SP:Iteration 37Q (1416.310214 sec): 3 clusters Score: Raw -365352.933451 + Penalty 2785.303650 = -362567.629801 nChanged 2 SP:Iteration 38Q (1416.329964 sec): 3 clusters Score: Raw -365354.125303 + Penalty 2785.303650 = -362568.821653 nChanged 1 SP:Iteration 39Q (1416.349776 sec): 3 clusters Score: Raw -365354.842373 + Penalty 2785.303650 = -362569.538723 nChanged 0 SP:Iteration 40F (1416.371230 sec): 3 clusters Score: Raw -365354.842373 + Penalty 2785.303650 = -362569.538723 nChanged 0 Trying to split cluster 34 (2040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1416.386798 sec): 2 clusters Score: Raw -102267.949974 + Penalty 1238.364577 = -101029.585397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1416.397819 sec): 3 clusters Score: Raw -101481.190541 + Penalty 2476.729153 = -99004.461387 nChanged 762 SP:Iteration 1F (1416.408120 sec): 3 clusters Score: Raw -102233.682340 + Penalty 2476.729153 = -99756.953186 nChanged 219 SP:Iteration 2F (1416.418442 sec): 3 clusters Score: Raw -102511.359851 + Penalty 2476.729153 = -100034.630697 nChanged 155 SP:Iteration 3F (1416.428729 sec): 3 clusters Score: Raw -102742.659732 + Penalty 2476.729153 = -100265.930579 nChanged 135 SP:Iteration 4F (1416.438908 sec): 3 clusters Score: Raw -102936.966850 + Penalty 2476.729153 = -100460.237697 nChanged 104 SP:Iteration 5F (1416.449127 sec): 3 clusters Score: Raw -103082.857172 + Penalty 2476.729153 = -100606.128019 nChanged 83 SP:Iteration 6Q (1416.459136 sec): 3 clusters Score: Raw -103224.352171 + Penalty 2476.729153 = -100747.623018 nChanged 54 SP:Iteration 7Q (1416.469080 sec): 3 clusters Score: Raw -103296.606863 + Penalty 2476.729153 = -100819.877710 nChanged 30 SP:Iteration 8Q (1416.479057 sec): 3 clusters Score: Raw -103330.165266 + Penalty 2476.729153 = -100853.436113 nChanged 22 SP:Iteration 9Q (1416.488940 sec): 3 clusters Score: Raw -103347.148345 + Penalty 2476.729153 = -100870.419192 nChanged 21 SP:Iteration 10Q (1416.498876 sec): 3 clusters Score: Raw -103360.609966 + Penalty 2476.729153 = -100883.880813 nChanged 15 SP:Iteration 11Q (1416.508711 sec): 3 clusters Score: Raw -103370.234888 + Penalty 2476.729153 = -100893.505735 nChanged 15 SP:Iteration 12Q (1416.518565 sec): 3 clusters Score: Raw -103377.376204 + Penalty 2476.729153 = -100900.647051 nChanged 10 SP:Iteration 13Q (1416.528501 sec): 3 clusters Score: Raw -103382.821052 + Penalty 2476.729153 = -100906.091898 nChanged 6 SP:Iteration 14Q (1416.538400 sec): 3 clusters Score: Raw -103386.329318 + Penalty 2476.729153 = -100909.600165 nChanged 7 SP:Iteration 15Q (1416.548335 sec): 3 clusters Score: Raw -103390.261190 + Penalty 2476.729153 = -100913.532037 nChanged 2 SP:Iteration 16Q (1416.558244 sec): 3 clusters Score: Raw -103390.988990 + Penalty 2476.729153 = -100914.259837 nChanged 0 SP:Iteration 17F (1416.568401 sec): 3 clusters Score: Raw -103390.988990 + Penalty 2476.729153 = -100914.259837 nChanged 0 Iteration 219Q (1420.208047 sec): 34 clusters Score: Raw -27538470.869190 + Penalty 69642.379305 = -27468828.489885 nChanged 34 Iteration 220F (1428.599254 sec): 34 clusters Score: Raw -27538473.296110 + Penalty 69642.379305 = -27468830.916805 nChanged 31 Iteration 221Q (1432.462924 sec): 34 clusters Score: Raw -27538475.203093 + Penalty 69642.379305 = -27468832.823787 nChanged 25 Iteration 222Q (1436.341400 sec): 34 clusters Score: Raw -27538476.556362 + Penalty 69642.379305 = -27468834.177057 nChanged 24 Iteration 223Q (1440.202511 sec): 34 clusters Score: Raw -27538478.219874 + Penalty 69642.379305 = -27468835.840569 nChanged 24 Iteration 224Q (1444.087829 sec): 34 clusters Score: Raw -27538480.884337 + Penalty 69642.379305 = -27468838.505032 nChanged 40 Iteration 225Q (1447.948095 sec): 34 clusters Score: Raw -27538484.179540 + Penalty 69642.379305 = -27468841.800235 nChanged 50 Iteration 226Q (1451.813365 sec): 34 clusters Score: Raw -27538487.665011 + Penalty 69642.379305 = -27468845.285706 nChanged 45 Iteration 227Q (1455.678935 sec): 34 clusters Score: Raw -27538490.582248 + Penalty 69642.379305 = -27468848.202943 nChanged 42 Iteration 228Q (1459.540032 sec): 34 clusters Score: Raw -27538492.937423 + Penalty 69642.379305 = -27468850.558118 nChanged 44 Iteration 229Q (1463.402358 sec): 34 clusters Score: Raw -27538495.491107 + Penalty 69642.379305 = -27468853.111802 nChanged 36 Iteration 230Q (1467.263830 sec): 34 clusters Score: Raw -27538498.255317 + Penalty 69642.379305 = -27468855.876012 nChanged 33 Iteration 231Q (1471.137967 sec): 34 clusters Score: Raw -27538500.817220 + Penalty 69642.379305 = -27468858.437915 nChanged 37 Iteration 232Q (1475.001229 sec): 34 clusters Score: Raw -27538503.323753 + Penalty 69642.379305 = -27468860.944448 nChanged 38 Iteration 233Q (1478.858966 sec): 34 clusters Score: Raw -27538505.832231 + Penalty 69642.379305 = -27468863.452926 nChanged 35 Iteration 234Q (1482.731409 sec): 34 clusters Score: Raw -27538508.838962 + Penalty 69642.379305 = -27468866.459657 nChanged 45 Iteration 235Q (1486.601796 sec): 34 clusters Score: Raw -27538512.033581 + Penalty 69642.379305 = -27468869.654275 nChanged 47 Iteration 236Q (1490.461711 sec): 34 clusters Score: Raw -27538515.743187 + Penalty 69642.379305 = -27468873.363881 nChanged 50 Iteration 237Q (1494.323937 sec): 34 clusters Score: Raw -27538520.241035 + Penalty 69642.379305 = -27468877.861729 nChanged 47 Iteration 238Q (1498.187937 sec): 34 clusters Score: Raw -27538524.023632 + Penalty 69642.379305 = -27468881.644327 nChanged 48 Iteration 239Q (1502.071067 sec): 34 clusters Score: Raw -27538527.022906 + Penalty 69642.379305 = -27468884.643600 nChanged 44 Iteration 240F (1510.453031 sec): 34 clusters Score: Raw -27538529.831418 + Penalty 69642.379305 = -27468887.452113 nChanged 36 Iteration 241Q (1514.315423 sec): 34 clusters Score: Raw -27538531.789802 + Penalty 69642.379305 = -27468889.410497 nChanged 38 Iteration 242Q (1518.202797 sec): 34 clusters Score: Raw -27538534.275242 + Penalty 69642.379305 = -27468891.895937 nChanged 30 Iteration 243Q (1522.062638 sec): 34 clusters Score: Raw -27538535.943497 + Penalty 69642.379305 = -27468893.564191 nChanged 29 Iteration 244Q (1525.923859 sec): 34 clusters Score: Raw -27538537.453830 + Penalty 69642.379305 = -27468895.074525 nChanged 23 Iteration 245Q (1529.787256 sec): 34 clusters Score: Raw -27538538.755411 + Penalty 69642.379305 = -27468896.376106 nChanged 11 Iteration 246Q (1533.647136 sec): 34 clusters Score: Raw -27538539.570741 + Penalty 69642.379305 = -27468897.191436 nChanged 14 Iteration 247Q (1537.507980 sec): 34 clusters Score: Raw -27538540.430035 + Penalty 69642.379305 = -27468898.050729 nChanged 18 Iteration 248Q (1541.378428 sec): 34 clusters Score: Raw -27538541.466798 + Penalty 69642.379305 = -27468899.087492 nChanged 17 Iteration 249Q (1545.266201 sec): 34 clusters Score: Raw -27538542.755878 + Penalty 69642.379305 = -27468900.376572 nChanged 22 Iteration 250Q (1549.128885 sec): 34 clusters Score: Raw -27538544.455502 + Penalty 69642.379305 = -27468902.076197 nChanged 28 Iteration 251Q (1553.032262 sec): 34 clusters Score: Raw -27538546.014151 + Penalty 69642.379305 = -27468903.634846 nChanged 23 Iteration 252Q (1556.892648 sec): 34 clusters Score: Raw -27538547.459840 + Penalty 69642.379305 = -27468905.080535 nChanged 29 Iteration 253Q (1560.761233 sec): 34 clusters Score: Raw -27538549.244228 + Penalty 69642.379305 = -27468906.864923 nChanged 28 Iteration 254Q (1564.621924 sec): 34 clusters Score: Raw -27538550.902105 + Penalty 69642.379305 = -27468908.522799 nChanged 25 Iteration 255Q (1568.500057 sec): 34 clusters Score: Raw -27538552.518329 + Penalty 69642.379305 = -27468910.139024 nChanged 24 Iteration 256Q (1572.383993 sec): 34 clusters Score: Raw -27538554.314647 + Penalty 69642.379305 = -27468911.935342 nChanged 25 Iteration 257Q (1576.245391 sec): 34 clusters Score: Raw -27538556.359158 + Penalty 69642.379305 = -27468913.979852 nChanged 24 Iteration 258Q (1580.106746 sec): 34 clusters Score: Raw -27538558.550225 + Penalty 69642.379305 = -27468916.170920 nChanged 22 Writing temp clu file Because OldScore, -27468913.979852, is greater than current (better) Score,-27468916.170920 Compute initial score before splitting: Score: Raw -27538558.550225 + Penalty 69642.379305 = -27468916.170920 Trying to split cluster 1 (3653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1580.193791 sec): 2 clusters Score: Raw -218048.065967 + Penalty 1333.036904 = -216715.029063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1580.212470 sec): 3 clusters Score: Raw -216294.186186 + Penalty 2666.073809 = -213628.112377 nChanged 1423 SP:Iteration 1F (1580.229951 sec): 3 clusters Score: Raw -217249.245273 + Penalty 2666.073809 = -214583.171465 nChanged 307 SP:Iteration 2F (1580.247461 sec): 3 clusters Score: Raw -217457.972350 + Penalty 2666.073809 = -214791.898542 nChanged 200 SP:Iteration 3F (1580.264979 sec): 3 clusters Score: Raw -217592.649005 + Penalty 2666.073809 = -214926.575196 nChanged 157 SP:Iteration 4Q (1580.282448 sec): 3 clusters Score: Raw -217677.327758 + Penalty 2666.073809 = -215011.253950 nChanged 128 SP:Iteration 5Q (1580.299928 sec): 3 clusters Score: Raw -217745.972230 + Penalty 2666.073809 = -215079.898421 nChanged 127 SP:Iteration 6Q (1580.317183 sec): 3 clusters Score: Raw -217831.353836 + Penalty 2666.073809 = -215165.280027 nChanged 119 SP:Iteration 7Q (1580.334476 sec): 3 clusters Score: Raw -217912.040597 + Penalty 2666.073809 = -215245.966789 nChanged 117 SP:Iteration 8Q (1580.351713 sec): 3 clusters Score: Raw -217979.564782 + Penalty 2666.073809 = -215313.490974 nChanged 99 SP:Iteration 9Q (1580.369094 sec): 3 clusters Score: Raw -218047.322714 + Penalty 2666.073809 = -215381.248905 nChanged 107 SP:Iteration 10Q (1580.386505 sec): 3 clusters Score: Raw -218119.446129 + Penalty 2666.073809 = -215453.372320 nChanged 96 SP:Iteration 11Q (1580.403868 sec): 3 clusters Score: Raw -218195.054908 + Penalty 2666.073809 = -215528.981099 nChanged 91 SP:Iteration 12Q (1580.421228 sec): 3 clusters Score: Raw -218253.559135 + Penalty 2666.073809 = -215587.485326 nChanged 77 SP:Iteration 13Q (1580.438542 sec): 3 clusters Score: Raw -218312.055240 + Penalty 2666.073809 = -215645.981431 nChanged 90 SP:Iteration 14Q (1580.455881 sec): 3 clusters Score: Raw -218393.615592 + Penalty 2666.073809 = -215727.541783 nChanged 98 SP:Iteration 15Q (1580.473160 sec): 3 clusters Score: Raw -218474.680805 + Penalty 2666.073809 = -215808.606996 nChanged 81 SP:Iteration 16Q (1580.490265 sec): 3 clusters Score: Raw -218550.827843 + Penalty 2666.073809 = -215884.754034 nChanged 61 SP:Iteration 17Q (1580.507254 sec): 3 clusters Score: Raw -218605.296681 + Penalty 2666.073809 = -215939.222872 nChanged 53 SP:Iteration 18Q (1580.524351 sec): 3 clusters Score: Raw -218644.243250 + Penalty 2666.073809 = -215978.169442 nChanged 40 SP:Iteration 19Q (1580.541363 sec): 3 clusters Score: Raw -218666.492820 + Penalty 2666.073809 = -216000.419012 nChanged 29 SP:Iteration 20F (1580.558624 sec): 3 clusters Score: Raw -218695.446674 + Penalty 2666.073809 = -216029.372865 nChanged 27 SP:Iteration 21Q (1580.575422 sec): 3 clusters Score: Raw -218717.540974 + Penalty 2666.073809 = -216051.467165 nChanged 28 SP:Iteration 22Q (1580.592197 sec): 3 clusters Score: Raw -218737.189140 + Penalty 2666.073809 = -216071.115331 nChanged 28 SP:Iteration 23Q (1580.609117 sec): 3 clusters Score: Raw -218765.828995 + Penalty 2666.073809 = -216099.755187 nChanged 35 SP:Iteration 24Q (1580.625990 sec): 3 clusters Score: Raw -218801.353744 + Penalty 2666.073809 = -216135.279935 nChanged 36 SP:Iteration 25Q (1580.642859 sec): 3 clusters Score: Raw -218827.595102 + Penalty 2666.073809 = -216161.521293 nChanged 21 SP:Iteration 26Q (1580.659492 sec): 3 clusters Score: Raw -218837.486293 + Penalty 2666.073809 = -216171.412485 nChanged 19 SP:Iteration 27Q (1580.676345 sec): 3 clusters Score: Raw -218849.390942 + Penalty 2666.073809 = -216183.317133 nChanged 18 SP:Iteration 28Q (1580.693175 sec): 3 clusters Score: Raw -218859.609249 + Penalty 2666.073809 = -216193.535440 nChanged 12 SP:Iteration 29Q (1580.709992 sec): 3 clusters Score: Raw -218865.839343 + Penalty 2666.073809 = -216199.765534 nChanged 9 SP:Iteration 30Q (1580.729420 sec): 3 clusters Score: Raw -218870.763283 + Penalty 2666.073809 = -216204.689474 nChanged 7 SP:Iteration 31Q (1580.746219 sec): 3 clusters Score: Raw -218873.269681 + Penalty 2666.073809 = -216207.195873 nChanged 6 SP:Iteration 32Q (1580.762982 sec): 3 clusters Score: Raw -218875.265902 + Penalty 2666.073809 = -216209.192093 nChanged 6 SP:Iteration 33Q (1580.779614 sec): 3 clusters Score: Raw -218877.614863 + Penalty 2666.073809 = -216211.541054 nChanged 6 SP:Iteration 34Q (1580.796375 sec): 3 clusters Score: Raw -218879.479443 + Penalty 2666.073809 = -216213.405634 nChanged 4 SP:Iteration 35Q (1580.813187 sec): 3 clusters Score: Raw -218880.903419 + Penalty 2666.073809 = -216214.829611 nChanged 2 SP:Iteration 36Q (1580.829971 sec): 3 clusters Score: Raw -218881.375729 + Penalty 2666.073809 = -216215.301920 nChanged 0 SP:Iteration 37F (1580.847417 sec): 3 clusters Score: Raw -218881.375729 + Penalty 2666.073809 = -216215.301920 nChanged 0 Trying to split cluster 2 (74348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1580.957829 sec): 2 clusters Score: Raw -4958808.578112 + Penalty 1822.683208 = -4956985.894904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1581.087889 sec): 3 clusters Score: Raw -4910881.488471 + Penalty 3645.366417 = -4907236.122054 nChanged 35508 SP:Iteration 1F (1581.216320 sec): 3 clusters Score: Raw -4931627.422212 + Penalty 3645.366417 = -4927982.055795 nChanged 3135 SP:Iteration 2Q (1581.352760 sec): 3 clusters Score: Raw -4932894.980982 + Penalty 3645.366417 = -4929249.614565 nChanged 3522 SP:Iteration 3Q (1581.489004 sec): 3 clusters Score: Raw -4934673.059352 + Penalty 3645.366417 = -4931027.692935 nChanged 4035 SP:Iteration 4F (1581.617514 sec): 3 clusters Score: Raw -4937266.702614 + Penalty 3645.366417 = -4933621.336197 nChanged 4763 SP:Iteration 5F (1581.745659 sec): 3 clusters Score: Raw -4940783.403730 + Penalty 3645.366417 = -4937138.037313 nChanged 4985 SP:Iteration 6F (1581.873883 sec): 3 clusters Score: Raw -4944829.978349 + Penalty 3645.366417 = -4941184.611932 nChanged 4811 SP:Iteration 7F (1582.002586 sec): 3 clusters Score: Raw -4948786.342956 + Penalty 3645.366417 = -4945140.976539 nChanged 4054 SP:Iteration 8F (1582.131111 sec): 3 clusters Score: Raw -4951959.414363 + Penalty 3645.366417 = -4948314.047946 nChanged 3239 SP:Iteration 9Q (1582.254753 sec): 3 clusters Score: Raw -4954333.325502 + Penalty 3645.366417 = -4950687.959086 nChanged 2466 SP:Iteration 10Q (1582.373725 sec): 3 clusters Score: Raw -4956043.444464 + Penalty 3645.366417 = -4952398.078047 nChanged 1843 SP:Iteration 11Q (1582.488343 sec): 3 clusters Score: Raw -4957242.141818 + Penalty 3645.366417 = -4953596.775401 nChanged 1388 SP:Iteration 12Q (1582.599417 sec): 3 clusters Score: Raw -4958084.402618 + Penalty 3645.366417 = -4954439.036201 nChanged 993 SP:Iteration 13Q (1582.707918 sec): 3 clusters Score: Raw -4958634.558087 + Penalty 3645.366417 = -4954989.191671 nChanged 747 SP:Iteration 14Q (1582.814041 sec): 3 clusters Score: Raw -4958995.722063 + Penalty 3645.366417 = -4955350.355646 nChanged 563 SP:Iteration 15Q (1582.918592 sec): 3 clusters Score: Raw -4959218.518762 + Penalty 3645.366417 = -4955573.152345 nChanged 389 SP:Iteration 16Q (1583.021863 sec): 3 clusters Score: Raw -4959354.320929 + Penalty 3645.366417 = -4955708.954512 nChanged 314 SP:Iteration 17Q (1583.124143 sec): 3 clusters Score: Raw -4959456.029842 + Penalty 3645.366417 = -4955810.663425 nChanged 251 SP:Iteration 18Q (1583.225566 sec): 3 clusters Score: Raw -4959530.855921 + Penalty 3645.366417 = -4955885.489505 nChanged 173 SP:Iteration 19Q (1583.326522 sec): 3 clusters Score: Raw -4959576.467480 + Penalty 3645.366417 = -4955931.101064 nChanged 145 SP:Iteration 20F (1583.454577 sec): 3 clusters Score: Raw -4959613.648004 + Penalty 3645.366417 = -4955968.281587 nChanged 121 SP:Iteration 21Q (1583.554960 sec): 3 clusters Score: Raw -4959640.917630 + Penalty 3645.366417 = -4955995.551213 nChanged 93 SP:Iteration 22Q (1583.655019 sec): 3 clusters Score: Raw -4959660.819177 + Penalty 3645.366417 = -4956015.452760 nChanged 69 SP:Iteration 23Q (1583.786127 sec): 3 clusters Score: Raw -4959674.500055 + Penalty 3645.366417 = -4956029.133638 nChanged 63 SP:Iteration 24Q (1583.887235 sec): 3 clusters Score: Raw -4959686.743498 + Penalty 3645.366417 = -4956041.377081 nChanged 56 SP:Iteration 25Q (1583.986853 sec): 3 clusters Score: Raw -4959698.911728 + Penalty 3645.366417 = -4956053.545311 nChanged 51 SP:Iteration 26Q (1584.085206 sec): 3 clusters Score: Raw -4959709.775486 + Penalty 3645.366417 = -4956064.409069 nChanged 41 SP:Iteration 27Q (1584.183473 sec): 3 clusters Score: Raw -4959716.174475 + Penalty 3645.366417 = -4956070.808059 nChanged 39 SP:Iteration 28Q (1584.281712 sec): 3 clusters Score: Raw -4959722.198895 + Penalty 3645.366417 = -4956076.832478 nChanged 24 SP:Iteration 29Q (1584.379748 sec): 3 clusters Score: Raw -4959725.445953 + Penalty 3645.366417 = -4956080.079536 nChanged 16 SP:Iteration 30Q (1584.477679 sec): 3 clusters Score: Raw -4959727.533676 + Penalty 3645.366417 = -4956082.167259 nChanged 12 SP:Iteration 31Q (1584.575693 sec): 3 clusters Score: Raw -4959729.294892 + Penalty 3645.366417 = -4956083.928476 nChanged 6 SP:Iteration 32Q (1584.673898 sec): 3 clusters Score: Raw -4959730.327457 + Penalty 3645.366417 = -4956084.961040 nChanged 11 SP:Iteration 33Q (1584.772064 sec): 3 clusters Score: Raw -4959732.178120 + Penalty 3645.366417 = -4956086.811703 nChanged 13 SP:Iteration 34Q (1584.869876 sec): 3 clusters Score: Raw -4959734.391247 + Penalty 3645.366417 = -4956089.024830 nChanged 18 SP:Iteration 35Q (1584.967900 sec): 3 clusters Score: Raw -4959737.206684 + Penalty 3645.366417 = -4956091.840267 nChanged 16 SP:Iteration 36Q (1585.065905 sec): 3 clusters Score: Raw -4959739.365487 + Penalty 3645.366417 = -4956093.999070 nChanged 10 SP:Iteration 37Q (1585.163518 sec): 3 clusters Score: Raw -4959740.384714 + Penalty 3645.366417 = -4956095.018297 nChanged 6 SP:Iteration 38Q (1585.261284 sec): 3 clusters Score: Raw -4959741.233702 + Penalty 3645.366417 = -4956095.867285 nChanged 6 SP:Iteration 39Q (1585.358961 sec): 3 clusters Score: Raw -4959741.719474 + Penalty 3645.366417 = -4956096.353057 nChanged 7 SP:Iteration 40F (1585.486176 sec): 3 clusters Score: Raw -4959742.496456 + Penalty 3645.366417 = -4956097.130039 nChanged 8 SP:Iteration 41Q (1585.584089 sec): 3 clusters Score: Raw -4959743.980972 + Penalty 3645.366417 = -4956098.614555 nChanged 9 SP:Iteration 42Q (1585.681859 sec): 3 clusters Score: Raw -4959745.600738 + Penalty 3645.366417 = -4956100.234321 nChanged 8 SP:Iteration 43Q (1585.779767 sec): 3 clusters Score: Raw -4959746.842722 + Penalty 3645.366417 = -4956101.476305 nChanged 7 SP:Iteration 44Q (1585.880191 sec): 3 clusters Score: Raw -4959747.736854 + Penalty 3645.366417 = -4956102.370438 nChanged 6 SP:Iteration 45Q (1585.977946 sec): 3 clusters Score: Raw -4959748.356119 + Penalty 3645.366417 = -4956102.989702 nChanged 5 SP:Iteration 46Q (1586.075724 sec): 3 clusters Score: Raw -4959748.884344 + Penalty 3645.366417 = -4956103.517927 nChanged 6 SP:Iteration 47Q (1586.173498 sec): 3 clusters Score: Raw -4959749.609616 + Penalty 3645.366417 = -4956104.243200 nChanged 5 SP:Iteration 48Q (1586.271151 sec): 3 clusters Score: Raw -4959749.960387 + Penalty 3645.366417 = -4956104.593971 nChanged 5 SP:Iteration 49Q (1586.368974 sec): 3 clusters Score: Raw -4959750.226452 + Penalty 3645.366417 = -4956104.860035 nChanged 3 SP:Iteration 50Q (1586.466490 sec): 3 clusters Score: Raw -4959750.507053 + Penalty 3645.366417 = -4956105.140637 nChanged 5 SP:Iteration 51Q (1586.564185 sec): 3 clusters Score: Raw -4959750.970102 + Penalty 3645.366417 = -4956105.603686 nChanged 3 SP:Iteration 52Q (1586.661733 sec): 3 clusters Score: Raw -4959751.206264 + Penalty 3645.366417 = -4956105.839847 nChanged 2 SP:Iteration 53Q (1586.759241 sec): 3 clusters Score: Raw -4959751.511468 + Penalty 3645.366417 = -4956106.145052 nChanged 4 SP:Iteration 54Q (1586.856976 sec): 3 clusters Score: Raw -4959751.908693 + Penalty 3645.366417 = -4956106.542276 nChanged 5 SP:Iteration 55Q (1586.954570 sec): 3 clusters Score: Raw -4959752.293579 + Penalty 3645.366417 = -4956106.927162 nChanged 5 SP:Iteration 56Q (1587.053328 sec): 3 clusters Score: Raw -4959752.753982 + Penalty 3645.366417 = -4956107.387565 nChanged 3 SP:Iteration 57Q (1587.151441 sec): 3 clusters Score: Raw -4959753.017958 + Penalty 3645.366417 = -4956107.651541 nChanged 0 SP:Iteration 58F (1587.279314 sec): 3 clusters Score: Raw -4959753.017958 + Penalty 3645.366417 = -4956107.651541 nChanged 0 Trying to split cluster 3 (69376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1587.359789 sec): 2 clusters Score: Raw -4627539.761228 + Penalty 1811.435643 = -4625728.325584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1587.475009 sec): 3 clusters Score: Raw -4582882.208248 + Penalty 3622.871286 = -4579259.336962 nChanged 32871 SP:Iteration 1F (1587.587994 sec): 3 clusters Score: Raw -4602663.386932 + Penalty 3622.871286 = -4599040.515645 nChanged 3924 SP:Iteration 2F (1587.700958 sec): 3 clusters Score: Raw -4604710.852218 + Penalty 3622.871286 = -4601087.980932 nChanged 4676 SP:Iteration 3F (1587.814001 sec): 3 clusters Score: Raw -4607723.771544 + Penalty 3622.871286 = -4604100.900258 nChanged 5262 SP:Iteration 4F (1587.927136 sec): 3 clusters Score: Raw -4611550.913651 + Penalty 3622.871286 = -4607928.042365 nChanged 5249 SP:Iteration 5F (1588.040001 sec): 3 clusters Score: Raw -4615458.482481 + Penalty 3622.871286 = -4611835.611195 nChanged 4391 SP:Iteration 6F (1588.152994 sec): 3 clusters Score: Raw -4618727.784493 + Penalty 3622.871286 = -4615104.913207 nChanged 3304 SP:Iteration 7Q (1588.271085 sec): 3 clusters Score: Raw -4621248.100373 + Penalty 3622.871286 = -4617625.229086 nChanged 2504 SP:Iteration 8Q (1588.386668 sec): 3 clusters Score: Raw -4623074.597299 + Penalty 3622.871286 = -4619451.726012 nChanged 1818 SP:Iteration 9Q (1588.499185 sec): 3 clusters Score: Raw -4624195.379972 + Penalty 3622.871286 = -4620572.508686 nChanged 1315 SP:Iteration 10Q (1588.609100 sec): 3 clusters Score: Raw -4624876.768279 + Penalty 3622.871286 = -4621253.896993 nChanged 1023 SP:Iteration 11Q (1588.716913 sec): 3 clusters Score: Raw -4625310.725953 + Penalty 3622.871286 = -4621687.854667 nChanged 843 SP:Iteration 12Q (1588.823581 sec): 3 clusters Score: Raw -4625637.444665 + Penalty 3622.871286 = -4622014.573379 nChanged 765 SP:Iteration 13Q (1588.929566 sec): 3 clusters Score: Raw -4625937.345903 + Penalty 3622.871286 = -4622314.474617 nChanged 747 SP:Iteration 14Q (1589.034526 sec): 3 clusters Score: Raw -4626211.179639 + Penalty 3622.871286 = -4622588.308353 nChanged 696 SP:Iteration 15Q (1589.138799 sec): 3 clusters Score: Raw -4626451.020761 + Penalty 3622.871286 = -4622828.149475 nChanged 632 SP:Iteration 16Q (1589.242223 sec): 3 clusters Score: Raw -4626664.993075 + Penalty 3622.871286 = -4623042.121789 nChanged 602 SP:Iteration 17Q (1589.345409 sec): 3 clusters Score: Raw -4626856.984130 + Penalty 3622.871286 = -4623234.112844 nChanged 544 SP:Iteration 18Q (1589.469983 sec): 3 clusters Score: Raw -4627039.816396 + Penalty 3622.871286 = -4623416.945109 nChanged 515 SP:Iteration 19Q (1589.572042 sec): 3 clusters Score: Raw -4627212.491928 + Penalty 3622.871286 = -4623589.620642 nChanged 486 SP:Iteration 20F (1589.684765 sec): 3 clusters Score: Raw -4627364.558722 + Penalty 3622.871286 = -4623741.687435 nChanged 433 SP:Iteration 21Q (1589.785747 sec): 3 clusters Score: Raw -4627494.917116 + Penalty 3622.871286 = -4623872.045830 nChanged 405 SP:Iteration 22Q (1589.885976 sec): 3 clusters Score: Raw -4627622.947263 + Penalty 3622.871286 = -4624000.075976 nChanged 400 SP:Iteration 23Q (1589.985896 sec): 3 clusters Score: Raw -4627750.967643 + Penalty 3622.871286 = -4624128.096357 nChanged 330 SP:Iteration 24Q (1590.085284 sec): 3 clusters Score: Raw -4627844.916671 + Penalty 3622.871286 = -4624222.045385 nChanged 285 SP:Iteration 25Q (1590.184181 sec): 3 clusters Score: Raw -4627918.729630 + Penalty 3622.871286 = -4624295.858344 nChanged 235 SP:Iteration 26Q (1590.282660 sec): 3 clusters Score: Raw -4627981.609566 + Penalty 3622.871286 = -4624358.738280 nChanged 210 SP:Iteration 27Q (1590.381078 sec): 3 clusters Score: Raw -4628030.540348 + Penalty 3622.871286 = -4624407.669062 nChanged 192 SP:Iteration 28Q (1590.479635 sec): 3 clusters Score: Raw -4628074.908340 + Penalty 3622.871286 = -4624452.037054 nChanged 196 SP:Iteration 29Q (1590.577908 sec): 3 clusters Score: Raw -4628133.380049 + Penalty 3622.871286 = -4624510.508762 nChanged 207 SP:Iteration 30Q (1590.675437 sec): 3 clusters Score: Raw -4628192.791005 + Penalty 3622.871286 = -4624569.919718 nChanged 163 SP:Iteration 31Q (1590.772723 sec): 3 clusters Score: Raw -4628233.507586 + Penalty 3622.871286 = -4624610.636300 nChanged 136 SP:Iteration 32Q (1590.869940 sec): 3 clusters Score: Raw -4628264.231249 + Penalty 3622.871286 = -4624641.359963 nChanged 131 SP:Iteration 33Q (1590.966919 sec): 3 clusters Score: Raw -4628293.894617 + Penalty 3622.871286 = -4624671.023331 nChanged 114 SP:Iteration 34Q (1591.063644 sec): 3 clusters Score: Raw -4628316.023825 + Penalty 3622.871286 = -4624693.152538 nChanged 90 SP:Iteration 35Q (1591.160210 sec): 3 clusters Score: Raw -4628332.059803 + Penalty 3622.871286 = -4624709.188517 nChanged 107 SP:Iteration 36Q (1591.256698 sec): 3 clusters Score: Raw -4628353.580699 + Penalty 3622.871286 = -4624730.709413 nChanged 95 SP:Iteration 37Q (1591.353183 sec): 3 clusters Score: Raw -4628372.931448 + Penalty 3622.871286 = -4624750.060162 nChanged 91 SP:Iteration 38Q (1591.449385 sec): 3 clusters Score: Raw -4628389.765064 + Penalty 3622.871286 = -4624766.893778 nChanged 85 SP:Iteration 39Q (1591.545695 sec): 3 clusters Score: Raw -4628405.986108 + Penalty 3622.871286 = -4624783.114822 nChanged 69 SP:Iteration 40F (1591.658295 sec): 3 clusters Score: Raw -4628417.523375 + Penalty 3622.871286 = -4624794.652088 nChanged 54 SP:Iteration 41Q (1591.754277 sec): 3 clusters Score: Raw -4628426.484473 + Penalty 3622.871286 = -4624803.613187 nChanged 58 SP:Iteration 42Q (1591.850177 sec): 3 clusters Score: Raw -4628436.309513 + Penalty 3622.871286 = -4624813.438227 nChanged 36 SP:Iteration 43Q (1591.946075 sec): 3 clusters Score: Raw -4628440.325035 + Penalty 3622.871286 = -4624817.453748 nChanged 29 SP:Iteration 44Q (1592.041949 sec): 3 clusters Score: Raw -4628444.569971 + Penalty 3622.871286 = -4624821.698685 nChanged 31 SP:Iteration 45Q (1592.137640 sec): 3 clusters Score: Raw -4628448.705820 + Penalty 3622.871286 = -4624825.834534 nChanged 30 SP:Iteration 46Q (1592.233314 sec): 3 clusters Score: Raw -4628452.691440 + Penalty 3622.871286 = -4624829.820154 nChanged 16 SP:Iteration 47Q (1592.330488 sec): 3 clusters Score: Raw -4628455.302856 + Penalty 3622.871286 = -4624832.431569 nChanged 23 SP:Iteration 48Q (1592.427476 sec): 3 clusters Score: Raw -4628458.274783 + Penalty 3622.871286 = -4624835.403496 nChanged 15 SP:Iteration 49Q (1592.524761 sec): 3 clusters Score: Raw -4628460.207288 + Penalty 3622.871286 = -4624837.336002 nChanged 15 SP:Iteration 50Q (1592.630560 sec): 3 clusters Score: Raw -4628462.476178 + Penalty 3622.871286 = -4624839.604891 nChanged 13 SP:Iteration 51Q (1592.727144 sec): 3 clusters Score: Raw -4628463.964448 + Penalty 3622.871286 = -4624841.093162 nChanged 14 SP:Iteration 52Q (1592.823982 sec): 3 clusters Score: Raw -4628465.984536 + Penalty 3622.871286 = -4624843.113249 nChanged 12 SP:Iteration 53Q (1592.920294 sec): 3 clusters Score: Raw -4628467.643123 + Penalty 3622.871286 = -4624844.771837 nChanged 14 SP:Iteration 54Q (1593.016187 sec): 3 clusters Score: Raw -4628469.551342 + Penalty 3622.871286 = -4624846.680055 nChanged 19 SP:Iteration 55Q (1593.112131 sec): 3 clusters Score: Raw -4628472.676465 + Penalty 3622.871286 = -4624849.805179 nChanged 26 SP:Iteration 56Q (1593.208310 sec): 3 clusters Score: Raw -4628476.439256 + Penalty 3622.871286 = -4624853.567970 nChanged 23 SP:Iteration 57Q (1593.304200 sec): 3 clusters Score: Raw -4628481.105972 + Penalty 3622.871286 = -4624858.234686 nChanged 29 SP:Iteration 58Q (1593.399984 sec): 3 clusters Score: Raw -4628485.132923 + Penalty 3622.871286 = -4624862.261637 nChanged 23 SP:Iteration 59Q (1593.495704 sec): 3 clusters Score: Raw -4628488.438167 + Penalty 3622.871286 = -4624865.566881 nChanged 24 SP:Iteration 60F (1593.608203 sec): 3 clusters Score: Raw -4628491.186629 + Penalty 3622.871286 = -4624868.315342 nChanged 16 SP:Iteration 61Q (1593.703678 sec): 3 clusters Score: Raw -4628493.604373 + Penalty 3622.871286 = -4624870.733087 nChanged 8 SP:Iteration 62Q (1593.835266 sec): 3 clusters Score: Raw -4628494.905756 + Penalty 3622.871286 = -4624872.034470 nChanged 11 SP:Iteration 63Q (1593.935250 sec): 3 clusters Score: Raw -4628496.164999 + Penalty 3622.871286 = -4624873.293712 nChanged 11 SP:Iteration 64Q (1594.030393 sec): 3 clusters Score: Raw -4628497.659384 + Penalty 3622.871286 = -4624874.788098 nChanged 10 SP:Iteration 65Q (1594.125773 sec): 3 clusters Score: Raw -4628498.919527 + Penalty 3622.871286 = -4624876.048241 nChanged 17 SP:Iteration 66Q (1594.221033 sec): 3 clusters Score: Raw -4628501.249097 + Penalty 3622.871286 = -4624878.377811 nChanged 14 SP:Iteration 67Q (1594.316214 sec): 3 clusters Score: Raw -4628503.301830 + Penalty 3622.871286 = -4624880.430544 nChanged 17 SP:Iteration 68Q (1594.411337 sec): 3 clusters Score: Raw -4628505.486507 + Penalty 3622.871286 = -4624882.615221 nChanged 12 SP:Iteration 69Q (1594.506333 sec): 3 clusters Score: Raw -4628506.876540 + Penalty 3622.871286 = -4624884.005254 nChanged 15 SP:Iteration 70Q (1594.601730 sec): 3 clusters Score: Raw -4628508.512226 + Penalty 3622.871286 = -4624885.640940 nChanged 6 SP:Iteration 71Q (1594.697206 sec): 3 clusters Score: Raw -4628509.180041 + Penalty 3622.871286 = -4624886.308754 nChanged 9 SP:Iteration 72Q (1594.792429 sec): 3 clusters Score: Raw -4628509.898932 + Penalty 3622.871286 = -4624887.027646 nChanged 5 SP:Iteration 73Q (1594.887498 sec): 3 clusters Score: Raw -4628510.717236 + Penalty 3622.871286 = -4624887.845949 nChanged 10 SP:Iteration 74Q (1594.982569 sec): 3 clusters Score: Raw -4628512.482053 + Penalty 3622.871286 = -4624889.610766 nChanged 9 SP:Iteration 75Q (1595.077644 sec): 3 clusters Score: Raw -4628513.153086 + Penalty 3622.871286 = -4624890.281800 nChanged 3 SP:Iteration 76Q (1595.173056 sec): 3 clusters Score: Raw -4628513.586447 + Penalty 3622.871286 = -4624890.715160 nChanged 7 SP:Iteration 77Q (1595.269912 sec): 3 clusters Score: Raw -4628514.107437 + Penalty 3622.871286 = -4624891.236151 nChanged 3 SP:Iteration 78Q (1595.365301 sec): 3 clusters Score: Raw -4628514.366051 + Penalty 3622.871286 = -4624891.494765 nChanged 2 SP:Iteration 79Q (1595.460789 sec): 3 clusters Score: Raw -4628514.481799 + Penalty 3622.871286 = -4624891.610513 nChanged 2 SP:Iteration 80F (1595.573780 sec): 3 clusters Score: Raw -4628514.655225 + Penalty 3622.871286 = -4624891.783939 nChanged 2 SP:Iteration 81Q (1595.671254 sec): 3 clusters Score: Raw -4628514.789654 + Penalty 3622.871286 = -4624891.918367 nChanged 2 SP:Iteration 82Q (1595.766564 sec): 3 clusters Score: Raw -4628514.949876 + Penalty 3622.871286 = -4624892.078590 nChanged 0 SP:Iteration 83F (1595.879304 sec): 3 clusters Score: Raw -4628514.949876 + Penalty 3622.871286 = -4624892.078590 nChanged 0 Trying to split cluster 4 (12137 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1595.897040 sec): 2 clusters Score: Raw -823305.638451 + Penalty 1528.152262 = -821777.486189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1595.928333 sec): 3 clusters Score: Raw -816253.922612 + Penalty 3056.304523 = -813197.618089 nChanged 5381 SP:Iteration 1F (1595.958738 sec): 3 clusters Score: Raw -819131.063887 + Penalty 3056.304523 = -816074.759364 nChanged 697 SP:Iteration 2F (1595.989072 sec): 3 clusters Score: Raw -819438.261793 + Penalty 3056.304523 = -816381.957269 nChanged 632 SP:Iteration 3F (1596.019273 sec): 3 clusters Score: Raw -819711.242265 + Penalty 3056.304523 = -816654.937742 nChanged 573 SP:Iteration 4Q (1596.049883 sec): 3 clusters Score: Raw -819980.121905 + Penalty 3056.304523 = -816923.817382 nChanged 594 SP:Iteration 5Q (1596.080540 sec): 3 clusters Score: Raw -820320.365334 + Penalty 3056.304523 = -817264.060811 nChanged 628 SP:Iteration 6F (1596.110768 sec): 3 clusters Score: Raw -820732.735275 + Penalty 3056.304523 = -817676.430752 nChanged 669 SP:Iteration 7F (1596.141039 sec): 3 clusters Score: Raw -821261.915288 + Penalty 3056.304523 = -818205.610765 nChanged 693 SP:Iteration 8F (1596.171320 sec): 3 clusters Score: Raw -821826.029332 + Penalty 3056.304523 = -818769.724809 nChanged 665 SP:Iteration 9F (1596.201701 sec): 3 clusters Score: Raw -822373.836337 + Penalty 3056.304523 = -819317.531814 nChanged 624 SP:Iteration 10F (1596.231852 sec): 3 clusters Score: Raw -822799.075056 + Penalty 3056.304523 = -819742.770533 nChanged 512 SP:Iteration 11Q (1596.261638 sec): 3 clusters Score: Raw -823094.718524 + Penalty 3056.304523 = -820038.414001 nChanged 373 SP:Iteration 12Q (1596.291105 sec): 3 clusters Score: Raw -823260.034632 + Penalty 3056.304523 = -820203.730109 nChanged 267 SP:Iteration 13Q (1596.320471 sec): 3 clusters Score: Raw -823350.180345 + Penalty 3056.304523 = -820293.875822 nChanged 184 SP:Iteration 14Q (1596.349844 sec): 3 clusters Score: Raw -823407.176227 + Penalty 3056.304523 = -820350.871703 nChanged 150 SP:Iteration 15Q (1596.379232 sec): 3 clusters Score: Raw -823449.571280 + Penalty 3056.304523 = -820393.266757 nChanged 132 SP:Iteration 16Q (1596.408373 sec): 3 clusters Score: Raw -823480.459267 + Penalty 3056.304523 = -820424.154744 nChanged 90 SP:Iteration 17Q (1596.437589 sec): 3 clusters Score: Raw -823503.846632 + Penalty 3056.304523 = -820447.542109 nChanged 91 SP:Iteration 18Q (1596.466674 sec): 3 clusters Score: Raw -823526.937161 + Penalty 3056.304523 = -820470.632638 nChanged 77 SP:Iteration 19Q (1596.495622 sec): 3 clusters Score: Raw -823546.358772 + Penalty 3056.304523 = -820490.054249 nChanged 88 SP:Iteration 20F (1596.525793 sec): 3 clusters Score: Raw -823568.417653 + Penalty 3056.304523 = -820512.113130 nChanged 75 SP:Iteration 21Q (1596.554769 sec): 3 clusters Score: Raw -823585.009148 + Penalty 3056.304523 = -820528.704625 nChanged 77 SP:Iteration 22Q (1596.583506 sec): 3 clusters Score: Raw -823601.127813 + Penalty 3056.304523 = -820544.823290 nChanged 72 SP:Iteration 23Q (1596.612314 sec): 3 clusters Score: Raw -823613.928354 + Penalty 3056.304523 = -820557.623831 nChanged 54 SP:Iteration 24Q (1596.641147 sec): 3 clusters Score: Raw -823622.384988 + Penalty 3056.304523 = -820566.080464 nChanged 45 SP:Iteration 25Q (1596.669799 sec): 3 clusters Score: Raw -823630.002325 + Penalty 3056.304523 = -820573.697802 nChanged 38 SP:Iteration 26Q (1596.698766 sec): 3 clusters Score: Raw -823636.841125 + Penalty 3056.304523 = -820580.536602 nChanged 37 SP:Iteration 27Q (1596.727707 sec): 3 clusters Score: Raw -823643.579630 + Penalty 3056.304523 = -820587.275107 nChanged 45 SP:Iteration 28Q (1596.756528 sec): 3 clusters Score: Raw -823651.102629 + Penalty 3056.304523 = -820594.798106 nChanged 35 SP:Iteration 29Q (1596.785289 sec): 3 clusters Score: Raw -823655.942964 + Penalty 3056.304523 = -820599.638441 nChanged 39 SP:Iteration 30Q (1596.813983 sec): 3 clusters Score: Raw -823661.940249 + Penalty 3056.304523 = -820605.635726 nChanged 36 SP:Iteration 31Q (1596.842696 sec): 3 clusters Score: Raw -823667.054441 + Penalty 3056.304523 = -820610.749918 nChanged 37 SP:Iteration 32Q (1596.871404 sec): 3 clusters Score: Raw -823673.275963 + Penalty 3056.304523 = -820616.971440 nChanged 39 SP:Iteration 33Q (1596.900048 sec): 3 clusters Score: Raw -823678.923351 + Penalty 3056.304523 = -820622.618828 nChanged 30 SP:Iteration 34Q (1596.928860 sec): 3 clusters Score: Raw -823682.823779 + Penalty 3056.304523 = -820626.519256 nChanged 31 SP:Iteration 35Q (1596.957484 sec): 3 clusters Score: Raw -823687.175697 + Penalty 3056.304523 = -820630.871174 nChanged 36 SP:Iteration 36Q (1596.985981 sec): 3 clusters Score: Raw -823692.412092 + Penalty 3056.304523 = -820636.107569 nChanged 28 SP:Iteration 37Q (1597.014800 sec): 3 clusters Score: Raw -823695.372304 + Penalty 3056.304523 = -820639.067781 nChanged 25 SP:Iteration 38Q (1597.043394 sec): 3 clusters Score: Raw -823697.777117 + Penalty 3056.304523 = -820641.472594 nChanged 21 SP:Iteration 39Q (1597.071902 sec): 3 clusters Score: Raw -823699.907381 + Penalty 3056.304523 = -820643.602858 nChanged 22 SP:Iteration 40F (1597.102169 sec): 3 clusters Score: Raw -823702.185049 + Penalty 3056.304523 = -820645.880526 nChanged 11 SP:Iteration 41Q (1597.130894 sec): 3 clusters Score: Raw -823703.151629 + Penalty 3056.304523 = -820646.847106 nChanged 10 SP:Iteration 42Q (1597.159703 sec): 3 clusters Score: Raw -823703.850558 + Penalty 3056.304523 = -820647.546035 nChanged 12 SP:Iteration 43Q (1597.188428 sec): 3 clusters Score: Raw -823704.961692 + Penalty 3056.304523 = -820648.657169 nChanged 7 SP:Iteration 44Q (1597.217035 sec): 3 clusters Score: Raw -823705.547287 + Penalty 3056.304523 = -820649.242764 nChanged 7 SP:Iteration 45Q (1597.245824 sec): 3 clusters Score: Raw -823706.061886 + Penalty 3056.304523 = -820649.757363 nChanged 5 SP:Iteration 46Q (1597.274524 sec): 3 clusters Score: Raw -823706.481882 + Penalty 3056.304523 = -820650.177359 nChanged 7 SP:Iteration 47Q (1597.303014 sec): 3 clusters Score: Raw -823707.214373 + Penalty 3056.304523 = -820650.909850 nChanged 7 SP:Iteration 48Q (1597.331745 sec): 3 clusters Score: Raw -823708.200322 + Penalty 3056.304523 = -820651.895799 nChanged 9 SP:Iteration 49Q (1597.360522 sec): 3 clusters Score: Raw -823709.126956 + Penalty 3056.304523 = -820652.822433 nChanged 12 SP:Iteration 50Q (1597.389243 sec): 3 clusters Score: Raw -823710.247560 + Penalty 3056.304523 = -820653.943037 nChanged 7 SP:Iteration 51Q (1597.417936 sec): 3 clusters Score: Raw -823710.947313 + Penalty 3056.304523 = -820654.642790 nChanged 8 SP:Iteration 52Q (1597.446643 sec): 3 clusters Score: Raw -823711.641566 + Penalty 3056.304523 = -820655.337043 nChanged 9 SP:Iteration 53Q (1597.475595 sec): 3 clusters Score: Raw -823712.301857 + Penalty 3056.304523 = -820655.997334 nChanged 7 SP:Iteration 54Q (1597.504195 sec): 3 clusters Score: Raw -823713.160399 + Penalty 3056.304523 = -820656.855876 nChanged 10 SP:Iteration 55Q (1597.533063 sec): 3 clusters Score: Raw -823714.314954 + Penalty 3056.304523 = -820658.010431 nChanged 7 SP:Iteration 56Q (1597.561738 sec): 3 clusters Score: Raw -823715.061600 + Penalty 3056.304523 = -820658.757077 nChanged 6 SP:Iteration 57Q (1597.590383 sec): 3 clusters Score: Raw -823715.363197 + Penalty 3056.304523 = -820659.058673 nChanged 5 SP:Iteration 58Q (1597.619206 sec): 3 clusters Score: Raw -823715.928005 + Penalty 3056.304523 = -820659.623482 nChanged 6 SP:Iteration 59Q (1597.647883 sec): 3 clusters Score: Raw -823716.383787 + Penalty 3056.304523 = -820660.079264 nChanged 2 SP:Iteration 60F (1597.678067 sec): 3 clusters Score: Raw -823716.509207 + Penalty 3056.304523 = -820660.204684 nChanged 1 SP:Iteration 61Q (1597.752029 sec): 3 clusters Score: Raw -823716.602665 + Penalty 3056.304523 = -820660.298142 nChanged 1 SP:Iteration 62Q (1597.793634 sec): 3 clusters Score: Raw -823716.632144 + Penalty 3056.304523 = -820660.327621 nChanged 0 SP:Iteration 63F (1597.823833 sec): 3 clusters Score: Raw -823716.632144 + Penalty 3056.304523 = -820660.327621 nChanged 0 Trying to split cluster 5 (2501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1597.839359 sec): 2 clusters Score: Raw -170750.231357 + Penalty 1271.472464 = -169478.758893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1597.852527 sec): 3 clusters Score: Raw -169675.354068 + Penalty 2542.944928 = -167132.409140 nChanged 895 SP:Iteration 1F (1597.864905 sec): 3 clusters Score: Raw -170361.145830 + Penalty 2542.944928 = -167818.200902 nChanged 250 SP:Iteration 2F (1597.877053 sec): 3 clusters Score: Raw -170623.483903 + Penalty 2542.944928 = -168080.538975 nChanged 187 SP:Iteration 3F (1597.889273 sec): 3 clusters Score: Raw -170812.268567 + Penalty 2542.944928 = -168269.323639 nChanged 131 SP:Iteration 4F (1597.901506 sec): 3 clusters Score: Raw -170931.608405 + Penalty 2542.944928 = -168388.663477 nChanged 109 SP:Iteration 5Q (1597.913613 sec): 3 clusters Score: Raw -171037.281247 + Penalty 2542.944928 = -168494.336319 nChanged 82 SP:Iteration 6Q (1597.926627 sec): 3 clusters Score: Raw -171102.595230 + Penalty 2542.944928 = -168559.650302 nChanged 56 SP:Iteration 7Q (1597.938825 sec): 3 clusters Score: Raw -171138.457777 + Penalty 2542.944928 = -168595.512850 nChanged 34 SP:Iteration 8Q (1597.950896 sec): 3 clusters Score: Raw -171161.293020 + Penalty 2542.944928 = -168618.348093 nChanged 23 SP:Iteration 9Q (1597.962982 sec): 3 clusters Score: Raw -171176.052108 + Penalty 2542.944928 = -168633.107181 nChanged 13 SP:Iteration 10Q (1597.975174 sec): 3 clusters Score: Raw -171184.349343 + Penalty 2542.944928 = -168641.404415 nChanged 11 SP:Iteration 11Q (1597.987230 sec): 3 clusters Score: Raw -171188.581722 + Penalty 2542.944928 = -168645.636794 nChanged 9 SP:Iteration 12Q (1597.999389 sec): 3 clusters Score: Raw -171193.461476 + Penalty 2542.944928 = -168650.516548 nChanged 6 SP:Iteration 13Q (1598.011428 sec): 3 clusters Score: Raw -171195.983160 + Penalty 2542.944928 = -168653.038233 nChanged 2 SP:Iteration 14Q (1598.023609 sec): 3 clusters Score: Raw -171197.035975 + Penalty 2542.944928 = -168654.091047 nChanged 1 SP:Iteration 15Q (1598.035659 sec): 3 clusters Score: Raw -171197.151667 + Penalty 2542.944928 = -168654.206739 nChanged 0 SP:Iteration 16F (1598.047859 sec): 3 clusters Score: Raw -171197.151667 + Penalty 2542.944928 = -168654.206739 nChanged 0 Trying to split cluster 6 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1598.058463 sec): 2 clusters Score: Raw -41110.655437 + Penalty 1063.852629 = -40046.802808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1598.062710 sec): 3 clusters Score: Raw -40940.410229 + Penalty 2127.705258 = -38812.704971 nChanged 186 SP:Iteration 1F (1598.066682 sec): 3 clusters Score: Raw -41126.407385 + Penalty 2127.705258 = -38998.702127 nChanged 43 SP:Iteration 2F (1598.070599 sec): 3 clusters Score: Raw -41193.995919 + Penalty 2127.705258 = -39066.290661 nChanged 26 SP:Iteration 3Q (1598.074534 sec): 3 clusters Score: Raw -41227.824494 + Penalty 2127.705258 = -39100.119236 nChanged 10 SP:Iteration 4Q (1598.078449 sec): 3 clusters Score: Raw -41242.976877 + Penalty 2127.705258 = -39115.271619 nChanged 12 SP:Iteration 5Q (1598.082366 sec): 3 clusters Score: Raw -41256.263143 + Penalty 2127.705258 = -39128.557884 nChanged 9 SP:Iteration 6Q (1598.086294 sec): 3 clusters Score: Raw -41267.826289 + Penalty 2127.705258 = -39140.121031 nChanged 10 SP:Iteration 7Q (1598.090195 sec): 3 clusters Score: Raw -41281.736278 + Penalty 2127.705258 = -39154.031019 nChanged 8 SP:Iteration 8Q (1598.094103 sec): 3 clusters Score: Raw -41297.360259 + Penalty 2127.705258 = -39169.655000 nChanged 9 SP:Iteration 9Q (1598.098012 sec): 3 clusters Score: Raw -41310.574093 + Penalty 2127.705258 = -39182.868834 nChanged 11 SP:Iteration 10Q (1598.101911 sec): 3 clusters Score: Raw -41334.482019 + Penalty 2127.705258 = -39206.776761 nChanged 8 SP:Iteration 11Q (1598.105768 sec): 3 clusters Score: Raw -41344.348724 + Penalty 2127.705258 = -39216.643465 nChanged 1 SP:Iteration 12Q (1598.109649 sec): 3 clusters Score: Raw -41344.734095 + Penalty 2127.705258 = -39217.028837 nChanged 2 SP:Iteration 13Q (1598.113519 sec): 3 clusters Score: Raw -41346.002318 + Penalty 2127.705258 = -39218.297060 nChanged 1 SP:Iteration 14Q (1598.117423 sec): 3 clusters Score: Raw -41346.456746 + Penalty 2127.705258 = -39218.751488 nChanged 0 SP:Iteration 15F (1598.121342 sec): 3 clusters Score: Raw -41346.456746 + Penalty 2127.705258 = -39218.751488 nChanged 0 Trying to split cluster 7 (25949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1598.165074 sec): 2 clusters Score: Raw -1645660.642932 + Penalty 1651.631857 = -1644009.011074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1598.218821 sec): 3 clusters Score: Raw -1629801.238598 + Penalty 3303.263714 = -1626497.974883 nChanged 11803 SP:Iteration 1F (1598.270427 sec): 3 clusters Score: Raw -1636386.696250 + Penalty 3303.263714 = -1633083.432536 nChanged 1178 SP:Iteration 2Q (1598.323289 sec): 3 clusters Score: Raw -1636729.533252 + Penalty 3303.263714 = -1633426.269537 nChanged 1053 SP:Iteration 3Q (1598.375081 sec): 3 clusters Score: Raw -1637046.370464 + Penalty 3303.263714 = -1633743.106750 nChanged 1012 SP:Iteration 4Q (1598.427208 sec): 3 clusters Score: Raw -1637365.281154 + Penalty 3303.263714 = -1634062.017440 nChanged 986 SP:Iteration 5Q (1598.479012 sec): 3 clusters Score: Raw -1637684.571476 + Penalty 3303.263714 = -1634381.307762 nChanged 969 SP:Iteration 6Q (1598.530952 sec): 3 clusters Score: Raw -1638039.863026 + Penalty 3303.263714 = -1634736.599311 nChanged 1014 SP:Iteration 7Q (1598.583214 sec): 3 clusters Score: Raw -1638430.089810 + Penalty 3303.263714 = -1635126.826096 nChanged 1013 SP:Iteration 8Q (1598.635452 sec): 3 clusters Score: Raw -1638814.416121 + Penalty 3303.263714 = -1635511.152407 nChanged 986 SP:Iteration 9Q (1598.687586 sec): 3 clusters Score: Raw -1639168.355104 + Penalty 3303.263714 = -1635865.091389 nChanged 942 SP:Iteration 10Q (1598.739599 sec): 3 clusters Score: Raw -1639497.087522 + Penalty 3303.263714 = -1636193.823808 nChanged 881 SP:Iteration 11Q (1598.791235 sec): 3 clusters Score: Raw -1639834.950729 + Penalty 3303.263714 = -1636531.687015 nChanged 889 SP:Iteration 12Q (1598.842786 sec): 3 clusters Score: Raw -1640245.353822 + Penalty 3303.263714 = -1636942.090107 nChanged 941 SP:Iteration 13Q (1598.894198 sec): 3 clusters Score: Raw -1640728.056696 + Penalty 3303.263714 = -1637424.792982 nChanged 922 SP:Iteration 14Q (1598.945563 sec): 3 clusters Score: Raw -1641237.600398 + Penalty 3303.263714 = -1637934.336683 nChanged 914 SP:Iteration 15Q (1598.996829 sec): 3 clusters Score: Raw -1641706.976055 + Penalty 3303.263714 = -1638403.712341 nChanged 826 SP:Iteration 16Q (1599.047784 sec): 3 clusters Score: Raw -1642084.606825 + Penalty 3303.263714 = -1638781.343111 nChanged 690 SP:Iteration 17Q (1599.098130 sec): 3 clusters Score: Raw -1642325.892144 + Penalty 3303.263714 = -1639022.628429 nChanged 509 SP:Iteration 18Q (1599.148446 sec): 3 clusters Score: Raw -1642466.321762 + Penalty 3303.263714 = -1639163.058047 nChanged 388 SP:Iteration 19Q (1599.198520 sec): 3 clusters Score: Raw -1642560.470492 + Penalty 3303.263714 = -1639257.206777 nChanged 306 SP:Iteration 20F (1599.248505 sec): 3 clusters Score: Raw -1642631.457976 + Penalty 3303.263714 = -1639328.194262 nChanged 280 SP:Iteration 21Q (1599.298646 sec): 3 clusters Score: Raw -1642701.257404 + Penalty 3303.263714 = -1639397.993690 nChanged 268 SP:Iteration 22Q (1599.349880 sec): 3 clusters Score: Raw -1642757.748603 + Penalty 3303.263714 = -1639454.484889 nChanged 246 SP:Iteration 23Q (1599.398738 sec): 3 clusters Score: Raw -1642811.179790 + Penalty 3303.263714 = -1639507.916075 nChanged 227 SP:Iteration 24Q (1599.448057 sec): 3 clusters Score: Raw -1642856.717373 + Penalty 3303.263714 = -1639553.453659 nChanged 212 SP:Iteration 25Q (1599.497236 sec): 3 clusters Score: Raw -1642896.758254 + Penalty 3303.263714 = -1639593.494539 nChanged 223 SP:Iteration 26Q (1599.546573 sec): 3 clusters Score: Raw -1642935.433739 + Penalty 3303.263714 = -1639632.170024 nChanged 199 SP:Iteration 27Q (1599.595735 sec): 3 clusters Score: Raw -1642968.051633 + Penalty 3303.263714 = -1639664.787919 nChanged 190 SP:Iteration 28Q (1599.644707 sec): 3 clusters Score: Raw -1642997.685314 + Penalty 3303.263714 = -1639694.421600 nChanged 166 SP:Iteration 29Q (1599.693710 sec): 3 clusters Score: Raw -1643022.653655 + Penalty 3303.263714 = -1639719.389940 nChanged 166 SP:Iteration 30Q (1599.742529 sec): 3 clusters Score: Raw -1643044.468879 + Penalty 3303.263714 = -1639741.205164 nChanged 146 SP:Iteration 31Q (1599.791351 sec): 3 clusters Score: Raw -1643062.697791 + Penalty 3303.263714 = -1639759.434077 nChanged 122 SP:Iteration 32Q (1599.840185 sec): 3 clusters Score: Raw -1643079.581312 + Penalty 3303.263714 = -1639776.317598 nChanged 125 SP:Iteration 33Q (1599.888843 sec): 3 clusters Score: Raw -1643095.212843 + Penalty 3303.263714 = -1639791.949128 nChanged 110 SP:Iteration 34Q (1599.937539 sec): 3 clusters Score: Raw -1643111.096276 + Penalty 3303.263714 = -1639807.832561 nChanged 127 SP:Iteration 35Q (1599.986131 sec): 3 clusters Score: Raw -1643130.884907 + Penalty 3303.263714 = -1639827.621193 nChanged 125 SP:Iteration 36Q (1600.034610 sec): 3 clusters Score: Raw -1643147.912486 + Penalty 3303.263714 = -1639844.648771 nChanged 123 SP:Iteration 37Q (1600.083065 sec): 3 clusters Score: Raw -1643165.654713 + Penalty 3303.263714 = -1639862.390998 nChanged 124 SP:Iteration 38Q (1600.131607 sec): 3 clusters Score: Raw -1643182.301010 + Penalty 3303.263714 = -1639879.037295 nChanged 112 SP:Iteration 39Q (1600.180204 sec): 3 clusters Score: Raw -1643195.877466 + Penalty 3303.263714 = -1639892.613751 nChanged 107 SP:Iteration 40F (1600.230177 sec): 3 clusters Score: Raw -1643210.161293 + Penalty 3303.263714 = -1639906.897579 nChanged 129 SP:Iteration 41Q (1600.279812 sec): 3 clusters Score: Raw -1643226.234500 + Penalty 3303.263714 = -1639922.970786 nChanged 120 SP:Iteration 42Q (1600.328157 sec): 3 clusters Score: Raw -1643241.006593 + Penalty 3303.263714 = -1639937.742878 nChanged 117 SP:Iteration 43Q (1600.376760 sec): 3 clusters Score: Raw -1643255.577166 + Penalty 3303.263714 = -1639952.313452 nChanged 122 SP:Iteration 44Q (1600.425253 sec): 3 clusters Score: Raw -1643271.517909 + Penalty 3303.263714 = -1639968.254194 nChanged 114 SP:Iteration 45Q (1600.473651 sec): 3 clusters Score: Raw -1643285.135439 + Penalty 3303.263714 = -1639981.871724 nChanged 121 SP:Iteration 46Q (1600.521979 sec): 3 clusters Score: Raw -1643299.255057 + Penalty 3303.263714 = -1639995.991343 nChanged 129 SP:Iteration 47Q (1600.570219 sec): 3 clusters Score: Raw -1643315.150582 + Penalty 3303.263714 = -1640011.886868 nChanged 138 SP:Iteration 48Q (1600.618298 sec): 3 clusters Score: Raw -1643332.983694 + Penalty 3303.263714 = -1640029.719979 nChanged 143 SP:Iteration 49Q (1600.666495 sec): 3 clusters Score: Raw -1643352.418822 + Penalty 3303.263714 = -1640049.155108 nChanged 141 SP:Iteration 50Q (1600.714696 sec): 3 clusters Score: Raw -1643373.105962 + Penalty 3303.263714 = -1640069.842248 nChanged 146 SP:Iteration 51Q (1600.762897 sec): 3 clusters Score: Raw -1643395.759696 + Penalty 3303.263714 = -1640092.495982 nChanged 127 SP:Iteration 52Q (1600.810702 sec): 3 clusters Score: Raw -1643413.541215 + Penalty 3303.263714 = -1640110.277500 nChanged 107 SP:Iteration 53Q (1600.858483 sec): 3 clusters Score: Raw -1643428.521921 + Penalty 3303.263714 = -1640125.258206 nChanged 129 SP:Iteration 54Q (1600.906357 sec): 3 clusters Score: Raw -1643448.103148 + Penalty 3303.263714 = -1640144.839434 nChanged 155 SP:Iteration 55Q (1600.954589 sec): 3 clusters Score: Raw -1643473.827722 + Penalty 3303.263714 = -1640170.564008 nChanged 152 SP:Iteration 56Q (1601.002343 sec): 3 clusters Score: Raw -1643499.849327 + Penalty 3303.263714 = -1640196.585613 nChanged 157 SP:Iteration 57Q (1601.049999 sec): 3 clusters Score: Raw -1643528.222871 + Penalty 3303.263714 = -1640224.959156 nChanged 190 SP:Iteration 58Q (1601.097340 sec): 3 clusters Score: Raw -1643564.880010 + Penalty 3303.263714 = -1640261.616295 nChanged 198 SP:Iteration 59Q (1601.144789 sec): 3 clusters Score: Raw -1643606.742652 + Penalty 3303.263714 = -1640303.478938 nChanged 215 SP:Iteration 60F (1601.194701 sec): 3 clusters Score: Raw -1643652.027918 + Penalty 3303.263714 = -1640348.764204 nChanged 200 SP:Iteration 61Q (1601.242641 sec): 3 clusters Score: Raw -1643695.127757 + Penalty 3303.263714 = -1640391.864043 nChanged 207 SP:Iteration 62Q (1601.289738 sec): 3 clusters Score: Raw -1643742.128564 + Penalty 3303.263714 = -1640438.864850 nChanged 228 SP:Iteration 63Q (1601.336785 sec): 3 clusters Score: Raw -1643796.376579 + Penalty 3303.263714 = -1640493.112864 nChanged 237 SP:Iteration 64Q (1601.383555 sec): 3 clusters Score: Raw -1643859.106809 + Penalty 3303.263714 = -1640555.843094 nChanged 250 SP:Iteration 65Q (1601.430434 sec): 3 clusters Score: Raw -1643929.702470 + Penalty 3303.263714 = -1640626.438755 nChanged 255 SP:Iteration 66Q (1601.476928 sec): 3 clusters Score: Raw -1644006.429977 + Penalty 3303.263714 = -1640703.166263 nChanged 266 SP:Iteration 67Q (1601.523474 sec): 3 clusters Score: Raw -1644099.432322 + Penalty 3303.263714 = -1640796.168608 nChanged 312 SP:Iteration 68Q (1601.569444 sec): 3 clusters Score: Raw -1644209.344435 + Penalty 3303.263714 = -1640906.080720 nChanged 316 SP:Iteration 69Q (1601.615450 sec): 3 clusters Score: Raw -1644320.764129 + Penalty 3303.263714 = -1641017.500414 nChanged 296 SP:Iteration 70Q (1601.661171 sec): 3 clusters Score: Raw -1644431.049704 + Penalty 3303.263714 = -1641127.785989 nChanged 282 SP:Iteration 71Q (1601.706521 sec): 3 clusters Score: Raw -1644558.588645 + Penalty 3303.263714 = -1641255.324931 nChanged 310 SP:Iteration 72Q (1601.751737 sec): 3 clusters Score: Raw -1644704.059076 + Penalty 3303.263714 = -1641400.795362 nChanged 314 SP:Iteration 73Q (1601.796893 sec): 3 clusters Score: Raw -1644873.762755 + Penalty 3303.263714 = -1641570.499040 nChanged 338 SP:Iteration 74Q (1601.841579 sec): 3 clusters Score: Raw -1645069.282140 + Penalty 3303.263714 = -1641766.018425 nChanged 312 SP:Iteration 75Q (1601.885792 sec): 3 clusters Score: Raw -1645251.222154 + Penalty 3303.263714 = -1641947.958439 nChanged 260 SP:Iteration 76Q (1601.930131 sec): 3 clusters Score: Raw -1645395.047420 + Penalty 3303.263714 = -1642091.783706 nChanged 217 SP:Iteration 77Q (1601.973901 sec): 3 clusters Score: Raw -1645517.183594 + Penalty 3303.263714 = -1642213.919880 nChanged 196 SP:Iteration 78Q (1602.017264 sec): 3 clusters Score: Raw -1645637.098441 + Penalty 3303.263714 = -1642333.834727 nChanged 176 SP:Iteration 79Q (1602.060631 sec): 3 clusters Score: Raw -1645726.865829 + Penalty 3303.263714 = -1642423.602114 nChanged 143 SP:Iteration 80F (1602.110487 sec): 3 clusters Score: Raw -1645799.593100 + Penalty 3303.263714 = -1642496.329385 nChanged 139 SP:Iteration 81Q (1602.177647 sec): 3 clusters Score: Raw -1645862.100519 + Penalty 3303.263714 = -1642558.836805 nChanged 104 SP:Iteration 82Q (1602.220952 sec): 3 clusters Score: Raw -1645898.840294 + Penalty 3303.263714 = -1642595.576580 nChanged 90 SP:Iteration 83Q (1602.263348 sec): 3 clusters Score: Raw -1645932.147251 + Penalty 3303.263714 = -1642628.883536 nChanged 68 SP:Iteration 84Q (1602.305881 sec): 3 clusters Score: Raw -1645954.771455 + Penalty 3303.263714 = -1642651.507741 nChanged 62 SP:Iteration 85Q (1602.348541 sec): 3 clusters Score: Raw -1645977.927466 + Penalty 3303.263714 = -1642674.663752 nChanged 58 SP:Iteration 86Q (1602.391411 sec): 3 clusters Score: Raw -1646000.093601 + Penalty 3303.263714 = -1642696.829887 nChanged 59 SP:Iteration 87Q (1602.433679 sec): 3 clusters Score: Raw -1646023.651310 + Penalty 3303.263714 = -1642720.387596 nChanged 50 SP:Iteration 88Q (1602.476186 sec): 3 clusters Score: Raw -1646039.853770 + Penalty 3303.263714 = -1642736.590055 nChanged 40 SP:Iteration 89Q (1602.518597 sec): 3 clusters Score: Raw -1646053.424454 + Penalty 3303.263714 = -1642750.160739 nChanged 38 SP:Iteration 90Q (1602.560747 sec): 3 clusters Score: Raw -1646070.169793 + Penalty 3303.263714 = -1642766.906078 nChanged 29 SP:Iteration 91Q (1602.603006 sec): 3 clusters Score: Raw -1646080.135435 + Penalty 3303.263714 = -1642776.871720 nChanged 29 SP:Iteration 92Q (1602.645210 sec): 3 clusters Score: Raw -1646088.663651 + Penalty 3303.263714 = -1642785.399936 nChanged 28 SP:Iteration 93Q (1602.687541 sec): 3 clusters Score: Raw -1646097.599297 + Penalty 3303.263714 = -1642794.335583 nChanged 26 SP:Iteration 94Q (1602.729958 sec): 3 clusters Score: Raw -1646104.796767 + Penalty 3303.263714 = -1642801.533053 nChanged 16 SP:Iteration 95Q (1602.772016 sec): 3 clusters Score: Raw -1646109.074169 + Penalty 3303.263714 = -1642805.810455 nChanged 15 SP:Iteration 96Q (1602.815566 sec): 3 clusters Score: Raw -1646113.277509 + Penalty 3303.263714 = -1642810.013794 nChanged 12 SP:Iteration 97Q (1602.857740 sec): 3 clusters Score: Raw -1646116.625397 + Penalty 3303.263714 = -1642813.361683 nChanged 8 SP:Iteration 98Q (1602.899728 sec): 3 clusters Score: Raw -1646119.115857 + Penalty 3303.263714 = -1642815.852143 nChanged 6 SP:Iteration 99Q (1602.941947 sec): 3 clusters Score: Raw -1646120.704060 + Penalty 3303.263714 = -1642817.440346 nChanged 9 SP:Iteration 100F (1602.991545 sec): 3 clusters Score: Raw -1646122.541865 + Penalty 3303.263714 = -1642819.278151 nChanged 8 SP:Iteration 101Q (1603.034391 sec): 3 clusters Score: Raw -1646123.962134 + Penalty 3303.263714 = -1642820.698420 nChanged 3 SP:Iteration 102Q (1603.076640 sec): 3 clusters Score: Raw -1646124.325762 + Penalty 3303.263714 = -1642821.062048 nChanged 3 SP:Iteration 103Q (1603.118954 sec): 3 clusters Score: Raw -1646124.988123 + Penalty 3303.263714 = -1642821.724408 nChanged 3 SP:Iteration 104Q (1603.160852 sec): 3 clusters Score: Raw -1646125.301397 + Penalty 3303.263714 = -1642822.037682 nChanged 2 SP:Iteration 105Q (1603.203205 sec): 3 clusters Score: Raw -1646125.777561 + Penalty 3303.263714 = -1642822.513847 nChanged 2 SP:Iteration 106Q (1603.245168 sec): 3 clusters Score: Raw -1646126.614630 + Penalty 3303.263714 = -1642823.350916 nChanged 1 SP:Iteration 107Q (1603.287250 sec): 3 clusters Score: Raw -1646126.883250 + Penalty 3303.263714 = -1642823.619535 nChanged 0 SP:Iteration 108F (1603.336924 sec): 3 clusters Score: Raw -1646126.883250 + Penalty 3303.263714 = -1642823.619535 nChanged 0 Trying to split cluster 8 (8078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1603.357092 sec): 2 clusters Score: Raw -520243.424135 + Penalty 1461.996184 = -518781.427951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1603.383590 sec): 3 clusters Score: Raw -515826.315647 + Penalty 2923.992369 = -512902.323278 nChanged 3410 SP:Iteration 1F (1603.409467 sec): 3 clusters Score: Raw -517633.172501 + Penalty 2923.992369 = -514709.180132 nChanged 493 SP:Iteration 2F (1603.446725 sec): 3 clusters Score: Raw -517845.882738 + Penalty 2923.992369 = -514921.890370 nChanged 386 SP:Iteration 3Q (1603.474387 sec): 3 clusters Score: Raw -518007.680065 + Penalty 2923.992369 = -515083.687696 nChanged 338 SP:Iteration 4Q (1603.500975 sec): 3 clusters Score: Raw -518170.410862 + Penalty 2923.992369 = -515246.418494 nChanged 365 SP:Iteration 5Q (1603.526966 sec): 3 clusters Score: Raw -518353.737365 + Penalty 2923.992369 = -515429.744996 nChanged 353 SP:Iteration 6Q (1603.553001 sec): 3 clusters Score: Raw -518519.953328 + Penalty 2923.992369 = -515595.960959 nChanged 315 SP:Iteration 7Q (1603.578904 sec): 3 clusters Score: Raw -518662.824763 + Penalty 2923.992369 = -515738.832394 nChanged 289 SP:Iteration 8Q (1603.604879 sec): 3 clusters Score: Raw -518809.562535 + Penalty 2923.992369 = -515885.570166 nChanged 305 SP:Iteration 9Q (1603.630609 sec): 3 clusters Score: Raw -518988.795833 + Penalty 2923.992369 = -516064.803464 nChanged 324 SP:Iteration 10Q (1603.656424 sec): 3 clusters Score: Raw -519187.780383 + Penalty 2923.992369 = -516263.788014 nChanged 337 SP:Iteration 11Q (1603.682371 sec): 3 clusters Score: Raw -519412.242096 + Penalty 2923.992369 = -516488.249727 nChanged 318 SP:Iteration 12Q (1603.708073 sec): 3 clusters Score: Raw -519628.497492 + Penalty 2923.992369 = -516704.505123 nChanged 260 SP:Iteration 13Q (1603.733511 sec): 3 clusters Score: Raw -519812.336816 + Penalty 2923.992369 = -516888.344448 nChanged 235 SP:Iteration 14Q (1603.758766 sec): 3 clusters Score: Raw -519995.019433 + Penalty 2923.992369 = -517071.027065 nChanged 165 SP:Iteration 15Q (1603.784068 sec): 3 clusters Score: Raw -520121.139500 + Penalty 2923.992369 = -517197.147132 nChanged 125 SP:Iteration 16Q (1603.808764 sec): 3 clusters Score: Raw -520225.001035 + Penalty 2923.992369 = -517301.008666 nChanged 99 SP:Iteration 17Q (1603.833099 sec): 3 clusters Score: Raw -520302.151288 + Penalty 2923.992369 = -517378.158919 nChanged 77 SP:Iteration 18Q (1603.857213 sec): 3 clusters Score: Raw -520373.099611 + Penalty 2923.992369 = -517449.107242 nChanged 64 SP:Iteration 19Q (1603.880841 sec): 3 clusters Score: Raw -520426.742767 + Penalty 2923.992369 = -517502.750399 nChanged 46 SP:Iteration 20F (1603.906701 sec): 3 clusters Score: Raw -520461.639731 + Penalty 2923.992369 = -517537.647362 nChanged 35 SP:Iteration 21Q (1603.929877 sec): 3 clusters Score: Raw -520482.776405 + Penalty 2923.992369 = -517558.784036 nChanged 23 SP:Iteration 22Q (1603.953200 sec): 3 clusters Score: Raw -520500.195228 + Penalty 2923.992369 = -517576.202859 nChanged 22 SP:Iteration 23Q (1603.976202 sec): 3 clusters Score: Raw -520516.827338 + Penalty 2923.992369 = -517592.834970 nChanged 22 SP:Iteration 24Q (1603.998974 sec): 3 clusters Score: Raw -520530.504037 + Penalty 2923.992369 = -517606.511668 nChanged 14 SP:Iteration 25Q (1604.021654 sec): 3 clusters Score: Raw -520540.978392 + Penalty 2923.992369 = -517616.986024 nChanged 17 SP:Iteration 26Q (1604.044212 sec): 3 clusters Score: Raw -520557.250888 + Penalty 2923.992369 = -517633.258520 nChanged 18 SP:Iteration 27Q (1604.066683 sec): 3 clusters Score: Raw -520584.691558 + Penalty 2923.992369 = -517660.699190 nChanged 18 SP:Iteration 28Q (1604.089118 sec): 3 clusters Score: Raw -520609.990902 + Penalty 2923.992369 = -517685.998533 nChanged 22 SP:Iteration 29Q (1604.111421 sec): 3 clusters Score: Raw -520628.031918 + Penalty 2923.992369 = -517704.039549 nChanged 13 SP:Iteration 30Q (1604.133709 sec): 3 clusters Score: Raw -520638.187701 + Penalty 2923.992369 = -517714.195332 nChanged 14 SP:Iteration 31Q (1604.155985 sec): 3 clusters Score: Raw -520647.479088 + Penalty 2923.992369 = -517723.486719 nChanged 9 SP:Iteration 32Q (1604.178038 sec): 3 clusters Score: Raw -520654.361133 + Penalty 2923.992369 = -517730.368764 nChanged 9 SP:Iteration 33Q (1604.200171 sec): 3 clusters Score: Raw -520662.804179 + Penalty 2923.992369 = -517738.811811 nChanged 13 SP:Iteration 34Q (1604.222224 sec): 3 clusters Score: Raw -520679.722110 + Penalty 2923.992369 = -517755.729741 nChanged 15 SP:Iteration 35Q (1604.244245 sec): 3 clusters Score: Raw -520689.908572 + Penalty 2923.992369 = -517765.916203 nChanged 6 SP:Iteration 36Q (1604.266339 sec): 3 clusters Score: Raw -520694.684241 + Penalty 2923.992369 = -517770.691872 nChanged 6 SP:Iteration 37Q (1604.288246 sec): 3 clusters Score: Raw -520699.386113 + Penalty 2923.992369 = -517775.393744 nChanged 5 SP:Iteration 38Q (1604.310315 sec): 3 clusters Score: Raw -520702.209747 + Penalty 2923.992369 = -517778.217378 nChanged 4 SP:Iteration 39Q (1604.332242 sec): 3 clusters Score: Raw -520703.822554 + Penalty 2923.992369 = -517779.830185 nChanged 3 SP:Iteration 40F (1604.358090 sec): 3 clusters Score: Raw -520705.922446 + Penalty 2923.992369 = -517781.930077 nChanged 4 SP:Iteration 41Q (1604.379988 sec): 3 clusters Score: Raw -520709.132485 + Penalty 2923.992369 = -517785.140117 nChanged 3 SP:Iteration 42Q (1604.401865 sec): 3 clusters Score: Raw -520712.611161 + Penalty 2923.992369 = -517788.618792 nChanged 3 SP:Iteration 43Q (1604.423822 sec): 3 clusters Score: Raw -520714.566900 + Penalty 2923.992369 = -517790.574531 nChanged 1 SP:Iteration 44Q (1604.446004 sec): 3 clusters Score: Raw -520714.864420 + Penalty 2923.992369 = -517790.872051 nChanged 0 SP:Iteration 45F (1604.471941 sec): 3 clusters Score: Raw -520714.864420 + Penalty 2923.992369 = -517790.872051 nChanged 0 Trying to split cluster 9 (42223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1604.538105 sec): 2 clusters Score: Raw -2845546.470893 + Penalty 1730.742061 = -2843815.728832 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1604.624206 sec): 3 clusters Score: Raw -2818764.681322 + Penalty 3461.484122 = -2815303.197200 nChanged 20039 SP:Iteration 1F (1604.703779 sec): 3 clusters Score: Raw -2832040.351568 + Penalty 3461.484122 = -2828578.867446 nChanged 3475 SP:Iteration 2F (1604.783411 sec): 3 clusters Score: Raw -2834833.279625 + Penalty 3461.484122 = -2831371.795503 nChanged 3875 SP:Iteration 3F (1604.863164 sec): 3 clusters Score: Raw -2837916.238543 + Penalty 3461.484122 = -2834454.754421 nChanged 3355 SP:Iteration 4F (1604.942652 sec): 3 clusters Score: Raw -2840077.940278 + Penalty 3461.484122 = -2836616.456156 nChanged 2444 SP:Iteration 5F (1605.022313 sec): 3 clusters Score: Raw -2841250.326516 + Penalty 3461.484122 = -2837788.842394 nChanged 1563 SP:Iteration 6Q (1605.105291 sec): 3 clusters Score: Raw -2841829.925046 + Penalty 3461.484122 = -2838368.440924 nChanged 1058 SP:Iteration 7Q (1605.187433 sec): 3 clusters Score: Raw -2842191.608634 + Penalty 3461.484122 = -2838730.124512 nChanged 829 SP:Iteration 8Q (1605.269680 sec): 3 clusters Score: Raw -2842462.009072 + Penalty 3461.484122 = -2839000.524950 nChanged 771 SP:Iteration 9Q (1605.352095 sec): 3 clusters Score: Raw -2842732.383230 + Penalty 3461.484122 = -2839270.899108 nChanged 680 SP:Iteration 10Q (1605.434312 sec): 3 clusters Score: Raw -2842995.478828 + Penalty 3461.484122 = -2839533.994706 nChanged 653 SP:Iteration 11Q (1605.516561 sec): 3 clusters Score: Raw -2843264.262039 + Penalty 3461.484122 = -2839802.777917 nChanged 633 SP:Iteration 12Q (1605.598754 sec): 3 clusters Score: Raw -2843555.121666 + Penalty 3461.484122 = -2840093.637544 nChanged 603 SP:Iteration 13Q (1605.680114 sec): 3 clusters Score: Raw -2843849.938924 + Penalty 3461.484122 = -2840388.454802 nChanged 576 SP:Iteration 14Q (1605.760559 sec): 3 clusters Score: Raw -2844155.363246 + Penalty 3461.484122 = -2840693.879124 nChanged 550 SP:Iteration 15Q (1605.839408 sec): 3 clusters Score: Raw -2844438.810465 + Penalty 3461.484122 = -2840977.326343 nChanged 501 SP:Iteration 16Q (1605.916476 sec): 3 clusters Score: Raw -2844682.891158 + Penalty 3461.484122 = -2841221.407036 nChanged 445 SP:Iteration 17Q (1605.991279 sec): 3 clusters Score: Raw -2844881.689698 + Penalty 3461.484122 = -2841420.205576 nChanged 382 SP:Iteration 18Q (1606.064546 sec): 3 clusters Score: Raw -2845009.855599 + Penalty 3461.484122 = -2841548.371477 nChanged 335 SP:Iteration 19Q (1606.136680 sec): 3 clusters Score: Raw -2845125.786693 + Penalty 3461.484122 = -2841664.302571 nChanged 301 SP:Iteration 20F (1606.215652 sec): 3 clusters Score: Raw -2845230.071428 + Penalty 3461.484122 = -2841768.587306 nChanged 311 SP:Iteration 21Q (1606.287309 sec): 3 clusters Score: Raw -2845337.160434 + Penalty 3461.484122 = -2841875.676313 nChanged 286 SP:Iteration 22Q (1606.357402 sec): 3 clusters Score: Raw -2845425.655128 + Penalty 3461.484122 = -2841964.171006 nChanged 246 SP:Iteration 23Q (1606.461985 sec): 3 clusters Score: Raw -2845493.564167 + Penalty 3461.484122 = -2842032.080045 nChanged 225 SP:Iteration 24Q (1606.562071 sec): 3 clusters Score: Raw -2845558.880549 + Penalty 3461.484122 = -2842097.396427 nChanged 233 SP:Iteration 25Q (1606.628790 sec): 3 clusters Score: Raw -2845627.340871 + Penalty 3461.484122 = -2842165.856749 nChanged 220 SP:Iteration 26Q (1606.696966 sec): 3 clusters Score: Raw -2845698.108183 + Penalty 3461.484122 = -2842236.624061 nChanged 205 SP:Iteration 27Q (1606.764459 sec): 3 clusters Score: Raw -2845763.965948 + Penalty 3461.484122 = -2842302.481826 nChanged 191 SP:Iteration 28Q (1606.831797 sec): 3 clusters Score: Raw -2845832.238430 + Penalty 3461.484122 = -2842370.754308 nChanged 167 SP:Iteration 29Q (1606.898127 sec): 3 clusters Score: Raw -2845890.505157 + Penalty 3461.484122 = -2842429.021035 nChanged 151 SP:Iteration 30Q (1606.966300 sec): 3 clusters Score: Raw -2845950.522612 + Penalty 3461.484122 = -2842489.038490 nChanged 127 SP:Iteration 31Q (1607.031104 sec): 3 clusters Score: Raw -2845998.957323 + Penalty 3461.484122 = -2842537.473201 nChanged 132 SP:Iteration 32Q (1607.096563 sec): 3 clusters Score: Raw -2846048.076473 + Penalty 3461.484122 = -2842586.592351 nChanged 114 SP:Iteration 33Q (1607.161564 sec): 3 clusters Score: Raw -2846090.678803 + Penalty 3461.484122 = -2842629.194681 nChanged 93 SP:Iteration 34Q (1607.226430 sec): 3 clusters Score: Raw -2846119.544458 + Penalty 3461.484122 = -2842658.060336 nChanged 88 SP:Iteration 35Q (1607.290933 sec): 3 clusters Score: Raw -2846142.187891 + Penalty 3461.484122 = -2842680.703769 nChanged 74 SP:Iteration 36Q (1607.355783 sec): 3 clusters Score: Raw -2846157.435851 + Penalty 3461.484122 = -2842695.951729 nChanged 62 SP:Iteration 37Q (1607.420111 sec): 3 clusters Score: Raw -2846172.586511 + Penalty 3461.484122 = -2842711.102389 nChanged 63 SP:Iteration 38Q (1607.511156 sec): 3 clusters Score: Raw -2846186.038792 + Penalty 3461.484122 = -2842724.554670 nChanged 53 SP:Iteration 39Q (1607.573843 sec): 3 clusters Score: Raw -2846193.959045 + Penalty 3461.484122 = -2842732.474923 nChanged 37 SP:Iteration 40F (1607.654062 sec): 3 clusters Score: Raw -2846198.663693 + Penalty 3461.484122 = -2842737.179571 nChanged 33 SP:Iteration 41Q (1607.717868 sec): 3 clusters Score: Raw -2846204.243593 + Penalty 3461.484122 = -2842742.759471 nChanged 29 SP:Iteration 42Q (1607.781861 sec): 3 clusters Score: Raw -2846209.133779 + Penalty 3461.484122 = -2842747.649657 nChanged 34 SP:Iteration 43Q (1607.845716 sec): 3 clusters Score: Raw -2846216.297092 + Penalty 3461.484122 = -2842754.812970 nChanged 37 SP:Iteration 44Q (1607.909678 sec): 3 clusters Score: Raw -2846223.231679 + Penalty 3461.484122 = -2842761.747557 nChanged 28 SP:Iteration 45Q (1607.973412 sec): 3 clusters Score: Raw -2846227.769915 + Penalty 3461.484122 = -2842766.285793 nChanged 22 SP:Iteration 46Q (1608.036844 sec): 3 clusters Score: Raw -2846231.764060 + Penalty 3461.484122 = -2842770.279938 nChanged 24 SP:Iteration 47Q (1608.100682 sec): 3 clusters Score: Raw -2846235.895250 + Penalty 3461.484122 = -2842774.411128 nChanged 20 SP:Iteration 48Q (1608.164201 sec): 3 clusters Score: Raw -2846240.465152 + Penalty 3461.484122 = -2842778.981030 nChanged 26 SP:Iteration 49Q (1608.228169 sec): 3 clusters Score: Raw -2846245.008947 + Penalty 3461.484122 = -2842783.524825 nChanged 20 SP:Iteration 50Q (1608.291595 sec): 3 clusters Score: Raw -2846248.333607 + Penalty 3461.484122 = -2842786.849485 nChanged 16 SP:Iteration 51Q (1608.355089 sec): 3 clusters Score: Raw -2846250.971764 + Penalty 3461.484122 = -2842789.487642 nChanged 8 SP:Iteration 52Q (1608.418750 sec): 3 clusters Score: Raw -2846252.656451 + Penalty 3461.484122 = -2842791.172329 nChanged 14 SP:Iteration 53Q (1608.481978 sec): 3 clusters Score: Raw -2846255.615365 + Penalty 3461.484122 = -2842794.131243 nChanged 10 SP:Iteration 54Q (1608.545576 sec): 3 clusters Score: Raw -2846257.232656 + Penalty 3461.484122 = -2842795.748534 nChanged 6 SP:Iteration 55Q (1608.609034 sec): 3 clusters Score: Raw -2846258.051029 + Penalty 3461.484122 = -2842796.566907 nChanged 4 SP:Iteration 56Q (1608.672474 sec): 3 clusters Score: Raw -2846258.738526 + Penalty 3461.484122 = -2842797.254405 nChanged 3 SP:Iteration 57Q (1608.736019 sec): 3 clusters Score: Raw -2846259.091736 + Penalty 3461.484122 = -2842797.607614 nChanged 3 SP:Iteration 58Q (1608.799508 sec): 3 clusters Score: Raw -2846259.586997 + Penalty 3461.484122 = -2842798.102875 nChanged 5 SP:Iteration 59Q (1608.887645 sec): 3 clusters Score: Raw -2846260.138133 + Penalty 3461.484122 = -2842798.654011 nChanged 3 SP:Iteration 60F (1608.968265 sec): 3 clusters Score: Raw -2846260.410671 + Penalty 3461.484122 = -2842798.926549 nChanged 4 SP:Iteration 61Q (1609.031114 sec): 3 clusters Score: Raw -2846260.901146 + Penalty 3461.484122 = -2842799.417024 nChanged 2 SP:Iteration 62Q (1609.094288 sec): 3 clusters Score: Raw -2846261.175503 + Penalty 3461.484122 = -2842799.691381 nChanged 1 SP:Iteration 63Q (1609.158066 sec): 3 clusters Score: Raw -2846261.264603 + Penalty 3461.484122 = -2842799.780481 nChanged 0 SP:Iteration 64F (1609.237874 sec): 3 clusters Score: Raw -2846261.264603 + Penalty 3461.484122 = -2842799.780481 nChanged 0 Trying to split cluster 10 (4927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1609.250319 sec): 2 clusters Score: Raw -328969.815022 + Penalty 1381.653904 = -327588.161118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1609.271690 sec): 3 clusters Score: Raw -326432.974511 + Penalty 2763.307808 = -323669.666703 nChanged 1993 SP:Iteration 1F (1609.292672 sec): 3 clusters Score: Raw -327465.938286 + Penalty 2763.307808 = -324702.630478 nChanged 324 SP:Iteration 2F (1609.313866 sec): 3 clusters Score: Raw -327625.961008 + Penalty 2763.307808 = -324862.653200 nChanged 248 SP:Iteration 3F (1609.335193 sec): 3 clusters Score: Raw -327773.881906 + Penalty 2763.307808 = -325010.574098 nChanged 275 SP:Iteration 4F (1609.356463 sec): 3 clusters Score: Raw -327960.915697 + Penalty 2763.307808 = -325197.607890 nChanged 281 SP:Iteration 5F (1609.377664 sec): 3 clusters Score: Raw -328156.309184 + Penalty 2763.307808 = -325393.001376 nChanged 265 SP:Iteration 6F (1609.398565 sec): 3 clusters Score: Raw -328351.029772 + Penalty 2763.307808 = -325587.721964 nChanged 281 SP:Iteration 7F (1609.419616 sec): 3 clusters Score: Raw -328581.500124 + Penalty 2763.307808 = -325818.192316 nChanged 265 SP:Iteration 8F (1609.440685 sec): 3 clusters Score: Raw -328769.725127 + Penalty 2763.307808 = -326006.417320 nChanged 195 SP:Iteration 9Q (1609.461676 sec): 3 clusters Score: Raw -328910.651145 + Penalty 2763.307808 = -326147.343337 nChanged 150 SP:Iteration 10Q (1609.482441 sec): 3 clusters Score: Raw -329001.752691 + Penalty 2763.307808 = -326238.444883 nChanged 120 SP:Iteration 11Q (1609.503538 sec): 3 clusters Score: Raw -329075.275030 + Penalty 2763.307808 = -326311.967222 nChanged 90 SP:Iteration 12Q (1609.524581 sec): 3 clusters Score: Raw -329123.248018 + Penalty 2763.307808 = -326359.940210 nChanged 68 SP:Iteration 13Q (1609.545565 sec): 3 clusters Score: Raw -329156.262137 + Penalty 2763.307808 = -326392.954329 nChanged 40 SP:Iteration 14Q (1609.566464 sec): 3 clusters Score: Raw -329175.112391 + Penalty 2763.307808 = -326411.804583 nChanged 32 SP:Iteration 15Q (1609.587441 sec): 3 clusters Score: Raw -329189.460075 + Penalty 2763.307808 = -326426.152267 nChanged 23 SP:Iteration 16Q (1609.608071 sec): 3 clusters Score: Raw -329198.984762 + Penalty 2763.307808 = -326435.676954 nChanged 15 SP:Iteration 17Q (1609.628900 sec): 3 clusters Score: Raw -329205.302007 + Penalty 2763.307808 = -326441.994199 nChanged 9 SP:Iteration 18Q (1609.649781 sec): 3 clusters Score: Raw -329209.001008 + Penalty 2763.307808 = -326445.693200 nChanged 13 SP:Iteration 19Q (1609.670875 sec): 3 clusters Score: Raw -329214.644817 + Penalty 2763.307808 = -326451.337009 nChanged 10 SP:Iteration 20F (1609.692137 sec): 3 clusters Score: Raw -329219.637128 + Penalty 2763.307808 = -326456.329320 nChanged 14 SP:Iteration 21Q (1609.712748 sec): 3 clusters Score: Raw -329226.275048 + Penalty 2763.307808 = -326462.967240 nChanged 10 SP:Iteration 22Q (1609.733868 sec): 3 clusters Score: Raw -329230.817455 + Penalty 2763.307808 = -326467.509647 nChanged 16 SP:Iteration 23Q (1609.754678 sec): 3 clusters Score: Raw -329237.864953 + Penalty 2763.307808 = -326474.557146 nChanged 10 SP:Iteration 24Q (1609.775405 sec): 3 clusters Score: Raw -329243.230973 + Penalty 2763.307808 = -326479.923165 nChanged 12 SP:Iteration 25Q (1609.796319 sec): 3 clusters Score: Raw -329249.555494 + Penalty 2763.307808 = -326486.247687 nChanged 13 SP:Iteration 26Q (1609.817156 sec): 3 clusters Score: Raw -329254.440699 + Penalty 2763.307808 = -326491.132891 nChanged 9 SP:Iteration 27Q (1609.838040 sec): 3 clusters Score: Raw -329259.706982 + Penalty 2763.307808 = -326496.399174 nChanged 11 SP:Iteration 28Q (1609.858798 sec): 3 clusters Score: Raw -329265.156258 + Penalty 2763.307808 = -326501.848450 nChanged 8 SP:Iteration 29Q (1609.879727 sec): 3 clusters Score: Raw -329269.263447 + Penalty 2763.307808 = -326505.955639 nChanged 7 SP:Iteration 30Q (1609.900487 sec): 3 clusters Score: Raw -329271.980049 + Penalty 2763.307808 = -326508.672241 nChanged 6 SP:Iteration 31Q (1609.921272 sec): 3 clusters Score: Raw -329274.306260 + Penalty 2763.307808 = -326510.998452 nChanged 8 SP:Iteration 32Q (1609.941843 sec): 3 clusters Score: Raw -329277.064249 + Penalty 2763.307808 = -326513.756441 nChanged 6 SP:Iteration 33Q (1609.962602 sec): 3 clusters Score: Raw -329278.726991 + Penalty 2763.307808 = -326515.419183 nChanged 3 SP:Iteration 34Q (1609.983248 sec): 3 clusters Score: Raw -329280.047975 + Penalty 2763.307808 = -326516.740167 nChanged 1 SP:Iteration 35Q (1610.003854 sec): 3 clusters Score: Raw -329280.674262 + Penalty 2763.307808 = -326517.366454 nChanged 3 SP:Iteration 36Q (1610.024456 sec): 3 clusters Score: Raw -329281.641649 + Penalty 2763.307808 = -326518.333841 nChanged 2 SP:Iteration 37Q (1610.044865 sec): 3 clusters Score: Raw -329282.211616 + Penalty 2763.307808 = -326518.903808 nChanged 0 SP:Iteration 38F (1610.066147 sec): 3 clusters Score: Raw -329282.211616 + Penalty 2763.307808 = -326518.903808 nChanged 0 Trying to split cluster 11 (7295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1610.087564 sec): 2 clusters Score: Raw -467231.727023 + Penalty 1445.428475 = -465786.298548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1610.112467 sec): 3 clusters Score: Raw -463206.315835 + Penalty 2890.856950 = -460315.458885 nChanged 3119 SP:Iteration 1F (1610.136221 sec): 3 clusters Score: Raw -465073.251814 + Penalty 2890.856950 = -462182.394864 nChanged 543 SP:Iteration 2F (1610.160137 sec): 3 clusters Score: Raw -465408.435825 + Penalty 2890.856950 = -462517.578876 nChanged 472 SP:Iteration 3F (1610.183824 sec): 3 clusters Score: Raw -465751.962886 + Penalty 2890.856950 = -462861.105936 nChanged 457 SP:Iteration 4F (1610.207635 sec): 3 clusters Score: Raw -466086.431244 + Penalty 2890.856950 = -463195.574295 nChanged 416 SP:Iteration 5F (1610.231452 sec): 3 clusters Score: Raw -466401.857080 + Penalty 2890.856950 = -463511.000130 nChanged 383 SP:Iteration 6F (1610.255022 sec): 3 clusters Score: Raw -466679.335172 + Penalty 2890.856950 = -463788.478222 nChanged 336 SP:Iteration 7Q (1610.278513 sec): 3 clusters Score: Raw -466927.984964 + Penalty 2890.856950 = -464037.128014 nChanged 321 SP:Iteration 8Q (1610.302255 sec): 3 clusters Score: Raw -467160.201373 + Penalty 2890.856950 = -464269.344423 nChanged 305 SP:Iteration 9Q (1610.325528 sec): 3 clusters Score: Raw -467354.353501 + Penalty 2890.856950 = -464463.496551 nChanged 258 SP:Iteration 10Q (1610.348807 sec): 3 clusters Score: Raw -467495.754618 + Penalty 2890.856950 = -464604.897668 nChanged 184 SP:Iteration 11Q (1610.372030 sec): 3 clusters Score: Raw -467573.116199 + Penalty 2890.856950 = -464682.259249 nChanged 114 SP:Iteration 12Q (1610.395130 sec): 3 clusters Score: Raw -467613.960093 + Penalty 2890.856950 = -464723.103143 nChanged 86 SP:Iteration 13Q (1610.418344 sec): 3 clusters Score: Raw -467645.055846 + Penalty 2890.856950 = -464754.198896 nChanged 67 SP:Iteration 14Q (1610.441334 sec): 3 clusters Score: Raw -467662.487681 + Penalty 2890.856950 = -464771.630731 nChanged 62 SP:Iteration 15Q (1610.464322 sec): 3 clusters Score: Raw -467680.291475 + Penalty 2890.856950 = -464789.434525 nChanged 58 SP:Iteration 16Q (1610.487159 sec): 3 clusters Score: Raw -467698.310497 + Penalty 2890.856950 = -464807.453548 nChanged 47 SP:Iteration 17Q (1610.510132 sec): 3 clusters Score: Raw -467711.055433 + Penalty 2890.856950 = -464820.198483 nChanged 39 SP:Iteration 18Q (1610.533018 sec): 3 clusters Score: Raw -467721.292515 + Penalty 2890.856950 = -464830.435566 nChanged 37 SP:Iteration 19Q (1610.556138 sec): 3 clusters Score: Raw -467729.722075 + Penalty 2890.856950 = -464838.865125 nChanged 38 SP:Iteration 20F (1610.579929 sec): 3 clusters Score: Raw -467740.171993 + Penalty 2890.856950 = -464849.315043 nChanged 33 SP:Iteration 21Q (1610.603015 sec): 3 clusters Score: Raw -467747.829730 + Penalty 2890.856950 = -464856.972780 nChanged 26 SP:Iteration 22Q (1610.626229 sec): 3 clusters Score: Raw -467754.838455 + Penalty 2890.856950 = -464863.981505 nChanged 24 SP:Iteration 23Q (1610.649249 sec): 3 clusters Score: Raw -467760.653320 + Penalty 2890.856950 = -464869.796370 nChanged 24 SP:Iteration 24Q (1610.672357 sec): 3 clusters Score: Raw -467767.847141 + Penalty 2890.856950 = -464876.990192 nChanged 30 SP:Iteration 25Q (1610.695164 sec): 3 clusters Score: Raw -467777.222169 + Penalty 2890.856950 = -464886.365219 nChanged 30 SP:Iteration 26Q (1610.718296 sec): 3 clusters Score: Raw -467784.409092 + Penalty 2890.856950 = -464893.552142 nChanged 17 SP:Iteration 27Q (1610.741497 sec): 3 clusters Score: Raw -467787.674095 + Penalty 2890.856950 = -464896.817145 nChanged 16 SP:Iteration 28Q (1610.764361 sec): 3 clusters Score: Raw -467791.517368 + Penalty 2890.856950 = -464900.660418 nChanged 18 SP:Iteration 29Q (1610.787202 sec): 3 clusters Score: Raw -467795.791295 + Penalty 2890.856950 = -464904.934345 nChanged 21 SP:Iteration 30Q (1610.810330 sec): 3 clusters Score: Raw -467799.789579 + Penalty 2890.856950 = -464908.932629 nChanged 15 SP:Iteration 31Q (1610.865145 sec): 3 clusters Score: Raw -467802.976237 + Penalty 2890.856950 = -464912.119287 nChanged 27 SP:Iteration 32Q (1610.888041 sec): 3 clusters Score: Raw -467808.937346 + Penalty 2890.856950 = -464918.080397 nChanged 30 SP:Iteration 33Q (1610.910841 sec): 3 clusters Score: Raw -467819.650332 + Penalty 2890.856950 = -464928.793382 nChanged 40 SP:Iteration 34Q (1610.933802 sec): 3 clusters Score: Raw -467836.131482 + Penalty 2890.856950 = -464945.274532 nChanged 51 SP:Iteration 35Q (1610.956884 sec): 3 clusters Score: Raw -467861.850741 + Penalty 2890.856950 = -464970.993791 nChanged 52 SP:Iteration 36Q (1610.979961 sec): 3 clusters Score: Raw -467887.803568 + Penalty 2890.856950 = -464996.946618 nChanged 64 SP:Iteration 37Q (1611.002961 sec): 3 clusters Score: Raw -467921.471898 + Penalty 2890.856950 = -465030.614948 nChanged 65 SP:Iteration 38Q (1611.025979 sec): 3 clusters Score: Raw -467956.220860 + Penalty 2890.856950 = -465065.363910 nChanged 75 SP:Iteration 39Q (1611.049091 sec): 3 clusters Score: Raw -467997.983580 + Penalty 2890.856950 = -465107.126630 nChanged 75 SP:Iteration 40F (1611.073020 sec): 3 clusters Score: Raw -468042.481507 + Penalty 2890.856950 = -465151.624557 nChanged 65 SP:Iteration 41Q (1611.095985 sec): 3 clusters Score: Raw -468083.558873 + Penalty 2890.856950 = -465192.701923 nChanged 63 SP:Iteration 42Q (1611.119255 sec): 3 clusters Score: Raw -468113.057929 + Penalty 2890.856950 = -465222.200979 nChanged 46 SP:Iteration 43Q (1611.142202 sec): 3 clusters Score: Raw -468131.220923 + Penalty 2890.856950 = -465240.363973 nChanged 44 SP:Iteration 44Q (1611.164807 sec): 3 clusters Score: Raw -468148.819059 + Penalty 2890.856950 = -465257.962109 nChanged 41 SP:Iteration 45Q (1611.187533 sec): 3 clusters Score: Raw -468168.228170 + Penalty 2890.856950 = -465277.371220 nChanged 37 SP:Iteration 46Q (1611.210147 sec): 3 clusters Score: Raw -468189.586980 + Penalty 2890.856950 = -465298.730030 nChanged 44 SP:Iteration 47Q (1611.232663 sec): 3 clusters Score: Raw -468210.521332 + Penalty 2890.856950 = -465319.664382 nChanged 54 SP:Iteration 48Q (1611.255283 sec): 3 clusters Score: Raw -468233.914667 + Penalty 2890.856950 = -465343.057717 nChanged 45 SP:Iteration 49Q (1611.277887 sec): 3 clusters Score: Raw -468253.624066 + Penalty 2890.856950 = -465362.767116 nChanged 49 SP:Iteration 50Q (1611.300428 sec): 3 clusters Score: Raw -468271.415878 + Penalty 2890.856950 = -465380.558928 nChanged 44 SP:Iteration 51Q (1611.323037 sec): 3 clusters Score: Raw -468295.177498 + Penalty 2890.856950 = -465404.320548 nChanged 50 SP:Iteration 52Q (1611.345487 sec): 3 clusters Score: Raw -468320.409441 + Penalty 2890.856950 = -465429.552491 nChanged 48 SP:Iteration 53Q (1611.368057 sec): 3 clusters Score: Raw -468341.323367 + Penalty 2890.856950 = -465450.466417 nChanged 52 SP:Iteration 54Q (1611.390609 sec): 3 clusters Score: Raw -468363.259702 + Penalty 2890.856950 = -465472.402752 nChanged 50 SP:Iteration 55Q (1611.412713 sec): 3 clusters Score: Raw -468390.513072 + Penalty 2890.856950 = -465499.656122 nChanged 45 SP:Iteration 56Q (1611.434756 sec): 3 clusters Score: Raw -468422.697249 + Penalty 2890.856950 = -465531.840300 nChanged 51 SP:Iteration 57Q (1611.457162 sec): 3 clusters Score: Raw -468450.849234 + Penalty 2890.856950 = -465559.992285 nChanged 44 SP:Iteration 58Q (1611.479454 sec): 3 clusters Score: Raw -468473.002080 + Penalty 2890.856950 = -465582.145130 nChanged 33 SP:Iteration 59Q (1611.501739 sec): 3 clusters Score: Raw -468481.351950 + Penalty 2890.856950 = -465590.495000 nChanged 11 SP:Iteration 60F (1611.525625 sec): 3 clusters Score: Raw -468483.452431 + Penalty 2890.856950 = -465592.595481 nChanged 16 SP:Iteration 61Q (1611.547991 sec): 3 clusters Score: Raw -468486.369102 + Penalty 2890.856950 = -465595.512152 nChanged 5 SP:Iteration 62Q (1611.570412 sec): 3 clusters Score: Raw -468487.243490 + Penalty 2890.856950 = -465596.386540 nChanged 7 SP:Iteration 63Q (1611.592624 sec): 3 clusters Score: Raw -468488.682947 + Penalty 2890.856950 = -465597.825998 nChanged 5 SP:Iteration 64Q (1611.614967 sec): 3 clusters Score: Raw -468489.462613 + Penalty 2890.856950 = -465598.605663 nChanged 3 SP:Iteration 65Q (1611.637097 sec): 3 clusters Score: Raw -468490.068616 + Penalty 2890.856950 = -465599.211667 nChanged 2 SP:Iteration 66Q (1611.659497 sec): 3 clusters Score: Raw -468490.493911 + Penalty 2890.856950 = -465599.636961 nChanged 0 SP:Iteration 67F (1611.683423 sec): 3 clusters Score: Raw -468490.493911 + Penalty 2890.856950 = -465599.636961 nChanged 0 Trying to split cluster 12 (1618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1611.698069 sec): 2 clusters Score: Raw -86890.314648 + Penalty 1200.703741 = -85689.610907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1611.706941 sec): 3 clusters Score: Raw -86240.406809 + Penalty 2401.407482 = -83838.999327 nChanged 547 SP:Iteration 1F (1611.715202 sec): 3 clusters Score: Raw -86642.682534 + Penalty 2401.407482 = -84241.275052 nChanged 150 SP:Iteration 2F (1611.723567 sec): 3 clusters Score: Raw -86819.567084 + Penalty 2401.407482 = -84418.159602 nChanged 107 SP:Iteration 3F (1611.731882 sec): 3 clusters Score: Raw -86950.584564 + Penalty 2401.407482 = -84549.177082 nChanged 76 SP:Iteration 4Q (1611.740163 sec): 3 clusters Score: Raw -87031.804657 + Penalty 2401.407482 = -84630.397175 nChanged 68 SP:Iteration 5Q (1611.748433 sec): 3 clusters Score: Raw -87096.457193 + Penalty 2401.407482 = -84695.049712 nChanged 52 SP:Iteration 6Q (1611.756632 sec): 3 clusters Score: Raw -87154.221330 + Penalty 2401.407482 = -84752.813848 nChanged 41 SP:Iteration 7Q (1611.764795 sec): 3 clusters Score: Raw -87190.515521 + Penalty 2401.407482 = -84789.108040 nChanged 21 SP:Iteration 8Q (1611.773012 sec): 3 clusters Score: Raw -87203.274695 + Penalty 2401.407482 = -84801.867214 nChanged 17 SP:Iteration 9Q (1611.781222 sec): 3 clusters Score: Raw -87212.246577 + Penalty 2401.407482 = -84810.839095 nChanged 12 SP:Iteration 10Q (1611.789348 sec): 3 clusters Score: Raw -87218.804796 + Penalty 2401.407482 = -84817.397314 nChanged 4 SP:Iteration 11Q (1611.797549 sec): 3 clusters Score: Raw -87220.612138 + Penalty 2401.407482 = -84819.204656 nChanged 7 SP:Iteration 12Q (1611.805681 sec): 3 clusters Score: Raw -87224.767905 + Penalty 2401.407482 = -84823.360423 nChanged 9 SP:Iteration 13Q (1611.813897 sec): 3 clusters Score: Raw -87228.697033 + Penalty 2401.407482 = -84827.289552 nChanged 4 SP:Iteration 14Q (1611.822023 sec): 3 clusters Score: Raw -87230.591091 + Penalty 2401.407482 = -84829.183609 nChanged 1 SP:Iteration 15Q (1611.830204 sec): 3 clusters Score: Raw -87230.943680 + Penalty 2401.407482 = -84829.536198 nChanged 0 SP:Iteration 16F (1611.838519 sec): 3 clusters Score: Raw -87230.943680 + Penalty 2401.407482 = -84829.536198 nChanged 0 Trying to split cluster 13 (7173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1611.859710 sec): 2 clusters Score: Raw -493395.341068 + Penalty 1442.687879 = -491952.653189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1611.885094 sec): 3 clusters Score: Raw -489522.352510 + Penalty 2885.375758 = -486636.976752 nChanged 2954 SP:Iteration 1F (1611.909815 sec): 3 clusters Score: Raw -491238.952057 + Penalty 2885.375758 = -488353.576299 nChanged 615 SP:Iteration 2F (1611.934896 sec): 3 clusters Score: Raw -491650.885866 + Penalty 2885.375758 = -488765.510107 nChanged 509 SP:Iteration 3F (1611.959720 sec): 3 clusters Score: Raw -492001.426109 + Penalty 2885.375758 = -489116.050351 nChanged 482 SP:Iteration 4F (1611.984567 sec): 3 clusters Score: Raw -492328.871802 + Penalty 2885.375758 = -489443.496044 nChanged 414 SP:Iteration 5F (1612.009553 sec): 3 clusters Score: Raw -492599.329019 + Penalty 2885.375758 = -489713.953261 nChanged 319 SP:Iteration 6Q (1612.034482 sec): 3 clusters Score: Raw -492790.244527 + Penalty 2885.375758 = -489904.868769 nChanged 231 SP:Iteration 7Q (1612.059508 sec): 3 clusters Score: Raw -492917.311183 + Penalty 2885.375758 = -490031.935424 nChanged 180 SP:Iteration 8Q (1612.084478 sec): 3 clusters Score: Raw -493025.080696 + Penalty 2885.375758 = -490139.704938 nChanged 167 SP:Iteration 9Q (1612.109374 sec): 3 clusters Score: Raw -493121.158916 + Penalty 2885.375758 = -490235.783158 nChanged 117 SP:Iteration 10Q (1612.134267 sec): 3 clusters Score: Raw -493190.914938 + Penalty 2885.375758 = -490305.539180 nChanged 107 SP:Iteration 11Q (1612.159015 sec): 3 clusters Score: Raw -493262.968196 + Penalty 2885.375758 = -490377.592438 nChanged 108 SP:Iteration 12Q (1612.183519 sec): 3 clusters Score: Raw -493332.049368 + Penalty 2885.375758 = -490446.673610 nChanged 91 SP:Iteration 13Q (1612.208109 sec): 3 clusters Score: Raw -493382.072557 + Penalty 2885.375758 = -490496.696798 nChanged 66 SP:Iteration 14Q (1612.232374 sec): 3 clusters Score: Raw -493417.634029 + Penalty 2885.375758 = -490532.258270 nChanged 53 SP:Iteration 15Q (1612.256781 sec): 3 clusters Score: Raw -493449.229240 + Penalty 2885.375758 = -490563.853481 nChanged 60 SP:Iteration 16Q (1612.280995 sec): 3 clusters Score: Raw -493487.372686 + Penalty 2885.375758 = -490601.996928 nChanged 54 SP:Iteration 17Q (1612.305005 sec): 3 clusters Score: Raw -493525.954383 + Penalty 2885.375758 = -490640.578625 nChanged 46 SP:Iteration 18Q (1612.328619 sec): 3 clusters Score: Raw -493554.237371 + Penalty 2885.375758 = -490668.861612 nChanged 33 SP:Iteration 19Q (1612.352213 sec): 3 clusters Score: Raw -493572.569484 + Penalty 2885.375758 = -490687.193726 nChanged 23 SP:Iteration 20F (1612.377266 sec): 3 clusters Score: Raw -493584.195759 + Penalty 2885.375758 = -490698.820000 nChanged 16 SP:Iteration 21Q (1612.400576 sec): 3 clusters Score: Raw -493591.864428 + Penalty 2885.375758 = -490706.488670 nChanged 19 SP:Iteration 22Q (1612.423557 sec): 3 clusters Score: Raw -493601.881710 + Penalty 2885.375758 = -490716.505952 nChanged 19 SP:Iteration 23Q (1612.446586 sec): 3 clusters Score: Raw -493613.799179 + Penalty 2885.375758 = -490728.423421 nChanged 19 SP:Iteration 24Q (1612.469750 sec): 3 clusters Score: Raw -493627.645281 + Penalty 2885.375758 = -490742.269522 nChanged 17 SP:Iteration 25Q (1612.492684 sec): 3 clusters Score: Raw -493639.620508 + Penalty 2885.375758 = -490754.244750 nChanged 14 SP:Iteration 26Q (1612.515567 sec): 3 clusters Score: Raw -493650.198729 + Penalty 2885.375758 = -490764.822971 nChanged 13 SP:Iteration 27Q (1612.538684 sec): 3 clusters Score: Raw -493662.235883 + Penalty 2885.375758 = -490776.860124 nChanged 14 SP:Iteration 28Q (1612.561545 sec): 3 clusters Score: Raw -493669.033323 + Penalty 2885.375758 = -490783.657565 nChanged 6 SP:Iteration 29Q (1612.584332 sec): 3 clusters Score: Raw -493671.850933 + Penalty 2885.375758 = -490786.475175 nChanged 1 SP:Iteration 30Q (1612.607110 sec): 3 clusters Score: Raw -493672.169204 + Penalty 2885.375758 = -490786.793446 nChanged 1 SP:Iteration 31Q (1612.629883 sec): 3 clusters Score: Raw -493672.449014 + Penalty 2885.375758 = -490787.073256 nChanged 0 SP:Iteration 32F (1612.654514 sec): 3 clusters Score: Raw -493672.449014 + Penalty 2885.375758 = -490787.073256 nChanged 0 Trying to split cluster 14 (21868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1612.695785 sec): 2 clusters Score: Raw -1460479.956492 + Penalty 1623.826695 = -1458856.129797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1612.746964 sec): 3 clusters Score: Raw -1447242.370396 + Penalty 3247.653390 = -1443994.717006 nChanged 9896 SP:Iteration 1F (1612.796129 sec): 3 clusters Score: Raw -1452682.180317 + Penalty 3247.653390 = -1449434.526927 nChanged 1097 SP:Iteration 2F (1612.845710 sec): 3 clusters Score: Raw -1453142.118375 + Penalty 3247.653390 = -1449894.464985 nChanged 1091 SP:Iteration 3Q (1612.896067 sec): 3 clusters Score: Raw -1453711.096224 + Penalty 3247.653390 = -1450463.442834 nChanged 1248 SP:Iteration 4F (1612.945416 sec): 3 clusters Score: Raw -1454491.259512 + Penalty 3247.653390 = -1451243.606123 nChanged 1386 SP:Iteration 5F (1612.994711 sec): 3 clusters Score: Raw -1455397.406352 + Penalty 3247.653390 = -1452149.752963 nChanged 1464 SP:Iteration 6F (1613.044054 sec): 3 clusters Score: Raw -1456374.373524 + Penalty 3247.653390 = -1453126.720134 nChanged 1387 SP:Iteration 7F (1613.093288 sec): 3 clusters Score: Raw -1457253.755871 + Penalty 3247.653390 = -1454006.102481 nChanged 1164 SP:Iteration 8F (1613.142636 sec): 3 clusters Score: Raw -1457905.423150 + Penalty 3247.653390 = -1454657.769761 nChanged 906 SP:Iteration 9Q (1613.192125 sec): 3 clusters Score: Raw -1458321.962931 + Penalty 3247.653390 = -1455074.309542 nChanged 680 SP:Iteration 10Q (1613.241284 sec): 3 clusters Score: Raw -1458594.305594 + Penalty 3247.653390 = -1455346.652205 nChanged 540 SP:Iteration 11Q (1613.290314 sec): 3 clusters Score: Raw -1458784.026815 + Penalty 3247.653390 = -1455536.373425 nChanged 433 SP:Iteration 12Q (1613.339308 sec): 3 clusters Score: Raw -1458928.631872 + Penalty 3247.653390 = -1455680.978483 nChanged 340 SP:Iteration 13Q (1613.388185 sec): 3 clusters Score: Raw -1459039.897948 + Penalty 3247.653390 = -1455792.244558 nChanged 302 SP:Iteration 14Q (1613.436783 sec): 3 clusters Score: Raw -1459143.308087 + Penalty 3247.653390 = -1455895.654697 nChanged 269 SP:Iteration 15Q (1613.485461 sec): 3 clusters Score: Raw -1459226.838631 + Penalty 3247.653390 = -1455979.185242 nChanged 240 SP:Iteration 16Q (1613.533713 sec): 3 clusters Score: Raw -1459306.589231 + Penalty 3247.653390 = -1456058.935841 nChanged 248 SP:Iteration 17Q (1613.581753 sec): 3 clusters Score: Raw -1459391.580670 + Penalty 3247.653390 = -1456143.927281 nChanged 219 SP:Iteration 18Q (1613.629453 sec): 3 clusters Score: Raw -1459463.180208 + Penalty 3247.653390 = -1456215.526818 nChanged 195 SP:Iteration 19Q (1613.676897 sec): 3 clusters Score: Raw -1459521.180005 + Penalty 3247.653390 = -1456273.526616 nChanged 173 SP:Iteration 20F (1613.726187 sec): 3 clusters Score: Raw -1459563.819766 + Penalty 3247.653390 = -1456316.166377 nChanged 173 SP:Iteration 21Q (1613.773346 sec): 3 clusters Score: Raw -1459609.039571 + Penalty 3247.653390 = -1456361.386182 nChanged 169 SP:Iteration 22Q (1613.820197 sec): 3 clusters Score: Raw -1459654.848570 + Penalty 3247.653390 = -1456407.195180 nChanged 173 SP:Iteration 23Q (1613.866937 sec): 3 clusters Score: Raw -1459698.939221 + Penalty 3247.653390 = -1456451.285831 nChanged 175 SP:Iteration 24Q (1613.914795 sec): 3 clusters Score: Raw -1459746.528422 + Penalty 3247.653390 = -1456498.875033 nChanged 177 SP:Iteration 25Q (1613.961679 sec): 3 clusters Score: Raw -1459790.807450 + Penalty 3247.653390 = -1456543.154060 nChanged 158 SP:Iteration 26Q (1614.008383 sec): 3 clusters Score: Raw -1459826.991221 + Penalty 3247.653390 = -1456579.337832 nChanged 140 SP:Iteration 27Q (1614.054264 sec): 3 clusters Score: Raw -1459856.735717 + Penalty 3247.653390 = -1456609.082328 nChanged 125 SP:Iteration 28Q (1614.100048 sec): 3 clusters Score: Raw -1459882.990006 + Penalty 3247.653390 = -1456635.336616 nChanged 128 SP:Iteration 29Q (1614.146415 sec): 3 clusters Score: Raw -1459911.528503 + Penalty 3247.653390 = -1456663.875114 nChanged 139 SP:Iteration 30Q (1614.191943 sec): 3 clusters Score: Raw -1459941.797615 + Penalty 3247.653390 = -1456694.144225 nChanged 136 SP:Iteration 31Q (1614.237734 sec): 3 clusters Score: Raw -1459971.002561 + Penalty 3247.653390 = -1456723.349172 nChanged 110 SP:Iteration 32Q (1614.282924 sec): 3 clusters Score: Raw -1459994.456707 + Penalty 3247.653390 = -1456746.803317 nChanged 112 SP:Iteration 33Q (1614.328426 sec): 3 clusters Score: Raw -1460021.144016 + Penalty 3247.653390 = -1456773.490626 nChanged 100 SP:Iteration 34Q (1614.373611 sec): 3 clusters Score: Raw -1460042.823380 + Penalty 3247.653390 = -1456795.169991 nChanged 93 SP:Iteration 35Q (1614.418591 sec): 3 clusters Score: Raw -1460064.886781 + Penalty 3247.653390 = -1456817.233391 nChanged 90 SP:Iteration 36Q (1614.485665 sec): 3 clusters Score: Raw -1460088.713169 + Penalty 3247.653390 = -1456841.059779 nChanged 103 SP:Iteration 37Q (1614.530630 sec): 3 clusters Score: Raw -1460113.188718 + Penalty 3247.653390 = -1456865.535329 nChanged 101 SP:Iteration 38Q (1614.575344 sec): 3 clusters Score: Raw -1460137.987461 + Penalty 3247.653390 = -1456890.334071 nChanged 98 SP:Iteration 39Q (1614.620066 sec): 3 clusters Score: Raw -1460167.467701 + Penalty 3247.653390 = -1456919.814312 nChanged 120 SP:Iteration 40F (1614.669556 sec): 3 clusters Score: Raw -1460209.914511 + Penalty 3247.653390 = -1456962.261121 nChanged 130 SP:Iteration 41Q (1614.714235 sec): 3 clusters Score: Raw -1460253.969569 + Penalty 3247.653390 = -1457006.316179 nChanged 126 SP:Iteration 42Q (1614.758561 sec): 3 clusters Score: Raw -1460298.310588 + Penalty 3247.653390 = -1457050.657199 nChanged 125 SP:Iteration 43Q (1614.802660 sec): 3 clusters Score: Raw -1460352.441683 + Penalty 3247.653390 = -1457104.788293 nChanged 140 SP:Iteration 44Q (1614.846910 sec): 3 clusters Score: Raw -1460425.803333 + Penalty 3247.653390 = -1457178.149943 nChanged 134 SP:Iteration 45Q (1614.890882 sec): 3 clusters Score: Raw -1460495.428178 + Penalty 3247.653390 = -1457247.774789 nChanged 133 SP:Iteration 46Q (1614.934593 sec): 3 clusters Score: Raw -1460565.507468 + Penalty 3247.653390 = -1457317.854078 nChanged 122 SP:Iteration 47Q (1614.978109 sec): 3 clusters Score: Raw -1460626.754499 + Penalty 3247.653390 = -1457379.101110 nChanged 102 SP:Iteration 48Q (1615.021214 sec): 3 clusters Score: Raw -1460670.812212 + Penalty 3247.653390 = -1457423.158823 nChanged 97 SP:Iteration 49Q (1615.064440 sec): 3 clusters Score: Raw -1460721.264285 + Penalty 3247.653390 = -1457473.610895 nChanged 84 SP:Iteration 50Q (1615.107515 sec): 3 clusters Score: Raw -1460755.665653 + Penalty 3247.653390 = -1457508.012263 nChanged 79 SP:Iteration 51Q (1615.150425 sec): 3 clusters Score: Raw -1460788.863124 + Penalty 3247.653390 = -1457541.209735 nChanged 79 SP:Iteration 52Q (1615.193174 sec): 3 clusters Score: Raw -1460820.198043 + Penalty 3247.653390 = -1457572.544653 nChanged 72 SP:Iteration 53Q (1615.235806 sec): 3 clusters Score: Raw -1460847.026405 + Penalty 3247.653390 = -1457599.373016 nChanged 55 SP:Iteration 54Q (1615.278383 sec): 3 clusters Score: Raw -1460864.152379 + Penalty 3247.653390 = -1457616.498990 nChanged 36 SP:Iteration 55Q (1615.320894 sec): 3 clusters Score: Raw -1460874.359796 + Penalty 3247.653390 = -1457626.706406 nChanged 28 SP:Iteration 56Q (1615.363290 sec): 3 clusters Score: Raw -1460883.020435 + Penalty 3247.653390 = -1457635.367046 nChanged 33 SP:Iteration 57Q (1615.405873 sec): 3 clusters Score: Raw -1460891.803693 + Penalty 3247.653390 = -1457644.150303 nChanged 20 SP:Iteration 58Q (1615.448307 sec): 3 clusters Score: Raw -1460896.521235 + Penalty 3247.653390 = -1457648.867846 nChanged 16 SP:Iteration 59Q (1615.490594 sec): 3 clusters Score: Raw -1460900.437381 + Penalty 3247.653390 = -1457652.783991 nChanged 22 SP:Iteration 60F (1615.539908 sec): 3 clusters Score: Raw -1460906.552589 + Penalty 3247.653390 = -1457658.899200 nChanged 22 SP:Iteration 61Q (1615.582455 sec): 3 clusters Score: Raw -1460914.263916 + Penalty 3247.653390 = -1457666.610527 nChanged 26 SP:Iteration 62Q (1615.624765 sec): 3 clusters Score: Raw -1460921.908273 + Penalty 3247.653390 = -1457674.254883 nChanged 27 SP:Iteration 63Q (1615.667170 sec): 3 clusters Score: Raw -1460928.811393 + Penalty 3247.653390 = -1457681.158004 nChanged 21 SP:Iteration 64Q (1615.709427 sec): 3 clusters Score: Raw -1460934.686610 + Penalty 3247.653390 = -1457687.033220 nChanged 16 SP:Iteration 65Q (1615.751763 sec): 3 clusters Score: Raw -1460938.915941 + Penalty 3247.653390 = -1457691.262552 nChanged 14 SP:Iteration 66Q (1615.794071 sec): 3 clusters Score: Raw -1460943.317028 + Penalty 3247.653390 = -1457695.663639 nChanged 16 SP:Iteration 67Q (1615.836177 sec): 3 clusters Score: Raw -1460947.530681 + Penalty 3247.653390 = -1457699.877291 nChanged 17 SP:Iteration 68Q (1615.878476 sec): 3 clusters Score: Raw -1460952.511374 + Penalty 3247.653390 = -1457704.857984 nChanged 19 SP:Iteration 69Q (1615.920601 sec): 3 clusters Score: Raw -1460957.812931 + Penalty 3247.653390 = -1457710.159542 nChanged 16 SP:Iteration 70Q (1615.992899 sec): 3 clusters Score: Raw -1460961.548927 + Penalty 3247.653390 = -1457713.895538 nChanged 6 SP:Iteration 71Q (1616.070458 sec): 3 clusters Score: Raw -1460962.653893 + Penalty 3247.653390 = -1457715.000504 nChanged 7 SP:Iteration 72Q (1616.112266 sec): 3 clusters Score: Raw -1460964.324814 + Penalty 3247.653390 = -1457716.671425 nChanged 6 SP:Iteration 73Q (1616.154320 sec): 3 clusters Score: Raw -1460965.449471 + Penalty 3247.653390 = -1457717.796081 nChanged 1 SP:Iteration 74Q (1616.196382 sec): 3 clusters Score: Raw -1460965.578037 + Penalty 3247.653390 = -1457717.924648 nChanged 0 SP:Iteration 75F (1616.245777 sec): 3 clusters Score: Raw -1460965.578037 + Penalty 3247.653390 = -1457717.924648 nChanged 0 Trying to split cluster 15 (11358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1616.269808 sec): 2 clusters Score: Raw -750182.049037 + Penalty 1517.372613 = -748664.676424 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1616.301543 sec): 3 clusters Score: Raw -743616.550724 + Penalty 3034.745227 = -740581.805497 nChanged 4968 SP:Iteration 1F (1616.331995 sec): 3 clusters Score: Raw -746434.350803 + Penalty 3034.745227 = -743399.605576 nChanged 783 SP:Iteration 2F (1616.362723 sec): 3 clusters Score: Raw -746897.871720 + Penalty 3034.745227 = -743863.126493 nChanged 808 SP:Iteration 3F (1616.393583 sec): 3 clusters Score: Raw -747424.198713 + Penalty 3034.745227 = -744389.453487 nChanged 789 SP:Iteration 4F (1616.424569 sec): 3 clusters Score: Raw -747955.521142 + Penalty 3034.745227 = -744920.775915 nChanged 746 SP:Iteration 5F (1616.455228 sec): 3 clusters Score: Raw -748534.449119 + Penalty 3034.745227 = -745499.703892 nChanged 697 SP:Iteration 6F (1616.486311 sec): 3 clusters Score: Raw -749055.039477 + Penalty 3034.745227 = -746020.294250 nChanged 565 SP:Iteration 7Q (1616.517163 sec): 3 clusters Score: Raw -749438.434922 + Penalty 3034.745227 = -746403.689696 nChanged 444 SP:Iteration 8Q (1616.547815 sec): 3 clusters Score: Raw -749739.681284 + Penalty 3034.745227 = -746704.936057 nChanged 349 SP:Iteration 9Q (1616.578770 sec): 3 clusters Score: Raw -749984.562202 + Penalty 3034.745227 = -746949.816976 nChanged 289 SP:Iteration 10Q (1616.609439 sec): 3 clusters Score: Raw -750150.686803 + Penalty 3034.745227 = -747115.941576 nChanged 201 SP:Iteration 11Q (1616.640193 sec): 3 clusters Score: Raw -750245.675869 + Penalty 3034.745227 = -747210.930643 nChanged 132 SP:Iteration 12Q (1616.670602 sec): 3 clusters Score: Raw -750305.018291 + Penalty 3034.745227 = -747270.273065 nChanged 116 SP:Iteration 13Q (1616.701131 sec): 3 clusters Score: Raw -750351.104191 + Penalty 3034.745227 = -747316.358965 nChanged 95 SP:Iteration 14Q (1616.731568 sec): 3 clusters Score: Raw -750385.456101 + Penalty 3034.745227 = -747350.710874 nChanged 71 SP:Iteration 15Q (1616.761904 sec): 3 clusters Score: Raw -750415.360335 + Penalty 3034.745227 = -747380.615108 nChanged 60 SP:Iteration 16Q (1616.792299 sec): 3 clusters Score: Raw -750440.079704 + Penalty 3034.745227 = -747405.334477 nChanged 45 SP:Iteration 17Q (1616.822549 sec): 3 clusters Score: Raw -750453.906416 + Penalty 3034.745227 = -747419.161190 nChanged 36 SP:Iteration 18Q (1616.852744 sec): 3 clusters Score: Raw -750464.972893 + Penalty 3034.745227 = -747430.227667 nChanged 35 SP:Iteration 19Q (1616.883088 sec): 3 clusters Score: Raw -750476.269916 + Penalty 3034.745227 = -747441.524690 nChanged 25 SP:Iteration 20F (1616.913036 sec): 3 clusters Score: Raw -750484.515880 + Penalty 3034.745227 = -747449.770654 nChanged 21 SP:Iteration 21Q (1616.943210 sec): 3 clusters Score: Raw -750492.533153 + Penalty 3034.745227 = -747457.787926 nChanged 22 SP:Iteration 22Q (1616.973296 sec): 3 clusters Score: Raw -750499.876428 + Penalty 3034.745227 = -747465.131202 nChanged 19 SP:Iteration 23Q (1617.003202 sec): 3 clusters Score: Raw -750505.791717 + Penalty 3034.745227 = -747471.046491 nChanged 13 SP:Iteration 24Q (1617.033273 sec): 3 clusters Score: Raw -750509.553307 + Penalty 3034.745227 = -747474.808081 nChanged 16 SP:Iteration 25Q (1617.063382 sec): 3 clusters Score: Raw -750514.636317 + Penalty 3034.745227 = -747479.891091 nChanged 10 SP:Iteration 26Q (1617.092915 sec): 3 clusters Score: Raw -750517.028362 + Penalty 3034.745227 = -747482.283135 nChanged 9 SP:Iteration 27Q (1617.122822 sec): 3 clusters Score: Raw -750519.728328 + Penalty 3034.745227 = -747484.983101 nChanged 11 SP:Iteration 28Q (1617.152549 sec): 3 clusters Score: Raw -750524.567786 + Penalty 3034.745227 = -747489.822559 nChanged 12 SP:Iteration 29Q (1617.182133 sec): 3 clusters Score: Raw -750527.808633 + Penalty 3034.745227 = -747493.063407 nChanged 11 SP:Iteration 30Q (1617.212028 sec): 3 clusters Score: Raw -750530.693015 + Penalty 3034.745227 = -747495.947788 nChanged 5 SP:Iteration 31Q (1617.241755 sec): 3 clusters Score: Raw -750532.299425 + Penalty 3034.745227 = -747497.554198 nChanged 4 SP:Iteration 32Q (1617.271412 sec): 3 clusters Score: Raw -750533.184884 + Penalty 3034.745227 = -747498.439657 nChanged 1 SP:Iteration 33Q (1617.301267 sec): 3 clusters Score: Raw -750533.572388 + Penalty 3034.745227 = -747498.827161 nChanged 1 SP:Iteration 34Q (1617.331068 sec): 3 clusters Score: Raw -750533.800445 + Penalty 3034.745227 = -747499.055218 nChanged 0 SP:Iteration 35F (1617.361821 sec): 3 clusters Score: Raw -750533.800445 + Penalty 3034.745227 = -747499.055218 nChanged 0 Trying to split cluster 16 (6659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1617.382504 sec): 2 clusters Score: Raw -437733.889963 + Penalty 1430.605248 = -436303.284715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1617.406596 sec): 3 clusters Score: Raw -434128.898477 + Penalty 2861.210496 = -431267.687982 nChanged 2796 SP:Iteration 1F (1617.430015 sec): 3 clusters Score: Raw -435760.348903 + Penalty 2861.210496 = -432899.138408 nChanged 504 SP:Iteration 2F (1617.453700 sec): 3 clusters Score: Raw -436129.013779 + Penalty 2861.210496 = -433267.803283 nChanged 506 SP:Iteration 3F (1617.477489 sec): 3 clusters Score: Raw -436601.973218 + Penalty 2861.210496 = -433740.762722 nChanged 566 SP:Iteration 4F (1617.501001 sec): 3 clusters Score: Raw -437282.585109 + Penalty 2861.210496 = -434421.374613 nChanged 605 SP:Iteration 5F (1617.524673 sec): 3 clusters Score: Raw -437960.015983 + Penalty 2861.210496 = -435098.805487 nChanged 517 SP:Iteration 6F (1617.548417 sec): 3 clusters Score: Raw -438474.777199 + Penalty 2861.210496 = -435613.566704 nChanged 355 SP:Iteration 7F (1617.572058 sec): 3 clusters Score: Raw -438728.042333 + Penalty 2861.210496 = -435866.831837 nChanged 198 SP:Iteration 8Q (1617.595635 sec): 3 clusters Score: Raw -438829.097138 + Penalty 2861.210496 = -435967.886642 nChanged 124 SP:Iteration 9Q (1617.618912 sec): 3 clusters Score: Raw -438879.651054 + Penalty 2861.210496 = -436018.440559 nChanged 90 SP:Iteration 10Q (1617.642296 sec): 3 clusters Score: Raw -438911.683691 + Penalty 2861.210496 = -436050.473196 nChanged 64 SP:Iteration 11Q (1617.665568 sec): 3 clusters Score: Raw -438926.834206 + Penalty 2861.210496 = -436065.623711 nChanged 39 SP:Iteration 12Q (1617.689142 sec): 3 clusters Score: Raw -438936.218176 + Penalty 2861.210496 = -436075.007681 nChanged 37 SP:Iteration 13Q (1617.712427 sec): 3 clusters Score: Raw -438942.212769 + Penalty 2861.210496 = -436081.002273 nChanged 16 SP:Iteration 14Q (1617.735732 sec): 3 clusters Score: Raw -438945.521617 + Penalty 2861.210496 = -436084.311121 nChanged 18 SP:Iteration 15Q (1617.759006 sec): 3 clusters Score: Raw -438948.007289 + Penalty 2861.210496 = -436086.796793 nChanged 11 SP:Iteration 16Q (1617.782159 sec): 3 clusters Score: Raw -438949.738625 + Penalty 2861.210496 = -436088.528130 nChanged 15 SP:Iteration 17Q (1617.805659 sec): 3 clusters Score: Raw -438952.158973 + Penalty 2861.210496 = -436090.948477 nChanged 11 SP:Iteration 18Q (1617.829251 sec): 3 clusters Score: Raw -438953.686985 + Penalty 2861.210496 = -436092.476489 nChanged 8 SP:Iteration 19Q (1617.852545 sec): 3 clusters Score: Raw -438954.613259 + Penalty 2861.210496 = -436093.402763 nChanged 6 SP:Iteration 20F (1617.876184 sec): 3 clusters Score: Raw -438955.568220 + Penalty 2861.210496 = -436094.357725 nChanged 12 SP:Iteration 21Q (1617.899624 sec): 3 clusters Score: Raw -438957.440291 + Penalty 2861.210496 = -436096.229796 nChanged 7 SP:Iteration 22Q (1617.923113 sec): 3 clusters Score: Raw -438958.340556 + Penalty 2861.210496 = -436097.130060 nChanged 5 SP:Iteration 23Q (1617.946484 sec): 3 clusters Score: Raw -438958.980361 + Penalty 2861.210496 = -436097.769866 nChanged 9 SP:Iteration 24Q (1617.969855 sec): 3 clusters Score: Raw -438960.044821 + Penalty 2861.210496 = -436098.834325 nChanged 4 SP:Iteration 25Q (1617.993232 sec): 3 clusters Score: Raw -438960.620704 + Penalty 2861.210496 = -436099.410208 nChanged 9 SP:Iteration 26Q (1618.016754 sec): 3 clusters Score: Raw -438962.137792 + Penalty 2861.210496 = -436100.927296 nChanged 6 SP:Iteration 27Q (1618.040283 sec): 3 clusters Score: Raw -438962.921603 + Penalty 2861.210496 = -436101.711107 nChanged 4 SP:Iteration 28Q (1618.063698 sec): 3 clusters Score: Raw -438963.404945 + Penalty 2861.210496 = -436102.194449 nChanged 0 SP:Iteration 29F (1618.087310 sec): 3 clusters Score: Raw -438963.404945 + Penalty 2861.210496 = -436102.194449 nChanged 0 Trying to split cluster 17 (2241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1618.103233 sec): 2 clusters Score: Raw -135437.082739 + Penalty 1253.635089 = -134183.447650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1618.115236 sec): 3 clusters Score: Raw -134433.525649 + Penalty 2507.270179 = -131926.255470 nChanged 815 SP:Iteration 1F (1618.126321 sec): 3 clusters Score: Raw -134933.741869 + Penalty 2507.270179 = -132426.471690 nChanged 203 SP:Iteration 2F (1618.137510 sec): 3 clusters Score: Raw -135084.391200 + Penalty 2507.270179 = -132577.121021 nChanged 123 SP:Iteration 3F (1618.148595 sec): 3 clusters Score: Raw -135177.061129 + Penalty 2507.270179 = -132669.790950 nChanged 73 SP:Iteration 4Q (1618.159763 sec): 3 clusters Score: Raw -135239.851552 + Penalty 2507.270179 = -132732.581373 nChanged 87 SP:Iteration 5Q (1618.170928 sec): 3 clusters Score: Raw -135315.648063 + Penalty 2507.270179 = -132808.377884 nChanged 86 SP:Iteration 6Q (1618.182085 sec): 3 clusters Score: Raw -135405.065928 + Penalty 2507.270179 = -132897.795749 nChanged 88 SP:Iteration 7Q (1618.193093 sec): 3 clusters Score: Raw -135485.365864 + Penalty 2507.270179 = -132978.095685 nChanged 71 SP:Iteration 8Q (1618.204200 sec): 3 clusters Score: Raw -135561.888594 + Penalty 2507.270179 = -133054.618415 nChanged 70 SP:Iteration 9Q (1618.215299 sec): 3 clusters Score: Raw -135618.265305 + Penalty 2507.270179 = -133110.995126 nChanged 58 SP:Iteration 10Q (1618.226359 sec): 3 clusters Score: Raw -135667.287811 + Penalty 2507.270179 = -133160.017632 nChanged 53 SP:Iteration 11Q (1618.237407 sec): 3 clusters Score: Raw -135707.543431 + Penalty 2507.270179 = -133200.273252 nChanged 42 SP:Iteration 12Q (1618.248455 sec): 3 clusters Score: Raw -135734.461359 + Penalty 2507.270179 = -133227.191180 nChanged 30 SP:Iteration 13Q (1618.259475 sec): 3 clusters Score: Raw -135749.243060 + Penalty 2507.270179 = -133241.972881 nChanged 20 SP:Iteration 14Q (1618.270517 sec): 3 clusters Score: Raw -135758.619975 + Penalty 2507.270179 = -133251.349796 nChanged 20 SP:Iteration 15Q (1618.281461 sec): 3 clusters Score: Raw -135767.643276 + Penalty 2507.270179 = -133260.373097 nChanged 11 SP:Iteration 16Q (1618.292470 sec): 3 clusters Score: Raw -135772.276805 + Penalty 2507.270179 = -133265.006626 nChanged 6 SP:Iteration 17Q (1618.303447 sec): 3 clusters Score: Raw -135774.682078 + Penalty 2507.270179 = -133267.411899 nChanged 5 SP:Iteration 18Q (1618.314411 sec): 3 clusters Score: Raw -135776.770069 + Penalty 2507.270179 = -133269.499890 nChanged 4 SP:Iteration 19Q (1618.325393 sec): 3 clusters Score: Raw -135778.131087 + Penalty 2507.270179 = -133270.860908 nChanged 4 SP:Iteration 20F (1618.336459 sec): 3 clusters Score: Raw -135779.432676 + Penalty 2507.270179 = -133272.162497 nChanged 1 SP:Iteration 21Q (1618.347365 sec): 3 clusters Score: Raw -135779.988457 + Penalty 2507.270179 = -133272.718278 nChanged 2 SP:Iteration 22Q (1618.358351 sec): 3 clusters Score: Raw -135781.043273 + Penalty 2507.270179 = -133273.773094 nChanged 3 SP:Iteration 23Q (1618.369389 sec): 3 clusters Score: Raw -135783.121118 + Penalty 2507.270179 = -133275.850939 nChanged 3 SP:Iteration 24Q (1618.380303 sec): 3 clusters Score: Raw -135783.812642 + Penalty 2507.270179 = -133276.542463 nChanged 0 SP:Iteration 25F (1618.391348 sec): 3 clusters Score: Raw -135783.812642 + Penalty 2507.270179 = -133276.542463 nChanged 0 Trying to split cluster 18 (6470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1618.412287 sec): 2 clusters Score: Raw -433853.156922 + Penalty 1425.926350 = -432427.230571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1618.436204 sec): 3 clusters Score: Raw -430296.441618 + Penalty 2851.852701 = -427444.588917 nChanged 2710 SP:Iteration 1F (1618.459301 sec): 3 clusters Score: Raw -431759.313015 + Penalty 2851.852701 = -428907.460314 nChanged 432 SP:Iteration 2F (1618.482781 sec): 3 clusters Score: Raw -431973.217142 + Penalty 2851.852701 = -429121.364441 nChanged 351 SP:Iteration 3F (1618.506111 sec): 3 clusters Score: Raw -432123.448130 + Penalty 2851.852701 = -429271.595429 nChanged 274 SP:Iteration 4Q (1618.529530 sec): 3 clusters Score: Raw -432243.427135 + Penalty 2851.852701 = -429391.574434 nChanged 244 SP:Iteration 5Q (1618.553167 sec): 3 clusters Score: Raw -432353.953658 + Penalty 2851.852701 = -429502.100957 nChanged 237 SP:Iteration 6Q (1618.576656 sec): 3 clusters Score: Raw -432463.241221 + Penalty 2851.852701 = -429611.388520 nChanged 222 SP:Iteration 7Q (1618.600141 sec): 3 clusters Score: Raw -432565.093516 + Penalty 2851.852701 = -429713.240815 nChanged 213 SP:Iteration 8Q (1618.623531 sec): 3 clusters Score: Raw -432666.559787 + Penalty 2851.852701 = -429814.707086 nChanged 202 SP:Iteration 9Q (1618.647038 sec): 3 clusters Score: Raw -432758.403976 + Penalty 2851.852701 = -429906.551276 nChanged 197 SP:Iteration 10Q (1618.670403 sec): 3 clusters Score: Raw -432854.732917 + Penalty 2851.852701 = -430002.880216 nChanged 188 SP:Iteration 11Q (1618.693909 sec): 3 clusters Score: Raw -432953.406893 + Penalty 2851.852701 = -430101.554192 nChanged 201 SP:Iteration 12Q (1618.717422 sec): 3 clusters Score: Raw -433073.790919 + Penalty 2851.852701 = -430221.938218 nChanged 210 SP:Iteration 13Q (1618.740893 sec): 3 clusters Score: Raw -433213.343099 + Penalty 2851.852701 = -430361.490398 nChanged 229 SP:Iteration 14Q (1618.764381 sec): 3 clusters Score: Raw -433370.770297 + Penalty 2851.852701 = -430518.917596 nChanged 209 SP:Iteration 15Q (1618.787896 sec): 3 clusters Score: Raw -433512.132250 + Penalty 2851.852701 = -430660.279549 nChanged 189 SP:Iteration 16Q (1618.811281 sec): 3 clusters Score: Raw -433605.949704 + Penalty 2851.852701 = -430754.097003 nChanged 132 SP:Iteration 17Q (1618.834468 sec): 3 clusters Score: Raw -433675.693557 + Penalty 2851.852701 = -430823.840856 nChanged 116 SP:Iteration 18Q (1618.857660 sec): 3 clusters Score: Raw -433726.733476 + Penalty 2851.852701 = -430874.880775 nChanged 88 SP:Iteration 19Q (1618.880881 sec): 3 clusters Score: Raw -433758.654285 + Penalty 2851.852701 = -430906.801584 nChanged 55 SP:Iteration 20F (1618.904320 sec): 3 clusters Score: Raw -433780.704466 + Penalty 2851.852701 = -430928.851765 nChanged 68 SP:Iteration 21Q (1618.927476 sec): 3 clusters Score: Raw -433807.564469 + Penalty 2851.852701 = -430955.711768 nChanged 66 SP:Iteration 22Q (1618.950808 sec): 3 clusters Score: Raw -433832.306767 + Penalty 2851.852701 = -430980.454067 nChanged 45 SP:Iteration 23Q (1618.973936 sec): 3 clusters Score: Raw -433846.137784 + Penalty 2851.852701 = -430994.285083 nChanged 39 SP:Iteration 24Q (1618.997062 sec): 3 clusters Score: Raw -433855.965542 + Penalty 2851.852701 = -431004.112841 nChanged 41 SP:Iteration 25Q (1619.020118 sec): 3 clusters Score: Raw -433866.396639 + Penalty 2851.852701 = -431014.543938 nChanged 33 SP:Iteration 26Q (1619.043044 sec): 3 clusters Score: Raw -433877.179820 + Penalty 2851.852701 = -431025.327119 nChanged 47 SP:Iteration 27Q (1619.066079 sec): 3 clusters Score: Raw -433891.168910 + Penalty 2851.852701 = -431039.316209 nChanged 39 SP:Iteration 28Q (1619.089135 sec): 3 clusters Score: Raw -433902.394621 + Penalty 2851.852701 = -431050.541920 nChanged 42 SP:Iteration 29Q (1619.112009 sec): 3 clusters Score: Raw -433914.246464 + Penalty 2851.852701 = -431062.393763 nChanged 48 SP:Iteration 30Q (1619.135070 sec): 3 clusters Score: Raw -433928.435173 + Penalty 2851.852701 = -431076.582472 nChanged 46 SP:Iteration 31Q (1619.158255 sec): 3 clusters Score: Raw -433941.458315 + Penalty 2851.852701 = -431089.605614 nChanged 40 SP:Iteration 32Q (1619.181198 sec): 3 clusters Score: Raw -433953.559676 + Penalty 2851.852701 = -431101.706975 nChanged 35 SP:Iteration 33Q (1619.204012 sec): 3 clusters Score: Raw -433963.609463 + Penalty 2851.852701 = -431111.756762 nChanged 34 SP:Iteration 34Q (1619.226814 sec): 3 clusters Score: Raw -433976.262369 + Penalty 2851.852701 = -431124.409668 nChanged 51 SP:Iteration 35Q (1619.249844 sec): 3 clusters Score: Raw -433998.676467 + Penalty 2851.852701 = -431146.823767 nChanged 53 SP:Iteration 36Q (1619.272702 sec): 3 clusters Score: Raw -434018.415736 + Penalty 2851.852701 = -431166.563035 nChanged 40 SP:Iteration 37Q (1619.295673 sec): 3 clusters Score: Raw -434032.819321 + Penalty 2851.852701 = -431180.966620 nChanged 46 SP:Iteration 38Q (1619.318736 sec): 3 clusters Score: Raw -434049.284127 + Penalty 2851.852701 = -431197.431427 nChanged 50 SP:Iteration 39Q (1619.341349 sec): 3 clusters Score: Raw -434063.142867 + Penalty 2851.852701 = -431211.290166 nChanged 57 SP:Iteration 40F (1619.364827 sec): 3 clusters Score: Raw -434077.050338 + Penalty 2851.852701 = -431225.197637 nChanged 44 SP:Iteration 41Q (1619.387501 sec): 3 clusters Score: Raw -434089.394934 + Penalty 2851.852701 = -431237.542233 nChanged 38 SP:Iteration 42Q (1619.410447 sec): 3 clusters Score: Raw -434101.966823 + Penalty 2851.852701 = -431250.114122 nChanged 35 SP:Iteration 43Q (1619.433365 sec): 3 clusters Score: Raw -434113.771490 + Penalty 2851.852701 = -431261.918789 nChanged 30 SP:Iteration 44Q (1619.456347 sec): 3 clusters Score: Raw -434122.317773 + Penalty 2851.852701 = -431270.465072 nChanged 32 SP:Iteration 45Q (1619.479158 sec): 3 clusters Score: Raw -434131.085822 + Penalty 2851.852701 = -431279.233121 nChanged 35 SP:Iteration 46Q (1619.501909 sec): 3 clusters Score: Raw -434139.505216 + Penalty 2851.852701 = -431287.652515 nChanged 30 SP:Iteration 47Q (1619.524801 sec): 3 clusters Score: Raw -434146.293963 + Penalty 2851.852701 = -431294.441262 nChanged 26 SP:Iteration 48Q (1619.547342 sec): 3 clusters Score: Raw -434152.233096 + Penalty 2851.852701 = -431300.380395 nChanged 24 SP:Iteration 49Q (1619.570228 sec): 3 clusters Score: Raw -434156.963593 + Penalty 2851.852701 = -431305.110892 nChanged 18 SP:Iteration 50Q (1619.593110 sec): 3 clusters Score: Raw -434160.814210 + Penalty 2851.852701 = -431308.961509 nChanged 21 SP:Iteration 51Q (1619.616080 sec): 3 clusters Score: Raw -434166.144385 + Penalty 2851.852701 = -431314.291684 nChanged 19 SP:Iteration 52Q (1619.639070 sec): 3 clusters Score: Raw -434169.439065 + Penalty 2851.852701 = -431317.586364 nChanged 17 SP:Iteration 53Q (1619.662054 sec): 3 clusters Score: Raw -434171.970984 + Penalty 2851.852701 = -431320.118283 nChanged 12 SP:Iteration 54Q (1619.684868 sec): 3 clusters Score: Raw -434175.013859 + Penalty 2851.852701 = -431323.161158 nChanged 10 SP:Iteration 55Q (1619.707676 sec): 3 clusters Score: Raw -434176.561767 + Penalty 2851.852701 = -431324.709066 nChanged 8 SP:Iteration 56Q (1619.730474 sec): 3 clusters Score: Raw -434178.627194 + Penalty 2851.852701 = -431326.774493 nChanged 10 SP:Iteration 57Q (1619.753382 sec): 3 clusters Score: Raw -434180.447172 + Penalty 2851.852701 = -431328.594471 nChanged 10 SP:Iteration 58Q (1619.776120 sec): 3 clusters Score: Raw -434182.051129 + Penalty 2851.852701 = -431330.198428 nChanged 12 SP:Iteration 59Q (1619.798871 sec): 3 clusters Score: Raw -434184.202491 + Penalty 2851.852701 = -431332.349790 nChanged 10 SP:Iteration 60F (1619.822372 sec): 3 clusters Score: Raw -434186.074961 + Penalty 2851.852701 = -431334.222260 nChanged 10 SP:Iteration 61Q (1619.845161 sec): 3 clusters Score: Raw -434187.652203 + Penalty 2851.852701 = -431335.799502 nChanged 11 SP:Iteration 62Q (1619.868147 sec): 3 clusters Score: Raw -434188.974556 + Penalty 2851.852701 = -431337.121855 nChanged 6 SP:Iteration 63Q (1619.891076 sec): 3 clusters Score: Raw -434190.158569 + Penalty 2851.852701 = -431338.305868 nChanged 7 SP:Iteration 64Q (1619.913878 sec): 3 clusters Score: Raw -434191.483443 + Penalty 2851.852701 = -431339.630742 nChanged 7 SP:Iteration 65Q (1619.936723 sec): 3 clusters Score: Raw -434192.802500 + Penalty 2851.852701 = -431340.949799 nChanged 5 SP:Iteration 66Q (1619.959676 sec): 3 clusters Score: Raw -434193.587064 + Penalty 2851.852701 = -431341.734363 nChanged 8 SP:Iteration 67Q (1619.982417 sec): 3 clusters Score: Raw -434194.689621 + Penalty 2851.852701 = -431342.836920 nChanged 5 SP:Iteration 68Q (1620.005139 sec): 3 clusters Score: Raw -434195.901514 + Penalty 2851.852701 = -431344.048813 nChanged 9 SP:Iteration 69Q (1620.027865 sec): 3 clusters Score: Raw -434197.370780 + Penalty 2851.852701 = -431345.518079 nChanged 3 SP:Iteration 70Q (1620.050631 sec): 3 clusters Score: Raw -434197.636062 + Penalty 2851.852701 = -431345.783361 nChanged 0 SP:Iteration 71F (1620.073981 sec): 3 clusters Score: Raw -434197.636062 + Penalty 2851.852701 = -431345.783361 nChanged 0 Trying to split cluster 19 (15134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1620.103072 sec): 2 clusters Score: Raw -879044.075535 + Penalty 1564.013611 = -877480.061923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1620.138972 sec): 3 clusters Score: Raw -870196.507005 + Penalty 3128.027223 = -867068.479782 nChanged 6725 SP:Iteration 1F (1620.173362 sec): 3 clusters Score: Raw -874425.333850 + Penalty 3128.027223 = -871297.306628 nChanged 1135 SP:Iteration 2F (1620.207876 sec): 3 clusters Score: Raw -875248.541623 + Penalty 3128.027223 = -872120.514400 nChanged 1237 SP:Iteration 3F (1620.242259 sec): 3 clusters Score: Raw -876188.406270 + Penalty 3128.027223 = -873060.379047 nChanged 1129 SP:Iteration 4F (1620.276671 sec): 3 clusters Score: Raw -877039.551085 + Penalty 3128.027223 = -873911.523862 nChanged 919 SP:Iteration 5F (1620.311580 sec): 3 clusters Score: Raw -877678.746723 + Penalty 3128.027223 = -874550.719500 nChanged 744 SP:Iteration 6Q (1620.346177 sec): 3 clusters Score: Raw -878112.208159 + Penalty 3128.027223 = -874984.180936 nChanged 532 SP:Iteration 7Q (1620.380446 sec): 3 clusters Score: Raw -878404.939193 + Penalty 3128.027223 = -875276.911970 nChanged 415 SP:Iteration 8Q (1620.414689 sec): 3 clusters Score: Raw -878605.969989 + Penalty 3128.027223 = -875477.942766 nChanged 360 SP:Iteration 9Q (1620.448633 sec): 3 clusters Score: Raw -878772.936272 + Penalty 3128.027223 = -875644.909049 nChanged 319 SP:Iteration 10Q (1620.482353 sec): 3 clusters Score: Raw -878906.481613 + Penalty 3128.027223 = -875778.454391 nChanged 270 SP:Iteration 11Q (1620.515882 sec): 3 clusters Score: Raw -879029.521129 + Penalty 3128.027223 = -875901.493906 nChanged 257 SP:Iteration 12Q (1620.549527 sec): 3 clusters Score: Raw -879157.708799 + Penalty 3128.027223 = -876029.681576 nChanged 261 SP:Iteration 13Q (1620.582734 sec): 3 clusters Score: Raw -879292.077433 + Penalty 3128.027223 = -876164.050210 nChanged 244 SP:Iteration 14Q (1620.615669 sec): 3 clusters Score: Raw -879398.406517 + Penalty 3128.027223 = -876270.379294 nChanged 224 SP:Iteration 15Q (1620.648651 sec): 3 clusters Score: Raw -879498.439229 + Penalty 3128.027223 = -876370.412006 nChanged 223 SP:Iteration 16Q (1620.681245 sec): 3 clusters Score: Raw -879603.089227 + Penalty 3128.027223 = -876475.062004 nChanged 239 SP:Iteration 17Q (1620.713726 sec): 3 clusters Score: Raw -879729.633110 + Penalty 3128.027223 = -876601.605887 nChanged 220 SP:Iteration 18Q (1620.746242 sec): 3 clusters Score: Raw -879846.118094 + Penalty 3128.027223 = -876718.090871 nChanged 203 SP:Iteration 19Q (1620.778331 sec): 3 clusters Score: Raw -879949.607036 + Penalty 3128.027223 = -876821.579814 nChanged 188 SP:Iteration 20F (1620.812669 sec): 3 clusters Score: Raw -880031.417416 + Penalty 3128.027223 = -876903.390193 nChanged 159 SP:Iteration 21Q (1620.844859 sec): 3 clusters Score: Raw -880098.835989 + Penalty 3128.027223 = -876970.808766 nChanged 142 SP:Iteration 22Q (1620.876766 sec): 3 clusters Score: Raw -880151.778299 + Penalty 3128.027223 = -877023.751076 nChanged 128 SP:Iteration 23Q (1620.908492 sec): 3 clusters Score: Raw -880184.506722 + Penalty 3128.027223 = -877056.479499 nChanged 74 SP:Iteration 24Q (1620.940362 sec): 3 clusters Score: Raw -880201.563645 + Penalty 3128.027223 = -877073.536422 nChanged 60 SP:Iteration 25Q (1620.972112 sec): 3 clusters Score: Raw -880211.938705 + Penalty 3128.027223 = -877083.911482 nChanged 47 SP:Iteration 26Q (1621.003907 sec): 3 clusters Score: Raw -880219.795227 + Penalty 3128.027223 = -877091.768004 nChanged 52 SP:Iteration 27Q (1621.035672 sec): 3 clusters Score: Raw -880228.868262 + Penalty 3128.027223 = -877100.841039 nChanged 47 SP:Iteration 28Q (1621.067214 sec): 3 clusters Score: Raw -880236.476825 + Penalty 3128.027223 = -877108.449602 nChanged 43 SP:Iteration 29Q (1621.098774 sec): 3 clusters Score: Raw -880246.089024 + Penalty 3128.027223 = -877118.061801 nChanged 43 SP:Iteration 30Q (1621.130365 sec): 3 clusters Score: Raw -880254.044392 + Penalty 3128.027223 = -877126.017169 nChanged 36 SP:Iteration 31Q (1621.161984 sec): 3 clusters Score: Raw -880261.925601 + Penalty 3128.027223 = -877133.898378 nChanged 32 SP:Iteration 32Q (1621.193565 sec): 3 clusters Score: Raw -880269.881714 + Penalty 3128.027223 = -877141.854491 nChanged 43 SP:Iteration 33Q (1621.225134 sec): 3 clusters Score: Raw -880279.085798 + Penalty 3128.027223 = -877151.058576 nChanged 43 SP:Iteration 34Q (1621.256825 sec): 3 clusters Score: Raw -880289.043653 + Penalty 3128.027223 = -877161.016431 nChanged 41 SP:Iteration 35Q (1621.288578 sec): 3 clusters Score: Raw -880296.794403 + Penalty 3128.027223 = -877168.767180 nChanged 39 SP:Iteration 36Q (1621.320186 sec): 3 clusters Score: Raw -880305.594822 + Penalty 3128.027223 = -877177.567599 nChanged 47 SP:Iteration 37Q (1621.351769 sec): 3 clusters Score: Raw -880316.065557 + Penalty 3128.027223 = -877188.038334 nChanged 46 SP:Iteration 38Q (1621.383450 sec): 3 clusters Score: Raw -880324.892896 + Penalty 3128.027223 = -877196.865673 nChanged 40 SP:Iteration 39Q (1621.414930 sec): 3 clusters Score: Raw -880331.333282 + Penalty 3128.027223 = -877203.306060 nChanged 33 SP:Iteration 40F (1621.449280 sec): 3 clusters Score: Raw -880336.531407 + Penalty 3128.027223 = -877208.504184 nChanged 23 SP:Iteration 41Q (1621.481158 sec): 3 clusters Score: Raw -880339.489227 + Penalty 3128.027223 = -877211.462004 nChanged 17 SP:Iteration 42Q (1621.512820 sec): 3 clusters Score: Raw -880341.806280 + Penalty 3128.027223 = -877213.779057 nChanged 20 SP:Iteration 43Q (1621.544527 sec): 3 clusters Score: Raw -880344.480397 + Penalty 3128.027223 = -877216.453174 nChanged 12 SP:Iteration 44Q (1621.576333 sec): 3 clusters Score: Raw -880345.670620 + Penalty 3128.027223 = -877217.643397 nChanged 6 SP:Iteration 45Q (1621.607934 sec): 3 clusters Score: Raw -880346.160657 + Penalty 3128.027223 = -877218.133434 nChanged 6 SP:Iteration 46Q (1621.639621 sec): 3 clusters Score: Raw -880346.765322 + Penalty 3128.027223 = -877218.738099 nChanged 6 SP:Iteration 47Q (1621.695798 sec): 3 clusters Score: Raw -880347.354558 + Penalty 3128.027223 = -877219.327335 nChanged 5 SP:Iteration 48Q (1621.736903 sec): 3 clusters Score: Raw -880347.675285 + Penalty 3128.027223 = -877219.648062 nChanged 3 SP:Iteration 49Q (1621.768492 sec): 3 clusters Score: Raw -880347.844443 + Penalty 3128.027223 = -877219.817220 nChanged 3 SP:Iteration 50Q (1621.800201 sec): 3 clusters Score: Raw -880348.124979 + Penalty 3128.027223 = -877220.097756 nChanged 4 SP:Iteration 51Q (1621.831938 sec): 3 clusters Score: Raw -880348.408473 + Penalty 3128.027223 = -877220.381250 nChanged 4 SP:Iteration 52Q (1621.863778 sec): 3 clusters Score: Raw -880348.785712 + Penalty 3128.027223 = -877220.758490 nChanged 7 SP:Iteration 53Q (1621.895644 sec): 3 clusters Score: Raw -880349.270472 + Penalty 3128.027223 = -877221.243250 nChanged 4 SP:Iteration 54Q (1621.927294 sec): 3 clusters Score: Raw -880349.516763 + Penalty 3128.027223 = -877221.489541 nChanged 2 SP:Iteration 55Q (1621.958996 sec): 3 clusters Score: Raw -880349.726060 + Penalty 3128.027223 = -877221.698837 nChanged 4 SP:Iteration 56Q (1621.990806 sec): 3 clusters Score: Raw -880350.040142 + Penalty 3128.027223 = -877222.012920 nChanged 6 SP:Iteration 57Q (1622.022441 sec): 3 clusters Score: Raw -880350.339868 + Penalty 3128.027223 = -877222.312646 nChanged 3 SP:Iteration 58Q (1622.054162 sec): 3 clusters Score: Raw -880350.535595 + Penalty 3128.027223 = -877222.508373 nChanged 3 SP:Iteration 59Q (1622.085999 sec): 3 clusters Score: Raw -880350.945215 + Penalty 3128.027223 = -877222.917992 nChanged 7 SP:Iteration 60F (1622.120304 sec): 3 clusters Score: Raw -880351.899471 + Penalty 3128.027223 = -877223.872248 nChanged 9 SP:Iteration 61Q (1622.152091 sec): 3 clusters Score: Raw -880352.807066 + Penalty 3128.027223 = -877224.779843 nChanged 11 SP:Iteration 62Q (1622.183832 sec): 3 clusters Score: Raw -880353.818508 + Penalty 3128.027223 = -877225.791285 nChanged 5 SP:Iteration 63Q (1622.215822 sec): 3 clusters Score: Raw -880354.466071 + Penalty 3128.027223 = -877226.438849 nChanged 6 SP:Iteration 64Q (1622.247504 sec): 3 clusters Score: Raw -880355.131867 + Penalty 3128.027223 = -877227.104644 nChanged 8 SP:Iteration 65Q (1622.279202 sec): 3 clusters Score: Raw -880355.973846 + Penalty 3128.027223 = -877227.946623 nChanged 10 SP:Iteration 66Q (1622.310938 sec): 3 clusters Score: Raw -880357.367494 + Penalty 3128.027223 = -877229.340271 nChanged 13 SP:Iteration 67Q (1622.342589 sec): 3 clusters Score: Raw -880358.866457 + Penalty 3128.027223 = -877230.839234 nChanged 13 SP:Iteration 68Q (1622.374403 sec): 3 clusters Score: Raw -880360.869513 + Penalty 3128.027223 = -877232.842290 nChanged 16 SP:Iteration 69Q (1622.406007 sec): 3 clusters Score: Raw -880362.643392 + Penalty 3128.027223 = -877234.616169 nChanged 7 SP:Iteration 70Q (1622.437904 sec): 3 clusters Score: Raw -880363.117909 + Penalty 3128.027223 = -877235.090686 nChanged 7 SP:Iteration 71Q (1622.469544 sec): 3 clusters Score: Raw -880363.671616 + Penalty 3128.027223 = -877235.644393 nChanged 7 SP:Iteration 72Q (1622.501206 sec): 3 clusters Score: Raw -880364.223736 + Penalty 3128.027223 = -877236.196513 nChanged 6 SP:Iteration 73Q (1622.532916 sec): 3 clusters Score: Raw -880364.898209 + Penalty 3128.027223 = -877236.870986 nChanged 8 SP:Iteration 74Q (1622.564539 sec): 3 clusters Score: Raw -880365.966472 + Penalty 3128.027223 = -877237.939249 nChanged 7 SP:Iteration 75Q (1622.596358 sec): 3 clusters Score: Raw -880366.449598 + Penalty 3128.027223 = -877238.422376 nChanged 6 SP:Iteration 76Q (1622.628051 sec): 3 clusters Score: Raw -880367.013696 + Penalty 3128.027223 = -877238.986473 nChanged 3 SP:Iteration 77Q (1622.659738 sec): 3 clusters Score: Raw -880367.265523 + Penalty 3128.027223 = -877239.238300 nChanged 4 SP:Iteration 78Q (1622.691400 sec): 3 clusters Score: Raw -880367.521546 + Penalty 3128.027223 = -877239.494323 nChanged 0 SP:Iteration 79F (1622.725740 sec): 3 clusters Score: Raw -880367.521546 + Penalty 3128.027223 = -877239.494323 nChanged 0 Trying to split cluster 20 (3583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1622.741993 sec): 2 clusters Score: Raw -236068.760256 + Penalty 1329.892804 = -234738.867452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1622.760635 sec): 3 clusters Score: Raw -234292.031964 + Penalty 2659.785608 = -231632.246356 nChanged 1377 SP:Iteration 1F (1622.778014 sec): 3 clusters Score: Raw -235045.692005 + Penalty 2659.785608 = -232385.906397 nChanged 250 SP:Iteration 2F (1622.795370 sec): 3 clusters Score: Raw -235184.214222 + Penalty 2659.785608 = -232524.428614 nChanged 173 SP:Iteration 3Q (1622.812828 sec): 3 clusters Score: Raw -235257.252454 + Penalty 2659.785608 = -232597.466846 nChanged 113 SP:Iteration 4Q (1622.830238 sec): 3 clusters Score: Raw -235307.615978 + Penalty 2659.785608 = -232647.830370 nChanged 95 SP:Iteration 5Q (1622.847680 sec): 3 clusters Score: Raw -235350.070524 + Penalty 2659.785608 = -232690.284916 nChanged 73 SP:Iteration 6Q (1622.865217 sec): 3 clusters Score: Raw -235385.390743 + Penalty 2659.785608 = -232725.605135 nChanged 70 SP:Iteration 7Q (1622.882627 sec): 3 clusters Score: Raw -235419.343114 + Penalty 2659.785608 = -232759.557505 nChanged 89 SP:Iteration 8Q (1622.900160 sec): 3 clusters Score: Raw -235469.204632 + Penalty 2659.785608 = -232809.419023 nChanged 84 SP:Iteration 9Q (1622.917527 sec): 3 clusters Score: Raw -235501.755952 + Penalty 2659.785608 = -232841.970344 nChanged 64 SP:Iteration 10Q (1622.934876 sec): 3 clusters Score: Raw -235528.975809 + Penalty 2659.785608 = -232869.190201 nChanged 51 SP:Iteration 11Q (1622.952367 sec): 3 clusters Score: Raw -235549.484638 + Penalty 2659.785608 = -232889.699030 nChanged 48 SP:Iteration 12Q (1622.969848 sec): 3 clusters Score: Raw -235568.780551 + Penalty 2659.785608 = -232908.994943 nChanged 44 SP:Iteration 13Q (1622.987303 sec): 3 clusters Score: Raw -235590.230326 + Penalty 2659.785608 = -232930.444718 nChanged 44 SP:Iteration 14Q (1623.004788 sec): 3 clusters Score: Raw -235620.514578 + Penalty 2659.785608 = -232960.728970 nChanged 59 SP:Iteration 15Q (1623.022226 sec): 3 clusters Score: Raw -235650.916143 + Penalty 2659.785608 = -232991.130535 nChanged 52 SP:Iteration 16Q (1623.039635 sec): 3 clusters Score: Raw -235677.802490 + Penalty 2659.785608 = -233018.016882 nChanged 44 SP:Iteration 17Q (1623.056835 sec): 3 clusters Score: Raw -235703.730103 + Penalty 2659.785608 = -233043.944495 nChanged 57 SP:Iteration 18Q (1623.074224 sec): 3 clusters Score: Raw -235742.374712 + Penalty 2659.785608 = -233082.589104 nChanged 56 SP:Iteration 19Q (1623.091579 sec): 3 clusters Score: Raw -235778.436886 + Penalty 2659.785608 = -233118.651278 nChanged 62 SP:Iteration 20F (1623.109103 sec): 3 clusters Score: Raw -235814.470295 + Penalty 2659.785608 = -233154.684687 nChanged 65 SP:Iteration 21Q (1623.126187 sec): 3 clusters Score: Raw -235850.342004 + Penalty 2659.785608 = -233190.556396 nChanged 60 SP:Iteration 22Q (1623.143369 sec): 3 clusters Score: Raw -235888.787032 + Penalty 2659.785608 = -233229.001424 nChanged 70 SP:Iteration 23Q (1623.160512 sec): 3 clusters Score: Raw -235933.845282 + Penalty 2659.785608 = -233274.059674 nChanged 58 SP:Iteration 24Q (1623.177453 sec): 3 clusters Score: Raw -235974.531160 + Penalty 2659.785608 = -233314.745552 nChanged 64 SP:Iteration 25Q (1623.194499 sec): 3 clusters Score: Raw -236016.760261 + Penalty 2659.785608 = -233356.974653 nChanged 54 SP:Iteration 26Q (1623.211462 sec): 3 clusters Score: Raw -236056.491665 + Penalty 2659.785608 = -233396.706057 nChanged 62 SP:Iteration 27Q (1623.228350 sec): 3 clusters Score: Raw -236098.703951 + Penalty 2659.785608 = -233438.918343 nChanged 47 SP:Iteration 28Q (1623.244998 sec): 3 clusters Score: Raw -236133.192538 + Penalty 2659.785608 = -233473.406930 nChanged 42 SP:Iteration 29Q (1623.261765 sec): 3 clusters Score: Raw -236163.327043 + Penalty 2659.785608 = -233503.541435 nChanged 34 SP:Iteration 30Q (1623.278462 sec): 3 clusters Score: Raw -236186.610082 + Penalty 2659.785608 = -233526.824473 nChanged 30 SP:Iteration 31Q (1623.329847 sec): 3 clusters Score: Raw -236204.045154 + Penalty 2659.785608 = -233544.259545 nChanged 17 SP:Iteration 32Q (1623.345750 sec): 3 clusters Score: Raw -236210.651656 + Penalty 2659.785608 = -233550.866048 nChanged 14 SP:Iteration 33Q (1623.362349 sec): 3 clusters Score: Raw -236217.833771 + Penalty 2659.785608 = -233558.048162 nChanged 13 SP:Iteration 34Q (1623.378797 sec): 3 clusters Score: Raw -236223.291770 + Penalty 2659.785608 = -233563.506162 nChanged 10 SP:Iteration 35Q (1623.395366 sec): 3 clusters Score: Raw -236226.629305 + Penalty 2659.785608 = -233566.843697 nChanged 3 SP:Iteration 36Q (1623.411956 sec): 3 clusters Score: Raw -236227.702427 + Penalty 2659.785608 = -233567.916819 nChanged 2 SP:Iteration 37Q (1623.428211 sec): 3 clusters Score: Raw -236228.825768 + Penalty 2659.785608 = -233569.040160 nChanged 3 SP:Iteration 38Q (1623.444811 sec): 3 clusters Score: Raw -236230.240952 + Penalty 2659.785608 = -233570.455344 nChanged 2 SP:Iteration 39Q (1623.461166 sec): 3 clusters Score: Raw -236230.902104 + Penalty 2659.785608 = -233571.116496 nChanged 0 SP:Iteration 40F (1623.478597 sec): 3 clusters Score: Raw -236230.902104 + Penalty 2659.785608 = -233571.116496 nChanged 0 Trying to split cluster 21 (1655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1623.493721 sec): 2 clusters Score: Raw -105976.513522 + Penalty 1204.377897 = -104772.135625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1623.502522 sec): 3 clusters Score: Raw -105339.953831 + Penalty 2408.755794 = -102931.198037 nChanged 549 SP:Iteration 1F (1623.510769 sec): 3 clusters Score: Raw -105718.983410 + Penalty 2408.755794 = -103310.227616 nChanged 120 SP:Iteration 2F (1623.519069 sec): 3 clusters Score: Raw -105826.185245 + Penalty 2408.755794 = -103417.429451 nChanged 85 SP:Iteration 3F (1623.527364 sec): 3 clusters Score: Raw -105894.541766 + Penalty 2408.755794 = -103485.785972 nChanged 54 SP:Iteration 4Q (1623.535667 sec): 3 clusters Score: Raw -105933.888742 + Penalty 2408.755794 = -103525.132949 nChanged 37 SP:Iteration 5Q (1623.561593 sec): 3 clusters Score: Raw -105958.725226 + Penalty 2408.755794 = -103549.969432 nChanged 29 SP:Iteration 6Q (1623.569817 sec): 3 clusters Score: Raw -105979.389676 + Penalty 2408.755794 = -103570.633882 nChanged 26 SP:Iteration 7Q (1623.578083 sec): 3 clusters Score: Raw -105997.575694 + Penalty 2408.755794 = -103588.819900 nChanged 19 SP:Iteration 8Q (1623.586273 sec): 3 clusters Score: Raw -106012.447782 + Penalty 2408.755794 = -103603.691988 nChanged 19 SP:Iteration 9Q (1623.607105 sec): 3 clusters Score: Raw -106023.837695 + Penalty 2408.755794 = -103615.081902 nChanged 14 SP:Iteration 10Q (1623.615506 sec): 3 clusters Score: Raw -106032.422300 + Penalty 2408.755794 = -103623.666506 nChanged 10 SP:Iteration 11Q (1623.623825 sec): 3 clusters Score: Raw -106040.002246 + Penalty 2408.755794 = -103631.246452 nChanged 13 SP:Iteration 12Q (1623.632017 sec): 3 clusters Score: Raw -106047.104398 + Penalty 2408.755794 = -103638.348605 nChanged 11 SP:Iteration 13Q (1623.640267 sec): 3 clusters Score: Raw -106053.912120 + Penalty 2408.755794 = -103645.156327 nChanged 10 SP:Iteration 14Q (1623.648448 sec): 3 clusters Score: Raw -106061.041674 + Penalty 2408.755794 = -103652.285880 nChanged 13 SP:Iteration 15Q (1623.656665 sec): 3 clusters Score: Raw -106069.411731 + Penalty 2408.755794 = -103660.655938 nChanged 12 SP:Iteration 16Q (1623.664920 sec): 3 clusters Score: Raw -106075.860210 + Penalty 2408.755794 = -103667.104416 nChanged 9 SP:Iteration 17Q (1623.673175 sec): 3 clusters Score: Raw -106079.378392 + Penalty 2408.755794 = -103670.622598 nChanged 10 SP:Iteration 18Q (1623.681406 sec): 3 clusters Score: Raw -106083.324663 + Penalty 2408.755794 = -103674.568870 nChanged 8 SP:Iteration 19Q (1623.689673 sec): 3 clusters Score: Raw -106087.775245 + Penalty 2408.755794 = -103679.019451 nChanged 7 SP:Iteration 20F (1623.697965 sec): 3 clusters Score: Raw -106093.815743 + Penalty 2408.755794 = -103685.059949 nChanged 7 SP:Iteration 21Q (1623.706196 sec): 3 clusters Score: Raw -106096.077853 + Penalty 2408.755794 = -103687.322060 nChanged 5 SP:Iteration 22Q (1623.714403 sec): 3 clusters Score: Raw -106098.040136 + Penalty 2408.755794 = -103689.284342 nChanged 8 SP:Iteration 23Q (1623.722652 sec): 3 clusters Score: Raw -106102.661649 + Penalty 2408.755794 = -103693.905855 nChanged 10 SP:Iteration 24Q (1623.730876 sec): 3 clusters Score: Raw -106108.569357 + Penalty 2408.755794 = -103699.813563 nChanged 9 SP:Iteration 25Q (1623.739021 sec): 3 clusters Score: Raw -106111.374128 + Penalty 2408.755794 = -103702.618334 nChanged 3 SP:Iteration 26Q (1623.747166 sec): 3 clusters Score: Raw -106112.102238 + Penalty 2408.755794 = -103703.346445 nChanged 1 SP:Iteration 27Q (1623.755424 sec): 3 clusters Score: Raw -106112.266006 + Penalty 2408.755794 = -103703.510213 nChanged 0 SP:Iteration 28F (1623.763687 sec): 3 clusters Score: Raw -106112.266006 + Penalty 2408.755794 = -103703.510213 nChanged 0 Trying to split cluster 22 (6873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1623.784186 sec): 2 clusters Score: Raw -415723.287282 + Penalty 1435.745345 = -414287.541937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1623.808454 sec): 3 clusters Score: Raw -412066.700116 + Penalty 2871.490691 = -409195.209425 nChanged 2839 SP:Iteration 1F (1623.832133 sec): 3 clusters Score: Raw -413644.005658 + Penalty 2871.490691 = -410772.514967 nChanged 475 SP:Iteration 2F (1623.855565 sec): 3 clusters Score: Raw -413867.210271 + Penalty 2871.490691 = -410995.719581 nChanged 348 SP:Iteration 3F (1623.879099 sec): 3 clusters Score: Raw -413998.471544 + Penalty 2871.490691 = -411126.980853 nChanged 268 SP:Iteration 4Q (1623.902766 sec): 3 clusters Score: Raw -414091.954189 + Penalty 2871.490691 = -411220.463499 nChanged 199 SP:Iteration 5Q (1623.926386 sec): 3 clusters Score: Raw -414164.515068 + Penalty 2871.490691 = -411293.024377 nChanged 180 SP:Iteration 6Q (1623.949905 sec): 3 clusters Score: Raw -414225.647519 + Penalty 2871.490691 = -411354.156829 nChanged 166 SP:Iteration 7Q (1623.973577 sec): 3 clusters Score: Raw -414273.764019 + Penalty 2871.490691 = -411402.273328 nChanged 150 SP:Iteration 8Q (1623.997468 sec): 3 clusters Score: Raw -414320.124342 + Penalty 2871.490691 = -411448.633651 nChanged 146 SP:Iteration 9Q (1624.021161 sec): 3 clusters Score: Raw -414365.455371 + Penalty 2871.490691 = -411493.964680 nChanged 136 SP:Iteration 10Q (1624.044845 sec): 3 clusters Score: Raw -414415.625885 + Penalty 2871.490691 = -411544.135194 nChanged 145 SP:Iteration 11Q (1624.068574 sec): 3 clusters Score: Raw -414475.471270 + Penalty 2871.490691 = -411603.980579 nChanged 137 SP:Iteration 12Q (1624.092021 sec): 3 clusters Score: Raw -414525.026765 + Penalty 2871.490691 = -411653.536074 nChanged 143 SP:Iteration 13Q (1624.115574 sec): 3 clusters Score: Raw -414592.481681 + Penalty 2871.490691 = -411720.990991 nChanged 161 SP:Iteration 14Q (1624.138891 sec): 3 clusters Score: Raw -414678.310441 + Penalty 2871.490691 = -411806.819751 nChanged 176 SP:Iteration 15Q (1624.162734 sec): 3 clusters Score: Raw -414784.523604 + Penalty 2871.490691 = -411913.032913 nChanged 189 SP:Iteration 16Q (1624.186022 sec): 3 clusters Score: Raw -414885.322335 + Penalty 2871.490691 = -412013.831644 nChanged 172 SP:Iteration 17Q (1624.209205 sec): 3 clusters Score: Raw -414984.812230 + Penalty 2871.490691 = -412113.321539 nChanged 145 SP:Iteration 18Q (1624.232427 sec): 3 clusters Score: Raw -415059.588275 + Penalty 2871.490691 = -412188.097584 nChanged 140 SP:Iteration 19Q (1624.255644 sec): 3 clusters Score: Raw -415130.698317 + Penalty 2871.490691 = -412259.207626 nChanged 134 SP:Iteration 20F (1624.279284 sec): 3 clusters Score: Raw -415202.619527 + Penalty 2871.490691 = -412331.128837 nChanged 108 SP:Iteration 21Q (1624.302459 sec): 3 clusters Score: Raw -415264.601396 + Penalty 2871.490691 = -412393.110705 nChanged 109 SP:Iteration 22Q (1624.325341 sec): 3 clusters Score: Raw -415327.391703 + Penalty 2871.490691 = -412455.901013 nChanged 114 SP:Iteration 23Q (1624.348036 sec): 3 clusters Score: Raw -415396.668322 + Penalty 2871.490691 = -412525.177631 nChanged 111 SP:Iteration 24Q (1624.370551 sec): 3 clusters Score: Raw -415454.927945 + Penalty 2871.490691 = -412583.437255 nChanged 81 SP:Iteration 25Q (1624.393244 sec): 3 clusters Score: Raw -415491.925713 + Penalty 2871.490691 = -412620.435022 nChanged 61 SP:Iteration 26Q (1624.415509 sec): 3 clusters Score: Raw -415519.459869 + Penalty 2871.490691 = -412647.969178 nChanged 52 SP:Iteration 27Q (1624.437723 sec): 3 clusters Score: Raw -415542.151188 + Penalty 2871.490691 = -412670.660498 nChanged 55 SP:Iteration 28Q (1624.459938 sec): 3 clusters Score: Raw -415564.997634 + Penalty 2871.490691 = -412693.506944 nChanged 56 SP:Iteration 29Q (1624.482146 sec): 3 clusters Score: Raw -415593.212006 + Penalty 2871.490691 = -412721.721315 nChanged 62 SP:Iteration 30Q (1624.504419 sec): 3 clusters Score: Raw -415625.740159 + Penalty 2871.490691 = -412754.249468 nChanged 44 SP:Iteration 31Q (1624.526486 sec): 3 clusters Score: Raw -415648.686239 + Penalty 2871.490691 = -412777.195549 nChanged 46 SP:Iteration 32Q (1624.548578 sec): 3 clusters Score: Raw -415666.466319 + Penalty 2871.490691 = -412794.975628 nChanged 34 SP:Iteration 33Q (1624.571028 sec): 3 clusters Score: Raw -415680.228014 + Penalty 2871.490691 = -412808.737323 nChanged 27 SP:Iteration 34Q (1624.592919 sec): 3 clusters Score: Raw -415692.582925 + Penalty 2871.490691 = -412821.092234 nChanged 36 SP:Iteration 35Q (1624.615185 sec): 3 clusters Score: Raw -415709.975816 + Penalty 2871.490691 = -412838.485126 nChanged 29 SP:Iteration 36Q (1624.637329 sec): 3 clusters Score: Raw -415724.754480 + Penalty 2871.490691 = -412853.263789 nChanged 31 SP:Iteration 37Q (1624.659413 sec): 3 clusters Score: Raw -415743.278750 + Penalty 2871.490691 = -412871.788059 nChanged 31 SP:Iteration 38Q (1624.681403 sec): 3 clusters Score: Raw -415758.455843 + Penalty 2871.490691 = -412886.965153 nChanged 25 SP:Iteration 39Q (1624.703315 sec): 3 clusters Score: Raw -415771.785182 + Penalty 2871.490691 = -412900.294492 nChanged 23 SP:Iteration 40F (1624.727579 sec): 3 clusters Score: Raw -415783.050239 + Penalty 2871.490691 = -412911.559548 nChanged 21 SP:Iteration 41Q (1624.749326 sec): 3 clusters Score: Raw -415791.840731 + Penalty 2871.490691 = -412920.350041 nChanged 22 SP:Iteration 42Q (1624.771030 sec): 3 clusters Score: Raw -415800.805111 + Penalty 2871.490691 = -412929.314420 nChanged 16 SP:Iteration 43Q (1624.792875 sec): 3 clusters Score: Raw -415806.716865 + Penalty 2871.490691 = -412935.226174 nChanged 10 SP:Iteration 44Q (1624.814652 sec): 3 clusters Score: Raw -415811.690230 + Penalty 2871.490691 = -412940.199539 nChanged 14 SP:Iteration 45Q (1624.836424 sec): 3 clusters Score: Raw -415817.922579 + Penalty 2871.490691 = -412946.431889 nChanged 11 SP:Iteration 46Q (1624.858215 sec): 3 clusters Score: Raw -415823.426182 + Penalty 2871.490691 = -412951.935491 nChanged 10 SP:Iteration 47Q (1624.879918 sec): 3 clusters Score: Raw -415826.249901 + Penalty 2871.490691 = -412954.759211 nChanged 9 SP:Iteration 48Q (1624.901628 sec): 3 clusters Score: Raw -415829.545394 + Penalty 2871.490691 = -412958.054703 nChanged 5 SP:Iteration 49Q (1624.923372 sec): 3 clusters Score: Raw -415832.032724 + Penalty 2871.490691 = -412960.542034 nChanged 6 SP:Iteration 50Q (1624.944946 sec): 3 clusters Score: Raw -415833.490350 + Penalty 2871.490691 = -412961.999660 nChanged 6 SP:Iteration 51Q (1624.966686 sec): 3 clusters Score: Raw -415834.927498 + Penalty 2871.490691 = -412963.436808 nChanged 6 SP:Iteration 52Q (1624.988512 sec): 3 clusters Score: Raw -415836.601984 + Penalty 2871.490691 = -412965.111293 nChanged 5 SP:Iteration 53Q (1625.010506 sec): 3 clusters Score: Raw -415837.955979 + Penalty 2871.490691 = -412966.465288 nChanged 5 SP:Iteration 54Q (1625.032273 sec): 3 clusters Score: Raw -415839.609034 + Penalty 2871.490691 = -412968.118344 nChanged 4 SP:Iteration 55Q (1625.055244 sec): 3 clusters Score: Raw -415840.752405 + Penalty 2871.490691 = -412969.261715 nChanged 4 SP:Iteration 56Q (1625.076835 sec): 3 clusters Score: Raw -415841.495810 + Penalty 2871.490691 = -412970.005120 nChanged 4 SP:Iteration 57Q (1625.098765 sec): 3 clusters Score: Raw -415842.820985 + Penalty 2871.490691 = -412971.330295 nChanged 2 SP:Iteration 58Q (1625.120565 sec): 3 clusters Score: Raw -415844.003985 + Penalty 2871.490691 = -412972.513295 nChanged 4 SP:Iteration 59Q (1625.142292 sec): 3 clusters Score: Raw -415845.239927 + Penalty 2871.490691 = -412973.749236 nChanged 3 SP:Iteration 60F (1625.165972 sec): 3 clusters Score: Raw -415846.507063 + Penalty 2871.490691 = -412975.016372 nChanged 3 SP:Iteration 61Q (1625.187845 sec): 3 clusters Score: Raw -415847.106089 + Penalty 2871.490691 = -412975.615399 nChanged 1 SP:Iteration 62Q (1625.209398 sec): 3 clusters Score: Raw -415847.528418 + Penalty 2871.490691 = -412976.037727 nChanged 1 SP:Iteration 63Q (1625.230844 sec): 3 clusters Score: Raw -415847.704202 + Penalty 2871.490691 = -412976.213512 nChanged 2 SP:Iteration 64Q (1625.252437 sec): 3 clusters Score: Raw -415848.186804 + Penalty 2871.490691 = -412976.696114 nChanged 3 SP:Iteration 65Q (1625.274298 sec): 3 clusters Score: Raw -415849.114607 + Penalty 2871.490691 = -412977.623917 nChanged 2 SP:Iteration 66Q (1625.295930 sec): 3 clusters Score: Raw -415849.583396 + Penalty 2871.490691 = -412978.092705 nChanged 2 SP:Iteration 67Q (1625.317733 sec): 3 clusters Score: Raw -415851.045980 + Penalty 2871.490691 = -412979.555289 nChanged 7 SP:Iteration 68Q (1625.339384 sec): 3 clusters Score: Raw -415854.058323 + Penalty 2871.490691 = -412982.567633 nChanged 5 SP:Iteration 69Q (1625.361262 sec): 3 clusters Score: Raw -415856.709787 + Penalty 2871.490691 = -412985.219096 nChanged 6 SP:Iteration 70Q (1625.382786 sec): 3 clusters Score: Raw -415859.072728 + Penalty 2871.490691 = -412987.582038 nChanged 8 SP:Iteration 71Q (1625.404541 sec): 3 clusters Score: Raw -415864.662398 + Penalty 2871.490691 = -412993.171708 nChanged 12 SP:Iteration 72Q (1625.426060 sec): 3 clusters Score: Raw -415872.721465 + Penalty 2871.490691 = -413001.230775 nChanged 15 SP:Iteration 73Q (1625.447626 sec): 3 clusters Score: Raw -415881.787397 + Penalty 2871.490691 = -413010.296706 nChanged 12 SP:Iteration 74Q (1625.469322 sec): 3 clusters Score: Raw -415888.246829 + Penalty 2871.490691 = -413016.756138 nChanged 11 SP:Iteration 75Q (1625.490736 sec): 3 clusters Score: Raw -415894.573443 + Penalty 2871.490691 = -413023.082752 nChanged 9 SP:Iteration 76Q (1625.512258 sec): 3 clusters Score: Raw -415899.533893 + Penalty 2871.490691 = -413028.043203 nChanged 8 SP:Iteration 77Q (1625.533502 sec): 3 clusters Score: Raw -415901.720701 + Penalty 2871.490691 = -413030.230010 nChanged 6 SP:Iteration 78Q (1625.554978 sec): 3 clusters Score: Raw -415903.145725 + Penalty 2871.490691 = -413031.655034 nChanged 2 SP:Iteration 79Q (1625.576395 sec): 3 clusters Score: Raw -415903.896741 + Penalty 2871.490691 = -413032.406051 nChanged 5 SP:Iteration 80F (1625.600077 sec): 3 clusters Score: Raw -415906.418843 + Penalty 2871.490691 = -413034.928153 nChanged 6 SP:Iteration 81Q (1625.621532 sec): 3 clusters Score: Raw -415909.398948 + Penalty 2871.490691 = -413037.908258 nChanged 5 SP:Iteration 82Q (1625.643163 sec): 3 clusters Score: Raw -415911.786102 + Penalty 2871.490691 = -413040.295411 nChanged 5 SP:Iteration 83Q (1625.664691 sec): 3 clusters Score: Raw -415914.148783 + Penalty 2871.490691 = -413042.658093 nChanged 3 SP:Iteration 84Q (1625.686010 sec): 3 clusters Score: Raw -415916.151501 + Penalty 2871.490691 = -413044.660811 nChanged 5 SP:Iteration 85Q (1625.707509 sec): 3 clusters Score: Raw -415918.461786 + Penalty 2871.490691 = -413046.971095 nChanged 3 SP:Iteration 86Q (1625.728953 sec): 3 clusters Score: Raw -415920.302848 + Penalty 2871.490691 = -413048.812157 nChanged 7 SP:Iteration 87Q (1625.753729 sec): 3 clusters Score: Raw -415924.944730 + Penalty 2871.490691 = -413053.454039 nChanged 10 SP:Iteration 88Q (1625.774981 sec): 3 clusters Score: Raw -415929.380442 + Penalty 2871.490691 = -413057.889752 nChanged 9 SP:Iteration 89Q (1625.796532 sec): 3 clusters Score: Raw -415934.604874 + Penalty 2871.490691 = -413063.114183 nChanged 6 SP:Iteration 90Q (1625.817812 sec): 3 clusters Score: Raw -415938.236626 + Penalty 2871.490691 = -413066.745936 nChanged 6 SP:Iteration 91Q (1625.839043 sec): 3 clusters Score: Raw -415941.093185 + Penalty 2871.490691 = -413069.602494 nChanged 3 SP:Iteration 92Q (1625.860565 sec): 3 clusters Score: Raw -415942.902933 + Penalty 2871.490691 = -413071.412243 nChanged 4 SP:Iteration 93Q (1625.882094 sec): 3 clusters Score: Raw -415943.744768 + Penalty 2871.490691 = -413072.254077 nChanged 0 SP:Iteration 94F (1625.905701 sec): 3 clusters Score: Raw -415943.744768 + Penalty 2871.490691 = -413072.254077 nChanged 0 Trying to split cluster 23 (39466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1625.964493 sec): 2 clusters Score: Raw -2650216.240669 + Penalty 1719.769158 = -2648496.471510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1626.042626 sec): 3 clusters Score: Raw -2625495.377358 + Penalty 3439.538317 = -2622055.839041 nChanged 18402 SP:Iteration 1F (1626.114621 sec): 3 clusters Score: Raw -2635649.080293 + Penalty 3439.538317 = -2632209.541977 nChanged 1687 SP:Iteration 2Q (1626.190658 sec): 3 clusters Score: Raw -2636144.014232 + Penalty 3439.538317 = -2632704.475915 nChanged 1615 SP:Iteration 3Q (1626.265618 sec): 3 clusters Score: Raw -2636658.839406 + Penalty 3439.538317 = -2633219.301089 nChanged 1580 SP:Iteration 4Q (1626.340468 sec): 3 clusters Score: Raw -2637204.810900 + Penalty 3439.538317 = -2633765.272584 nChanged 1643 SP:Iteration 5Q (1626.415375 sec): 3 clusters Score: Raw -2637827.331126 + Penalty 3439.538317 = -2634387.792809 nChanged 1681 SP:Iteration 6Q (1626.490066 sec): 3 clusters Score: Raw -2638580.844625 + Penalty 3439.538317 = -2635141.306309 nChanged 1890 SP:Iteration 7Q (1626.564724 sec): 3 clusters Score: Raw -2639594.677199 + Penalty 3439.538317 = -2636155.138882 nChanged 2047 SP:Iteration 8F (1626.635618 sec): 3 clusters Score: Raw -2640825.590135 + Penalty 3439.538317 = -2637386.051818 nChanged 2218 SP:Iteration 9F (1626.707661 sec): 3 clusters Score: Raw -2642261.514557 + Penalty 3439.538317 = -2638821.976240 nChanged 2178 SP:Iteration 10F (1626.779960 sec): 3 clusters Score: Raw -2643643.275792 + Penalty 3439.538317 = -2640203.737476 nChanged 1918 SP:Iteration 11Q (1626.854066 sec): 3 clusters Score: Raw -2644655.354411 + Penalty 3439.538317 = -2641215.816095 nChanged 1380 SP:Iteration 12Q (1626.926449 sec): 3 clusters Score: Raw -2645180.866120 + Penalty 3439.538317 = -2641741.327804 nChanged 901 SP:Iteration 13Q (1626.998489 sec): 3 clusters Score: Raw -2645431.739138 + Penalty 3439.538317 = -2641992.200821 nChanged 603 SP:Iteration 14Q (1627.070191 sec): 3 clusters Score: Raw -2645570.730871 + Penalty 3439.538317 = -2642131.192554 nChanged 456 SP:Iteration 15Q (1627.173928 sec): 3 clusters Score: Raw -2645668.920860 + Penalty 3439.538317 = -2642229.382543 nChanged 441 SP:Iteration 16Q (1627.241112 sec): 3 clusters Score: Raw -2645770.441382 + Penalty 3439.538317 = -2642330.903065 nChanged 416 SP:Iteration 17Q (1627.315859 sec): 3 clusters Score: Raw -2645863.779985 + Penalty 3439.538317 = -2642424.241668 nChanged 406 SP:Iteration 18Q (1627.386563 sec): 3 clusters Score: Raw -2645961.216580 + Penalty 3439.538317 = -2642521.678264 nChanged 402 SP:Iteration 19Q (1627.457106 sec): 3 clusters Score: Raw -2646053.631044 + Penalty 3439.538317 = -2642614.092728 nChanged 408 SP:Iteration 20F (1627.528302 sec): 3 clusters Score: Raw -2646147.207567 + Penalty 3439.538317 = -2642707.669251 nChanged 391 SP:Iteration 21Q (1627.599213 sec): 3 clusters Score: Raw -2646240.122487 + Penalty 3439.538317 = -2642800.584171 nChanged 407 SP:Iteration 22Q (1627.669324 sec): 3 clusters Score: Raw -2646345.179710 + Penalty 3439.538317 = -2642905.641393 nChanged 421 SP:Iteration 23Q (1627.739323 sec): 3 clusters Score: Raw -2646461.345609 + Penalty 3439.538317 = -2643021.807292 nChanged 405 SP:Iteration 24Q (1627.811049 sec): 3 clusters Score: Raw -2646575.104707 + Penalty 3439.538317 = -2643135.566390 nChanged 437 SP:Iteration 25Q (1627.880484 sec): 3 clusters Score: Raw -2646694.018458 + Penalty 3439.538317 = -2643254.480141 nChanged 454 SP:Iteration 26Q (1627.949717 sec): 3 clusters Score: Raw -2646824.942983 + Penalty 3439.538317 = -2643385.404666 nChanged 482 SP:Iteration 27Q (1628.018387 sec): 3 clusters Score: Raw -2646970.544193 + Penalty 3439.538317 = -2643531.005876 nChanged 482 SP:Iteration 28Q (1628.087056 sec): 3 clusters Score: Raw -2647107.265219 + Penalty 3439.538317 = -2643667.726902 nChanged 469 SP:Iteration 29Q (1628.155029 sec): 3 clusters Score: Raw -2647235.291621 + Penalty 3439.538317 = -2643795.753304 nChanged 448 SP:Iteration 30Q (1628.222924 sec): 3 clusters Score: Raw -2647351.577830 + Penalty 3439.538317 = -2643912.039514 nChanged 454 SP:Iteration 31Q (1628.290282 sec): 3 clusters Score: Raw -2647492.938063 + Penalty 3439.538317 = -2644053.399746 nChanged 450 SP:Iteration 32Q (1628.356960 sec): 3 clusters Score: Raw -2647635.550639 + Penalty 3439.538317 = -2644196.012323 nChanged 469 SP:Iteration 33Q (1628.423451 sec): 3 clusters Score: Raw -2647795.417813 + Penalty 3439.538317 = -2644355.879496 nChanged 464 SP:Iteration 34Q (1628.489506 sec): 3 clusters Score: Raw -2647959.600278 + Penalty 3439.538317 = -2644520.061962 nChanged 446 SP:Iteration 35Q (1628.554964 sec): 3 clusters Score: Raw -2648117.353604 + Penalty 3439.538317 = -2644677.815287 nChanged 435 SP:Iteration 36Q (1628.619866 sec): 3 clusters Score: Raw -2648272.666889 + Penalty 3439.538317 = -2644833.128572 nChanged 418 SP:Iteration 37Q (1628.684701 sec): 3 clusters Score: Raw -2648431.473289 + Penalty 3439.538317 = -2644991.934972 nChanged 456 SP:Iteration 38Q (1628.749002 sec): 3 clusters Score: Raw -2648616.212572 + Penalty 3439.538317 = -2645176.674256 nChanged 388 SP:Iteration 39Q (1628.812320 sec): 3 clusters Score: Raw -2648774.318828 + Penalty 3439.538317 = -2645334.780511 nChanged 354 SP:Iteration 40F (1628.884060 sec): 3 clusters Score: Raw -2648917.066374 + Penalty 3439.538317 = -2645477.528057 nChanged 320 SP:Iteration 41Q (1628.947472 sec): 3 clusters Score: Raw -2649047.991244 + Penalty 3439.538317 = -2645608.452927 nChanged 280 SP:Iteration 42Q (1629.009802 sec): 3 clusters Score: Raw -2649147.457885 + Penalty 3439.538317 = -2645707.919569 nChanged 227 SP:Iteration 43Q (1629.071653 sec): 3 clusters Score: Raw -2649233.558713 + Penalty 3439.538317 = -2645794.020396 nChanged 230 SP:Iteration 44Q (1629.133357 sec): 3 clusters Score: Raw -2649326.835110 + Penalty 3439.538317 = -2645887.296793 nChanged 223 SP:Iteration 45Q (1629.194849 sec): 3 clusters Score: Raw -2649425.683129 + Penalty 3439.538317 = -2645986.144812 nChanged 217 SP:Iteration 46Q (1629.256126 sec): 3 clusters Score: Raw -2649526.998424 + Penalty 3439.538317 = -2646087.460108 nChanged 224 SP:Iteration 47Q (1629.316691 sec): 3 clusters Score: Raw -2649627.810412 + Penalty 3439.538317 = -2646188.272095 nChanged 207 SP:Iteration 48Q (1629.376812 sec): 3 clusters Score: Raw -2649723.193008 + Penalty 3439.538317 = -2646283.654691 nChanged 162 SP:Iteration 49Q (1629.436803 sec): 3 clusters Score: Raw -2649799.302716 + Penalty 3439.538317 = -2646359.764399 nChanged 162 SP:Iteration 50Q (1629.496487 sec): 3 clusters Score: Raw -2649866.371585 + Penalty 3439.538317 = -2646426.833268 nChanged 134 SP:Iteration 51Q (1629.555920 sec): 3 clusters Score: Raw -2649916.146491 + Penalty 3439.538317 = -2646476.608174 nChanged 124 SP:Iteration 52Q (1629.615487 sec): 3 clusters Score: Raw -2649957.928834 + Penalty 3439.538317 = -2646518.390517 nChanged 129 SP:Iteration 53Q (1629.674877 sec): 3 clusters Score: Raw -2649998.378604 + Penalty 3439.538317 = -2646558.840287 nChanged 104 SP:Iteration 54Q (1629.733945 sec): 3 clusters Score: Raw -2650030.973098 + Penalty 3439.538317 = -2646591.434781 nChanged 91 SP:Iteration 55Q (1629.793147 sec): 3 clusters Score: Raw -2650063.283518 + Penalty 3439.538317 = -2646623.745201 nChanged 89 SP:Iteration 56Q (1629.852353 sec): 3 clusters Score: Raw -2650089.614110 + Penalty 3439.538317 = -2646650.075793 nChanged 78 SP:Iteration 57Q (1629.911407 sec): 3 clusters Score: Raw -2650109.596489 + Penalty 3439.538317 = -2646670.058173 nChanged 66 SP:Iteration 58Q (1629.970267 sec): 3 clusters Score: Raw -2650129.689615 + Penalty 3439.538317 = -2646690.151299 nChanged 70 SP:Iteration 59Q (1630.028792 sec): 3 clusters Score: Raw -2650148.504390 + Penalty 3439.538317 = -2646708.966074 nChanged 65 SP:Iteration 60F (1630.101521 sec): 3 clusters Score: Raw -2650165.871801 + Penalty 3439.538317 = -2646726.333485 nChanged 56 SP:Iteration 61Q (1630.159273 sec): 3 clusters Score: Raw -2650181.856015 + Penalty 3439.538317 = -2646742.317698 nChanged 56 SP:Iteration 62Q (1630.218038 sec): 3 clusters Score: Raw -2650197.829971 + Penalty 3439.538317 = -2646758.291655 nChanged 53 SP:Iteration 63Q (1630.276753 sec): 3 clusters Score: Raw -2650213.611734 + Penalty 3439.538317 = -2646774.073418 nChanged 52 SP:Iteration 64Q (1630.335227 sec): 3 clusters Score: Raw -2650229.754031 + Penalty 3439.538317 = -2646790.215714 nChanged 44 SP:Iteration 65Q (1630.393615 sec): 3 clusters Score: Raw -2650241.536785 + Penalty 3439.538317 = -2646801.998468 nChanged 50 SP:Iteration 66Q (1630.452334 sec): 3 clusters Score: Raw -2650257.953787 + Penalty 3439.538317 = -2646818.415471 nChanged 46 SP:Iteration 67Q (1630.510680 sec): 3 clusters Score: Raw -2650276.329556 + Penalty 3439.538317 = -2646836.791239 nChanged 53 SP:Iteration 68Q (1630.569234 sec): 3 clusters Score: Raw -2650295.308533 + Penalty 3439.538317 = -2646855.770216 nChanged 49 SP:Iteration 69Q (1630.627476 sec): 3 clusters Score: Raw -2650311.278510 + Penalty 3439.538317 = -2646871.740193 nChanged 42 SP:Iteration 70Q (1630.685797 sec): 3 clusters Score: Raw -2650322.487541 + Penalty 3439.538317 = -2646882.949224 nChanged 32 SP:Iteration 71Q (1630.744152 sec): 3 clusters Score: Raw -2650331.788666 + Penalty 3439.538317 = -2646892.250349 nChanged 27 SP:Iteration 72Q (1630.802404 sec): 3 clusters Score: Raw -2650339.813507 + Penalty 3439.538317 = -2646900.275190 nChanged 24 SP:Iteration 73Q (1630.860563 sec): 3 clusters Score: Raw -2650345.885204 + Penalty 3439.538317 = -2646906.346887 nChanged 21 SP:Iteration 74Q (1630.920340 sec): 3 clusters Score: Raw -2650349.405718 + Penalty 3439.538317 = -2646909.867401 nChanged 11 SP:Iteration 75Q (1630.979154 sec): 3 clusters Score: Raw -2650351.461369 + Penalty 3439.538317 = -2646911.923053 nChanged 8 SP:Iteration 76Q (1631.037209 sec): 3 clusters Score: Raw -2650352.978690 + Penalty 3439.538317 = -2646913.440373 nChanged 7 SP:Iteration 77Q (1631.095408 sec): 3 clusters Score: Raw -2650354.866735 + Penalty 3439.538317 = -2646915.328418 nChanged 13 SP:Iteration 78Q (1631.153485 sec): 3 clusters Score: Raw -2650357.778429 + Penalty 3439.538317 = -2646918.240112 nChanged 12 SP:Iteration 79Q (1631.211695 sec): 3 clusters Score: Raw -2650360.426069 + Penalty 3439.538317 = -2646920.887753 nChanged 16 SP:Iteration 80F (1631.284592 sec): 3 clusters Score: Raw -2650364.385462 + Penalty 3439.538317 = -2646924.847145 nChanged 20 SP:Iteration 81Q (1631.341900 sec): 3 clusters Score: Raw -2650369.645608 + Penalty 3439.538317 = -2646930.107291 nChanged 16 SP:Iteration 82Q (1631.400019 sec): 3 clusters Score: Raw -2650373.270893 + Penalty 3439.538317 = -2646933.732577 nChanged 17 SP:Iteration 83Q (1631.458131 sec): 3 clusters Score: Raw -2650377.381174 + Penalty 3439.538317 = -2646937.842858 nChanged 9 SP:Iteration 84Q (1631.516287 sec): 3 clusters Score: Raw -2650378.826664 + Penalty 3439.538317 = -2646939.288347 nChanged 8 SP:Iteration 85Q (1631.574259 sec): 3 clusters Score: Raw -2650380.512957 + Penalty 3439.538317 = -2646940.974640 nChanged 9 SP:Iteration 86Q (1631.632355 sec): 3 clusters Score: Raw -2650382.859167 + Penalty 3439.538317 = -2646943.320851 nChanged 14 SP:Iteration 87Q (1631.690293 sec): 3 clusters Score: Raw -2650385.835689 + Penalty 3439.538317 = -2646946.297372 nChanged 8 SP:Iteration 88Q (1631.748256 sec): 3 clusters Score: Raw -2650388.010913 + Penalty 3439.538317 = -2646948.472596 nChanged 7 SP:Iteration 89Q (1631.806249 sec): 3 clusters Score: Raw -2650389.210310 + Penalty 3439.538317 = -2646949.671993 nChanged 6 SP:Iteration 90Q (1631.864278 sec): 3 clusters Score: Raw -2650390.134091 + Penalty 3439.538317 = -2646950.595774 nChanged 5 SP:Iteration 91Q (1631.922270 sec): 3 clusters Score: Raw -2650391.029063 + Penalty 3439.538317 = -2646951.490746 nChanged 6 SP:Iteration 92Q (1631.980408 sec): 3 clusters Score: Raw -2650392.039255 + Penalty 3439.538317 = -2646952.500938 nChanged 7 SP:Iteration 93Q (1632.038389 sec): 3 clusters Score: Raw -2650393.555328 + Penalty 3439.538317 = -2646954.017012 nChanged 7 SP:Iteration 94Q (1632.096349 sec): 3 clusters Score: Raw -2650394.831430 + Penalty 3439.538317 = -2646955.293114 nChanged 4 SP:Iteration 95Q (1632.154340 sec): 3 clusters Score: Raw -2650395.640613 + Penalty 3439.538317 = -2646956.102297 nChanged 4 SP:Iteration 96Q (1632.212375 sec): 3 clusters Score: Raw -2650396.703769 + Penalty 3439.538317 = -2646957.165452 nChanged 3 SP:Iteration 97Q (1632.270403 sec): 3 clusters Score: Raw -2650397.033865 + Penalty 3439.538317 = -2646957.495548 nChanged 2 SP:Iteration 98Q (1632.328466 sec): 3 clusters Score: Raw -2650397.268301 + Penalty 3439.538317 = -2646957.729984 nChanged 1 SP:Iteration 99Q (1632.386425 sec): 3 clusters Score: Raw -2650397.327877 + Penalty 3439.538317 = -2646957.789560 nChanged 1 SP:Iteration 100F (1632.459580 sec): 3 clusters Score: Raw -2650397.371767 + Penalty 3439.538317 = -2646957.833450 nChanged 0 Trying to split cluster 24 (2816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1632.470626 sec): 2 clusters Score: Raw -164425.253346 + Penalty 1290.749317 = -163134.504029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1632.485416 sec): 3 clusters Score: Raw -163136.542641 + Penalty 2581.498633 = -160555.044008 nChanged 1023 SP:Iteration 1F (1632.499261 sec): 3 clusters Score: Raw -163804.317664 + Penalty 2581.498633 = -161222.819030 nChanged 231 SP:Iteration 2F (1632.513024 sec): 3 clusters Score: Raw -163991.285987 + Penalty 2581.498633 = -161409.787354 nChanged 171 SP:Iteration 3F (1632.526708 sec): 3 clusters Score: Raw -164128.685019 + Penalty 2581.498633 = -161547.186385 nChanged 140 SP:Iteration 4Q (1632.540433 sec): 3 clusters Score: Raw -164230.447741 + Penalty 2581.498633 = -161648.949108 nChanged 100 SP:Iteration 5Q (1632.554169 sec): 3 clusters Score: Raw -164307.009537 + Penalty 2581.498633 = -161725.510903 nChanged 89 SP:Iteration 6Q (1632.567750 sec): 3 clusters Score: Raw -164372.855813 + Penalty 2581.498633 = -161791.357180 nChanged 74 SP:Iteration 7Q (1632.581425 sec): 3 clusters Score: Raw -164460.592269 + Penalty 2581.498633 = -161879.093636 nChanged 90 SP:Iteration 8Q (1632.595084 sec): 3 clusters Score: Raw -164568.409260 + Penalty 2581.498633 = -161986.910627 nChanged 76 SP:Iteration 9Q (1632.608658 sec): 3 clusters Score: Raw -164655.729326 + Penalty 2581.498633 = -162074.230693 nChanged 63 SP:Iteration 10Q (1632.622163 sec): 3 clusters Score: Raw -164731.916204 + Penalty 2581.498633 = -162150.417571 nChanged 50 SP:Iteration 11Q (1632.638441 sec): 3 clusters Score: Raw -164784.687476 + Penalty 2581.498633 = -162203.188843 nChanged 54 SP:Iteration 12Q (1632.651853 sec): 3 clusters Score: Raw -164842.548491 + Penalty 2581.498633 = -162261.049858 nChanged 36 SP:Iteration 13Q (1632.665139 sec): 3 clusters Score: Raw -164876.661878 + Penalty 2581.498633 = -162295.163245 nChanged 24 SP:Iteration 14Q (1632.678384 sec): 3 clusters Score: Raw -164898.328437 + Penalty 2581.498633 = -162316.829804 nChanged 22 SP:Iteration 15Q (1632.691567 sec): 3 clusters Score: Raw -164919.057733 + Penalty 2581.498633 = -162337.559100 nChanged 23 SP:Iteration 16Q (1632.704752 sec): 3 clusters Score: Raw -164937.380377 + Penalty 2581.498633 = -162355.881744 nChanged 27 SP:Iteration 17Q (1632.717923 sec): 3 clusters Score: Raw -164960.445445 + Penalty 2581.498633 = -162378.946812 nChanged 25 SP:Iteration 18Q (1632.731027 sec): 3 clusters Score: Raw -164983.225762 + Penalty 2581.498633 = -162401.727129 nChanged 19 SP:Iteration 19Q (1632.744154 sec): 3 clusters Score: Raw -164999.243850 + Penalty 2581.498633 = -162417.745217 nChanged 16 SP:Iteration 20F (1632.757859 sec): 3 clusters Score: Raw -165017.616264 + Penalty 2581.498633 = -162436.117631 nChanged 16 SP:Iteration 21Q (1632.770941 sec): 3 clusters Score: Raw -165035.618097 + Penalty 2581.498633 = -162454.119464 nChanged 11 SP:Iteration 22Q (1632.783984 sec): 3 clusters Score: Raw -165043.890028 + Penalty 2581.498633 = -162462.391395 nChanged 11 SP:Iteration 23Q (1632.796904 sec): 3 clusters Score: Raw -165057.559046 + Penalty 2581.498633 = -162476.060413 nChanged 12 SP:Iteration 24Q (1632.810029 sec): 3 clusters Score: Raw -165072.007130 + Penalty 2581.498633 = -162490.508497 nChanged 23 SP:Iteration 25Q (1632.823065 sec): 3 clusters Score: Raw -165097.091173 + Penalty 2581.498633 = -162515.592540 nChanged 21 SP:Iteration 26Q (1632.836090 sec): 3 clusters Score: Raw -165124.027094 + Penalty 2581.498633 = -162542.528461 nChanged 27 SP:Iteration 27Q (1632.849099 sec): 3 clusters Score: Raw -165157.935644 + Penalty 2581.498633 = -162576.437010 nChanged 24 SP:Iteration 28Q (1632.862090 sec): 3 clusters Score: Raw -165184.961465 + Penalty 2581.498633 = -162603.462832 nChanged 22 SP:Iteration 29Q (1632.875093 sec): 3 clusters Score: Raw -165208.399595 + Penalty 2581.498633 = -162626.900962 nChanged 10 SP:Iteration 30Q (1632.887907 sec): 3 clusters Score: Raw -165214.207837 + Penalty 2581.498633 = -162632.709204 nChanged 3 SP:Iteration 31Q (1632.900849 sec): 3 clusters Score: Raw -165216.503940 + Penalty 2581.498633 = -162635.005307 nChanged 4 SP:Iteration 32Q (1632.913790 sec): 3 clusters Score: Raw -165219.125406 + Penalty 2581.498633 = -162637.626773 nChanged 3 SP:Iteration 33Q (1632.926737 sec): 3 clusters Score: Raw -165220.890793 + Penalty 2581.498633 = -162639.392160 nChanged 1 SP:Iteration 34Q (1632.939574 sec): 3 clusters Score: Raw -165221.454888 + Penalty 2581.498633 = -162639.956255 nChanged 2 SP:Iteration 35Q (1632.952386 sec): 3 clusters Score: Raw -165222.419620 + Penalty 2581.498633 = -162640.920987 nChanged 2 SP:Iteration 36Q (1632.965364 sec): 3 clusters Score: Raw -165223.482660 + Penalty 2581.498633 = -162641.984027 nChanged 2 SP:Iteration 37Q (1632.978024 sec): 3 clusters Score: Raw -165224.177498 + Penalty 2581.498633 = -162642.678865 nChanged 0 SP:Iteration 38F (1632.991704 sec): 3 clusters Score: Raw -165224.177498 + Penalty 2581.498633 = -162642.678865 nChanged 0 Trying to split cluster 25 (13166 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1633.021440 sec): 2 clusters Score: Raw -880546.635225 + Penalty 1541.376367 = -879005.258858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1633.057105 sec): 3 clusters Score: Raw -872917.682303 + Penalty 3082.752734 = -869834.929569 nChanged 5865 SP:Iteration 1F (1633.091379 sec): 3 clusters Score: Raw -876380.276819 + Penalty 3082.752734 = -873297.524085 nChanged 887 SP:Iteration 2F (1633.125525 sec): 3 clusters Score: Raw -876847.788529 + Penalty 3082.752734 = -873765.035794 nChanged 797 SP:Iteration 3F (1633.159906 sec): 3 clusters Score: Raw -877267.828282 + Penalty 3082.752734 = -874185.075547 nChanged 754 SP:Iteration 4F (1633.194105 sec): 3 clusters Score: Raw -877663.660954 + Penalty 3082.752734 = -874580.908220 nChanged 704 SP:Iteration 5F (1633.228541 sec): 3 clusters Score: Raw -878049.585548 + Penalty 3082.752734 = -874966.832814 nChanged 614 SP:Iteration 6Q (1633.263160 sec): 3 clusters Score: Raw -878421.617131 + Penalty 3082.752734 = -875338.864397 nChanged 606 SP:Iteration 7Q (1633.297515 sec): 3 clusters Score: Raw -878764.202073 + Penalty 3082.752734 = -875681.449339 nChanged 531 SP:Iteration 8Q (1633.331947 sec): 3 clusters Score: Raw -879053.468961 + Penalty 3082.752734 = -875970.716226 nChanged 474 SP:Iteration 9Q (1633.366172 sec): 3 clusters Score: Raw -879286.406981 + Penalty 3082.752734 = -876203.654247 nChanged 415 SP:Iteration 10Q (1633.400295 sec): 3 clusters Score: Raw -879469.204934 + Penalty 3082.752734 = -876386.452200 nChanged 336 SP:Iteration 11Q (1633.434406 sec): 3 clusters Score: Raw -879605.318835 + Penalty 3082.752734 = -876522.566101 nChanged 252 SP:Iteration 12Q (1633.468293 sec): 3 clusters Score: Raw -879694.222565 + Penalty 3082.752734 = -876611.469831 nChanged 208 SP:Iteration 13Q (1633.502146 sec): 3 clusters Score: Raw -879762.525948 + Penalty 3082.752734 = -876679.773214 nChanged 161 SP:Iteration 14Q (1633.535820 sec): 3 clusters Score: Raw -879807.495181 + Penalty 3082.752734 = -876724.742447 nChanged 143 SP:Iteration 15Q (1633.569388 sec): 3 clusters Score: Raw -879839.848801 + Penalty 3082.752734 = -876757.096067 nChanged 103 SP:Iteration 16Q (1633.603037 sec): 3 clusters Score: Raw -879859.172001 + Penalty 3082.752734 = -876776.419267 nChanged 80 SP:Iteration 17Q (1633.636483 sec): 3 clusters Score: Raw -879871.603781 + Penalty 3082.752734 = -876788.851047 nChanged 53 SP:Iteration 18Q (1633.669944 sec): 3 clusters Score: Raw -879880.959875 + Penalty 3082.752734 = -876798.207141 nChanged 60 SP:Iteration 19Q (1633.703460 sec): 3 clusters Score: Raw -879889.852442 + Penalty 3082.752734 = -876807.099708 nChanged 53 SP:Iteration 20F (1633.737697 sec): 3 clusters Score: Raw -879896.364813 + Penalty 3082.752734 = -876813.612079 nChanged 41 SP:Iteration 21Q (1633.771163 sec): 3 clusters Score: Raw -879901.846593 + Penalty 3082.752734 = -876819.093859 nChanged 44 SP:Iteration 22Q (1633.804611 sec): 3 clusters Score: Raw -879908.777433 + Penalty 3082.752734 = -876826.024698 nChanged 47 SP:Iteration 23Q (1633.838323 sec): 3 clusters Score: Raw -879916.472422 + Penalty 3082.752734 = -876833.719688 nChanged 44 SP:Iteration 24Q (1633.871769 sec): 3 clusters Score: Raw -879923.552999 + Penalty 3082.752734 = -876840.800265 nChanged 48 SP:Iteration 25Q (1633.905357 sec): 3 clusters Score: Raw -879930.980762 + Penalty 3082.752734 = -876848.228027 nChanged 40 SP:Iteration 26Q (1633.938706 sec): 3 clusters Score: Raw -879938.637272 + Penalty 3082.752734 = -876855.884538 nChanged 40 SP:Iteration 27Q (1633.972029 sec): 3 clusters Score: Raw -879945.446419 + Penalty 3082.752734 = -876862.693685 nChanged 43 SP:Iteration 28Q (1634.005763 sec): 3 clusters Score: Raw -879952.646361 + Penalty 3082.752734 = -876869.893627 nChanged 40 SP:Iteration 29Q (1634.038998 sec): 3 clusters Score: Raw -879957.650951 + Penalty 3082.752734 = -876874.898217 nChanged 31 SP:Iteration 30Q (1634.072470 sec): 3 clusters Score: Raw -879962.612852 + Penalty 3082.752734 = -876879.860117 nChanged 44 SP:Iteration 31Q (1634.105826 sec): 3 clusters Score: Raw -879970.291088 + Penalty 3082.752734 = -876887.538354 nChanged 42 SP:Iteration 32Q (1634.139069 sec): 3 clusters Score: Raw -879975.318512 + Penalty 3082.752734 = -876892.565778 nChanged 33 SP:Iteration 33Q (1634.172499 sec): 3 clusters Score: Raw -879978.387740 + Penalty 3082.752734 = -876895.635006 nChanged 26 SP:Iteration 34Q (1634.205861 sec): 3 clusters Score: Raw -879981.147749 + Penalty 3082.752734 = -876898.395015 nChanged 21 SP:Iteration 35Q (1634.239153 sec): 3 clusters Score: Raw -879983.104496 + Penalty 3082.752734 = -876900.351761 nChanged 15 SP:Iteration 36Q (1634.272436 sec): 3 clusters Score: Raw -879984.115504 + Penalty 3082.752734 = -876901.362770 nChanged 12 SP:Iteration 37Q (1634.305659 sec): 3 clusters Score: Raw -879985.085230 + Penalty 3082.752734 = -876902.332496 nChanged 19 SP:Iteration 38Q (1634.351667 sec): 3 clusters Score: Raw -879987.480363 + Penalty 3082.752734 = -876904.727629 nChanged 22 SP:Iteration 39Q (1634.384319 sec): 3 clusters Score: Raw -879989.608319 + Penalty 3082.752734 = -876906.855584 nChanged 15 SP:Iteration 40F (1634.418548 sec): 3 clusters Score: Raw -879990.920525 + Penalty 3082.752734 = -876908.167791 nChanged 15 SP:Iteration 41Q (1634.451915 sec): 3 clusters Score: Raw -879992.488679 + Penalty 3082.752734 = -876909.735945 nChanged 16 SP:Iteration 42Q (1634.485338 sec): 3 clusters Score: Raw -879993.853892 + Penalty 3082.752734 = -876911.101157 nChanged 14 SP:Iteration 43Q (1634.518745 sec): 3 clusters Score: Raw -879994.871456 + Penalty 3082.752734 = -876912.118722 nChanged 10 SP:Iteration 44Q (1634.552231 sec): 3 clusters Score: Raw -879995.859309 + Penalty 3082.752734 = -876913.106575 nChanged 12 SP:Iteration 45Q (1634.585401 sec): 3 clusters Score: Raw -879996.994974 + Penalty 3082.752734 = -876914.242240 nChanged 10 SP:Iteration 46Q (1634.618804 sec): 3 clusters Score: Raw -879997.492250 + Penalty 3082.752734 = -876914.739516 nChanged 11 SP:Iteration 47Q (1634.652096 sec): 3 clusters Score: Raw -879998.215618 + Penalty 3082.752734 = -876915.462884 nChanged 10 SP:Iteration 48Q (1634.685498 sec): 3 clusters Score: Raw -879998.923182 + Penalty 3082.752734 = -876916.170448 nChanged 8 SP:Iteration 49Q (1634.718839 sec): 3 clusters Score: Raw -879999.798039 + Penalty 3082.752734 = -876917.045305 nChanged 10 SP:Iteration 50Q (1634.766571 sec): 3 clusters Score: Raw -880000.941437 + Penalty 3082.752734 = -876918.188703 nChanged 7 SP:Iteration 51Q (1634.799758 sec): 3 clusters Score: Raw -880001.338289 + Penalty 3082.752734 = -876918.585555 nChanged 3 SP:Iteration 52Q (1634.833313 sec): 3 clusters Score: Raw -880001.528020 + Penalty 3082.752734 = -876918.775286 nChanged 2 SP:Iteration 53Q (1634.866515 sec): 3 clusters Score: Raw -880001.722761 + Penalty 3082.752734 = -876918.970027 nChanged 4 SP:Iteration 54Q (1634.899807 sec): 3 clusters Score: Raw -880001.840847 + Penalty 3082.752734 = -876919.088113 nChanged 4 SP:Iteration 55Q (1634.932979 sec): 3 clusters Score: Raw -880002.047880 + Penalty 3082.752734 = -876919.295146 nChanged 1 SP:Iteration 56Q (1634.966271 sec): 3 clusters Score: Raw -880002.082178 + Penalty 3082.752734 = -876919.329444 nChanged 3 SP:Iteration 57Q (1634.999695 sec): 3 clusters Score: Raw -880002.334376 + Penalty 3082.752734 = -876919.581642 nChanged 5 SP:Iteration 58Q (1635.033073 sec): 3 clusters Score: Raw -880002.796220 + Penalty 3082.752734 = -876920.043486 nChanged 3 SP:Iteration 59Q (1635.066759 sec): 3 clusters Score: Raw -880002.945578 + Penalty 3082.752734 = -876920.192844 nChanged 2 SP:Iteration 60F (1635.100854 sec): 3 clusters Score: Raw -880003.156770 + Penalty 3082.752734 = -876920.404036 nChanged 4 SP:Iteration 61Q (1635.134169 sec): 3 clusters Score: Raw -880003.392381 + Penalty 3082.752734 = -876920.639647 nChanged 2 SP:Iteration 62Q (1635.167489 sec): 3 clusters Score: Raw -880003.511512 + Penalty 3082.752734 = -876920.758778 nChanged 0 SP:Iteration 63F (1635.201579 sec): 3 clusters Score: Raw -880003.511512 + Penalty 3082.752734 = -876920.758778 nChanged 0 Trying to split cluster 26 (7791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1635.222381 sec): 2 clusters Score: Raw -505107.163277 + Penalty 1456.117731 = -503651.045546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1635.247960 sec): 3 clusters Score: Raw -500838.629365 + Penalty 2912.235463 = -497926.393903 nChanged 3265 SP:Iteration 1F (1635.272845 sec): 3 clusters Score: Raw -502568.018278 + Penalty 2912.235463 = -499655.782816 nChanged 486 SP:Iteration 2F (1635.297708 sec): 3 clusters Score: Raw -502828.213365 + Penalty 2912.235463 = -499915.977902 nChanged 424 SP:Iteration 3F (1635.322190 sec): 3 clusters Score: Raw -503124.594983 + Penalty 2912.235463 = -500212.359521 nChanged 407 SP:Iteration 4F (1635.346915 sec): 3 clusters Score: Raw -503460.055721 + Penalty 2912.235463 = -500547.820259 nChanged 400 SP:Iteration 5F (1635.371449 sec): 3 clusters Score: Raw -503841.978416 + Penalty 2912.235463 = -500929.742954 nChanged 406 SP:Iteration 6F (1635.396000 sec): 3 clusters Score: Raw -504223.607481 + Penalty 2912.235463 = -501311.372018 nChanged 498 SP:Iteration 7F (1635.420515 sec): 3 clusters Score: Raw -504616.825047 + Penalty 2912.235463 = -501704.589585 nChanged 453 SP:Iteration 8F (1635.445151 sec): 3 clusters Score: Raw -504960.338922 + Penalty 2912.235463 = -502048.103459 nChanged 407 SP:Iteration 9F (1635.469701 sec): 3 clusters Score: Raw -505220.777017 + Penalty 2912.235463 = -502308.541555 nChanged 319 SP:Iteration 10Q (1635.493558 sec): 3 clusters Score: Raw -505406.873062 + Penalty 2912.235463 = -502494.637600 nChanged 239 SP:Iteration 11Q (1635.517666 sec): 3 clusters Score: Raw -505530.749688 + Penalty 2912.235463 = -502618.514225 nChanged 180 SP:Iteration 12Q (1635.541643 sec): 3 clusters Score: Raw -505620.777827 + Penalty 2912.235463 = -502708.542364 nChanged 156 SP:Iteration 13Q (1635.565562 sec): 3 clusters Score: Raw -505700.817655 + Penalty 2912.235463 = -502788.582192 nChanged 153 SP:Iteration 14Q (1635.589393 sec): 3 clusters Score: Raw -505780.797637 + Penalty 2912.235463 = -502868.562174 nChanged 138 SP:Iteration 15Q (1635.613381 sec): 3 clusters Score: Raw -505857.152254 + Penalty 2912.235463 = -502944.916792 nChanged 132 SP:Iteration 16Q (1635.637618 sec): 3 clusters Score: Raw -505946.764818 + Penalty 2912.235463 = -503034.529355 nChanged 121 SP:Iteration 17Q (1635.680894 sec): 3 clusters Score: Raw -506016.783563 + Penalty 2912.235463 = -503104.548101 nChanged 104 SP:Iteration 18Q (1635.704447 sec): 3 clusters Score: Raw -506065.945572 + Penalty 2912.235463 = -503153.710109 nChanged 76 SP:Iteration 19Q (1635.728374 sec): 3 clusters Score: Raw -506099.324149 + Penalty 2912.235463 = -503187.088687 nChanged 59 SP:Iteration 20F (1635.752935 sec): 3 clusters Score: Raw -506118.157527 + Penalty 2912.235463 = -503205.922064 nChanged 47 SP:Iteration 21Q (1635.777305 sec): 3 clusters Score: Raw -506136.360209 + Penalty 2912.235463 = -503224.124746 nChanged 46 SP:Iteration 22Q (1635.801138 sec): 3 clusters Score: Raw -506151.758150 + Penalty 2912.235463 = -503239.522688 nChanged 50 SP:Iteration 23Q (1635.824779 sec): 3 clusters Score: Raw -506168.697873 + Penalty 2912.235463 = -503256.462410 nChanged 55 SP:Iteration 24Q (1635.848660 sec): 3 clusters Score: Raw -506186.342451 + Penalty 2912.235463 = -503274.106988 nChanged 52 SP:Iteration 25Q (1635.872284 sec): 3 clusters Score: Raw -506202.852025 + Penalty 2912.235463 = -503290.616562 nChanged 49 SP:Iteration 26Q (1635.896187 sec): 3 clusters Score: Raw -506217.024771 + Penalty 2912.235463 = -503304.789308 nChanged 40 SP:Iteration 27Q (1635.919689 sec): 3 clusters Score: Raw -506226.484125 + Penalty 2912.235463 = -503314.248663 nChanged 43 SP:Iteration 28Q (1635.943164 sec): 3 clusters Score: Raw -506237.049732 + Penalty 2912.235463 = -503324.814270 nChanged 41 SP:Iteration 29Q (1635.966544 sec): 3 clusters Score: Raw -506248.835811 + Penalty 2912.235463 = -503336.600349 nChanged 44 SP:Iteration 30Q (1635.990090 sec): 3 clusters Score: Raw -506261.063694 + Penalty 2912.235463 = -503348.828232 nChanged 35 SP:Iteration 31Q (1636.013537 sec): 3 clusters Score: Raw -506269.266351 + Penalty 2912.235463 = -503357.030889 nChanged 27 SP:Iteration 32Q (1636.036712 sec): 3 clusters Score: Raw -506276.090080 + Penalty 2912.235463 = -503363.854617 nChanged 24 SP:Iteration 33Q (1636.059947 sec): 3 clusters Score: Raw -506281.246776 + Penalty 2912.235463 = -503369.011313 nChanged 25 SP:Iteration 34Q (1636.083260 sec): 3 clusters Score: Raw -506288.607952 + Penalty 2912.235463 = -503376.372489 nChanged 25 SP:Iteration 35Q (1636.106728 sec): 3 clusters Score: Raw -506294.496353 + Penalty 2912.235463 = -503382.260890 nChanged 23 SP:Iteration 36Q (1636.129968 sec): 3 clusters Score: Raw -506300.551265 + Penalty 2912.235463 = -503388.315803 nChanged 27 SP:Iteration 37Q (1636.153125 sec): 3 clusters Score: Raw -506307.429705 + Penalty 2912.235463 = -503395.194242 nChanged 19 SP:Iteration 38Q (1636.176378 sec): 3 clusters Score: Raw -506311.114065 + Penalty 2912.235463 = -503398.878602 nChanged 19 SP:Iteration 39Q (1636.199708 sec): 3 clusters Score: Raw -506316.372224 + Penalty 2912.235463 = -503404.136761 nChanged 23 SP:Iteration 40F (1636.224579 sec): 3 clusters Score: Raw -506321.356867 + Penalty 2912.235463 = -503409.121404 nChanged 18 SP:Iteration 41Q (1636.248002 sec): 3 clusters Score: Raw -506326.384132 + Penalty 2912.235463 = -503414.148669 nChanged 20 SP:Iteration 42Q (1636.271133 sec): 3 clusters Score: Raw -506332.406707 + Penalty 2912.235463 = -503420.171245 nChanged 23 SP:Iteration 43Q (1636.294399 sec): 3 clusters Score: Raw -506338.883125 + Penalty 2912.235463 = -503426.647663 nChanged 23 SP:Iteration 44Q (1636.317681 sec): 3 clusters Score: Raw -506346.020560 + Penalty 2912.235463 = -503433.785097 nChanged 20 SP:Iteration 45Q (1636.341015 sec): 3 clusters Score: Raw -506350.512258 + Penalty 2912.235463 = -503438.276795 nChanged 14 SP:Iteration 46Q (1636.364200 sec): 3 clusters Score: Raw -506353.479927 + Penalty 2912.235463 = -503441.244464 nChanged 11 SP:Iteration 47Q (1636.387506 sec): 3 clusters Score: Raw -506355.489107 + Penalty 2912.235463 = -503443.253645 nChanged 10 SP:Iteration 48Q (1636.410885 sec): 3 clusters Score: Raw -506357.504380 + Penalty 2912.235463 = -503445.268918 nChanged 10 SP:Iteration 49Q (1636.434265 sec): 3 clusters Score: Raw -506359.359583 + Penalty 2912.235463 = -503447.124120 nChanged 9 SP:Iteration 50Q (1636.457621 sec): 3 clusters Score: Raw -506360.920812 + Penalty 2912.235463 = -503448.685349 nChanged 5 SP:Iteration 51Q (1636.480968 sec): 3 clusters Score: Raw -506361.850104 + Penalty 2912.235463 = -503449.614641 nChanged 2 SP:Iteration 52Q (1636.503892 sec): 3 clusters Score: Raw -506362.068843 + Penalty 2912.235463 = -503449.833381 nChanged 2 SP:Iteration 53Q (1636.526985 sec): 3 clusters Score: Raw -506362.181632 + Penalty 2912.235463 = -503449.946169 nChanged 1 SP:Iteration 54Q (1636.549983 sec): 3 clusters Score: Raw -506362.218960 + Penalty 2912.235463 = -503449.983497 nChanged 0 SP:Iteration 55F (1636.574390 sec): 3 clusters Score: Raw -506362.218960 + Penalty 2912.235463 = -503449.983497 nChanged 0 Trying to split cluster 27 (8120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1636.596613 sec): 2 clusters Score: Raw -567099.195050 + Penalty 1462.838883 = -565636.356167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1636.622495 sec): 3 clusters Score: Raw -562633.931604 + Penalty 2925.677766 = -559708.253838 nChanged 3435 SP:Iteration 1F (1636.647357 sec): 3 clusters Score: Raw -564455.148914 + Penalty 2925.677766 = -561529.471149 nChanged 504 SP:Iteration 2F (1636.672798 sec): 3 clusters Score: Raw -564686.221487 + Penalty 2925.677766 = -561760.543721 nChanged 423 SP:Iteration 3F (1636.697941 sec): 3 clusters Score: Raw -564870.324706 + Penalty 2925.677766 = -561944.646941 nChanged 363 SP:Iteration 4Q (1636.723466 sec): 3 clusters Score: Raw -565033.650703 + Penalty 2925.677766 = -562107.972937 nChanged 321 SP:Iteration 5Q (1636.748961 sec): 3 clusters Score: Raw -565173.803521 + Penalty 2925.677766 = -562248.125755 nChanged 310 SP:Iteration 6Q (1636.774682 sec): 3 clusters Score: Raw -565308.655029 + Penalty 2925.677766 = -562382.977263 nChanged 289 SP:Iteration 7Q (1636.800073 sec): 3 clusters Score: Raw -565466.389635 + Penalty 2925.677766 = -562540.711869 nChanged 310 SP:Iteration 8Q (1636.825445 sec): 3 clusters Score: Raw -565642.172034 + Penalty 2925.677766 = -562716.494268 nChanged 319 SP:Iteration 9Q (1636.875527 sec): 3 clusters Score: Raw -565832.723207 + Penalty 2925.677766 = -562907.045441 nChanged 309 SP:Iteration 10Q (1636.942174 sec): 3 clusters Score: Raw -566026.355691 + Penalty 2925.677766 = -563100.677925 nChanged 264 SP:Iteration 11Q (1636.993495 sec): 3 clusters Score: Raw -566204.145368 + Penalty 2925.677766 = -563278.467602 nChanged 242 SP:Iteration 12Q (1637.052725 sec): 3 clusters Score: Raw -566375.790273 + Penalty 2925.677766 = -563450.112507 nChanged 220 SP:Iteration 13Q (1637.113261 sec): 3 clusters Score: Raw -566529.520115 + Penalty 2925.677766 = -563603.842349 nChanged 197 SP:Iteration 14Q (1637.167035 sec): 3 clusters Score: Raw -566668.908746 + Penalty 2925.677766 = -563743.230981 nChanged 154 SP:Iteration 15Q (1637.190804 sec): 3 clusters Score: Raw -566779.597241 + Penalty 2925.677766 = -563853.919475 nChanged 135 SP:Iteration 16Q (1637.214662 sec): 3 clusters Score: Raw -566876.194662 + Penalty 2925.677766 = -563950.516896 nChanged 108 SP:Iteration 17Q (1637.238178 sec): 3 clusters Score: Raw -566959.564856 + Penalty 2925.677766 = -564033.887090 nChanged 83 SP:Iteration 18Q (1637.261526 sec): 3 clusters Score: Raw -567015.055017 + Penalty 2925.677766 = -564089.377252 nChanged 62 SP:Iteration 19Q (1637.284582 sec): 3 clusters Score: Raw -567047.233845 + Penalty 2925.677766 = -564121.556079 nChanged 50 SP:Iteration 20F (1637.309990 sec): 3 clusters Score: Raw -567076.981148 + Penalty 2925.677766 = -564151.303382 nChanged 45 SP:Iteration 21Q (1637.332955 sec): 3 clusters Score: Raw -567107.735808 + Penalty 2925.677766 = -564182.058042 nChanged 39 SP:Iteration 22Q (1637.355829 sec): 3 clusters Score: Raw -567135.385088 + Penalty 2925.677766 = -564209.707322 nChanged 36 SP:Iteration 23Q (1637.378636 sec): 3 clusters Score: Raw -567157.862608 + Penalty 2925.677766 = -564232.184842 nChanged 24 SP:Iteration 24Q (1637.401414 sec): 3 clusters Score: Raw -567173.735744 + Penalty 2925.677766 = -564248.057979 nChanged 20 SP:Iteration 25Q (1637.424149 sec): 3 clusters Score: Raw -567185.667958 + Penalty 2925.677766 = -564259.990192 nChanged 18 SP:Iteration 26Q (1637.446767 sec): 3 clusters Score: Raw -567198.907971 + Penalty 2925.677766 = -564273.230205 nChanged 17 SP:Iteration 27Q (1637.503870 sec): 3 clusters Score: Raw -567215.316534 + Penalty 2925.677766 = -564289.638768 nChanged 17 SP:Iteration 28Q (1637.535674 sec): 3 clusters Score: Raw -567227.119118 + Penalty 2925.677766 = -564301.441352 nChanged 14 SP:Iteration 29Q (1637.558322 sec): 3 clusters Score: Raw -567234.844790 + Penalty 2925.677766 = -564309.167025 nChanged 8 SP:Iteration 30Q (1637.580893 sec): 3 clusters Score: Raw -567238.748072 + Penalty 2925.677766 = -564313.070306 nChanged 5 SP:Iteration 31Q (1637.603668 sec): 3 clusters Score: Raw -567241.092503 + Penalty 2925.677766 = -564315.414737 nChanged 11 SP:Iteration 32Q (1637.626371 sec): 3 clusters Score: Raw -567248.829458 + Penalty 2925.677766 = -564323.151692 nChanged 4 SP:Iteration 33Q (1637.648936 sec): 3 clusters Score: Raw -567251.594063 + Penalty 2925.677766 = -564325.916297 nChanged 3 SP:Iteration 34Q (1637.671497 sec): 3 clusters Score: Raw -567253.708325 + Penalty 2925.677766 = -564328.030559 nChanged 1 SP:Iteration 35Q (1637.693871 sec): 3 clusters Score: Raw -567253.819423 + Penalty 2925.677766 = -564328.141657 nChanged 0 SP:Iteration 36F (1637.719222 sec): 3 clusters Score: Raw -567253.819423 + Penalty 2925.677766 = -564328.141657 nChanged 0 Trying to split cluster 28 (2073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1637.734505 sec): 2 clusters Score: Raw -134102.072464 + Penalty 1240.972218 = -132861.100245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1637.774116 sec): 3 clusters Score: Raw -133233.115421 + Penalty 2481.944437 = -130751.170985 nChanged 733 SP:Iteration 1F (1637.819503 sec): 3 clusters Score: Raw -133666.594093 + Penalty 2481.944437 = -131184.649657 nChanged 126 SP:Iteration 2F (1637.865274 sec): 3 clusters Score: Raw -133763.728602 + Penalty 2481.944437 = -131281.784165 nChanged 94 SP:Iteration 3Q (1637.916283 sec): 3 clusters Score: Raw -133822.402002 + Penalty 2481.944437 = -131340.457566 nChanged 74 SP:Iteration 4Q (1637.967232 sec): 3 clusters Score: Raw -133873.660035 + Penalty 2481.944437 = -131391.715599 nChanged 63 SP:Iteration 5Q (1638.011136 sec): 3 clusters Score: Raw -133915.854049 + Penalty 2481.944437 = -131433.909612 nChanged 60 SP:Iteration 6Q (1638.061959 sec): 3 clusters Score: Raw -133960.234610 + Penalty 2481.944437 = -131478.290174 nChanged 72 SP:Iteration 7Q (1638.104066 sec): 3 clusters Score: Raw -134014.328126 + Penalty 2481.944437 = -131532.383689 nChanged 65 SP:Iteration 8Q (1638.154999 sec): 3 clusters Score: Raw -134059.399231 + Penalty 2481.944437 = -131577.454794 nChanged 51 SP:Iteration 9Q (1638.210053 sec): 3 clusters Score: Raw -134104.487809 + Penalty 2481.944437 = -131622.543373 nChanged 58 SP:Iteration 10Q (1638.220589 sec): 3 clusters Score: Raw -134151.894683 + Penalty 2481.944437 = -131669.950247 nChanged 51 SP:Iteration 11Q (1638.230916 sec): 3 clusters Score: Raw -134190.592652 + Penalty 2481.944437 = -131708.648215 nChanged 39 SP:Iteration 12Q (1638.241237 sec): 3 clusters Score: Raw -134231.395602 + Penalty 2481.944437 = -131749.451165 nChanged 47 SP:Iteration 13Q (1638.251489 sec): 3 clusters Score: Raw -134279.965427 + Penalty 2481.944437 = -131798.020990 nChanged 47 SP:Iteration 14Q (1638.261769 sec): 3 clusters Score: Raw -134322.579207 + Penalty 2481.944437 = -131840.634771 nChanged 46 SP:Iteration 15Q (1638.272026 sec): 3 clusters Score: Raw -134373.437247 + Penalty 2481.944437 = -131891.492811 nChanged 41 SP:Iteration 16Q (1638.282230 sec): 3 clusters Score: Raw -134420.307274 + Penalty 2481.944437 = -131938.362837 nChanged 38 SP:Iteration 17Q (1638.292427 sec): 3 clusters Score: Raw -134452.681527 + Penalty 2481.944437 = -131970.737091 nChanged 29 SP:Iteration 18Q (1638.302491 sec): 3 clusters Score: Raw -134479.375930 + Penalty 2481.944437 = -131997.431493 nChanged 17 SP:Iteration 19Q (1638.312555 sec): 3 clusters Score: Raw -134489.366750 + Penalty 2481.944437 = -132007.422314 nChanged 13 SP:Iteration 20F (1638.322878 sec): 3 clusters Score: Raw -134499.086423 + Penalty 2481.944437 = -132017.141987 nChanged 10 SP:Iteration 21Q (1638.333022 sec): 3 clusters Score: Raw -134505.621196 + Penalty 2481.944437 = -132023.676760 nChanged 6 SP:Iteration 22Q (1638.343220 sec): 3 clusters Score: Raw -134508.336995 + Penalty 2481.944437 = -132026.392559 nChanged 6 SP:Iteration 23Q (1638.353266 sec): 3 clusters Score: Raw -134511.963212 + Penalty 2481.944437 = -132030.018775 nChanged 6 SP:Iteration 24Q (1638.363418 sec): 3 clusters Score: Raw -134515.834828 + Penalty 2481.944437 = -132033.890392 nChanged 4 SP:Iteration 25Q (1638.373559 sec): 3 clusters Score: Raw -134520.103066 + Penalty 2481.944437 = -132038.158629 nChanged 7 SP:Iteration 26Q (1638.383671 sec): 3 clusters Score: Raw -134522.995734 + Penalty 2481.944437 = -132041.051298 nChanged 3 SP:Iteration 27Q (1638.393772 sec): 3 clusters Score: Raw -134524.027430 + Penalty 2481.944437 = -132042.082994 nChanged 2 SP:Iteration 28Q (1638.403886 sec): 3 clusters Score: Raw -134524.856269 + Penalty 2481.944437 = -132042.911832 nChanged 1 SP:Iteration 29Q (1638.413910 sec): 3 clusters Score: Raw -134525.399120 + Penalty 2481.944437 = -132043.454684 nChanged 1 SP:Iteration 30Q (1638.424036 sec): 3 clusters Score: Raw -134525.758047 + Penalty 2481.944437 = -132043.813611 nChanged 2 SP:Iteration 31Q (1638.434172 sec): 3 clusters Score: Raw -134527.048054 + Penalty 2481.944437 = -132045.103618 nChanged 2 SP:Iteration 32Q (1638.444292 sec): 3 clusters Score: Raw -134527.843209 + Penalty 2481.944437 = -132045.898772 nChanged 3 SP:Iteration 33Q (1638.454392 sec): 3 clusters Score: Raw -134528.646821 + Penalty 2481.944437 = -132046.702384 nChanged 0 SP:Iteration 34F (1638.464712 sec): 3 clusters Score: Raw -134528.646821 + Penalty 2481.944437 = -132046.702384 nChanged 0 Trying to split cluster 29 (5937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1638.484689 sec): 2 clusters Score: Raw -403947.580699 + Penalty 1411.955876 = -402535.624823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1638.507510 sec): 3 clusters Score: Raw -400781.362202 + Penalty 2823.911751 = -397957.450451 nChanged 2430 SP:Iteration 1F (1638.529888 sec): 3 clusters Score: Raw -402037.884623 + Penalty 2823.911751 = -399213.972872 nChanged 439 SP:Iteration 2F (1638.552315 sec): 3 clusters Score: Raw -402305.311941 + Penalty 2823.911751 = -399481.400190 nChanged 394 SP:Iteration 3F (1638.574580 sec): 3 clusters Score: Raw -402558.534960 + Penalty 2823.911751 = -399734.623209 nChanged 375 SP:Iteration 4F (1638.597162 sec): 3 clusters Score: Raw -402831.730662 + Penalty 2823.911751 = -400007.818911 nChanged 403 SP:Iteration 5F (1638.621778 sec): 3 clusters Score: Raw -403157.565885 + Penalty 2823.911751 = -400333.654134 nChanged 384 SP:Iteration 6F (1638.644112 sec): 3 clusters Score: Raw -403466.166060 + Penalty 2823.911751 = -400642.254309 nChanged 348 SP:Iteration 7F (1638.666714 sec): 3 clusters Score: Raw -403713.314910 + Penalty 2823.911751 = -400889.403159 nChanged 243 SP:Iteration 8Q (1638.689109 sec): 3 clusters Score: Raw -403901.875110 + Penalty 2823.911751 = -401077.963359 nChanged 195 SP:Iteration 9Q (1638.711638 sec): 3 clusters Score: Raw -404027.994896 + Penalty 2823.911751 = -401204.083145 nChanged 134 SP:Iteration 10Q (1638.734021 sec): 3 clusters Score: Raw -404115.361812 + Penalty 2823.911751 = -401291.450061 nChanged 111 SP:Iteration 11Q (1638.756438 sec): 3 clusters Score: Raw -404185.785107 + Penalty 2823.911751 = -401361.873356 nChanged 77 SP:Iteration 12Q (1638.778792 sec): 3 clusters Score: Raw -404229.489343 + Penalty 2823.911751 = -401405.577592 nChanged 57 SP:Iteration 13Q (1638.800950 sec): 3 clusters Score: Raw -404264.337218 + Penalty 2823.911751 = -401440.425467 nChanged 45 SP:Iteration 14Q (1638.822926 sec): 3 clusters Score: Raw -404292.042668 + Penalty 2823.911751 = -401468.130917 nChanged 45 SP:Iteration 15Q (1638.844794 sec): 3 clusters Score: Raw -404321.171251 + Penalty 2823.911751 = -401497.259499 nChanged 44 SP:Iteration 16Q (1638.866724 sec): 3 clusters Score: Raw -404346.722246 + Penalty 2823.911751 = -401522.810495 nChanged 35 SP:Iteration 17Q (1638.888395 sec): 3 clusters Score: Raw -404362.027476 + Penalty 2823.911751 = -401538.115725 nChanged 25 SP:Iteration 18Q (1638.909697 sec): 3 clusters Score: Raw -404374.844787 + Penalty 2823.911751 = -401550.933036 nChanged 24 SP:Iteration 19Q (1638.931303 sec): 3 clusters Score: Raw -404385.621790 + Penalty 2823.911751 = -401561.710039 nChanged 18 SP:Iteration 20F (1638.953964 sec): 3 clusters Score: Raw -404392.663196 + Penalty 2823.911751 = -401568.751444 nChanged 13 SP:Iteration 21Q (1638.975615 sec): 3 clusters Score: Raw -404398.057105 + Penalty 2823.911751 = -401574.145354 nChanged 7 SP:Iteration 22Q (1638.997187 sec): 3 clusters Score: Raw -404400.022309 + Penalty 2823.911751 = -401576.110558 nChanged 4 SP:Iteration 23Q (1639.018510 sec): 3 clusters Score: Raw -404401.080330 + Penalty 2823.911751 = -401577.168579 nChanged 2 SP:Iteration 24Q (1639.039862 sec): 3 clusters Score: Raw -404401.827076 + Penalty 2823.911751 = -401577.915325 nChanged 1 SP:Iteration 25Q (1639.061086 sec): 3 clusters Score: Raw -404402.072217 + Penalty 2823.911751 = -401578.160466 nChanged 1 SP:Iteration 26Q (1639.082396 sec): 3 clusters Score: Raw -404402.213779 + Penalty 2823.911751 = -401578.302028 nChanged 0 SP:Iteration 27F (1639.104674 sec): 3 clusters Score: Raw -404402.213779 + Penalty 2823.911751 = -401578.302028 nChanged 0 Trying to split cluster 30 (1536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1639.128345 sec): 2 clusters Score: Raw -82201.151158 + Penalty 1192.252248 = -81008.898909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1639.136761 sec): 3 clusters Score: Raw -81770.860840 + Penalty 2384.504497 = -79386.356343 nChanged 534 SP:Iteration 1F (1639.144537 sec): 3 clusters Score: Raw -82537.653808 + Penalty 2384.504497 = -80153.149311 nChanged 187 SP:Iteration 2F (1639.152256 sec): 3 clusters Score: Raw -82837.533210 + Penalty 2384.504497 = -80453.028713 nChanged 109 SP:Iteration 3F (1639.160011 sec): 3 clusters Score: Raw -82961.948878 + Penalty 2384.504497 = -80577.444381 nChanged 66 SP:Iteration 4Q (1639.167625 sec): 3 clusters Score: Raw -83035.841860 + Penalty 2384.504497 = -80651.337363 nChanged 46 SP:Iteration 5Q (1639.175245 sec): 3 clusters Score: Raw -83082.069246 + Penalty 2384.504497 = -80697.564749 nChanged 32 SP:Iteration 6Q (1639.182818 sec): 3 clusters Score: Raw -83106.122516 + Penalty 2384.504497 = -80721.618019 nChanged 16 SP:Iteration 7Q (1639.190415 sec): 3 clusters Score: Raw -83117.872300 + Penalty 2384.504497 = -80733.367803 nChanged 5 SP:Iteration 8Q (1639.198033 sec): 3 clusters Score: Raw -83122.391126 + Penalty 2384.504497 = -80737.886629 nChanged 6 SP:Iteration 9Q (1639.205694 sec): 3 clusters Score: Raw -83126.539621 + Penalty 2384.504497 = -80742.035124 nChanged 5 SP:Iteration 10Q (1639.213342 sec): 3 clusters Score: Raw -83129.435375 + Penalty 2384.504497 = -80744.930878 nChanged 8 SP:Iteration 11Q (1639.220955 sec): 3 clusters Score: Raw -83137.230054 + Penalty 2384.504497 = -80752.725557 nChanged 7 SP:Iteration 12Q (1639.228625 sec): 3 clusters Score: Raw -83143.490777 + Penalty 2384.504497 = -80758.986280 nChanged 2 SP:Iteration 13Q (1639.236278 sec): 3 clusters Score: Raw -83145.582606 + Penalty 2384.504497 = -80761.078109 nChanged 5 SP:Iteration 14Q (1639.243906 sec): 3 clusters Score: Raw -83148.749387 + Penalty 2384.504497 = -80764.244890 nChanged 5 SP:Iteration 15Q (1639.251558 sec): 3 clusters Score: Raw -83151.841719 + Penalty 2384.504497 = -80767.337222 nChanged 2 SP:Iteration 16Q (1639.259210 sec): 3 clusters Score: Raw -83154.355863 + Penalty 2384.504497 = -80769.851366 nChanged 3 SP:Iteration 17Q (1639.266780 sec): 3 clusters Score: Raw -83157.177816 + Penalty 2384.504497 = -80772.673319 nChanged 0 SP:Iteration 18F (1639.274480 sec): 3 clusters Score: Raw -83157.177816 + Penalty 2384.504497 = -80772.673319 nChanged 0 Trying to split cluster 31 (12550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1639.303121 sec): 2 clusters Score: Raw -850846.585179 + Penalty 1533.589841 = -849312.995338 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1639.337152 sec): 3 clusters Score: Raw -843600.348221 + Penalty 3067.179682 = -840533.168539 nChanged 5437 SP:Iteration 1F (1639.369910 sec): 3 clusters Score: Raw -846571.855364 + Penalty 3067.179682 = -843504.675682 nChanged 716 SP:Iteration 2F (1639.402769 sec): 3 clusters Score: Raw -846848.792904 + Penalty 3067.179682 = -843781.613222 nChanged 596 SP:Iteration 3Q (1639.436301 sec): 3 clusters Score: Raw -847091.046964 + Penalty 3067.179682 = -844023.867282 nChanged 571 SP:Iteration 4Q (1639.469471 sec): 3 clusters Score: Raw -847342.857257 + Penalty 3067.179682 = -844275.677575 nChanged 570 SP:Iteration 5Q (1639.502637 sec): 3 clusters Score: Raw -847620.690295 + Penalty 3067.179682 = -844553.510613 nChanged 639 SP:Iteration 6F (1639.535454 sec): 3 clusters Score: Raw -847988.945882 + Penalty 3067.179682 = -844921.766200 nChanged 660 SP:Iteration 7F (1639.568370 sec): 3 clusters Score: Raw -848420.763552 + Penalty 3067.179682 = -845353.583870 nChanged 717 SP:Iteration 8F (1639.601280 sec): 3 clusters Score: Raw -848925.689142 + Penalty 3067.179682 = -845858.509460 nChanged 709 SP:Iteration 9F (1639.634073 sec): 3 clusters Score: Raw -849463.534861 + Penalty 3067.179682 = -846396.355179 nChanged 579 SP:Iteration 10Q (1639.667239 sec): 3 clusters Score: Raw -849884.496861 + Penalty 3067.179682 = -846817.317179 nChanged 480 SP:Iteration 11Q (1639.700012 sec): 3 clusters Score: Raw -850214.795464 + Penalty 3067.179682 = -847147.615782 nChanged 367 SP:Iteration 12Q (1639.731910 sec): 3 clusters Score: Raw -850439.042823 + Penalty 3067.179682 = -847371.863141 nChanged 278 SP:Iteration 13Q (1639.763644 sec): 3 clusters Score: Raw -850592.232680 + Penalty 3067.179682 = -847525.052998 nChanged 199 SP:Iteration 14Q (1639.794575 sec): 3 clusters Score: Raw -850693.403189 + Penalty 3067.179682 = -847626.223507 nChanged 172 SP:Iteration 15Q (1639.825190 sec): 3 clusters Score: Raw -850774.555048 + Penalty 3067.179682 = -847707.375366 nChanged 137 SP:Iteration 16Q (1639.855440 sec): 3 clusters Score: Raw -850827.838580 + Penalty 3067.179682 = -847760.658898 nChanged 90 SP:Iteration 17Q (1639.885572 sec): 3 clusters Score: Raw -850864.449194 + Penalty 3067.179682 = -847797.269512 nChanged 88 SP:Iteration 18Q (1639.915350 sec): 3 clusters Score: Raw -850904.186469 + Penalty 3067.179682 = -847837.006787 nChanged 87 SP:Iteration 19Q (1639.944966 sec): 3 clusters Score: Raw -850945.440762 + Penalty 3067.179682 = -847878.261080 nChanged 64 SP:Iteration 20F (1639.977718 sec): 3 clusters Score: Raw -850966.661453 + Penalty 3067.179682 = -847899.481771 nChanged 43 SP:Iteration 21Q (1640.007154 sec): 3 clusters Score: Raw -850982.271474 + Penalty 3067.179682 = -847915.091792 nChanged 42 SP:Iteration 22Q (1640.036435 sec): 3 clusters Score: Raw -850996.264956 + Penalty 3067.179682 = -847929.085274 nChanged 42 SP:Iteration 23Q (1640.065407 sec): 3 clusters Score: Raw -851010.108774 + Penalty 3067.179682 = -847942.929092 nChanged 35 SP:Iteration 24Q (1640.094578 sec): 3 clusters Score: Raw -851022.347578 + Penalty 3067.179682 = -847955.167896 nChanged 30 SP:Iteration 25Q (1640.123269 sec): 3 clusters Score: Raw -851034.693036 + Penalty 3067.179682 = -847967.513354 nChanged 25 SP:Iteration 26Q (1640.152152 sec): 3 clusters Score: Raw -851043.064829 + Penalty 3067.179682 = -847975.885148 nChanged 29 SP:Iteration 27Q (1640.180828 sec): 3 clusters Score: Raw -851055.138382 + Penalty 3067.179682 = -847987.958700 nChanged 34 SP:Iteration 28Q (1640.209421 sec): 3 clusters Score: Raw -851068.518283 + Penalty 3067.179682 = -848001.338601 nChanged 25 SP:Iteration 29Q (1640.238037 sec): 3 clusters Score: Raw -851077.665597 + Penalty 3067.179682 = -848010.485915 nChanged 24 SP:Iteration 30Q (1640.266567 sec): 3 clusters Score: Raw -851086.255478 + Penalty 3067.179682 = -848019.075796 nChanged 27 SP:Iteration 31Q (1640.295060 sec): 3 clusters Score: Raw -851098.130198 + Penalty 3067.179682 = -848030.950516 nChanged 19 SP:Iteration 32Q (1640.323408 sec): 3 clusters Score: Raw -851103.137302 + Penalty 3067.179682 = -848035.957620 nChanged 10 SP:Iteration 33Q (1640.351695 sec): 3 clusters Score: Raw -851108.967662 + Penalty 3067.179682 = -848041.787980 nChanged 17 SP:Iteration 34Q (1640.380137 sec): 3 clusters Score: Raw -851118.251547 + Penalty 3067.179682 = -848051.071865 nChanged 22 SP:Iteration 35Q (1640.408317 sec): 3 clusters Score: Raw -851126.245452 + Penalty 3067.179682 = -848059.065770 nChanged 15 SP:Iteration 36Q (1640.436581 sec): 3 clusters Score: Raw -851131.740397 + Penalty 3067.179682 = -848064.560715 nChanged 12 SP:Iteration 37Q (1640.464811 sec): 3 clusters Score: Raw -851136.318748 + Penalty 3067.179682 = -848069.139066 nChanged 12 SP:Iteration 38Q (1640.492925 sec): 3 clusters Score: Raw -851142.736269 + Penalty 3067.179682 = -848075.556587 nChanged 12 SP:Iteration 39Q (1640.521227 sec): 3 clusters Score: Raw -851149.810489 + Penalty 3067.179682 = -848082.630807 nChanged 13 SP:Iteration 40F (1640.553782 sec): 3 clusters Score: Raw -851155.131318 + Penalty 3067.179682 = -848087.951636 nChanged 12 SP:Iteration 41Q (1640.582152 sec): 3 clusters Score: Raw -851159.506994 + Penalty 3067.179682 = -848092.327312 nChanged 9 SP:Iteration 42Q (1640.610212 sec): 3 clusters Score: Raw -851164.222997 + Penalty 3067.179682 = -848097.043315 nChanged 9 SP:Iteration 43Q (1640.638239 sec): 3 clusters Score: Raw -851167.717046 + Penalty 3067.179682 = -848100.537364 nChanged 7 SP:Iteration 44Q (1640.666363 sec): 3 clusters Score: Raw -851171.614856 + Penalty 3067.179682 = -848104.435174 nChanged 9 SP:Iteration 45Q (1640.694333 sec): 3 clusters Score: Raw -851175.323159 + Penalty 3067.179682 = -848108.143477 nChanged 11 SP:Iteration 46Q (1640.722283 sec): 3 clusters Score: Raw -851180.305968 + Penalty 3067.179682 = -848113.126286 nChanged 8 SP:Iteration 47Q (1640.750315 sec): 3 clusters Score: Raw -851183.583491 + Penalty 3067.179682 = -848116.403809 nChanged 5 SP:Iteration 48Q (1640.778402 sec): 3 clusters Score: Raw -851186.386541 + Penalty 3067.179682 = -848119.206859 nChanged 4 SP:Iteration 49Q (1640.806344 sec): 3 clusters Score: Raw -851187.877215 + Penalty 3067.179682 = -848120.697533 nChanged 2 SP:Iteration 50Q (1640.834146 sec): 3 clusters Score: Raw -851188.388203 + Penalty 3067.179682 = -848121.208521 nChanged 0 SP:Iteration 51F (1640.866750 sec): 3 clusters Score: Raw -851188.388203 + Penalty 3067.179682 = -848121.208521 nChanged 0 Trying to split cluster 32 (5347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1640.885168 sec): 2 clusters Score: Raw -370755.509211 + Penalty 1394.947277 = -369360.561935 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1640.906991 sec): 3 clusters Score: Raw -367919.412353 + Penalty 2789.894554 = -365129.517799 nChanged 2196 SP:Iteration 1F (1640.928029 sec): 3 clusters Score: Raw -369128.463123 + Penalty 2789.894554 = -366338.568569 nChanged 382 SP:Iteration 2F (1640.949237 sec): 3 clusters Score: Raw -369324.116323 + Penalty 2789.894554 = -366534.221769 nChanged 287 SP:Iteration 3F (1640.970351 sec): 3 clusters Score: Raw -369459.625980 + Penalty 2789.894554 = -366669.731426 nChanged 224 SP:Iteration 4Q (1640.991783 sec): 3 clusters Score: Raw -369560.082060 + Penalty 2789.894554 = -366770.187506 nChanged 182 SP:Iteration 5Q (1641.013119 sec): 3 clusters Score: Raw -369632.811340 + Penalty 2789.894554 = -366842.916786 nChanged 144 SP:Iteration 6Q (1641.034198 sec): 3 clusters Score: Raw -369682.532446 + Penalty 2789.894554 = -366892.637892 nChanged 107 SP:Iteration 7Q (1641.055362 sec): 3 clusters Score: Raw -369716.018383 + Penalty 2789.894554 = -366926.123830 nChanged 91 SP:Iteration 8Q (1641.076539 sec): 3 clusters Score: Raw -369746.707046 + Penalty 2789.894554 = -366956.812492 nChanged 103 SP:Iteration 9Q (1641.097866 sec): 3 clusters Score: Raw -369782.307041 + Penalty 2789.894554 = -366992.412487 nChanged 82 SP:Iteration 10Q (1641.119336 sec): 3 clusters Score: Raw -369810.366958 + Penalty 2789.894554 = -367020.472404 nChanged 82 SP:Iteration 11Q (1641.140489 sec): 3 clusters Score: Raw -369836.332462 + Penalty 2789.894554 = -367046.437908 nChanged 69 SP:Iteration 12Q (1641.161944 sec): 3 clusters Score: Raw -369856.861918 + Penalty 2789.894554 = -367066.967365 nChanged 74 SP:Iteration 13Q (1641.183168 sec): 3 clusters Score: Raw -369883.556096 + Penalty 2789.894554 = -367093.661542 nChanged 90 SP:Iteration 14Q (1641.204408 sec): 3 clusters Score: Raw -369921.199303 + Penalty 2789.894554 = -367131.304749 nChanged 84 SP:Iteration 15Q (1641.225794 sec): 3 clusters Score: Raw -369956.116969 + Penalty 2789.894554 = -367166.222415 nChanged 87 SP:Iteration 16Q (1641.246909 sec): 3 clusters Score: Raw -369991.739720 + Penalty 2789.894554 = -367201.845166 nChanged 84 SP:Iteration 17Q (1641.268114 sec): 3 clusters Score: Raw -370029.103538 + Penalty 2789.894554 = -367239.208984 nChanged 89 SP:Iteration 18Q (1641.289221 sec): 3 clusters Score: Raw -370058.775971 + Penalty 2789.894554 = -367268.881417 nChanged 80 SP:Iteration 19Q (1641.310284 sec): 3 clusters Score: Raw -370087.882171 + Penalty 2789.894554 = -367297.987617 nChanged 73 SP:Iteration 20F (1641.331495 sec): 3 clusters Score: Raw -370125.144362 + Penalty 2789.894554 = -367335.249808 nChanged 95 SP:Iteration 21Q (1641.352625 sec): 3 clusters Score: Raw -370167.851455 + Penalty 2789.894554 = -367377.956901 nChanged 88 SP:Iteration 22Q (1641.373820 sec): 3 clusters Score: Raw -370201.939013 + Penalty 2789.894554 = -367412.044459 nChanged 81 SP:Iteration 23Q (1641.395023 sec): 3 clusters Score: Raw -370234.856205 + Penalty 2789.894554 = -367444.961651 nChanged 84 SP:Iteration 24Q (1641.416153 sec): 3 clusters Score: Raw -370271.253092 + Penalty 2789.894554 = -367481.358538 nChanged 95 SP:Iteration 25Q (1641.437216 sec): 3 clusters Score: Raw -370316.879745 + Penalty 2789.894554 = -367526.985191 nChanged 86 SP:Iteration 26Q (1641.458096 sec): 3 clusters Score: Raw -370368.572350 + Penalty 2789.894554 = -367578.677797 nChanged 83 SP:Iteration 27Q (1641.479241 sec): 3 clusters Score: Raw -370414.465836 + Penalty 2789.894554 = -367624.571282 nChanged 90 SP:Iteration 28Q (1641.500258 sec): 3 clusters Score: Raw -370460.877411 + Penalty 2789.894554 = -367670.982857 nChanged 85 SP:Iteration 29Q (1641.520983 sec): 3 clusters Score: Raw -370502.084969 + Penalty 2789.894554 = -367712.190415 nChanged 80 SP:Iteration 30Q (1641.541819 sec): 3 clusters Score: Raw -370548.321604 + Penalty 2789.894554 = -367758.427050 nChanged 75 SP:Iteration 31Q (1641.562480 sec): 3 clusters Score: Raw -370594.402495 + Penalty 2789.894554 = -367804.507941 nChanged 72 SP:Iteration 32Q (1641.583239 sec): 3 clusters Score: Raw -370645.043906 + Penalty 2789.894554 = -367855.149352 nChanged 61 SP:Iteration 33Q (1641.603789 sec): 3 clusters Score: Raw -370679.250364 + Penalty 2789.894554 = -367889.355811 nChanged 47 SP:Iteration 34Q (1641.624234 sec): 3 clusters Score: Raw -370708.223050 + Penalty 2789.894554 = -367918.328496 nChanged 41 SP:Iteration 35Q (1641.644745 sec): 3 clusters Score: Raw -370738.867028 + Penalty 2789.894554 = -367948.972474 nChanged 42 SP:Iteration 36Q (1641.664958 sec): 3 clusters Score: Raw -370773.887091 + Penalty 2789.894554 = -367983.992537 nChanged 41 SP:Iteration 37Q (1641.685247 sec): 3 clusters Score: Raw -370805.498264 + Penalty 2789.894554 = -368015.603710 nChanged 31 SP:Iteration 38Q (1641.739468 sec): 3 clusters Score: Raw -370824.143620 + Penalty 2789.894554 = -368034.249066 nChanged 26 SP:Iteration 39Q (1641.803905 sec): 3 clusters Score: Raw -370843.538776 + Penalty 2789.894554 = -368053.644223 nChanged 22 SP:Iteration 40F (1641.839184 sec): 3 clusters Score: Raw -370861.812687 + Penalty 2789.894554 = -368071.918133 nChanged 17 SP:Iteration 41Q (1641.869437 sec): 3 clusters Score: Raw -370871.712391 + Penalty 2789.894554 = -368081.817837 nChanged 12 SP:Iteration 42Q (1641.889318 sec): 3 clusters Score: Raw -370879.828738 + Penalty 2789.894554 = -368089.934184 nChanged 16 SP:Iteration 43Q (1641.909562 sec): 3 clusters Score: Raw -370893.542428 + Penalty 2789.894554 = -368103.647874 nChanged 13 SP:Iteration 44Q (1641.929556 sec): 3 clusters Score: Raw -370905.982853 + Penalty 2789.894554 = -368116.088299 nChanged 18 SP:Iteration 45Q (1641.949646 sec): 3 clusters Score: Raw -370928.021755 + Penalty 2789.894554 = -368138.127201 nChanged 17 SP:Iteration 46Q (1641.969538 sec): 3 clusters Score: Raw -370946.495287 + Penalty 2789.894554 = -368156.600734 nChanged 13 SP:Iteration 47Q (1641.989225 sec): 3 clusters Score: Raw -370958.425661 + Penalty 2789.894554 = -368168.531107 nChanged 9 SP:Iteration 48Q (1642.009002 sec): 3 clusters Score: Raw -370971.537318 + Penalty 2789.894554 = -368181.642764 nChanged 6 SP:Iteration 49Q (1642.028459 sec): 3 clusters Score: Raw -370976.834772 + Penalty 2789.894554 = -368186.940218 nChanged 8 SP:Iteration 50Q (1642.048148 sec): 3 clusters Score: Raw -370982.308897 + Penalty 2789.894554 = -368192.414343 nChanged 3 SP:Iteration 51Q (1642.067785 sec): 3 clusters Score: Raw -370985.745919 + Penalty 2789.894554 = -368195.851365 nChanged 5 SP:Iteration 52Q (1642.087581 sec): 3 clusters Score: Raw -370991.877081 + Penalty 2789.894554 = -368201.982527 nChanged 4 SP:Iteration 53Q (1642.107433 sec): 3 clusters Score: Raw -370996.247881 + Penalty 2789.894554 = -368206.353327 nChanged 3 SP:Iteration 54Q (1642.127295 sec): 3 clusters Score: Raw -370998.729550 + Penalty 2789.894554 = -368208.834996 nChanged 4 SP:Iteration 55Q (1642.146877 sec): 3 clusters Score: Raw -371000.868710 + Penalty 2789.894554 = -368210.974156 nChanged 1 SP:Iteration 56Q (1642.166352 sec): 3 clusters Score: Raw -371001.935633 + Penalty 2789.894554 = -368212.041079 nChanged 1 SP:Iteration 57Q (1642.186024 sec): 3 clusters Score: Raw -371002.265802 + Penalty 2789.894554 = -368212.371248 nChanged 0 SP:Iteration 58F (1642.207267 sec): 3 clusters Score: Raw -371002.265802 + Penalty 2789.894554 = -368212.371248 nChanged 0 Trying to split cluster 34 (2044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1642.222630 sec): 2 clusters Score: Raw -102476.578842 + Penalty 1238.682892 = -101237.895950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1642.233465 sec): 3 clusters Score: Raw -101684.096968 + Penalty 2477.365784 = -99206.731184 nChanged 732 SP:Iteration 1F (1642.243588 sec): 3 clusters Score: Raw -102285.275111 + Penalty 2477.365784 = -99807.909327 nChanged 190 SP:Iteration 2F (1642.253763 sec): 3 clusters Score: Raw -102504.808619 + Penalty 2477.365784 = -100027.442835 nChanged 152 SP:Iteration 3F (1642.263976 sec): 3 clusters Score: Raw -102663.044792 + Penalty 2477.365784 = -100185.679008 nChanged 114 SP:Iteration 4F (1642.274156 sec): 3 clusters Score: Raw -102792.997394 + Penalty 2477.365784 = -100315.631609 nChanged 101 SP:Iteration 5Q (1642.284234 sec): 3 clusters Score: Raw -102917.303353 + Penalty 2477.365784 = -100439.937569 nChanged 77 SP:Iteration 6Q (1642.294311 sec): 3 clusters Score: Raw -103006.828854 + Penalty 2477.365784 = -100529.463069 nChanged 66 SP:Iteration 7Q (1642.304350 sec): 3 clusters Score: Raw -103069.833766 + Penalty 2477.365784 = -100592.467982 nChanged 55 SP:Iteration 8Q (1642.314287 sec): 3 clusters Score: Raw -103116.463021 + Penalty 2477.365784 = -100639.097236 nChanged 51 SP:Iteration 9Q (1642.324200 sec): 3 clusters Score: Raw -103165.083444 + Penalty 2477.365784 = -100687.717660 nChanged 37 SP:Iteration 10Q (1642.334194 sec): 3 clusters Score: Raw -103190.104335 + Penalty 2477.365784 = -100712.738551 nChanged 28 SP:Iteration 11Q (1642.344175 sec): 3 clusters Score: Raw -103210.630221 + Penalty 2477.365784 = -100733.264437 nChanged 23 SP:Iteration 12Q (1642.354141 sec): 3 clusters Score: Raw -103229.054692 + Penalty 2477.365784 = -100751.688908 nChanged 25 SP:Iteration 13Q (1642.364035 sec): 3 clusters Score: Raw -103247.714933 + Penalty 2477.365784 = -100770.349149 nChanged 22 SP:Iteration 14Q (1642.374002 sec): 3 clusters Score: Raw -103267.377156 + Penalty 2477.365784 = -100790.011372 nChanged 27 SP:Iteration 15Q (1642.383943 sec): 3 clusters Score: Raw -103293.522541 + Penalty 2477.365784 = -100816.156757 nChanged 18 SP:Iteration 16Q (1642.393940 sec): 3 clusters Score: Raw -103306.737618 + Penalty 2477.365784 = -100829.371834 nChanged 21 SP:Iteration 17Q (1642.403882 sec): 3 clusters Score: Raw -103321.052326 + Penalty 2477.365784 = -100843.686542 nChanged 27 SP:Iteration 18Q (1642.413821 sec): 3 clusters Score: Raw -103343.073743 + Penalty 2477.365784 = -100865.707959 nChanged 26 SP:Iteration 19Q (1642.423775 sec): 3 clusters Score: Raw -103362.336150 + Penalty 2477.365784 = -100884.970365 nChanged 22 SP:Iteration 20F (1642.433954 sec): 3 clusters Score: Raw -103390.038643 + Penalty 2477.365784 = -100912.672859 nChanged 26 SP:Iteration 21Q (1642.443887 sec): 3 clusters Score: Raw -103412.657760 + Penalty 2477.365784 = -100935.291976 nChanged 14 SP:Iteration 22Q (1642.453833 sec): 3 clusters Score: Raw -103422.919468 + Penalty 2477.365784 = -100945.553684 nChanged 10 SP:Iteration 23Q (1642.463775 sec): 3 clusters Score: Raw -103434.018253 + Penalty 2477.365784 = -100956.652469 nChanged 9 SP:Iteration 24Q (1642.473702 sec): 3 clusters Score: Raw -103440.356087 + Penalty 2477.365784 = -100962.990303 nChanged 6 SP:Iteration 25Q (1642.483532 sec): 3 clusters Score: Raw -103443.644437 + Penalty 2477.365784 = -100966.278653 nChanged 4 SP:Iteration 26Q (1642.493464 sec): 3 clusters Score: Raw -103446.635852 + Penalty 2477.365784 = -100969.270068 nChanged 3 SP:Iteration 27Q (1642.503372 sec): 3 clusters Score: Raw -103448.019427 + Penalty 2477.365784 = -100970.653643 nChanged 6 SP:Iteration 28Q (1642.513292 sec): 3 clusters Score: Raw -103450.213441 + Penalty 2477.365784 = -100972.847657 nChanged 2 SP:Iteration 29Q (1642.523227 sec): 3 clusters Score: Raw -103450.634175 + Penalty 2477.365784 = -100973.268391 nChanged 0 SP:Iteration 30F (1642.533264 sec): 3 clusters Score: Raw -103450.634175 + Penalty 2477.365784 = -100973.268391 nChanged 0 Iteration 259Q (1646.224836 sec): 34 clusters Score: Raw -27538559.959968 + Penalty 69642.379305 = -27468917.580663 nChanged 25 Iteration 260F (1655.393161 sec): 34 clusters Score: Raw -27538561.454882 + Penalty 69642.379305 = -27468919.075577 nChanged 18 Iteration 261Q (1659.305406 sec): 34 clusters Score: Raw -27538562.728501 + Penalty 69642.379305 = -27468920.349196 nChanged 21 Iteration 262Q (1663.189433 sec): 34 clusters Score: Raw -27538563.993236 + Penalty 69642.379305 = -27468921.613931 nChanged 26 Iteration 263Q (1667.050871 sec): 34 clusters Score: Raw -27538565.415939 + Penalty 69642.379305 = -27468923.036634 nChanged 23 Iteration 264Q (1670.923370 sec): 34 clusters Score: Raw -27538566.548811 + Penalty 69642.379305 = -27468924.169506 nChanged 19 Iteration 265Q (1674.808806 sec): 34 clusters Score: Raw -27538567.417296 + Penalty 69642.379305 = -27468925.037991 nChanged 18 Iteration 266Q (1678.771189 sec): 34 clusters Score: Raw -27538568.390034 + Penalty 69642.379305 = -27468926.010729 nChanged 20 Iteration 267Q (1682.635896 sec): 34 clusters Score: Raw -27538569.296659 + Penalty 69642.379305 = -27468926.917354 nChanged 15 Iteration 268Q (1686.505025 sec): 34 clusters Score: Raw -27538570.032935 + Penalty 69642.379305 = -27468927.653630 nChanged 21 Iteration 269Q (1690.381403 sec): 34 clusters Score: Raw -27538571.300490 + Penalty 69642.379305 = -27468928.921185 nChanged 22 Iteration 270Q (1694.271095 sec): 34 clusters Score: Raw -27538573.165554 + Penalty 69642.379305 = -27468930.786248 nChanged 28 Iteration 271Q (1698.131388 sec): 34 clusters Score: Raw -27538574.691231 + Penalty 69642.379305 = -27468932.311926 nChanged 25 Iteration 272Q (1702.028147 sec): 34 clusters Score: Raw -27538576.456012 + Penalty 69642.379305 = -27468934.076707 nChanged 21 Iteration 273Q (1705.888000 sec): 34 clusters Score: Raw -27538577.715383 + Penalty 69642.379305 = -27468935.336078 nChanged 21 Iteration 274Q (1709.748330 sec): 34 clusters Score: Raw -27538578.695864 + Penalty 69642.379305 = -27468936.316559 nChanged 16 Iteration 275Q (1713.629124 sec): 34 clusters Score: Raw -27538579.273778 + Penalty 69642.379305 = -27468936.894472 nChanged 13 Iteration 276Q (1717.536711 sec): 34 clusters Score: Raw -27538580.155711 + Penalty 69642.379305 = -27468937.776406 nChanged 12 Iteration 277Q (1721.448540 sec): 34 clusters Score: Raw -27538580.611219 + Penalty 69642.379305 = -27468938.231914 nChanged 10 Iteration 278Q (1725.351006 sec): 34 clusters Score: Raw -27538581.055184 + Penalty 69642.379305 = -27468938.675879 nChanged 8 Iteration 279Q (1729.240520 sec): 34 clusters Score: Raw -27538581.405002 + Penalty 69642.379305 = -27468939.025696 nChanged 9 Iteration 280F (1737.627407 sec): 34 clusters Score: Raw -27538581.857610 + Penalty 69642.379305 = -27468939.478304 nChanged 16 Iteration 281Q (1741.513351 sec): 34 clusters Score: Raw -27538582.613598 + Penalty 69642.379305 = -27468940.234293 nChanged 13 Iteration 282Q (1745.434122 sec): 34 clusters Score: Raw -27538583.175899 + Penalty 69642.379305 = -27468940.796594 nChanged 12 Iteration 283Q (1749.349424 sec): 34 clusters Score: Raw -27538583.830342 + Penalty 69642.379305 = -27468941.451036 nChanged 13 Iteration 284Q (1753.256722 sec): 34 clusters Score: Raw -27538584.741608 + Penalty 69642.379305 = -27468942.362303 nChanged 17 Iteration 285Q (1757.126809 sec): 34 clusters Score: Raw -27538585.471609 + Penalty 69642.379305 = -27468943.092303 nChanged 21 Iteration 286Q (1760.996132 sec): 34 clusters Score: Raw -27538586.497021 + Penalty 69642.379305 = -27468944.117716 nChanged 17 Iteration 287Q (1764.904561 sec): 34 clusters Score: Raw -27538587.180017 + Penalty 69642.379305 = -27468944.800711 nChanged 21 Iteration 288Q (1768.836652 sec): 34 clusters Score: Raw -27538587.834143 + Penalty 69642.379305 = -27468945.454838 nChanged 16 Iteration 289Q (1772.694104 sec): 34 clusters Score: Raw -27538588.545170 + Penalty 69642.379305 = -27468946.165864 nChanged 7 Iteration 290Q (1776.620228 sec): 34 clusters Score: Raw -27538588.857730 + Penalty 69642.379305 = -27468946.478425 nChanged 10 Iteration 291Q (1780.490602 sec): 34 clusters Score: Raw -27538589.548352 + Penalty 69642.379305 = -27468947.169046 nChanged 12 Iteration 292Q (1784.411062 sec): 34 clusters Score: Raw -27538590.061074 + Penalty 69642.379305 = -27468947.681768 nChanged 13 Iteration 293Q (1788.329986 sec): 34 clusters Score: Raw -27538590.628129 + Penalty 69642.379305 = -27468948.248824 nChanged 8 Iteration 294Q (1792.391330 sec): 34 clusters Score: Raw -27538591.104012 + Penalty 69642.379305 = -27468948.724706 nChanged 7 Iteration 295Q (1796.736184 sec): 34 clusters Score: Raw -27538591.412039 + Penalty 69642.379305 = -27468949.032734 nChanged 7 Iteration 296Q (1800.951495 sec): 34 clusters Score: Raw -27538591.673749 + Penalty 69642.379305 = -27468949.294444 nChanged 7 Iteration 297Q (1805.124181 sec): 34 clusters Score: Raw -27538591.975700 + Penalty 69642.379305 = -27468949.596395 nChanged 6 Iteration 298Q (1808.988739 sec): 34 clusters Score: Raw -27538592.124438 + Penalty 69642.379305 = -27468949.745133 nChanged 4 Writing temp clu file Because OldScore, -27468949.596395, is greater than current (better) Score,-27468949.745133 Compute initial score before splitting: Score: Raw -27538592.124438 + Penalty 69642.379305 = -27468949.745133 Trying to split cluster 1 (3639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1809.077070 sec): 2 clusters Score: Raw -217185.496756 + Penalty 1332.412932 = -215853.083824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1809.095221 sec): 3 clusters Score: Raw -215404.954124 + Penalty 2664.825864 = -212740.128259 nChanged 1405 SP:Iteration 1F (1809.112775 sec): 3 clusters Score: Raw -216404.703552 + Penalty 2664.825864 = -213739.877688 nChanged 375 SP:Iteration 2F (1809.130086 sec): 3 clusters Score: Raw -216797.609702 + Penalty 2664.825864 = -214132.783838 nChanged 309 SP:Iteration 3F (1809.147558 sec): 3 clusters Score: Raw -217125.210340 + Penalty 2664.825864 = -214460.384476 nChanged 267 SP:Iteration 4F (1809.164695 sec): 3 clusters Score: Raw -217404.027958 + Penalty 2664.825864 = -214739.202093 nChanged 223 SP:Iteration 5F (1809.182016 sec): 3 clusters Score: Raw -217620.697156 + Penalty 2664.825864 = -214955.871292 nChanged 166 SP:Iteration 6Q (1809.199345 sec): 3 clusters Score: Raw -217752.087865 + Penalty 2664.825864 = -215087.262001 nChanged 123 SP:Iteration 7Q (1809.216421 sec): 3 clusters Score: Raw -217839.597215 + Penalty 2664.825864 = -215174.771351 nChanged 85 SP:Iteration 8Q (1809.233654 sec): 3 clusters Score: Raw -217894.060740 + Penalty 2664.825864 = -215229.234876 nChanged 47 SP:Iteration 9Q (1809.250805 sec): 3 clusters Score: Raw -217918.988893 + Penalty 2664.825864 = -215254.163028 nChanged 33 SP:Iteration 10Q (1809.267762 sec): 3 clusters Score: Raw -217935.421171 + Penalty 2664.825864 = -215270.595307 nChanged 33 SP:Iteration 11Q (1809.284731 sec): 3 clusters Score: Raw -217953.104381 + Penalty 2664.825864 = -215288.278517 nChanged 29 SP:Iteration 12Q (1809.301663 sec): 3 clusters Score: Raw -217966.155764 + Penalty 2664.825864 = -215301.329900 nChanged 26 SP:Iteration 13Q (1809.318527 sec): 3 clusters Score: Raw -217983.172977 + Penalty 2664.825864 = -215318.347112 nChanged 36 SP:Iteration 14Q (1809.342336 sec): 3 clusters Score: Raw -218002.894003 + Penalty 2664.825864 = -215338.068139 nChanged 28 SP:Iteration 15Q (1809.359238 sec): 3 clusters Score: Raw -218014.046009 + Penalty 2664.825864 = -215349.220145 nChanged 25 SP:Iteration 16Q (1809.376017 sec): 3 clusters Score: Raw -218029.042565 + Penalty 2664.825864 = -215364.216701 nChanged 24 SP:Iteration 17Q (1809.392754 sec): 3 clusters Score: Raw -218038.452349 + Penalty 2664.825864 = -215373.626485 nChanged 17 SP:Iteration 18Q (1809.409340 sec): 3 clusters Score: Raw -218046.404135 + Penalty 2664.825864 = -215381.578271 nChanged 12 SP:Iteration 19Q (1809.426254 sec): 3 clusters Score: Raw -218050.941085 + Penalty 2664.825864 = -215386.115221 nChanged 13 SP:Iteration 20F (1809.443455 sec): 3 clusters Score: Raw -218057.692329 + Penalty 2664.825864 = -215392.866464 nChanged 11 SP:Iteration 21Q (1809.460399 sec): 3 clusters Score: Raw -218062.234477 + Penalty 2664.825864 = -215397.408613 nChanged 3 SP:Iteration 22Q (1809.477130 sec): 3 clusters Score: Raw -218062.987047 + Penalty 2664.825864 = -215398.161183 nChanged 0 SP:Iteration 23F (1809.494365 sec): 3 clusters Score: Raw -218062.987047 + Penalty 2664.825864 = -215398.161183 nChanged 0 Trying to split cluster 2 (74336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1809.595618 sec): 2 clusters Score: Raw -4957828.600331 + Penalty 1822.656978 = -4956005.943353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1809.717968 sec): 3 clusters Score: Raw -4909871.854949 + Penalty 3645.313957 = -4906226.540992 nChanged 35289 SP:Iteration 1F (1809.847375 sec): 3 clusters Score: Raw -4930347.448641 + Penalty 3645.313957 = -4926702.134685 nChanged 2965 SP:Iteration 2Q (1809.998946 sec): 3 clusters Score: Raw -4931346.105483 + Penalty 3645.313957 = -4927700.791527 nChanged 3440 SP:Iteration 3Q (1810.127260 sec): 3 clusters Score: Raw -4932820.429658 + Penalty 3645.313957 = -4929175.115702 nChanged 4089 SP:Iteration 4F (1810.248170 sec): 3 clusters Score: Raw -4935070.229069 + Penalty 3645.313957 = -4931424.915112 nChanged 4822 SP:Iteration 5F (1810.369316 sec): 3 clusters Score: Raw -4938341.491483 + Penalty 3645.313957 = -4934696.177526 nChanged 5176 SP:Iteration 6F (1810.489608 sec): 3 clusters Score: Raw -4942462.595909 + Penalty 3645.313957 = -4938817.281952 nChanged 5039 SP:Iteration 7F (1810.609632 sec): 3 clusters Score: Raw -4946823.679894 + Penalty 3645.313957 = -4943178.365937 nChanged 4155 SP:Iteration 8F (1810.729639 sec): 3 clusters Score: Raw -4950261.017048 + Penalty 3645.313957 = -4946615.703091 nChanged 3042 SP:Iteration 9Q (1810.852150 sec): 3 clusters Score: Raw -4952176.353059 + Penalty 3645.313957 = -4948531.039102 nChanged 1958 SP:Iteration 10Q (1810.978433 sec): 3 clusters Score: Raw -4953192.514080 + Penalty 3645.313957 = -4949547.200124 nChanged 1411 SP:Iteration 11Q (1811.096788 sec): 3 clusters Score: Raw -4953851.869650 + Penalty 3645.313957 = -4950206.555694 nChanged 1153 SP:Iteration 12Q (1811.213439 sec): 3 clusters Score: Raw -4954334.458442 + Penalty 3645.313957 = -4950689.144485 nChanged 980 SP:Iteration 13Q (1811.328005 sec): 3 clusters Score: Raw -4954689.472177 + Penalty 3645.313957 = -4951044.158221 nChanged 834 SP:Iteration 14Q (1811.481397 sec): 3 clusters Score: Raw -4954982.033431 + Penalty 3645.313957 = -4951336.719474 nChanged 755 SP:Iteration 15Q (1811.620327 sec): 3 clusters Score: Raw -4955219.127908 + Penalty 3645.313957 = -4951573.813951 nChanged 666 SP:Iteration 16Q (1811.754945 sec): 3 clusters Score: Raw -4955398.067267 + Penalty 3645.313957 = -4951752.753310 nChanged 567 SP:Iteration 17Q (1811.872811 sec): 3 clusters Score: Raw -4955534.636514 + Penalty 3645.313957 = -4951889.322558 nChanged 529 SP:Iteration 18Q (1811.984481 sec): 3 clusters Score: Raw -4955657.475471 + Penalty 3645.313957 = -4952012.161514 nChanged 459 SP:Iteration 19Q (1812.097844 sec): 3 clusters Score: Raw -4955757.191272 + Penalty 3645.313957 = -4952111.877316 nChanged 451 SP:Iteration 20F (1812.216524 sec): 3 clusters Score: Raw -4955851.992181 + Penalty 3645.313957 = -4952206.678225 nChanged 449 SP:Iteration 21Q (1812.329140 sec): 3 clusters Score: Raw -4955938.152384 + Penalty 3645.313957 = -4952292.838428 nChanged 396 SP:Iteration 22Q (1812.441753 sec): 3 clusters Score: Raw -4956004.918108 + Penalty 3645.313957 = -4952359.604151 nChanged 379 SP:Iteration 23Q (1812.554006 sec): 3 clusters Score: Raw -4956065.197601 + Penalty 3645.313957 = -4952419.883645 nChanged 363 SP:Iteration 24Q (1812.665303 sec): 3 clusters Score: Raw -4956122.405473 + Penalty 3645.313957 = -4952477.091517 nChanged 330 SP:Iteration 25Q (1812.777289 sec): 3 clusters Score: Raw -4956170.968817 + Penalty 3645.313957 = -4952525.654861 nChanged 322 SP:Iteration 26Q (1812.887926 sec): 3 clusters Score: Raw -4956217.342632 + Penalty 3645.313957 = -4952572.028676 nChanged 293 SP:Iteration 27Q (1812.998566 sec): 3 clusters Score: Raw -4956255.011060 + Penalty 3645.313957 = -4952609.697104 nChanged 288 SP:Iteration 28Q (1813.109023 sec): 3 clusters Score: Raw -4956293.856490 + Penalty 3645.313957 = -4952648.542533 nChanged 261 SP:Iteration 29Q (1813.218834 sec): 3 clusters Score: Raw -4956326.949887 + Penalty 3645.313957 = -4952681.635930 nChanged 227 SP:Iteration 30Q (1813.328558 sec): 3 clusters Score: Raw -4956356.174428 + Penalty 3645.313957 = -4952710.860472 nChanged 230 SP:Iteration 31Q (1813.439464 sec): 3 clusters Score: Raw -4956387.399071 + Penalty 3645.313957 = -4952742.085114 nChanged 244 SP:Iteration 32Q (1813.549091 sec): 3 clusters Score: Raw -4956421.101052 + Penalty 3645.313957 = -4952775.787095 nChanged 249 SP:Iteration 33Q (1813.658358 sec): 3 clusters Score: Raw -4956454.455918 + Penalty 3645.313957 = -4952809.141962 nChanged 240 SP:Iteration 34Q (1813.767389 sec): 3 clusters Score: Raw -4956486.130353 + Penalty 3645.313957 = -4952840.816396 nChanged 221 SP:Iteration 35Q (1813.876476 sec): 3 clusters Score: Raw -4956515.374724 + Penalty 3645.313957 = -4952870.060768 nChanged 239 SP:Iteration 36Q (1813.985048 sec): 3 clusters Score: Raw -4956548.955295 + Penalty 3645.313957 = -4952903.641338 nChanged 230 SP:Iteration 37Q (1814.096327 sec): 3 clusters Score: Raw -4956580.292909 + Penalty 3645.313957 = -4952934.978952 nChanged 235 SP:Iteration 38Q (1814.213739 sec): 3 clusters Score: Raw -4956614.304309 + Penalty 3645.313957 = -4952968.990352 nChanged 258 SP:Iteration 39Q (1814.322256 sec): 3 clusters Score: Raw -4956658.555248 + Penalty 3645.313957 = -4953013.241292 nChanged 289 SP:Iteration 40F (1814.442534 sec): 3 clusters Score: Raw -4956709.362487 + Penalty 3645.313957 = -4953064.048530 nChanged 287 SP:Iteration 41Q (1814.552562 sec): 3 clusters Score: Raw -4956758.253924 + Penalty 3645.313957 = -4953112.939968 nChanged 301 SP:Iteration 42Q (1814.661522 sec): 3 clusters Score: Raw -4956810.623661 + Penalty 3645.313957 = -4953165.309705 nChanged 277 SP:Iteration 43Q (1814.769897 sec): 3 clusters Score: Raw -4956864.320314 + Penalty 3645.313957 = -4953219.006357 nChanged 290 SP:Iteration 44Q (1814.876955 sec): 3 clusters Score: Raw -4956920.745906 + Penalty 3645.313957 = -4953275.431949 nChanged 272 SP:Iteration 45Q (1814.985716 sec): 3 clusters Score: Raw -4956975.875007 + Penalty 3645.313957 = -4953330.561050 nChanged 256 SP:Iteration 46Q (1815.092333 sec): 3 clusters Score: Raw -4957029.721211 + Penalty 3645.313957 = -4953384.407255 nChanged 273 SP:Iteration 47Q (1815.198796 sec): 3 clusters Score: Raw -4957084.708784 + Penalty 3645.313957 = -4953439.394827 nChanged 260 SP:Iteration 48Q (1815.304523 sec): 3 clusters Score: Raw -4957141.873505 + Penalty 3645.313957 = -4953496.559548 nChanged 248 SP:Iteration 49Q (1815.409676 sec): 3 clusters Score: Raw -4957196.133012 + Penalty 3645.313957 = -4953550.819056 nChanged 261 SP:Iteration 50Q (1815.514523 sec): 3 clusters Score: Raw -4957250.195052 + Penalty 3645.313957 = -4953604.881095 nChanged 239 SP:Iteration 51Q (1815.648784 sec): 3 clusters Score: Raw -4957303.350370 + Penalty 3645.313957 = -4953658.036414 nChanged 261 SP:Iteration 52Q (1815.784985 sec): 3 clusters Score: Raw -4957365.835507 + Penalty 3645.313957 = -4953720.521550 nChanged 258 SP:Iteration 53Q (1815.891809 sec): 3 clusters Score: Raw -4957424.379292 + Penalty 3645.313957 = -4953779.065336 nChanged 254 SP:Iteration 54Q (1816.019417 sec): 3 clusters Score: Raw -4957491.984642 + Penalty 3645.313957 = -4953846.670685 nChanged 255 SP:Iteration 55Q (1816.124032 sec): 3 clusters Score: Raw -4957556.223080 + Penalty 3645.313957 = -4953910.909123 nChanged 210 SP:Iteration 56Q (1816.228314 sec): 3 clusters Score: Raw -4957603.799494 + Penalty 3645.313957 = -4953958.485537 nChanged 186 SP:Iteration 57Q (1816.332435 sec): 3 clusters Score: Raw -4957645.305032 + Penalty 3645.313957 = -4953999.991075 nChanged 187 SP:Iteration 58Q (1816.441944 sec): 3 clusters Score: Raw -4957690.444924 + Penalty 3645.313957 = -4954045.130967 nChanged 215 SP:Iteration 59Q (1816.545456 sec): 3 clusters Score: Raw -4957746.355279 + Penalty 3645.313957 = -4954101.041323 nChanged 201 SP:Iteration 60F (1816.665388 sec): 3 clusters Score: Raw -4957794.927538 + Penalty 3645.313957 = -4954149.613581 nChanged 176 SP:Iteration 61Q (1816.768582 sec): 3 clusters Score: Raw -4957837.168693 + Penalty 3645.313957 = -4954191.854737 nChanged 159 SP:Iteration 62Q (1816.878190 sec): 3 clusters Score: Raw -4957875.393536 + Penalty 3645.313957 = -4954230.079580 nChanged 160 SP:Iteration 63Q (1816.981479 sec): 3 clusters Score: Raw -4957914.828973 + Penalty 3645.313957 = -4954269.515016 nChanged 138 SP:Iteration 64Q (1817.084390 sec): 3 clusters Score: Raw -4957947.842718 + Penalty 3645.313957 = -4954302.528761 nChanged 136 SP:Iteration 65Q (1817.196476 sec): 3 clusters Score: Raw -4957979.215229 + Penalty 3645.313957 = -4954333.901273 nChanged 120 SP:Iteration 66Q (1817.300966 sec): 3 clusters Score: Raw -4958005.528378 + Penalty 3645.313957 = -4954360.214421 nChanged 111 SP:Iteration 67Q (1817.404168 sec): 3 clusters Score: Raw -4958034.203129 + Penalty 3645.313957 = -4954388.889173 nChanged 105 SP:Iteration 68Q (1817.506730 sec): 3 clusters Score: Raw -4958059.588940 + Penalty 3645.313957 = -4954414.274984 nChanged 91 SP:Iteration 69Q (1817.608478 sec): 3 clusters Score: Raw -4958081.779857 + Penalty 3645.313957 = -4954436.465901 nChanged 84 SP:Iteration 70Q (1817.711341 sec): 3 clusters Score: Raw -4958102.203107 + Penalty 3645.313957 = -4954456.889150 nChanged 78 SP:Iteration 71Q (1817.812050 sec): 3 clusters Score: Raw -4958119.054503 + Penalty 3645.313957 = -4954473.740546 nChanged 59 SP:Iteration 72Q (1817.912971 sec): 3 clusters Score: Raw -4958130.704415 + Penalty 3645.313957 = -4954485.390459 nChanged 47 SP:Iteration 73Q (1818.012594 sec): 3 clusters Score: Raw -4958139.992042 + Penalty 3645.313957 = -4954494.678086 nChanged 36 SP:Iteration 74Q (1818.112311 sec): 3 clusters Score: Raw -4958145.692651 + Penalty 3645.313957 = -4954500.378695 nChanged 35 SP:Iteration 75Q (1818.212137 sec): 3 clusters Score: Raw -4958152.710145 + Penalty 3645.313957 = -4954507.396189 nChanged 41 SP:Iteration 76Q (1818.312343 sec): 3 clusters Score: Raw -4958162.282760 + Penalty 3645.313957 = -4954516.968803 nChanged 37 SP:Iteration 77Q (1818.412223 sec): 3 clusters Score: Raw -4958168.900615 + Penalty 3645.313957 = -4954523.586659 nChanged 30 SP:Iteration 78Q (1818.512323 sec): 3 clusters Score: Raw -4958175.629864 + Penalty 3645.313957 = -4954530.315908 nChanged 33 SP:Iteration 79Q (1818.611871 sec): 3 clusters Score: Raw -4958182.592491 + Penalty 3645.313957 = -4954537.278534 nChanged 30 SP:Iteration 80F (1818.732900 sec): 3 clusters Score: Raw -4958189.776933 + Penalty 3645.313957 = -4954544.462976 nChanged 33 SP:Iteration 81Q (1818.832855 sec): 3 clusters Score: Raw -4958197.982142 + Penalty 3645.313957 = -4954552.668186 nChanged 35 SP:Iteration 82Q (1818.932466 sec): 3 clusters Score: Raw -4958205.077737 + Penalty 3645.313957 = -4954559.763780 nChanged 28 SP:Iteration 83Q (1819.032072 sec): 3 clusters Score: Raw -4958210.042677 + Penalty 3645.313957 = -4954564.728721 nChanged 26 SP:Iteration 84Q (1819.131939 sec): 3 clusters Score: Raw -4958214.582211 + Penalty 3645.313957 = -4954569.268255 nChanged 22 SP:Iteration 85Q (1819.242562 sec): 3 clusters Score: Raw -4958218.099779 + Penalty 3645.313957 = -4954572.785822 nChanged 12 SP:Iteration 86Q (1819.370653 sec): 3 clusters Score: Raw -4958220.003402 + Penalty 3645.313957 = -4954574.689445 nChanged 12 SP:Iteration 87Q (1819.470935 sec): 3 clusters Score: Raw -4958222.109466 + Penalty 3645.313957 = -4954576.795510 nChanged 15 SP:Iteration 88Q (1819.571327 sec): 3 clusters Score: Raw -4958224.627815 + Penalty 3645.313957 = -4954579.313858 nChanged 15 SP:Iteration 89Q (1819.671624 sec): 3 clusters Score: Raw -4958226.998501 + Penalty 3645.313957 = -4954581.684545 nChanged 13 SP:Iteration 90Q (1819.771309 sec): 3 clusters Score: Raw -4958229.232276 + Penalty 3645.313957 = -4954583.918319 nChanged 10 SP:Iteration 91Q (1819.868520 sec): 3 clusters Score: Raw -4958231.848972 + Penalty 3645.313957 = -4954586.535016 nChanged 18 SP:Iteration 92Q (1819.967852 sec): 3 clusters Score: Raw -4958235.322556 + Penalty 3645.313957 = -4954590.008599 nChanged 15 SP:Iteration 93Q (1820.067352 sec): 3 clusters Score: Raw -4958238.913321 + Penalty 3645.313957 = -4954593.599364 nChanged 12 SP:Iteration 94Q (1820.166903 sec): 3 clusters Score: Raw -4958241.203924 + Penalty 3645.313957 = -4954595.889967 nChanged 13 SP:Iteration 95Q (1820.266096 sec): 3 clusters Score: Raw -4958243.010217 + Penalty 3645.313957 = -4954597.696261 nChanged 5 SP:Iteration 96Q (1820.364971 sec): 3 clusters Score: Raw -4958243.485104 + Penalty 3645.313957 = -4954598.171147 nChanged 1 SP:Iteration 97Q (1820.464806 sec): 3 clusters Score: Raw -4958243.610985 + Penalty 3645.313957 = -4954598.297029 nChanged 2 SP:Iteration 98Q (1820.564500 sec): 3 clusters Score: Raw -4958243.779604 + Penalty 3645.313957 = -4954598.465648 nChanged 0 SP:Iteration 99F (1820.685965 sec): 3 clusters Score: Raw -4958243.779604 + Penalty 3645.313957 = -4954598.465648 nChanged 0 Trying to split cluster 3 (69338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1820.768630 sec): 2 clusters Score: Raw -4625069.559290 + Penalty 1811.346611 = -4623258.212679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1820.884746 sec): 3 clusters Score: Raw -4580477.605683 + Penalty 3622.693222 = -4576854.912461 nChanged 32914 SP:Iteration 1F (1820.998676 sec): 3 clusters Score: Raw -4599648.876645 + Penalty 3622.693222 = -4596026.183423 nChanged 2720 SP:Iteration 2Q (1821.120015 sec): 3 clusters Score: Raw -4600646.537739 + Penalty 3622.693222 = -4597023.844517 nChanged 2967 SP:Iteration 3Q (1821.241519 sec): 3 clusters Score: Raw -4602002.139658 + Penalty 3622.693222 = -4598379.446436 nChanged 3369 SP:Iteration 4Q (1821.362390 sec): 3 clusters Score: Raw -4603724.246147 + Penalty 3622.693222 = -4600101.552925 nChanged 3661 SP:Iteration 5F (1821.476236 sec): 3 clusters Score: Raw -4605869.568013 + Penalty 3622.693222 = -4602246.874790 nChanged 3945 SP:Iteration 6F (1821.589026 sec): 3 clusters Score: Raw -4608476.840971 + Penalty 3622.693222 = -4604854.147749 nChanged 4159 SP:Iteration 7F (1821.701853 sec): 3 clusters Score: Raw -4611460.628978 + Penalty 3622.693222 = -4607837.935756 nChanged 4120 SP:Iteration 8F (1821.814921 sec): 3 clusters Score: Raw -4614522.502973 + Penalty 3622.693222 = -4610899.809751 nChanged 3854 SP:Iteration 9F (1821.933709 sec): 3 clusters Score: Raw -4617294.546743 + Penalty 3622.693222 = -4613671.853521 nChanged 3233 SP:Iteration 10Q (1822.050381 sec): 3 clusters Score: Raw -4619549.620044 + Penalty 3622.693222 = -4615926.926822 nChanged 2649 SP:Iteration 11Q (1822.160032 sec): 3 clusters Score: Raw -4621288.194002 + Penalty 3622.693222 = -4617665.500780 nChanged 2023 SP:Iteration 12Q (1822.266654 sec): 3 clusters Score: Raw -4622556.435243 + Penalty 3622.693222 = -4618933.742021 nChanged 1516 SP:Iteration 13Q (1822.370531 sec): 3 clusters Score: Raw -4623500.324426 + Penalty 3622.693222 = -4619877.631204 nChanged 1121 SP:Iteration 14Q (1822.472303 sec): 3 clusters Score: Raw -4624143.291490 + Penalty 3622.693222 = -4620520.598268 nChanged 790 SP:Iteration 15Q (1822.597370 sec): 3 clusters Score: Raw -4624569.464445 + Penalty 3622.693222 = -4620946.771223 nChanged 583 SP:Iteration 16Q (1822.720515 sec): 3 clusters Score: Raw -4624865.545264 + Penalty 3622.693222 = -4621242.852042 nChanged 409 SP:Iteration 17Q (1822.842058 sec): 3 clusters Score: Raw -4625043.851483 + Penalty 3622.693222 = -4621421.158261 nChanged 273 SP:Iteration 18Q (1822.939677 sec): 3 clusters Score: Raw -4625153.896220 + Penalty 3622.693222 = -4621531.202998 nChanged 216 SP:Iteration 19Q (1823.034433 sec): 3 clusters Score: Raw -4625238.500514 + Penalty 3622.693222 = -4621615.807292 nChanged 174 SP:Iteration 20F (1823.146767 sec): 3 clusters Score: Raw -4625306.019717 + Penalty 3622.693222 = -4621683.326495 nChanged 125 SP:Iteration 21Q (1823.240998 sec): 3 clusters Score: Raw -4625345.039089 + Penalty 3622.693222 = -4621722.345867 nChanged 96 SP:Iteration 22Q (1823.334812 sec): 3 clusters Score: Raw -4625371.359154 + Penalty 3622.693222 = -4621748.665932 nChanged 73 SP:Iteration 23Q (1823.428480 sec): 3 clusters Score: Raw -4625392.601554 + Penalty 3622.693222 = -4621769.908332 nChanged 59 SP:Iteration 24Q (1823.521973 sec): 3 clusters Score: Raw -4625411.735635 + Penalty 3622.693222 = -4621789.042413 nChanged 54 SP:Iteration 25Q (1823.615167 sec): 3 clusters Score: Raw -4625430.821390 + Penalty 3622.693222 = -4621808.128168 nChanged 47 SP:Iteration 26Q (1823.721845 sec): 3 clusters Score: Raw -4625447.962866 + Penalty 3622.693222 = -4621825.269644 nChanged 52 SP:Iteration 27Q (1823.815020 sec): 3 clusters Score: Raw -4625464.404335 + Penalty 3622.693222 = -4621841.711113 nChanged 37 SP:Iteration 28Q (1823.908256 sec): 3 clusters Score: Raw -4625473.560438 + Penalty 3622.693222 = -4621850.867216 nChanged 29 SP:Iteration 29Q (1824.001761 sec): 3 clusters Score: Raw -4625481.618072 + Penalty 3622.693222 = -4621858.924850 nChanged 26 SP:Iteration 30Q (1824.094903 sec): 3 clusters Score: Raw -4625489.426284 + Penalty 3622.693222 = -4621866.733062 nChanged 26 SP:Iteration 31Q (1824.187917 sec): 3 clusters Score: Raw -4625495.002517 + Penalty 3622.693222 = -4621872.309295 nChanged 14 SP:Iteration 32Q (1824.280341 sec): 3 clusters Score: Raw -4625499.341542 + Penalty 3622.693222 = -4621876.648320 nChanged 18 SP:Iteration 33Q (1824.372896 sec): 3 clusters Score: Raw -4625505.784157 + Penalty 3622.693222 = -4621883.090935 nChanged 21 SP:Iteration 34Q (1824.466178 sec): 3 clusters Score: Raw -4625513.078217 + Penalty 3622.693222 = -4621890.384995 nChanged 16 SP:Iteration 35Q (1824.558932 sec): 3 clusters Score: Raw -4625517.911212 + Penalty 3622.693222 = -4621895.217990 nChanged 16 SP:Iteration 36Q (1824.652051 sec): 3 clusters Score: Raw -4625522.237196 + Penalty 3622.693222 = -4621899.543974 nChanged 11 SP:Iteration 37Q (1824.745149 sec): 3 clusters Score: Raw -4625524.939975 + Penalty 3622.693222 = -4621902.246753 nChanged 14 SP:Iteration 38Q (1824.838650 sec): 3 clusters Score: Raw -4625528.496369 + Penalty 3622.693222 = -4621905.803147 nChanged 10 SP:Iteration 39Q (1824.931768 sec): 3 clusters Score: Raw -4625531.390813 + Penalty 3622.693222 = -4621908.697591 nChanged 12 SP:Iteration 40F (1825.044453 sec): 3 clusters Score: Raw -4625534.608683 + Penalty 3622.693222 = -4621911.915461 nChanged 16 SP:Iteration 41Q (1825.138813 sec): 3 clusters Score: Raw -4625538.310661 + Penalty 3622.693222 = -4621915.617439 nChanged 11 SP:Iteration 42Q (1825.232108 sec): 3 clusters Score: Raw -4625541.678042 + Penalty 3622.693222 = -4621918.984820 nChanged 10 SP:Iteration 43Q (1825.325378 sec): 3 clusters Score: Raw -4625545.317547 + Penalty 3622.693222 = -4621922.624325 nChanged 12 SP:Iteration 44Q (1825.418045 sec): 3 clusters Score: Raw -4625547.619113 + Penalty 3622.693222 = -4621924.925891 nChanged 10 SP:Iteration 45Q (1825.511307 sec): 3 clusters Score: Raw -4625550.703615 + Penalty 3622.693222 = -4621928.010393 nChanged 12 SP:Iteration 46Q (1825.604359 sec): 3 clusters Score: Raw -4625554.275463 + Penalty 3622.693222 = -4621931.582241 nChanged 15 SP:Iteration 47Q (1825.696845 sec): 3 clusters Score: Raw -4625557.472441 + Penalty 3622.693222 = -4621934.779219 nChanged 11 SP:Iteration 48Q (1825.788133 sec): 3 clusters Score: Raw -4625560.401461 + Penalty 3622.693222 = -4621937.708239 nChanged 8 SP:Iteration 49Q (1825.881954 sec): 3 clusters Score: Raw -4625562.797132 + Penalty 3622.693222 = -4621940.103910 nChanged 5 SP:Iteration 50Q (1825.974675 sec): 3 clusters Score: Raw -4625564.271337 + Penalty 3622.693222 = -4621941.578115 nChanged 7 SP:Iteration 51Q (1826.067433 sec): 3 clusters Score: Raw -4625566.124367 + Penalty 3622.693222 = -4621943.431145 nChanged 5 SP:Iteration 52Q (1826.159679 sec): 3 clusters Score: Raw -4625567.366482 + Penalty 3622.693222 = -4621944.673260 nChanged 7 SP:Iteration 53Q (1826.252716 sec): 3 clusters Score: Raw -4625568.832533 + Penalty 3622.693222 = -4621946.139311 nChanged 0 SP:Iteration 54F (1826.364936 sec): 3 clusters Score: Raw -4625568.832533 + Penalty 3622.693222 = -4621946.139311 nChanged 0 Trying to split cluster 4 (12134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1826.382744 sec): 2 clusters Score: Raw -823098.881875 + Penalty 1528.112090 = -821570.769785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1826.414850 sec): 3 clusters Score: Raw -816107.820329 + Penalty 3056.224180 = -813051.596149 nChanged 5305 SP:Iteration 1F (1826.445573 sec): 3 clusters Score: Raw -818917.691514 + Penalty 3056.224180 = -815861.467334 nChanged 708 SP:Iteration 2F (1826.476462 sec): 3 clusters Score: Raw -819239.195511 + Penalty 3056.224180 = -816182.971331 nChanged 674 SP:Iteration 3F (1826.507315 sec): 3 clusters Score: Raw -819568.348324 + Penalty 3056.224180 = -816512.124144 nChanged 673 SP:Iteration 4F (1826.538260 sec): 3 clusters Score: Raw -819949.813642 + Penalty 3056.224180 = -816893.589462 nChanged 697 SP:Iteration 5F (1826.568930 sec): 3 clusters Score: Raw -820403.546095 + Penalty 3056.224180 = -817347.321915 nChanged 690 SP:Iteration 6F (1826.599624 sec): 3 clusters Score: Raw -820880.116890 + Penalty 3056.224180 = -817823.892710 nChanged 663 SP:Iteration 7F (1826.630520 sec): 3 clusters Score: Raw -821360.534490 + Penalty 3056.224180 = -818304.310310 nChanged 613 SP:Iteration 8F (1826.663015 sec): 3 clusters Score: Raw -821817.343336 + Penalty 3056.224180 = -818761.119156 nChanged 514 SP:Iteration 9Q (1826.693805 sec): 3 clusters Score: Raw -822191.784143 + Penalty 3056.224180 = -819135.559963 nChanged 407 SP:Iteration 10Q (1826.723970 sec): 3 clusters Score: Raw -822505.858297 + Penalty 3056.224180 = -819449.634117 nChanged 356 SP:Iteration 11Q (1826.753912 sec): 3 clusters Score: Raw -822775.162793 + Penalty 3056.224180 = -819718.938612 nChanged 232 SP:Iteration 12Q (1826.783122 sec): 3 clusters Score: Raw -822942.269962 + Penalty 3056.224180 = -819886.045782 nChanged 171 SP:Iteration 13Q (1826.811797 sec): 3 clusters Score: Raw -823067.427592 + Penalty 3056.224180 = -820011.203412 nChanged 115 SP:Iteration 14Q (1826.840069 sec): 3 clusters Score: Raw -823159.185507 + Penalty 3056.224180 = -820102.961327 nChanged 82 SP:Iteration 15Q (1826.867790 sec): 3 clusters Score: Raw -823235.008690 + Penalty 3056.224180 = -820178.784509 nChanged 58 SP:Iteration 16Q (1826.895301 sec): 3 clusters Score: Raw -823276.377697 + Penalty 3056.224180 = -820220.153517 nChanged 43 SP:Iteration 17Q (1826.922613 sec): 3 clusters Score: Raw -823310.878232 + Penalty 3056.224180 = -820254.654051 nChanged 29 SP:Iteration 18Q (1826.950444 sec): 3 clusters Score: Raw -823330.701826 + Penalty 3056.224180 = -820274.477646 nChanged 21 SP:Iteration 19Q (1826.977694 sec): 3 clusters Score: Raw -823346.320382 + Penalty 3056.224180 = -820290.096202 nChanged 18 SP:Iteration 20F (1827.008617 sec): 3 clusters Score: Raw -823356.265397 + Penalty 3056.224180 = -820300.041216 nChanged 7 SP:Iteration 21Q (1827.035844 sec): 3 clusters Score: Raw -823360.305645 + Penalty 3056.224180 = -820304.081464 nChanged 7 SP:Iteration 22Q (1827.062933 sec): 3 clusters Score: Raw -823363.563645 + Penalty 3056.224180 = -820307.339465 nChanged 2 SP:Iteration 23Q (1827.090006 sec): 3 clusters Score: Raw -823364.578419 + Penalty 3056.224180 = -820308.354239 nChanged 1 SP:Iteration 24Q (1827.117229 sec): 3 clusters Score: Raw -823364.799736 + Penalty 3056.224180 = -820308.575556 nChanged 0 SP:Iteration 25F (1827.148228 sec): 3 clusters Score: Raw -823364.799736 + Penalty 3056.224180 = -820308.575556 nChanged 0 Trying to split cluster 5 (2501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1827.163707 sec): 2 clusters Score: Raw -170750.231357 + Penalty 1271.472464 = -169478.758893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1827.176832 sec): 3 clusters Score: Raw -169614.744054 + Penalty 2542.944928 = -167071.799126 nChanged 920 SP:Iteration 1F (1827.189333 sec): 3 clusters Score: Raw -170210.899489 + Penalty 2542.944928 = -167667.954562 nChanged 188 SP:Iteration 2F (1827.201624 sec): 3 clusters Score: Raw -170328.252871 + Penalty 2542.944928 = -167785.307943 nChanged 115 SP:Iteration 3Q (1827.213902 sec): 3 clusters Score: Raw -170416.048362 + Penalty 2542.944928 = -167873.103434 nChanged 89 SP:Iteration 4Q (1827.226039 sec): 3 clusters Score: Raw -170488.502975 + Penalty 2542.944928 = -167945.558047 nChanged 92 SP:Iteration 5Q (1827.238351 sec): 3 clusters Score: Raw -170560.545919 + Penalty 2542.944928 = -168017.600991 nChanged 85 SP:Iteration 6Q (1827.250485 sec): 3 clusters Score: Raw -170612.183937 + Penalty 2542.944928 = -168069.239009 nChanged 81 SP:Iteration 7Q (1827.262700 sec): 3 clusters Score: Raw -170669.918864 + Penalty 2542.944928 = -168126.973936 nChanged 79 SP:Iteration 8Q (1827.274964 sec): 3 clusters Score: Raw -170732.095711 + Penalty 2542.944928 = -168189.150784 nChanged 80 SP:Iteration 9Q (1827.286620 sec): 3 clusters Score: Raw -170791.863859 + Penalty 2542.944928 = -168248.918932 nChanged 72 SP:Iteration 10Q (1827.298755 sec): 3 clusters Score: Raw -170848.455912 + Penalty 2542.944928 = -168305.510985 nChanged 74 SP:Iteration 11Q (1827.310804 sec): 3 clusters Score: Raw -170905.113589 + Penalty 2542.944928 = -168362.168661 nChanged 72 SP:Iteration 12Q (1827.322867 sec): 3 clusters Score: Raw -170969.555010 + Penalty 2542.944928 = -168426.610082 nChanged 71 SP:Iteration 13Q (1827.335055 sec): 3 clusters Score: Raw -171030.317734 + Penalty 2542.944928 = -168487.372807 nChanged 56 SP:Iteration 14Q (1827.347033 sec): 3 clusters Score: Raw -171082.272196 + Penalty 2542.944928 = -168539.327268 nChanged 48 SP:Iteration 15Q (1827.359232 sec): 3 clusters Score: Raw -171117.605174 + Penalty 2542.944928 = -168574.660246 nChanged 30 SP:Iteration 16Q (1827.371263 sec): 3 clusters Score: Raw -171134.223416 + Penalty 2542.944928 = -168591.278489 nChanged 20 SP:Iteration 17Q (1827.383390 sec): 3 clusters Score: Raw -171145.028010 + Penalty 2542.944928 = -168602.083082 nChanged 16 SP:Iteration 18Q (1827.395566 sec): 3 clusters Score: Raw -171154.220994 + Penalty 2542.944928 = -168611.276067 nChanged 19 SP:Iteration 19Q (1827.407838 sec): 3 clusters Score: Raw -171166.289674 + Penalty 2542.944928 = -168623.344746 nChanged 9 SP:Iteration 20F (1827.420033 sec): 3 clusters Score: Raw -171176.980448 + Penalty 2542.944928 = -168634.035521 nChanged 10 SP:Iteration 21Q (1827.432089 sec): 3 clusters Score: Raw -171184.999104 + Penalty 2542.944928 = -168642.054176 nChanged 7 SP:Iteration 22Q (1827.444119 sec): 3 clusters Score: Raw -171189.086340 + Penalty 2542.944928 = -168646.141412 nChanged 4 SP:Iteration 23Q (1827.456137 sec): 3 clusters Score: Raw -171191.103841 + Penalty 2542.944928 = -168648.158914 nChanged 3 SP:Iteration 24Q (1827.468265 sec): 3 clusters Score: Raw -171192.123237 + Penalty 2542.944928 = -168649.178310 nChanged 3 SP:Iteration 25Q (1827.480259 sec): 3 clusters Score: Raw -171193.012712 + Penalty 2542.944928 = -168650.067785 nChanged 1 SP:Iteration 26Q (1827.492311 sec): 3 clusters Score: Raw -171193.296050 + Penalty 2542.944928 = -168650.351123 nChanged 1 SP:Iteration 27Q (1827.504847 sec): 3 clusters Score: Raw -171193.673566 + Penalty 2542.944928 = -168650.728639 nChanged 0 SP:Iteration 28F (1827.516945 sec): 3 clusters Score: Raw -171193.673566 + Penalty 2542.944928 = -168650.728639 nChanged 0 Trying to split cluster 6 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1827.527701 sec): 2 clusters Score: Raw -41110.655437 + Penalty 1063.852629 = -40046.802808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1827.532044 sec): 3 clusters Score: Raw -40952.977799 + Penalty 2127.705258 = -38825.272540 nChanged 167 SP:Iteration 1F (1827.536064 sec): 3 clusters Score: Raw -41139.492439 + Penalty 2127.705258 = -39011.787181 nChanged 47 SP:Iteration 2F (1827.540088 sec): 3 clusters Score: Raw -41200.094751 + Penalty 2127.705258 = -39072.389492 nChanged 22 SP:Iteration 3Q (1827.544063 sec): 3 clusters Score: Raw -41231.926884 + Penalty 2127.705258 = -39104.221626 nChanged 13 SP:Iteration 4Q (1827.548024 sec): 3 clusters Score: Raw -41250.732663 + Penalty 2127.705258 = -39123.027405 nChanged 13 SP:Iteration 5Q (1827.552018 sec): 3 clusters Score: Raw -41263.699119 + Penalty 2127.705258 = -39135.993861 nChanged 12 SP:Iteration 6Q (1827.555973 sec): 3 clusters Score: Raw -41276.312953 + Penalty 2127.705258 = -39148.607695 nChanged 5 SP:Iteration 7Q (1827.559922 sec): 3 clusters Score: Raw -41282.676481 + Penalty 2127.705258 = -39154.971223 nChanged 4 SP:Iteration 8Q (1827.563831 sec): 3 clusters Score: Raw -41287.465401 + Penalty 2127.705258 = -39159.760142 nChanged 2 SP:Iteration 9Q (1827.567750 sec): 3 clusters Score: Raw -41289.655436 + Penalty 2127.705258 = -39161.950178 nChanged 0 SP:Iteration 10F (1827.571727 sec): 3 clusters Score: Raw -41289.655436 + Penalty 2127.705258 = -39161.950178 nChanged 0 Trying to split cluster 7 (25931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1827.616599 sec): 2 clusters Score: Raw -1644523.676403 + Penalty 1651.519097 = -1642872.157306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1827.671650 sec): 3 clusters Score: Raw -1628489.736468 + Penalty 3303.038194 = -1625186.698274 nChanged 11915 SP:Iteration 1F (1827.724221 sec): 3 clusters Score: Raw -1635225.302570 + Penalty 3303.038194 = -1631922.264376 nChanged 1299 SP:Iteration 2F (1827.776776 sec): 3 clusters Score: Raw -1635674.038158 + Penalty 3303.038194 = -1632370.999964 nChanged 1231 SP:Iteration 3Q (1827.830675 sec): 3 clusters Score: Raw -1636124.945449 + Penalty 3303.038194 = -1632821.907255 nChanged 1249 SP:Iteration 4Q (1827.884475 sec): 3 clusters Score: Raw -1636639.472835 + Penalty 3303.038194 = -1633336.434641 nChanged 1296 SP:Iteration 5Q (1827.937898 sec): 3 clusters Score: Raw -1637241.090316 + Penalty 3303.038194 = -1633938.052122 nChanged 1391 SP:Iteration 6F (1827.990052 sec): 3 clusters Score: Raw -1637949.919591 + Penalty 3303.038194 = -1634646.881397 nChanged 1416 SP:Iteration 7F (1828.042383 sec): 3 clusters Score: Raw -1638767.233853 + Penalty 3303.038194 = -1635464.195659 nChanged 1364 SP:Iteration 8F (1828.094920 sec): 3 clusters Score: Raw -1639649.675210 + Penalty 3303.038194 = -1636346.637016 nChanged 1319 SP:Iteration 9F (1828.147244 sec): 3 clusters Score: Raw -1640654.050493 + Penalty 3303.038194 = -1637351.012299 nChanged 1161 SP:Iteration 10Q (1828.241987 sec): 3 clusters Score: Raw -1641674.525598 + Penalty 3303.038194 = -1638371.487404 nChanged 958 SP:Iteration 11Q (1828.332657 sec): 3 clusters Score: Raw -1642649.404458 + Penalty 3303.038194 = -1639346.366264 nChanged 742 SP:Iteration 12Q (1828.421282 sec): 3 clusters Score: Raw -1643348.202683 + Penalty 3303.038194 = -1640045.164489 nChanged 571 SP:Iteration 13Q (1828.475984 sec): 3 clusters Score: Raw -1643808.945131 + Penalty 3303.038194 = -1640505.906937 nChanged 374 SP:Iteration 14Q (1828.522445 sec): 3 clusters Score: Raw -1644053.181183 + Penalty 3303.038194 = -1640750.142989 nChanged 283 SP:Iteration 15Q (1828.566866 sec): 3 clusters Score: Raw -1644188.685952 + Penalty 3303.038194 = -1640885.647758 nChanged 190 SP:Iteration 16Q (1828.611334 sec): 3 clusters Score: Raw -1644274.723460 + Penalty 3303.038194 = -1640971.685266 nChanged 162 SP:Iteration 17Q (1828.655105 sec): 3 clusters Score: Raw -1644348.662077 + Penalty 3303.038194 = -1641045.623883 nChanged 148 SP:Iteration 18Q (1828.698087 sec): 3 clusters Score: Raw -1644406.085440 + Penalty 3303.038194 = -1641103.047246 nChanged 116 SP:Iteration 19Q (1828.741058 sec): 3 clusters Score: Raw -1644446.936201 + Penalty 3303.038194 = -1641143.898007 nChanged 103 SP:Iteration 20F (1828.793339 sec): 3 clusters Score: Raw -1644490.946773 + Penalty 3303.038194 = -1641187.908579 nChanged 112 SP:Iteration 21Q (1828.836061 sec): 3 clusters Score: Raw -1644533.597825 + Penalty 3303.038194 = -1641230.559631 nChanged 87 SP:Iteration 22Q (1828.878468 sec): 3 clusters Score: Raw -1644560.939724 + Penalty 3303.038194 = -1641257.901530 nChanged 65 SP:Iteration 23Q (1828.920860 sec): 3 clusters Score: Raw -1644579.558554 + Penalty 3303.038194 = -1641276.520360 nChanged 55 SP:Iteration 24Q (1828.962865 sec): 3 clusters Score: Raw -1644596.389801 + Penalty 3303.038194 = -1641293.351607 nChanged 53 SP:Iteration 25Q (1829.043847 sec): 3 clusters Score: Raw -1644609.877991 + Penalty 3303.038194 = -1641306.839797 nChanged 43 SP:Iteration 26Q (1829.115564 sec): 3 clusters Score: Raw -1644622.100240 + Penalty 3303.038194 = -1641319.062046 nChanged 39 SP:Iteration 27Q (1829.184206 sec): 3 clusters Score: Raw -1644633.224578 + Penalty 3303.038194 = -1641330.186384 nChanged 37 SP:Iteration 28Q (1829.258798 sec): 3 clusters Score: Raw -1644646.928434 + Penalty 3303.038194 = -1641343.890240 nChanged 46 SP:Iteration 29Q (1829.315496 sec): 3 clusters Score: Raw -1644662.563945 + Penalty 3303.038194 = -1641359.525751 nChanged 48 SP:Iteration 30Q (1829.357207 sec): 3 clusters Score: Raw -1644679.527075 + Penalty 3303.038194 = -1641376.488881 nChanged 45 SP:Iteration 31Q (1829.399046 sec): 3 clusters Score: Raw -1644695.858766 + Penalty 3303.038194 = -1641392.820572 nChanged 48 SP:Iteration 32Q (1829.440781 sec): 3 clusters Score: Raw -1644712.344987 + Penalty 3303.038194 = -1641409.306793 nChanged 51 SP:Iteration 33Q (1829.482434 sec): 3 clusters Score: Raw -1644729.450877 + Penalty 3303.038194 = -1641426.412683 nChanged 55 SP:Iteration 34Q (1829.524236 sec): 3 clusters Score: Raw -1644746.133624 + Penalty 3303.038194 = -1641443.095430 nChanged 50 SP:Iteration 35Q (1829.565749 sec): 3 clusters Score: Raw -1644762.360484 + Penalty 3303.038194 = -1641459.322290 nChanged 39 SP:Iteration 36Q (1829.618213 sec): 3 clusters Score: Raw -1644777.311198 + Penalty 3303.038194 = -1641474.273004 nChanged 43 SP:Iteration 37Q (1829.659547 sec): 3 clusters Score: Raw -1644796.581680 + Penalty 3303.038194 = -1641493.543486 nChanged 54 SP:Iteration 38Q (1829.701078 sec): 3 clusters Score: Raw -1644823.337322 + Penalty 3303.038194 = -1641520.299128 nChanged 66 SP:Iteration 39Q (1829.742189 sec): 3 clusters Score: Raw -1644851.862866 + Penalty 3303.038194 = -1641548.824672 nChanged 60 SP:Iteration 40F (1829.794704 sec): 3 clusters Score: Raw -1644881.056124 + Penalty 3303.038194 = -1641578.017930 nChanged 70 SP:Iteration 41Q (1829.836203 sec): 3 clusters Score: Raw -1644913.419635 + Penalty 3303.038194 = -1641610.381441 nChanged 74 SP:Iteration 42Q (1829.877660 sec): 3 clusters Score: Raw -1644948.502709 + Penalty 3303.038194 = -1641645.464515 nChanged 73 SP:Iteration 43Q (1829.918760 sec): 3 clusters Score: Raw -1644983.061115 + Penalty 3303.038194 = -1641680.022921 nChanged 60 SP:Iteration 44Q (1829.959927 sec): 3 clusters Score: Raw -1645012.355661 + Penalty 3303.038194 = -1641709.317467 nChanged 55 SP:Iteration 45Q (1830.001012 sec): 3 clusters Score: Raw -1645039.814768 + Penalty 3303.038194 = -1641736.776574 nChanged 55 SP:Iteration 46Q (1830.041989 sec): 3 clusters Score: Raw -1645071.860831 + Penalty 3303.038194 = -1641768.822637 nChanged 63 SP:Iteration 47Q (1830.110993 sec): 3 clusters Score: Raw -1645104.759259 + Penalty 3303.038194 = -1641801.721065 nChanged 53 SP:Iteration 48Q (1830.179899 sec): 3 clusters Score: Raw -1645130.536440 + Penalty 3303.038194 = -1641827.498246 nChanged 55 SP:Iteration 49Q (1830.252318 sec): 3 clusters Score: Raw -1645157.896187 + Penalty 3303.038194 = -1641854.857993 nChanged 50 SP:Iteration 50Q (1830.302063 sec): 3 clusters Score: Raw -1645180.541749 + Penalty 3303.038194 = -1641877.503555 nChanged 37 SP:Iteration 51Q (1830.343389 sec): 3 clusters Score: Raw -1645202.657936 + Penalty 3303.038194 = -1641899.619742 nChanged 28 SP:Iteration 52Q (1830.383987 sec): 3 clusters Score: Raw -1645214.762540 + Penalty 3303.038194 = -1641911.724346 nChanged 22 SP:Iteration 53Q (1830.424588 sec): 3 clusters Score: Raw -1645223.753387 + Penalty 3303.038194 = -1641920.715193 nChanged 13 SP:Iteration 54Q (1830.465532 sec): 3 clusters Score: Raw -1645229.519191 + Penalty 3303.038194 = -1641926.480997 nChanged 12 SP:Iteration 55Q (1830.506370 sec): 3 clusters Score: Raw -1645233.770404 + Penalty 3303.038194 = -1641930.732210 nChanged 9 SP:Iteration 56Q (1830.546635 sec): 3 clusters Score: Raw -1645236.780116 + Penalty 3303.038194 = -1641933.741922 nChanged 11 SP:Iteration 57Q (1830.587094 sec): 3 clusters Score: Raw -1645240.202893 + Penalty 3303.038194 = -1641937.164699 nChanged 12 SP:Iteration 58Q (1830.627501 sec): 3 clusters Score: Raw -1645244.066056 + Penalty 3303.038194 = -1641941.027862 nChanged 5 SP:Iteration 59Q (1830.668076 sec): 3 clusters Score: Raw -1645245.296865 + Penalty 3303.038194 = -1641942.258671 nChanged 4 SP:Iteration 60F (1830.720562 sec): 3 clusters Score: Raw -1645248.408181 + Penalty 3303.038194 = -1641945.369987 nChanged 2 SP:Iteration 61Q (1830.788257 sec): 3 clusters Score: Raw -1645248.922818 + Penalty 3303.038194 = -1641945.884624 nChanged 0 SP:Iteration 62F (1830.881302 sec): 3 clusters Score: Raw -1645248.922818 + Penalty 3303.038194 = -1641945.884624 nChanged 0 Trying to split cluster 8 (8078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1830.901687 sec): 2 clusters Score: Raw -520243.424135 + Penalty 1461.996184 = -518781.427951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1830.952561 sec): 3 clusters Score: Raw -515817.299559 + Penalty 2923.992369 = -512893.307190 nChanged 3492 SP:Iteration 1F (1831.001225 sec): 3 clusters Score: Raw -517710.336592 + Penalty 2923.992369 = -514786.344223 nChanged 538 SP:Iteration 2F (1831.027011 sec): 3 clusters Score: Raw -518039.360026 + Penalty 2923.992369 = -515115.367657 nChanged 511 SP:Iteration 3F (1831.055857 sec): 3 clusters Score: Raw -518356.979892 + Penalty 2923.992369 = -515432.987523 nChanged 443 SP:Iteration 4F (1831.081789 sec): 3 clusters Score: Raw -518685.821257 + Penalty 2923.992369 = -515761.828888 nChanged 438 SP:Iteration 5F (1831.107770 sec): 3 clusters Score: Raw -518971.876222 + Penalty 2923.992369 = -516047.883853 nChanged 394 SP:Iteration 6Q (1831.133786 sec): 3 clusters Score: Raw -519182.973101 + Penalty 2923.992369 = -516258.980732 nChanged 319 SP:Iteration 7Q (1831.159463 sec): 3 clusters Score: Raw -519321.304778 + Penalty 2923.992369 = -516397.312409 nChanged 230 SP:Iteration 8Q (1831.185145 sec): 3 clusters Score: Raw -519418.103935 + Penalty 2923.992369 = -516494.111566 nChanged 216 SP:Iteration 9Q (1831.210712 sec): 3 clusters Score: Raw -519505.532720 + Penalty 2923.992369 = -516581.540351 nChanged 198 SP:Iteration 10Q (1831.236495 sec): 3 clusters Score: Raw -519573.014903 + Penalty 2923.992369 = -516649.022535 nChanged 162 SP:Iteration 11Q (1831.261943 sec): 3 clusters Score: Raw -519623.627407 + Penalty 2923.992369 = -516699.635038 nChanged 136 SP:Iteration 12Q (1831.287483 sec): 3 clusters Score: Raw -519665.872955 + Penalty 2923.992369 = -516741.880586 nChanged 124 SP:Iteration 13Q (1831.313015 sec): 3 clusters Score: Raw -519707.431052 + Penalty 2923.992369 = -516783.438683 nChanged 118 SP:Iteration 14Q (1831.338678 sec): 3 clusters Score: Raw -519748.761116 + Penalty 2923.992369 = -516824.768747 nChanged 119 SP:Iteration 15Q (1831.376701 sec): 3 clusters Score: Raw -519802.130129 + Penalty 2923.992369 = -516878.137761 nChanged 113 SP:Iteration 16Q (1831.402386 sec): 3 clusters Score: Raw -519867.988033 + Penalty 2923.992369 = -516943.995665 nChanged 152 SP:Iteration 17Q (1831.427956 sec): 3 clusters Score: Raw -519944.368375 + Penalty 2923.992369 = -517020.376007 nChanged 148 SP:Iteration 18Q (1831.453495 sec): 3 clusters Score: Raw -520017.998698 + Penalty 2923.992369 = -517094.006329 nChanged 139 SP:Iteration 19Q (1831.479006 sec): 3 clusters Score: Raw -520077.620714 + Penalty 2923.992369 = -517153.628345 nChanged 130 SP:Iteration 20F (1831.504945 sec): 3 clusters Score: Raw -520123.154996 + Penalty 2923.992369 = -517199.162627 nChanged 103 SP:Iteration 21Q (1831.530189 sec): 3 clusters Score: Raw -520153.982976 + Penalty 2923.992369 = -517229.990607 nChanged 74 SP:Iteration 22Q (1831.555488 sec): 3 clusters Score: Raw -520176.183200 + Penalty 2923.992369 = -517252.190831 nChanged 73 SP:Iteration 23Q (1831.580975 sec): 3 clusters Score: Raw -520193.641214 + Penalty 2923.992369 = -517269.648846 nChanged 53 SP:Iteration 24Q (1831.606229 sec): 3 clusters Score: Raw -520206.019032 + Penalty 2923.992369 = -517282.026663 nChanged 47 SP:Iteration 25Q (1831.631377 sec): 3 clusters Score: Raw -520215.964551 + Penalty 2923.992369 = -517291.972182 nChanged 48 SP:Iteration 26Q (1831.656731 sec): 3 clusters Score: Raw -520225.087345 + Penalty 2923.992369 = -517301.094976 nChanged 35 SP:Iteration 27Q (1831.682063 sec): 3 clusters Score: Raw -520232.428699 + Penalty 2923.992369 = -517308.436330 nChanged 44 SP:Iteration 28Q (1831.707237 sec): 3 clusters Score: Raw -520241.856083 + Penalty 2923.992369 = -517317.863714 nChanged 32 SP:Iteration 29Q (1831.732458 sec): 3 clusters Score: Raw -520248.512550 + Penalty 2923.992369 = -517324.520181 nChanged 26 SP:Iteration 30Q (1831.757971 sec): 3 clusters Score: Raw -520253.846364 + Penalty 2923.992369 = -517329.853995 nChanged 29 SP:Iteration 31Q (1831.783263 sec): 3 clusters Score: Raw -520259.909430 + Penalty 2923.992369 = -517335.917061 nChanged 28 SP:Iteration 32Q (1831.844386 sec): 3 clusters Score: Raw -520265.127839 + Penalty 2923.992369 = -517341.135470 nChanged 23 SP:Iteration 33Q (1831.897709 sec): 3 clusters Score: Raw -520269.857189 + Penalty 2923.992369 = -517345.864821 nChanged 19 SP:Iteration 34Q (1831.959352 sec): 3 clusters Score: Raw -520272.283266 + Penalty 2923.992369 = -517348.290898 nChanged 13 SP:Iteration 35Q (1832.020807 sec): 3 clusters Score: Raw -520273.490662 + Penalty 2923.992369 = -517349.498293 nChanged 11 SP:Iteration 36Q (1832.082557 sec): 3 clusters Score: Raw -520274.746427 + Penalty 2923.992369 = -517350.754058 nChanged 9 SP:Iteration 37Q (1832.144976 sec): 3 clusters Score: Raw -520275.754584 + Penalty 2923.992369 = -517351.762215 nChanged 7 SP:Iteration 38Q (1832.175829 sec): 3 clusters Score: Raw -520276.697946 + Penalty 2923.992369 = -517352.705577 nChanged 4 SP:Iteration 39Q (1832.200832 sec): 3 clusters Score: Raw -520276.844309 + Penalty 2923.992369 = -517352.851940 nChanged 1 SP:Iteration 40F (1832.234163 sec): 3 clusters Score: Raw -520277.098732 + Penalty 2923.992369 = -517353.106363 nChanged 3 SP:Iteration 41Q (1832.259533 sec): 3 clusters Score: Raw -520277.420717 + Penalty 2923.992369 = -517353.428348 nChanged 5 SP:Iteration 42Q (1832.284766 sec): 3 clusters Score: Raw -520277.935376 + Penalty 2923.992369 = -517353.943007 nChanged 3 SP:Iteration 43Q (1832.310251 sec): 3 clusters Score: Raw -520278.337799 + Penalty 2923.992369 = -517354.345430 nChanged 4 SP:Iteration 44Q (1832.335715 sec): 3 clusters Score: Raw -520278.779597 + Penalty 2923.992369 = -517354.787228 nChanged 1 SP:Iteration 45Q (1832.361123 sec): 3 clusters Score: Raw -520278.802487 + Penalty 2923.992369 = -517354.810119 nChanged 1 SP:Iteration 46Q (1832.386733 sec): 3 clusters Score: Raw -520278.887354 + Penalty 2923.992369 = -517354.894986 nChanged 2 SP:Iteration 47Q (1832.412180 sec): 3 clusters Score: Raw -520279.121104 + Penalty 2923.992369 = -517355.128735 nChanged 4 SP:Iteration 48Q (1832.437597 sec): 3 clusters Score: Raw -520279.559248 + Penalty 2923.992369 = -517355.566879 nChanged 4 SP:Iteration 49Q (1832.462845 sec): 3 clusters Score: Raw -520280.055191 + Penalty 2923.992369 = -517356.062822 nChanged 7 SP:Iteration 50Q (1832.488178 sec): 3 clusters Score: Raw -520280.842388 + Penalty 2923.992369 = -517356.850019 nChanged 1 SP:Iteration 51Q (1832.512498 sec): 3 clusters Score: Raw -520280.965040 + Penalty 2923.992369 = -517356.972671 nChanged 0 SP:Iteration 52F (1832.538281 sec): 3 clusters Score: Raw -520280.965040 + Penalty 2923.992369 = -517356.972671 nChanged 0 Trying to split cluster 9 (42230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1832.604559 sec): 2 clusters Score: Raw -2845985.113068 + Penalty 1730.768999 = -2844254.344069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1832.686025 sec): 3 clusters Score: Raw -2819497.375901 + Penalty 3461.537998 = -2816035.837903 nChanged 19750 SP:Iteration 1F (1832.765228 sec): 3 clusters Score: Raw -2830687.054632 + Penalty 3461.537998 = -2827225.516634 nChanged 2093 SP:Iteration 2Q (1832.881527 sec): 3 clusters Score: Raw -2831549.188129 + Penalty 3461.537998 = -2828087.650131 nChanged 2280 SP:Iteration 3F (1832.997445 sec): 3 clusters Score: Raw -2832673.518237 + Penalty 3461.537998 = -2829211.980239 nChanged 2658 SP:Iteration 4F (1833.075916 sec): 3 clusters Score: Raw -2834253.544800 + Penalty 3461.537998 = -2830792.006802 nChanged 2930 SP:Iteration 5F (1833.156540 sec): 3 clusters Score: Raw -2836295.785322 + Penalty 3461.537998 = -2832834.247324 nChanged 3045 SP:Iteration 6F (1833.236454 sec): 3 clusters Score: Raw -2838695.177840 + Penalty 3461.537998 = -2835233.639841 nChanged 2763 SP:Iteration 7F (1833.316667 sec): 3 clusters Score: Raw -2841052.902445 + Penalty 3461.537998 = -2837591.364447 nChanged 2114 SP:Iteration 8F (1833.396768 sec): 3 clusters Score: Raw -2842912.024484 + Penalty 3461.537998 = -2839450.486486 nChanged 1484 SP:Iteration 9Q (1833.476638 sec): 3 clusters Score: Raw -2844215.053895 + Penalty 3461.537998 = -2840753.515897 nChanged 965 SP:Iteration 10Q (1833.550211 sec): 3 clusters Score: Raw -2844927.319416 + Penalty 3461.537998 = -2841465.781418 nChanged 670 SP:Iteration 11Q (1833.661128 sec): 3 clusters Score: Raw -2845353.873445 + Penalty 3461.537998 = -2841892.335447 nChanged 492 SP:Iteration 12Q (1833.728695 sec): 3 clusters Score: Raw -2845623.358954 + Penalty 3461.537998 = -2842161.820956 nChanged 374 SP:Iteration 13Q (1833.794993 sec): 3 clusters Score: Raw -2845814.593255 + Penalty 3461.537998 = -2842353.055257 nChanged 298 SP:Iteration 14Q (1833.860664 sec): 3 clusters Score: Raw -2845957.789735 + Penalty 3461.537998 = -2842496.251737 nChanged 258 SP:Iteration 15Q (1833.925391 sec): 3 clusters Score: Raw -2846082.630477 + Penalty 3461.537998 = -2842621.092479 nChanged 241 SP:Iteration 16Q (1833.990378 sec): 3 clusters Score: Raw -2846195.949256 + Penalty 3461.537998 = -2842734.411258 nChanged 189 SP:Iteration 17Q (1834.054501 sec): 3 clusters Score: Raw -2846281.786279 + Penalty 3461.537998 = -2842820.248281 nChanged 136 SP:Iteration 18Q (1834.118511 sec): 3 clusters Score: Raw -2846335.025912 + Penalty 3461.537998 = -2842873.487914 nChanged 107 SP:Iteration 19Q (1834.181760 sec): 3 clusters Score: Raw -2846376.728952 + Penalty 3461.537998 = -2842915.190954 nChanged 98 SP:Iteration 20F (1834.301256 sec): 3 clusters Score: Raw -2846418.213869 + Penalty 3461.537998 = -2842956.675871 nChanged 77 SP:Iteration 21Q (1834.395371 sec): 3 clusters Score: Raw -2846445.900210 + Penalty 3461.537998 = -2842984.362212 nChanged 66 SP:Iteration 22Q (1834.489975 sec): 3 clusters Score: Raw -2846468.528218 + Penalty 3461.537998 = -2843006.990220 nChanged 60 SP:Iteration 23Q (1834.551416 sec): 3 clusters Score: Raw -2846489.463690 + Penalty 3461.537998 = -2843027.925692 nChanged 47 SP:Iteration 24Q (1834.613145 sec): 3 clusters Score: Raw -2846503.750963 + Penalty 3461.537998 = -2843042.212965 nChanged 47 SP:Iteration 25Q (1834.687561 sec): 3 clusters Score: Raw -2846522.012423 + Penalty 3461.537998 = -2843060.474425 nChanged 44 SP:Iteration 26Q (1834.777460 sec): 3 clusters Score: Raw -2846536.427876 + Penalty 3461.537998 = -2843074.889878 nChanged 27 SP:Iteration 27Q (1834.838678 sec): 3 clusters Score: Raw -2846545.250432 + Penalty 3461.537998 = -2843083.712434 nChanged 16 SP:Iteration 28Q (1834.900392 sec): 3 clusters Score: Raw -2846550.949788 + Penalty 3461.537998 = -2843089.411790 nChanged 23 SP:Iteration 29Q (1834.962021 sec): 3 clusters Score: Raw -2846559.562814 + Penalty 3461.537998 = -2843098.024816 nChanged 18 SP:Iteration 30Q (1835.023882 sec): 3 clusters Score: Raw -2846566.466874 + Penalty 3461.537998 = -2843104.928876 nChanged 8 SP:Iteration 31Q (1835.119436 sec): 3 clusters Score: Raw -2846568.707380 + Penalty 3461.537998 = -2843107.169382 nChanged 7 SP:Iteration 32Q (1835.209942 sec): 3 clusters Score: Raw -2846570.752860 + Penalty 3461.537998 = -2843109.214862 nChanged 6 SP:Iteration 33Q (1835.270044 sec): 3 clusters Score: Raw -2846572.171427 + Penalty 3461.537998 = -2843110.633429 nChanged 3 SP:Iteration 34Q (1835.331272 sec): 3 clusters Score: Raw -2846573.279487 + Penalty 3461.537998 = -2843111.741489 nChanged 2 SP:Iteration 35Q (1835.392805 sec): 3 clusters Score: Raw -2846574.053170 + Penalty 3461.537998 = -2843112.515172 nChanged 3 SP:Iteration 36Q (1835.470272 sec): 3 clusters Score: Raw -2846574.604119 + Penalty 3461.537998 = -2843113.066121 nChanged 0 SP:Iteration 37F (1835.552706 sec): 3 clusters Score: Raw -2846574.604119 + Penalty 3461.537998 = -2843113.066121 nChanged 0 Trying to split cluster 10 (4927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1835.564876 sec): 2 clusters Score: Raw -328975.446299 + Penalty 1381.653904 = -327593.792396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1835.586195 sec): 3 clusters Score: Raw -326427.087973 + Penalty 2763.307808 = -323663.780166 nChanged 1987 SP:Iteration 1F (1835.607065 sec): 3 clusters Score: Raw -327530.213210 + Penalty 2763.307808 = -324766.905402 nChanged 352 SP:Iteration 2F (1835.627921 sec): 3 clusters Score: Raw -327746.276566 + Penalty 2763.307808 = -324982.968759 nChanged 307 SP:Iteration 3F (1835.648687 sec): 3 clusters Score: Raw -327956.460085 + Penalty 2763.307808 = -325193.152277 nChanged 288 SP:Iteration 4F (1835.669568 sec): 3 clusters Score: Raw -328126.413321 + Penalty 2763.307808 = -325363.105513 nChanged 242 SP:Iteration 5Q (1835.690553 sec): 3 clusters Score: Raw -328282.902427 + Penalty 2763.307808 = -325519.594620 nChanged 234 SP:Iteration 6Q (1835.711578 sec): 3 clusters Score: Raw -328451.651911 + Penalty 2763.307808 = -325688.344104 nChanged 243 SP:Iteration 7Q (1835.732615 sec): 3 clusters Score: Raw -328606.852721 + Penalty 2763.307808 = -325843.544913 nChanged 204 SP:Iteration 8Q (1835.753593 sec): 3 clusters Score: Raw -328749.815774 + Penalty 2763.307808 = -325986.507966 nChanged 185 SP:Iteration 9Q (1835.774592 sec): 3 clusters Score: Raw -328876.505294 + Penalty 2763.307808 = -326113.197486 nChanged 142 SP:Iteration 10Q (1835.822119 sec): 3 clusters Score: Raw -328961.077690 + Penalty 2763.307808 = -326197.769883 nChanged 111 SP:Iteration 11Q (1835.864082 sec): 3 clusters Score: Raw -329022.753543 + Penalty 2763.307808 = -326259.445735 nChanged 85 SP:Iteration 12Q (1835.919888 sec): 3 clusters Score: Raw -329071.708613 + Penalty 2763.307808 = -326308.400805 nChanged 82 SP:Iteration 13Q (1835.975933 sec): 3 clusters Score: Raw -329119.810532 + Penalty 2763.307808 = -326356.502724 nChanged 56 SP:Iteration 14Q (1836.031675 sec): 3 clusters Score: Raw -329149.309522 + Penalty 2763.307808 = -326386.001714 nChanged 45 SP:Iteration 15Q (1836.088734 sec): 3 clusters Score: Raw -329174.263237 + Penalty 2763.307808 = -326410.955429 nChanged 34 SP:Iteration 16Q (1836.156512 sec): 3 clusters Score: Raw -329193.157770 + Penalty 2763.307808 = -326429.849962 nChanged 28 SP:Iteration 17Q (1836.209577 sec): 3 clusters Score: Raw -329204.505037 + Penalty 2763.307808 = -326441.197229 nChanged 19 SP:Iteration 18Q (1836.217627 sec): 3 clusters Score: Raw -329212.043429 + Penalty 2763.307808 = -326448.735622 nChanged 16 SP:Iteration 19Q (1836.240740 sec): 3 clusters Score: Raw -329219.315736 + Penalty 2763.307808 = -326456.007928 nChanged 14 SP:Iteration 20F (1836.261929 sec): 3 clusters Score: Raw -329226.883176 + Penalty 2763.307808 = -326463.575368 nChanged 14 SP:Iteration 21Q (1836.282575 sec): 3 clusters Score: Raw -329233.504354 + Penalty 2763.307808 = -326470.196546 nChanged 11 SP:Iteration 22Q (1836.306736 sec): 3 clusters Score: Raw -329237.757357 + Penalty 2763.307808 = -326474.449549 nChanged 5 SP:Iteration 23Q (1836.328402 sec): 3 clusters Score: Raw -329240.229880 + Penalty 2763.307808 = -326476.922072 nChanged 5 SP:Iteration 24Q (1836.349156 sec): 3 clusters Score: Raw -329243.254884 + Penalty 2763.307808 = -326479.947076 nChanged 4 SP:Iteration 25Q (1836.369776 sec): 3 clusters Score: Raw -329244.388955 + Penalty 2763.307808 = -326481.081147 nChanged 2 SP:Iteration 26Q (1836.390449 sec): 3 clusters Score: Raw -329244.892388 + Penalty 2763.307808 = -326481.584580 nChanged 1 SP:Iteration 27Q (1836.411216 sec): 3 clusters Score: Raw -329245.164512 + Penalty 2763.307808 = -326481.856705 nChanged 0 SP:Iteration 28F (1836.432270 sec): 3 clusters Score: Raw -329245.164512 + Penalty 2763.307808 = -326481.856705 nChanged 0 Trying to split cluster 11 (7293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1836.453398 sec): 2 clusters Score: Raw -467106.384810 + Penalty 1445.383918 = -465661.000893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1836.479188 sec): 3 clusters Score: Raw -463083.582790 + Penalty 2890.767835 = -460192.814955 nChanged 3114 SP:Iteration 1F (1836.502721 sec): 3 clusters Score: Raw -464918.743336 + Penalty 2890.767835 = -462027.975500 nChanged 533 SP:Iteration 2F (1836.526772 sec): 3 clusters Score: Raw -465276.069941 + Penalty 2890.767835 = -462385.302105 nChanged 497 SP:Iteration 3F (1836.550679 sec): 3 clusters Score: Raw -465665.730878 + Penalty 2890.767835 = -462774.963042 nChanged 501 SP:Iteration 4F (1836.574644 sec): 3 clusters Score: Raw -466123.038678 + Penalty 2890.767835 = -463232.270843 nChanged 497 SP:Iteration 5F (1836.598637 sec): 3 clusters Score: Raw -466655.456978 + Penalty 2890.767835 = -463764.689143 nChanged 437 SP:Iteration 6F (1836.622555 sec): 3 clusters Score: Raw -467097.751893 + Penalty 2890.767835 = -464206.984058 nChanged 374 SP:Iteration 7F (1836.645078 sec): 3 clusters Score: Raw -467447.091330 + Penalty 2890.767835 = -464556.323494 nChanged 299 SP:Iteration 8Q (1836.668355 sec): 3 clusters Score: Raw -467621.752437 + Penalty 2890.767835 = -464730.984601 nChanged 167 SP:Iteration 9Q (1836.691553 sec): 3 clusters Score: Raw -467697.157888 + Penalty 2890.767835 = -464806.390053 nChanged 102 SP:Iteration 10Q (1836.714918 sec): 3 clusters Score: Raw -467733.957969 + Penalty 2890.767835 = -464843.190133 nChanged 70 SP:Iteration 11Q (1836.772297 sec): 3 clusters Score: Raw -467755.861718 + Penalty 2890.767835 = -464865.093882 nChanged 58 SP:Iteration 12Q (1836.795277 sec): 3 clusters Score: Raw -467773.374977 + Penalty 2890.767835 = -464882.607141 nChanged 45 SP:Iteration 13Q (1836.818274 sec): 3 clusters Score: Raw -467789.882603 + Penalty 2890.767835 = -464899.114768 nChanged 56 SP:Iteration 14Q (1836.841109 sec): 3 clusters Score: Raw -467807.053929 + Penalty 2890.767835 = -464916.286093 nChanged 47 SP:Iteration 15Q (1836.864068 sec): 3 clusters Score: Raw -467819.509557 + Penalty 2890.767835 = -464928.741721 nChanged 45 SP:Iteration 16Q (1836.887145 sec): 3 clusters Score: Raw -467831.000266 + Penalty 2890.767835 = -464940.232431 nChanged 39 SP:Iteration 17Q (1836.910095 sec): 3 clusters Score: Raw -467841.191680 + Penalty 2890.767835 = -464950.423845 nChanged 38 SP:Iteration 18Q (1836.944767 sec): 3 clusters Score: Raw -467849.777635 + Penalty 2890.767835 = -464959.009799 nChanged 32 SP:Iteration 19Q (1836.996055 sec): 3 clusters Score: Raw -467856.105955 + Penalty 2890.767835 = -464965.338120 nChanged 26 SP:Iteration 20F (1837.056442 sec): 3 clusters Score: Raw -467863.563602 + Penalty 2890.767835 = -464972.795767 nChanged 23 SP:Iteration 21Q (1837.115235 sec): 3 clusters Score: Raw -467867.535364 + Penalty 2890.767835 = -464976.767528 nChanged 21 SP:Iteration 22Q (1837.163746 sec): 3 clusters Score: Raw -467871.626664 + Penalty 2890.767835 = -464980.858828 nChanged 16 SP:Iteration 23Q (1837.222732 sec): 3 clusters Score: Raw -467874.458469 + Penalty 2890.767835 = -464983.690634 nChanged 15 SP:Iteration 24Q (1837.281685 sec): 3 clusters Score: Raw -467876.667805 + Penalty 2890.767835 = -464985.899969 nChanged 10 SP:Iteration 25Q (1837.340647 sec): 3 clusters Score: Raw -467878.356402 + Penalty 2890.767835 = -464987.588567 nChanged 12 SP:Iteration 26Q (1837.384613 sec): 3 clusters Score: Raw -467880.634726 + Penalty 2890.767835 = -464989.866891 nChanged 17 SP:Iteration 27Q (1837.412879 sec): 3 clusters Score: Raw -467883.770730 + Penalty 2890.767835 = -464993.002894 nChanged 16 SP:Iteration 28Q (1837.435592 sec): 3 clusters Score: Raw -467886.288282 + Penalty 2890.767835 = -464995.520447 nChanged 13 SP:Iteration 29Q (1837.458540 sec): 3 clusters Score: Raw -467888.128583 + Penalty 2890.767835 = -464997.360748 nChanged 13 SP:Iteration 30Q (1837.481354 sec): 3 clusters Score: Raw -467890.192107 + Penalty 2890.767835 = -464999.424271 nChanged 13 SP:Iteration 31Q (1837.502951 sec): 3 clusters Score: Raw -467892.325645 + Penalty 2890.767835 = -465001.557809 nChanged 10 SP:Iteration 32Q (1837.526067 sec): 3 clusters Score: Raw -467893.641590 + Penalty 2890.767835 = -465002.873755 nChanged 11 SP:Iteration 33Q (1837.548794 sec): 3 clusters Score: Raw -467895.492094 + Penalty 2890.767835 = -465004.724259 nChanged 9 SP:Iteration 34Q (1837.571871 sec): 3 clusters Score: Raw -467896.429156 + Penalty 2890.767835 = -465005.661321 nChanged 4 SP:Iteration 35Q (1837.594763 sec): 3 clusters Score: Raw -467897.015171 + Penalty 2890.767835 = -465006.247336 nChanged 2 SP:Iteration 36Q (1837.617989 sec): 3 clusters Score: Raw -467897.396112 + Penalty 2890.767835 = -465006.628277 nChanged 1 SP:Iteration 37Q (1837.640996 sec): 3 clusters Score: Raw -467897.477504 + Penalty 2890.767835 = -465006.709669 nChanged 1 SP:Iteration 38Q (1837.664188 sec): 3 clusters Score: Raw -467897.547374 + Penalty 2890.767835 = -465006.779539 nChanged 2 SP:Iteration 39Q (1837.686981 sec): 3 clusters Score: Raw -467897.869099 + Penalty 2890.767835 = -465007.101264 nChanged 3 SP:Iteration 40F (1837.710866 sec): 3 clusters Score: Raw -467898.922763 + Penalty 2890.767835 = -465008.154927 nChanged 8 SP:Iteration 41Q (1837.733673 sec): 3 clusters Score: Raw -467900.243808 + Penalty 2890.767835 = -465009.475972 nChanged 9 SP:Iteration 42Q (1837.756638 sec): 3 clusters Score: Raw -467901.526990 + Penalty 2890.767835 = -465010.759155 nChanged 9 SP:Iteration 43Q (1837.779590 sec): 3 clusters Score: Raw -467903.109771 + Penalty 2890.767835 = -465012.341935 nChanged 7 SP:Iteration 44Q (1837.802487 sec): 3 clusters Score: Raw -467904.063439 + Penalty 2890.767835 = -465013.295604 nChanged 8 SP:Iteration 45Q (1837.825649 sec): 3 clusters Score: Raw -467905.554289 + Penalty 2890.767835 = -465014.786454 nChanged 5 SP:Iteration 46Q (1837.848473 sec): 3 clusters Score: Raw -467906.081430 + Penalty 2890.767835 = -465015.313595 nChanged 3 SP:Iteration 47Q (1837.871339 sec): 3 clusters Score: Raw -467906.383983 + Penalty 2890.767835 = -465015.616148 nChanged 4 SP:Iteration 48Q (1837.894571 sec): 3 clusters Score: Raw -467906.986216 + Penalty 2890.767835 = -465016.218381 nChanged 2 SP:Iteration 49Q (1837.917726 sec): 3 clusters Score: Raw -467907.463775 + Penalty 2890.767835 = -465016.695940 nChanged 0 SP:Iteration 50F (1837.941814 sec): 3 clusters Score: Raw -467907.463775 + Penalty 2890.767835 = -465016.695940 nChanged 0 Trying to split cluster 12 (1618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1837.956539 sec): 2 clusters Score: Raw -86890.314648 + Penalty 1200.703741 = -85689.610907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1837.965373 sec): 3 clusters Score: Raw -86267.311271 + Penalty 2401.407482 = -83865.903790 nChanged 549 SP:Iteration 1F (1837.973741 sec): 3 clusters Score: Raw -86702.244164 + Penalty 2401.407482 = -84300.836682 nChanged 139 SP:Iteration 2F (1837.982129 sec): 3 clusters Score: Raw -86841.186401 + Penalty 2401.407482 = -84439.778919 nChanged 92 SP:Iteration 3F (1837.990489 sec): 3 clusters Score: Raw -86926.227649 + Penalty 2401.407482 = -84524.820167 nChanged 49 SP:Iteration 4Q (1837.998834 sec): 3 clusters Score: Raw -86970.645904 + Penalty 2401.407482 = -84569.238422 nChanged 38 SP:Iteration 5Q (1838.007132 sec): 3 clusters Score: Raw -87007.068411 + Penalty 2401.407482 = -84605.660929 nChanged 36 SP:Iteration 6Q (1838.015459 sec): 3 clusters Score: Raw -87035.609013 + Penalty 2401.407482 = -84634.201531 nChanged 32 SP:Iteration 7Q (1838.023743 sec): 3 clusters Score: Raw -87055.725098 + Penalty 2401.407482 = -84654.317616 nChanged 23 SP:Iteration 8Q (1838.032016 sec): 3 clusters Score: Raw -87073.792904 + Penalty 2401.407482 = -84672.385422 nChanged 16 SP:Iteration 9Q (1838.040273 sec): 3 clusters Score: Raw -87085.926443 + Penalty 2401.407482 = -84684.518961 nChanged 16 SP:Iteration 10Q (1838.048539 sec): 3 clusters Score: Raw -87117.049720 + Penalty 2401.407482 = -84715.642238 nChanged 23 SP:Iteration 11Q (1838.056755 sec): 3 clusters Score: Raw -87132.195099 + Penalty 2401.407482 = -84730.787617 nChanged 15 SP:Iteration 12Q (1838.064962 sec): 3 clusters Score: Raw -87141.039521 + Penalty 2401.407482 = -84739.632040 nChanged 14 SP:Iteration 13Q (1838.073142 sec): 3 clusters Score: Raw -87150.026930 + Penalty 2401.407482 = -84748.619448 nChanged 12 SP:Iteration 14Q (1838.081345 sec): 3 clusters Score: Raw -87160.593970 + Penalty 2401.407482 = -84759.186488 nChanged 12 SP:Iteration 15Q (1838.089534 sec): 3 clusters Score: Raw -87168.996006 + Penalty 2401.407482 = -84767.588525 nChanged 15 SP:Iteration 16Q (1838.097782 sec): 3 clusters Score: Raw -87178.882971 + Penalty 2401.407482 = -84777.475489 nChanged 15 SP:Iteration 17Q (1838.105957 sec): 3 clusters Score: Raw -87190.858614 + Penalty 2401.407482 = -84789.451133 nChanged 17 SP:Iteration 18Q (1838.114212 sec): 3 clusters Score: Raw -87199.969840 + Penalty 2401.407482 = -84798.562358 nChanged 15 SP:Iteration 19Q (1838.122394 sec): 3 clusters Score: Raw -87211.373151 + Penalty 2401.407482 = -84809.965669 nChanged 20 SP:Iteration 20F (1838.130726 sec): 3 clusters Score: Raw -87229.392129 + Penalty 2401.407482 = -84827.984648 nChanged 26 SP:Iteration 21Q (1838.138904 sec): 3 clusters Score: Raw -87247.054195 + Penalty 2401.407482 = -84845.646714 nChanged 22 SP:Iteration 22Q (1838.147159 sec): 3 clusters Score: Raw -87264.203929 + Penalty 2401.407482 = -84862.796447 nChanged 17 SP:Iteration 23Q (1838.155390 sec): 3 clusters Score: Raw -87277.302481 + Penalty 2401.407482 = -84875.894999 nChanged 18 SP:Iteration 24Q (1838.163599 sec): 3 clusters Score: Raw -87291.362281 + Penalty 2401.407482 = -84889.954799 nChanged 16 SP:Iteration 25Q (1838.171816 sec): 3 clusters Score: Raw -87300.684240 + Penalty 2401.407482 = -84899.276758 nChanged 14 SP:Iteration 26Q (1838.180084 sec): 3 clusters Score: Raw -87311.713584 + Penalty 2401.407482 = -84910.306103 nChanged 10 SP:Iteration 27Q (1838.188210 sec): 3 clusters Score: Raw -87317.057466 + Penalty 2401.407482 = -84915.649984 nChanged 6 SP:Iteration 28Q (1838.196343 sec): 3 clusters Score: Raw -87319.409513 + Penalty 2401.407482 = -84918.002031 nChanged 4 SP:Iteration 29Q (1838.204542 sec): 3 clusters Score: Raw -87323.066875 + Penalty 2401.407482 = -84921.659393 nChanged 5 SP:Iteration 30Q (1838.212753 sec): 3 clusters Score: Raw -87328.538793 + Penalty 2401.407482 = -84927.131311 nChanged 5 SP:Iteration 31Q (1838.220887 sec): 3 clusters Score: Raw -87331.449675 + Penalty 2401.407482 = -84930.042193 nChanged 6 SP:Iteration 32Q (1838.229089 sec): 3 clusters Score: Raw -87333.913357 + Penalty 2401.407482 = -84932.505875 nChanged 2 SP:Iteration 33Q (1838.237289 sec): 3 clusters Score: Raw -87335.127739 + Penalty 2401.407482 = -84933.720257 nChanged 1 SP:Iteration 34Q (1838.245451 sec): 3 clusters Score: Raw -87335.662601 + Penalty 2401.407482 = -84934.255119 nChanged 2 SP:Iteration 35Q (1838.253583 sec): 3 clusters Score: Raw -87336.100015 + Penalty 2401.407482 = -84934.692533 nChanged 0 SP:Iteration 36F (1838.261906 sec): 3 clusters Score: Raw -87336.100015 + Penalty 2401.407482 = -84934.692533 nChanged 0 Trying to split cluster 13 (7171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1838.295411 sec): 2 clusters Score: Raw -493264.018653 + Penalty 1442.642564 = -491821.376089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1838.356320 sec): 3 clusters Score: Raw -489363.670020 + Penalty 2885.285128 = -486478.384892 nChanged 3015 SP:Iteration 1F (1838.408525 sec): 3 clusters Score: Raw -490984.476522 + Penalty 2885.285128 = -488099.191394 nChanged 457 SP:Iteration 2F (1838.469011 sec): 3 clusters Score: Raw -491190.930420 + Penalty 2885.285128 = -488305.645292 nChanged 372 SP:Iteration 3F (1838.529391 sec): 3 clusters Score: Raw -491357.388708 + Penalty 2885.285128 = -488472.103580 nChanged 300 SP:Iteration 4Q (1838.583535 sec): 3 clusters Score: Raw -491490.915215 + Penalty 2885.285128 = -488605.630087 nChanged 265 SP:Iteration 5Q (1838.644605 sec): 3 clusters Score: Raw -491597.648928 + Penalty 2885.285128 = -488712.363800 nChanged 241 SP:Iteration 6Q (1838.672425 sec): 3 clusters Score: Raw -491693.286383 + Penalty 2885.285128 = -488808.001255 nChanged 218 SP:Iteration 7Q (1838.697254 sec): 3 clusters Score: Raw -491784.277662 + Penalty 2885.285128 = -488898.992534 nChanged 213 SP:Iteration 8Q (1838.720759 sec): 3 clusters Score: Raw -491886.623901 + Penalty 2885.285128 = -489001.338773 nChanged 230 SP:Iteration 9Q (1838.745329 sec): 3 clusters Score: Raw -492001.221297 + Penalty 2885.285128 = -489115.936169 nChanged 255 SP:Iteration 10Q (1838.769635 sec): 3 clusters Score: Raw -492132.603185 + Penalty 2885.285128 = -489247.318057 nChanged 236 SP:Iteration 11Q (1838.794051 sec): 3 clusters Score: Raw -492253.521273 + Penalty 2885.285128 = -489368.236145 nChanged 215 SP:Iteration 12Q (1838.818523 sec): 3 clusters Score: Raw -492370.730325 + Penalty 2885.285128 = -489485.445197 nChanged 220 SP:Iteration 13Q (1838.843116 sec): 3 clusters Score: Raw -492470.149097 + Penalty 2885.285128 = -489584.863969 nChanged 184 SP:Iteration 14Q (1838.867520 sec): 3 clusters Score: Raw -492556.222411 + Penalty 2885.285128 = -489670.937283 nChanged 160 SP:Iteration 15Q (1838.892009 sec): 3 clusters Score: Raw -492646.244227 + Penalty 2885.285128 = -489760.959099 nChanged 158 SP:Iteration 16Q (1838.916389 sec): 3 clusters Score: Raw -492729.597812 + Penalty 2885.285128 = -489844.312684 nChanged 162 SP:Iteration 17Q (1838.940482 sec): 3 clusters Score: Raw -492805.395309 + Penalty 2885.285128 = -489920.110181 nChanged 125 SP:Iteration 18Q (1838.964580 sec): 3 clusters Score: Raw -492869.701386 + Penalty 2885.285128 = -489984.416258 nChanged 126 SP:Iteration 19Q (1838.988658 sec): 3 clusters Score: Raw -492923.980615 + Penalty 2885.285128 = -490038.695487 nChanged 106 SP:Iteration 20F (1839.013071 sec): 3 clusters Score: Raw -492961.843656 + Penalty 2885.285128 = -490076.558528 nChanged 76 SP:Iteration 21Q (1839.038812 sec): 3 clusters Score: Raw -492988.206866 + Penalty 2885.285128 = -490102.921738 nChanged 71 SP:Iteration 22Q (1839.062569 sec): 3 clusters Score: Raw -493010.725033 + Penalty 2885.285128 = -490125.439905 nChanged 65 SP:Iteration 23Q (1839.086597 sec): 3 clusters Score: Raw -493031.339914 + Penalty 2885.285128 = -490146.054786 nChanged 56 SP:Iteration 24Q (1839.128384 sec): 3 clusters Score: Raw -493049.490616 + Penalty 2885.285128 = -490164.205488 nChanged 46 SP:Iteration 25Q (1839.151971 sec): 3 clusters Score: Raw -493065.008798 + Penalty 2885.285128 = -490179.723670 nChanged 45 SP:Iteration 26Q (1839.175442 sec): 3 clusters Score: Raw -493077.269454 + Penalty 2885.285128 = -490191.984326 nChanged 31 SP:Iteration 27Q (1839.198772 sec): 3 clusters Score: Raw -493085.398114 + Penalty 2885.285128 = -490200.112986 nChanged 31 SP:Iteration 28Q (1839.222470 sec): 3 clusters Score: Raw -493094.007539 + Penalty 2885.285128 = -490208.722411 nChanged 33 SP:Iteration 29Q (1839.246199 sec): 3 clusters Score: Raw -493104.663311 + Penalty 2885.285128 = -490219.378183 nChanged 33 SP:Iteration 30Q (1839.269859 sec): 3 clusters Score: Raw -493115.034274 + Penalty 2885.285128 = -490229.749146 nChanged 34 SP:Iteration 31Q (1839.293538 sec): 3 clusters Score: Raw -493124.148309 + Penalty 2885.285128 = -490238.863181 nChanged 27 SP:Iteration 32Q (1839.317033 sec): 3 clusters Score: Raw -493133.487559 + Penalty 2885.285128 = -490248.202431 nChanged 38 SP:Iteration 33Q (1839.340762 sec): 3 clusters Score: Raw -493144.707833 + Penalty 2885.285128 = -490259.422705 nChanged 35 SP:Iteration 34Q (1839.364358 sec): 3 clusters Score: Raw -493154.031233 + Penalty 2885.285128 = -490268.746105 nChanged 25 SP:Iteration 35Q (1839.387768 sec): 3 clusters Score: Raw -493160.877141 + Penalty 2885.285128 = -490275.592013 nChanged 25 SP:Iteration 36Q (1839.411233 sec): 3 clusters Score: Raw -493167.823852 + Penalty 2885.285128 = -490282.538724 nChanged 20 SP:Iteration 37Q (1839.434791 sec): 3 clusters Score: Raw -493172.183064 + Penalty 2885.285128 = -490286.897936 nChanged 16 SP:Iteration 38Q (1839.458219 sec): 3 clusters Score: Raw -493176.339919 + Penalty 2885.285128 = -490291.054791 nChanged 11 SP:Iteration 39Q (1839.481579 sec): 3 clusters Score: Raw -493179.594258 + Penalty 2885.285128 = -490294.309130 nChanged 14 SP:Iteration 40F (1839.541237 sec): 3 clusters Score: Raw -493183.125013 + Penalty 2885.285128 = -490297.839885 nChanged 13 SP:Iteration 41Q (1839.599717 sec): 3 clusters Score: Raw -493186.157812 + Penalty 2885.285128 = -490300.872684 nChanged 15 SP:Iteration 42Q (1839.658652 sec): 3 clusters Score: Raw -493190.048751 + Penalty 2885.285128 = -490304.763623 nChanged 16 SP:Iteration 43Q (1839.708808 sec): 3 clusters Score: Raw -493195.195995 + Penalty 2885.285128 = -490309.910867 nChanged 26 SP:Iteration 44Q (1839.768184 sec): 3 clusters Score: Raw -493202.926687 + Penalty 2885.285128 = -490317.641559 nChanged 24 SP:Iteration 45Q (1839.827763 sec): 3 clusters Score: Raw -493208.279637 + Penalty 2885.285128 = -490322.994509 nChanged 18 SP:Iteration 46Q (1839.860462 sec): 3 clusters Score: Raw -493211.987188 + Penalty 2885.285128 = -490326.702060 nChanged 10 SP:Iteration 47Q (1839.883697 sec): 3 clusters Score: Raw -493214.408509 + Penalty 2885.285128 = -490329.123381 nChanged 7 SP:Iteration 48Q (1839.907025 sec): 3 clusters Score: Raw -493215.512751 + Penalty 2885.285128 = -490330.227623 nChanged 9 SP:Iteration 49Q (1839.939010 sec): 3 clusters Score: Raw -493216.620591 + Penalty 2885.285128 = -490331.335463 nChanged 7 SP:Iteration 50Q (1839.962138 sec): 3 clusters Score: Raw -493217.750863 + Penalty 2885.285128 = -490332.465735 nChanged 3 SP:Iteration 51Q (1839.985633 sec): 3 clusters Score: Raw -493218.299250 + Penalty 2885.285128 = -490333.014122 nChanged 1 SP:Iteration 52Q (1840.009101 sec): 3 clusters Score: Raw -493218.730079 + Penalty 2885.285128 = -490333.444951 nChanged 1 SP:Iteration 53Q (1840.032503 sec): 3 clusters Score: Raw -493218.928799 + Penalty 2885.285128 = -490333.643671 nChanged 3 SP:Iteration 54Q (1840.055766 sec): 3 clusters Score: Raw -493219.650509 + Penalty 2885.285128 = -490334.365381 nChanged 2 SP:Iteration 55Q (1840.078871 sec): 3 clusters Score: Raw -493220.222535 + Penalty 2885.285128 = -490334.937407 nChanged 4 SP:Iteration 56Q (1840.102379 sec): 3 clusters Score: Raw -493221.142235 + Penalty 2885.285128 = -490335.857107 nChanged 6 SP:Iteration 57Q (1840.125969 sec): 3 clusters Score: Raw -493222.429519 + Penalty 2885.285128 = -490337.144391 nChanged 12 SP:Iteration 58Q (1840.149110 sec): 3 clusters Score: Raw -493224.798081 + Penalty 2885.285128 = -490339.512953 nChanged 6 SP:Iteration 59Q (1840.172352 sec): 3 clusters Score: Raw -493225.668760 + Penalty 2885.285128 = -490340.383632 nChanged 2 SP:Iteration 60F (1840.197184 sec): 3 clusters Score: Raw -493225.878430 + Penalty 2885.285128 = -490340.593302 nChanged 3 SP:Iteration 61Q (1840.220258 sec): 3 clusters Score: Raw -493226.313746 + Penalty 2885.285128 = -490341.028618 nChanged 2 SP:Iteration 62Q (1840.243428 sec): 3 clusters Score: Raw -493226.635390 + Penalty 2885.285128 = -490341.350262 nChanged 3 SP:Iteration 63Q (1840.266505 sec): 3 clusters Score: Raw -493227.199964 + Penalty 2885.285128 = -490341.914836 nChanged 1 SP:Iteration 64Q (1840.290051 sec): 3 clusters Score: Raw -493227.324631 + Penalty 2885.285128 = -490342.039503 nChanged 0 SP:Iteration 65F (1840.314763 sec): 3 clusters Score: Raw -493227.324631 + Penalty 2885.285128 = -490342.039503 nChanged 0 Trying to split cluster 14 (22053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.352902 sec): 2 clusters Score: Raw -1472661.905853 + Penalty 1625.195638 = -1471036.710215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.409160 sec): 3 clusters Score: Raw -1459292.105535 + Penalty 3250.391276 = -1456041.714259 nChanged 9971 SP:Iteration 1F (1840.455710 sec): 3 clusters Score: Raw -1465223.936603 + Penalty 3250.391276 = -1461973.545327 nChanged 1490 SP:Iteration 2F (1840.502299 sec): 3 clusters Score: Raw -1466087.934506 + Penalty 3250.391276 = -1462837.543230 nChanged 1569 SP:Iteration 3F (1840.563617 sec): 3 clusters Score: Raw -1467209.065493 + Penalty 3250.391276 = -1463958.674217 nChanged 1709 SP:Iteration 4F (1840.649802 sec): 3 clusters Score: Raw -1468590.952056 + Penalty 3250.391276 = -1465340.560780 nChanged 1574 SP:Iteration 5F (1840.724016 sec): 3 clusters Score: Raw -1469871.896512 + Penalty 3250.391276 = -1466621.505236 nChanged 1154 SP:Iteration 6F (1840.799307 sec): 3 clusters Score: Raw -1470813.117222 + Penalty 3250.391276 = -1467562.725946 nChanged 829 SP:Iteration 7Q (1840.854953 sec): 3 clusters Score: Raw -1471455.837340 + Penalty 3250.391276 = -1468205.446065 nChanged 584 SP:Iteration 8Q (1840.913762 sec): 3 clusters Score: Raw -1471918.961796 + Penalty 3250.391276 = -1468668.570520 nChanged 405 SP:Iteration 9Q (1840.957292 sec): 3 clusters Score: Raw -1472246.318687 + Penalty 3250.391276 = -1468995.927411 nChanged 277 SP:Iteration 10Q (1840.999791 sec): 3 clusters Score: Raw -1472483.627097 + Penalty 3250.391276 = -1469233.235821 nChanged 177 SP:Iteration 11Q (1841.040827 sec): 3 clusters Score: Raw -1472636.487631 + Penalty 3250.391276 = -1469386.096355 nChanged 104 SP:Iteration 12Q (1841.080577 sec): 3 clusters Score: Raw -1472703.815626 + Penalty 3250.391276 = -1469453.424350 nChanged 54 SP:Iteration 13Q (1841.120060 sec): 3 clusters Score: Raw -1472741.589820 + Penalty 3250.391276 = -1469491.198544 nChanged 44 SP:Iteration 14Q (1841.159289 sec): 3 clusters Score: Raw -1472767.495345 + Penalty 3250.391276 = -1469517.104069 nChanged 26 SP:Iteration 15Q (1841.209444 sec): 3 clusters Score: Raw -1472781.426115 + Penalty 3250.391276 = -1469531.034839 nChanged 22 SP:Iteration 16Q (1841.247419 sec): 3 clusters Score: Raw -1472798.772536 + Penalty 3250.391276 = -1469548.381260 nChanged 27 SP:Iteration 17Q (1841.285886 sec): 3 clusters Score: Raw -1472815.621159 + Penalty 3250.391276 = -1469565.229884 nChanged 20 SP:Iteration 18Q (1841.324368 sec): 3 clusters Score: Raw -1472827.814802 + Penalty 3250.391276 = -1469577.423526 nChanged 13 SP:Iteration 19Q (1841.362858 sec): 3 clusters Score: Raw -1472835.067626 + Penalty 3250.391276 = -1469584.676350 nChanged 6 SP:Iteration 20F (1841.409392 sec): 3 clusters Score: Raw -1472838.845245 + Penalty 3250.391276 = -1469588.453969 nChanged 2 SP:Iteration 21Q (1841.447922 sec): 3 clusters Score: Raw -1472839.916145 + Penalty 3250.391276 = -1469589.524869 nChanged 1 SP:Iteration 22Q (1841.514188 sec): 3 clusters Score: Raw -1472840.373918 + Penalty 3250.391276 = -1469589.982642 nChanged 1 SP:Iteration 23Q (1841.586944 sec): 3 clusters Score: Raw -1472841.324018 + Penalty 3250.391276 = -1469590.932743 nChanged 4 SP:Iteration 24Q (1841.659144 sec): 3 clusters Score: Raw -1472843.842476 + Penalty 3250.391276 = -1469593.451200 nChanged 3 SP:Iteration 25Q (1841.703133 sec): 3 clusters Score: Raw -1472845.781023 + Penalty 3250.391276 = -1469595.389747 nChanged 5 SP:Iteration 26Q (1841.752956 sec): 3 clusters Score: Raw -1472849.541183 + Penalty 3250.391276 = -1469599.149907 nChanged 6 SP:Iteration 27Q (1841.790736 sec): 3 clusters Score: Raw -1472852.454622 + Penalty 3250.391276 = -1469602.063346 nChanged 2 SP:Iteration 28Q (1841.828987 sec): 3 clusters Score: Raw -1472853.620073 + Penalty 3250.391276 = -1469603.228797 nChanged 1 SP:Iteration 29Q (1841.867248 sec): 3 clusters Score: Raw -1472853.701854 + Penalty 3250.391276 = -1469603.310579 nChanged 0 SP:Iteration 30F (1841.913716 sec): 3 clusters Score: Raw -1472853.701854 + Penalty 3250.391276 = -1469603.310579 nChanged 0 Trying to split cluster 15 (11357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1841.937872 sec): 2 clusters Score: Raw -750117.806986 + Penalty 1517.358306 = -748600.448680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1841.968694 sec): 3 clusters Score: Raw -743582.370596 + Penalty 3034.716611 = -740547.653985 nChanged 4944 SP:Iteration 1F (1842.000095 sec): 3 clusters Score: Raw -746321.141164 + Penalty 3034.716611 = -743286.424553 nChanged 736 SP:Iteration 2F (1842.031718 sec): 3 clusters Score: Raw -746792.614539 + Penalty 3034.716611 = -743757.897928 nChanged 890 SP:Iteration 3F (1842.063362 sec): 3 clusters Score: Raw -747506.162518 + Penalty 3034.716611 = -744471.445907 nChanged 937 SP:Iteration 4F (1842.094912 sec): 3 clusters Score: Raw -748325.866195 + Penalty 3034.716611 = -745291.149584 nChanged 918 SP:Iteration 5F (1842.126397 sec): 3 clusters Score: Raw -749096.509295 + Penalty 3034.716611 = -746061.792684 nChanged 749 SP:Iteration 6F (1842.157948 sec): 3 clusters Score: Raw -749601.184610 + Penalty 3034.716611 = -746566.467999 nChanged 505 SP:Iteration 7Q (1842.189065 sec): 3 clusters Score: Raw -749840.948458 + Penalty 3034.716611 = -746806.231847 nChanged 326 SP:Iteration 8Q (1842.220612 sec): 3 clusters Score: Raw -749967.097629 + Penalty 3034.716611 = -746932.381017 nChanged 208 SP:Iteration 9Q (1842.252166 sec): 3 clusters Score: Raw -750040.043896 + Penalty 3034.716611 = -747005.327285 nChanged 134 SP:Iteration 10Q (1842.283717 sec): 3 clusters Score: Raw -750075.718185 + Penalty 3034.716611 = -747041.001574 nChanged 88 SP:Iteration 11Q (1842.315358 sec): 3 clusters Score: Raw -750094.699428 + Penalty 3034.716611 = -747059.982816 nChanged 81 SP:Iteration 12Q (1842.347007 sec): 3 clusters Score: Raw -750112.287854 + Penalty 3034.716611 = -747077.571242 nChanged 64 SP:Iteration 13Q (1842.378952 sec): 3 clusters Score: Raw -750125.921212 + Penalty 3034.716611 = -747091.204601 nChanged 48 SP:Iteration 14Q (1842.410490 sec): 3 clusters Score: Raw -750136.161056 + Penalty 3034.716611 = -747101.444445 nChanged 51 SP:Iteration 15Q (1842.442023 sec): 3 clusters Score: Raw -750145.815473 + Penalty 3034.716611 = -747111.098862 nChanged 51 SP:Iteration 16Q (1842.473707 sec): 3 clusters Score: Raw -750156.146526 + Penalty 3034.716611 = -747121.429914 nChanged 57 SP:Iteration 17Q (1842.549669 sec): 3 clusters Score: Raw -750165.722858 + Penalty 3034.716611 = -747131.006247 nChanged 33 SP:Iteration 18Q (1842.612911 sec): 3 clusters Score: Raw -750170.978287 + Penalty 3034.716611 = -747136.261676 nChanged 35 SP:Iteration 19Q (1842.665349 sec): 3 clusters Score: Raw -750176.948278 + Penalty 3034.716611 = -747142.231667 nChanged 36 SP:Iteration 20F (1842.726834 sec): 3 clusters Score: Raw -750183.571671 + Penalty 3034.716611 = -747148.855060 nChanged 45 SP:Iteration 21Q (1842.804631 sec): 3 clusters Score: Raw -750191.345813 + Penalty 3034.716611 = -747156.629202 nChanged 41 SP:Iteration 22Q (1842.835300 sec): 3 clusters Score: Raw -750198.956386 + Penalty 3034.716611 = -747164.239775 nChanged 38 SP:Iteration 23Q (1842.867089 sec): 3 clusters Score: Raw -750203.938797 + Penalty 3034.716611 = -747169.222186 nChanged 19 SP:Iteration 24Q (1842.898684 sec): 3 clusters Score: Raw -750206.452330 + Penalty 3034.716611 = -747171.735719 nChanged 17 SP:Iteration 25Q (1842.930526 sec): 3 clusters Score: Raw -750208.827946 + Penalty 3034.716611 = -747174.111334 nChanged 15 SP:Iteration 26Q (1842.962086 sec): 3 clusters Score: Raw -750211.207432 + Penalty 3034.716611 = -747176.490821 nChanged 22 SP:Iteration 27Q (1842.998485 sec): 3 clusters Score: Raw -750214.801250 + Penalty 3034.716611 = -747180.084639 nChanged 21 SP:Iteration 28Q (1843.030187 sec): 3 clusters Score: Raw -750218.580085 + Penalty 3034.716611 = -747183.863474 nChanged 24 SP:Iteration 29Q (1843.070231 sec): 3 clusters Score: Raw -750222.723477 + Penalty 3034.716611 = -747188.006866 nChanged 19 SP:Iteration 30Q (1843.101822 sec): 3 clusters Score: Raw -750226.420809 + Penalty 3034.716611 = -747191.704198 nChanged 23 SP:Iteration 31Q (1843.133370 sec): 3 clusters Score: Raw -750231.071713 + Penalty 3034.716611 = -747196.355102 nChanged 23 SP:Iteration 32Q (1843.165146 sec): 3 clusters Score: Raw -750236.450565 + Penalty 3034.716611 = -747201.733954 nChanged 28 SP:Iteration 33Q (1843.196890 sec): 3 clusters Score: Raw -750242.640926 + Penalty 3034.716611 = -747207.924314 nChanged 34 SP:Iteration 34Q (1843.228581 sec): 3 clusters Score: Raw -750249.643003 + Penalty 3034.716611 = -747214.926392 nChanged 28 SP:Iteration 35Q (1843.260233 sec): 3 clusters Score: Raw -750254.834459 + Penalty 3034.716611 = -747220.117848 nChanged 21 SP:Iteration 36Q (1843.292076 sec): 3 clusters Score: Raw -750260.377462 + Penalty 3034.716611 = -747225.660851 nChanged 26 SP:Iteration 37Q (1843.323840 sec): 3 clusters Score: Raw -750268.059252 + Penalty 3034.716611 = -747233.342641 nChanged 21 SP:Iteration 38Q (1843.355514 sec): 3 clusters Score: Raw -750272.963872 + Penalty 3034.716611 = -747238.247261 nChanged 20 SP:Iteration 39Q (1843.387061 sec): 3 clusters Score: Raw -750277.037570 + Penalty 3034.716611 = -747242.320959 nChanged 19 SP:Iteration 40F (1843.418476 sec): 3 clusters Score: Raw -750280.684589 + Penalty 3034.716611 = -747245.967978 nChanged 19 SP:Iteration 41Q (1843.450162 sec): 3 clusters Score: Raw -750284.025587 + Penalty 3034.716611 = -747249.308976 nChanged 15 SP:Iteration 42Q (1843.481811 sec): 3 clusters Score: Raw -750286.218413 + Penalty 3034.716611 = -747251.501802 nChanged 12 SP:Iteration 43Q (1843.513428 sec): 3 clusters Score: Raw -750288.165636 + Penalty 3034.716611 = -747253.449025 nChanged 9 SP:Iteration 44Q (1843.544928 sec): 3 clusters Score: Raw -750289.372930 + Penalty 3034.716611 = -747254.656318 nChanged 9 SP:Iteration 45Q (1843.614092 sec): 3 clusters Score: Raw -750290.925184 + Penalty 3034.716611 = -747256.208573 nChanged 11 SP:Iteration 46Q (1843.674600 sec): 3 clusters Score: Raw -750292.165611 + Penalty 3034.716611 = -747257.448999 nChanged 6 SP:Iteration 47Q (1843.743645 sec): 3 clusters Score: Raw -750293.006173 + Penalty 3034.716611 = -747258.289561 nChanged 6 SP:Iteration 48Q (1843.812416 sec): 3 clusters Score: Raw -750293.929829 + Penalty 3034.716611 = -747259.213218 nChanged 6 SP:Iteration 49Q (1843.881049 sec): 3 clusters Score: Raw -750294.970062 + Penalty 3034.716611 = -747260.253451 nChanged 8 SP:Iteration 50Q (1843.911636 sec): 3 clusters Score: Raw -750296.345386 + Penalty 3034.716611 = -747261.628775 nChanged 9 SP:Iteration 51Q (1843.945808 sec): 3 clusters Score: Raw -750297.938872 + Penalty 3034.716611 = -747263.222261 nChanged 10 SP:Iteration 52Q (1843.977545 sec): 3 clusters Score: Raw -750299.876504 + Penalty 3034.716611 = -747265.159893 nChanged 13 SP:Iteration 53Q (1844.009087 sec): 3 clusters Score: Raw -750302.401598 + Penalty 3034.716611 = -747267.684986 nChanged 18 SP:Iteration 54Q (1844.053646 sec): 3 clusters Score: Raw -750305.235620 + Penalty 3034.716611 = -747270.519009 nChanged 11 SP:Iteration 55Q (1844.085239 sec): 3 clusters Score: Raw -750307.283408 + Penalty 3034.716611 = -747272.566797 nChanged 8 SP:Iteration 56Q (1844.116901 sec): 3 clusters Score: Raw -750308.975048 + Penalty 3034.716611 = -747274.258437 nChanged 13 SP:Iteration 57Q (1844.148491 sec): 3 clusters Score: Raw -750311.151994 + Penalty 3034.716611 = -747276.435383 nChanged 14 SP:Iteration 58Q (1844.180160 sec): 3 clusters Score: Raw -750312.907353 + Penalty 3034.716611 = -747278.190742 nChanged 9 SP:Iteration 59Q (1844.211808 sec): 3 clusters Score: Raw -750314.792113 + Penalty 3034.716611 = -747280.075502 nChanged 10 SP:Iteration 60F (1844.243563 sec): 3 clusters Score: Raw -750316.166689 + Penalty 3034.716611 = -747281.450078 nChanged 5 SP:Iteration 61Q (1844.275101 sec): 3 clusters Score: Raw -750317.131849 + Penalty 3034.716611 = -747282.415238 nChanged 11 SP:Iteration 62Q (1844.306847 sec): 3 clusters Score: Raw -750319.237560 + Penalty 3034.716611 = -747284.520949 nChanged 13 SP:Iteration 63Q (1844.338461 sec): 3 clusters Score: Raw -750321.387969 + Penalty 3034.716611 = -747286.671358 nChanged 12 SP:Iteration 64Q (1844.370214 sec): 3 clusters Score: Raw -750323.008217 + Penalty 3034.716611 = -747288.291606 nChanged 11 SP:Iteration 65Q (1844.401733 sec): 3 clusters Score: Raw -750325.149698 + Penalty 3034.716611 = -747290.433087 nChanged 10 SP:Iteration 66Q (1844.433244 sec): 3 clusters Score: Raw -750327.284749 + Penalty 3034.716611 = -747292.568138 nChanged 4 SP:Iteration 67Q (1844.464907 sec): 3 clusters Score: Raw -750327.849876 + Penalty 3034.716611 = -747293.133265 nChanged 2 SP:Iteration 68Q (1844.496428 sec): 3 clusters Score: Raw -750328.407378 + Penalty 3034.716611 = -747293.690767 nChanged 3 SP:Iteration 69Q (1844.527995 sec): 3 clusters Score: Raw -750329.092578 + Penalty 3034.716611 = -747294.375966 nChanged 6 SP:Iteration 70Q (1844.559478 sec): 3 clusters Score: Raw -750330.286968 + Penalty 3034.716611 = -747295.570357 nChanged 7 SP:Iteration 71Q (1844.591281 sec): 3 clusters Score: Raw -750331.437037 + Penalty 3034.716611 = -747296.720426 nChanged 9 SP:Iteration 72Q (1844.622919 sec): 3 clusters Score: Raw -750332.845240 + Penalty 3034.716611 = -747298.128629 nChanged 7 SP:Iteration 73Q (1844.654584 sec): 3 clusters Score: Raw -750333.839456 + Penalty 3034.716611 = -747299.122845 nChanged 8 SP:Iteration 74Q (1844.686152 sec): 3 clusters Score: Raw -750334.810359 + Penalty 3034.716611 = -747300.093748 nChanged 6 SP:Iteration 75Q (1844.750710 sec): 3 clusters Score: Raw -750335.638716 + Penalty 3034.716611 = -747300.922105 nChanged 4 SP:Iteration 76Q (1844.819577 sec): 3 clusters Score: Raw -750336.538971 + Penalty 3034.716611 = -747301.822360 nChanged 9 SP:Iteration 77Q (1844.886923 sec): 3 clusters Score: Raw -750338.309773 + Penalty 3034.716611 = -747303.593162 nChanged 12 SP:Iteration 78Q (1844.955542 sec): 3 clusters Score: Raw -750340.783938 + Penalty 3034.716611 = -747306.067327 nChanged 9 SP:Iteration 79Q (1845.012340 sec): 3 clusters Score: Raw -750342.763140 + Penalty 3034.716611 = -747308.046528 nChanged 8 SP:Iteration 80F (1845.043337 sec): 3 clusters Score: Raw -750344.942491 + Penalty 3034.716611 = -747310.225880 nChanged 14 SP:Iteration 81Q (1845.085659 sec): 3 clusters Score: Raw -750347.872660 + Penalty 3034.716611 = -747313.156049 nChanged 17 SP:Iteration 82Q (1845.117134 sec): 3 clusters Score: Raw -750351.344152 + Penalty 3034.716611 = -747316.627540 nChanged 20 SP:Iteration 83Q (1845.148748 sec): 3 clusters Score: Raw -750355.877142 + Penalty 3034.716611 = -747321.160531 nChanged 22 SP:Iteration 84Q (1845.180242 sec): 3 clusters Score: Raw -750360.778239 + Penalty 3034.716611 = -747326.061628 nChanged 20 SP:Iteration 85Q (1845.211776 sec): 3 clusters Score: Raw -750366.893056 + Penalty 3034.716611 = -747332.176445 nChanged 25 SP:Iteration 86Q (1845.243160 sec): 3 clusters Score: Raw -750373.256940 + Penalty 3034.716611 = -747338.540328 nChanged 28 SP:Iteration 87Q (1845.274878 sec): 3 clusters Score: Raw -750382.781826 + Penalty 3034.716611 = -747348.065215 nChanged 25 SP:Iteration 88Q (1845.306327 sec): 3 clusters Score: Raw -750391.143475 + Penalty 3034.716611 = -747356.426864 nChanged 20 SP:Iteration 89Q (1845.337620 sec): 3 clusters Score: Raw -750397.485096 + Penalty 3034.716611 = -747362.768484 nChanged 24 SP:Iteration 90Q (1845.369110 sec): 3 clusters Score: Raw -750403.943796 + Penalty 3034.716611 = -747369.227185 nChanged 18 SP:Iteration 91Q (1845.400344 sec): 3 clusters Score: Raw -750408.903864 + Penalty 3034.716611 = -747374.187253 nChanged 23 SP:Iteration 92Q (1845.431467 sec): 3 clusters Score: Raw -750413.786516 + Penalty 3034.716611 = -747379.069905 nChanged 21 SP:Iteration 93Q (1845.462714 sec): 3 clusters Score: Raw -750418.849620 + Penalty 3034.716611 = -747384.133009 nChanged 16 SP:Iteration 94Q (1845.493813 sec): 3 clusters Score: Raw -750422.666085 + Penalty 3034.716611 = -747387.949474 nChanged 13 SP:Iteration 95Q (1845.524988 sec): 3 clusters Score: Raw -750426.424571 + Penalty 3034.716611 = -747391.707960 nChanged 9 SP:Iteration 96Q (1845.555580 sec): 3 clusters Score: Raw -750429.230924 + Penalty 3034.716611 = -747394.514313 nChanged 9 SP:Iteration 97Q (1845.586660 sec): 3 clusters Score: Raw -750431.189825 + Penalty 3034.716611 = -747396.473214 nChanged 9 SP:Iteration 98Q (1845.617758 sec): 3 clusters Score: Raw -750433.764043 + Penalty 3034.716611 = -747399.047432 nChanged 10 SP:Iteration 99Q (1845.688841 sec): 3 clusters Score: Raw -750436.635507 + Penalty 3034.716611 = -747401.918895 nChanged 12 SP:Iteration 100F (1845.723623 sec): 3 clusters Score: Raw -750439.589783 + Penalty 3034.716611 = -747404.873172 nChanged 13 SP:Iteration 101Q (1845.754727 sec): 3 clusters Score: Raw -750445.280913 + Penalty 3034.716611 = -747410.564302 nChanged 14 SP:Iteration 102Q (1845.785859 sec): 3 clusters Score: Raw -750449.359866 + Penalty 3034.716611 = -747414.643255 nChanged 13 SP:Iteration 103Q (1845.816336 sec): 3 clusters Score: Raw -750453.567900 + Penalty 3034.716611 = -747418.851289 nChanged 14 SP:Iteration 104Q (1845.895556 sec): 3 clusters Score: Raw -750457.526716 + Penalty 3034.716611 = -747422.810105 nChanged 13 SP:Iteration 105Q (1845.952284 sec): 3 clusters Score: Raw -750462.811155 + Penalty 3034.716611 = -747428.094544 nChanged 13 SP:Iteration 106Q (1846.020171 sec): 3 clusters Score: Raw -750467.651374 + Penalty 3034.716611 = -747432.934763 nChanged 12 SP:Iteration 107Q (1846.087815 sec): 3 clusters Score: Raw -750472.528679 + Penalty 3034.716611 = -747437.812068 nChanged 12 SP:Iteration 108Q (1846.129560 sec): 3 clusters Score: Raw -750476.996168 + Penalty 3034.716611 = -747442.279556 nChanged 13 SP:Iteration 109Q (1846.160145 sec): 3 clusters Score: Raw -750481.547987 + Penalty 3034.716611 = -747446.831376 nChanged 12 SP:Iteration 110Q (1846.197799 sec): 3 clusters Score: Raw -750485.283197 + Penalty 3034.716611 = -747450.566586 nChanged 8 SP:Iteration 111Q (1846.228412 sec): 3 clusters Score: Raw -750487.438508 + Penalty 3034.716611 = -747452.721896 nChanged 4 SP:Iteration 112Q (1846.259082 sec): 3 clusters Score: Raw -750488.618015 + Penalty 3034.716611 = -747453.901404 nChanged 2 SP:Iteration 113Q (1846.289725 sec): 3 clusters Score: Raw -750488.787025 + Penalty 3034.716611 = -747454.070414 nChanged 1 SP:Iteration 114Q (1846.320580 sec): 3 clusters Score: Raw -750489.471267 + Penalty 3034.716611 = -747454.754656 nChanged 4 SP:Iteration 115Q (1846.351359 sec): 3 clusters Score: Raw -750490.881208 + Penalty 3034.716611 = -747456.164597 nChanged 3 SP:Iteration 116Q (1846.382031 sec): 3 clusters Score: Raw -750491.841659 + Penalty 3034.716611 = -747457.125048 nChanged 6 SP:Iteration 117Q (1846.412522 sec): 3 clusters Score: Raw -750494.099715 + Penalty 3034.716611 = -747459.383104 nChanged 6 SP:Iteration 118Q (1846.443035 sec): 3 clusters Score: Raw -750495.359167 + Penalty 3034.716611 = -747460.642556 nChanged 4 SP:Iteration 119Q (1846.473534 sec): 3 clusters Score: Raw -750496.421331 + Penalty 3034.716611 = -747461.704720 nChanged 3 SP:Iteration 120F (1846.505223 sec): 3 clusters Score: Raw -750497.174342 + Penalty 3034.716611 = -747462.457731 nChanged 7 SP:Iteration 121Q (1846.535726 sec): 3 clusters Score: Raw -750498.159020 + Penalty 3034.716611 = -747463.442409 nChanged 1 SP:Iteration 122Q (1846.566256 sec): 3 clusters Score: Raw -750498.363803 + Penalty 3034.716611 = -747463.647191 nChanged 0 SP:Iteration 123F (1846.598048 sec): 3 clusters Score: Raw -750498.363803 + Penalty 3034.716611 = -747463.647191 nChanged 0 Trying to split cluster 16 (6659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1846.618651 sec): 2 clusters Score: Raw -437733.889963 + Penalty 1430.605248 = -436303.284715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1846.656116 sec): 3 clusters Score: Raw -434233.456509 + Penalty 2861.210496 = -431372.246013 nChanged 2718 SP:Iteration 1F (1846.679530 sec): 3 clusters Score: Raw -435894.356209 + Penalty 2861.210496 = -433033.145713 nChanged 640 SP:Iteration 2F (1846.703179 sec): 3 clusters Score: Raw -436658.470274 + Penalty 2861.210496 = -433797.259778 nChanged 657 SP:Iteration 3F (1846.728783 sec): 3 clusters Score: Raw -437526.497414 + Penalty 2861.210496 = -434665.286919 nChanged 630 SP:Iteration 4F (1846.754572 sec): 3 clusters Score: Raw -438295.323216 + Penalty 2861.210496 = -435434.112721 nChanged 488 SP:Iteration 5F (1846.780445 sec): 3 clusters Score: Raw -438712.027780 + Penalty 2861.210496 = -435850.817284 nChanged 294 SP:Iteration 6Q (1846.803993 sec): 3 clusters Score: Raw -438865.713666 + Penalty 2861.210496 = -436004.503170 nChanged 143 SP:Iteration 7Q (1846.827503 sec): 3 clusters Score: Raw -438914.041116 + Penalty 2861.210496 = -436052.830620 nChanged 73 SP:Iteration 8Q (1846.850749 sec): 3 clusters Score: Raw -438932.162411 + Penalty 2861.210496 = -436070.951915 nChanged 37 SP:Iteration 9Q (1846.874358 sec): 3 clusters Score: Raw -438940.262138 + Penalty 2861.210496 = -436079.051642 nChanged 25 SP:Iteration 10Q (1846.897752 sec): 3 clusters Score: Raw -438945.860036 + Penalty 2861.210496 = -436084.649541 nChanged 17 SP:Iteration 11Q (1846.920937 sec): 3 clusters Score: Raw -438949.827374 + Penalty 2861.210496 = -436088.616878 nChanged 16 SP:Iteration 12Q (1846.944404 sec): 3 clusters Score: Raw -438953.130528 + Penalty 2861.210496 = -436091.920032 nChanged 15 SP:Iteration 13Q (1846.967643 sec): 3 clusters Score: Raw -438955.828592 + Penalty 2861.210496 = -436094.618096 nChanged 20 SP:Iteration 14Q (1846.990748 sec): 3 clusters Score: Raw -438958.741580 + Penalty 2861.210496 = -436097.531084 nChanged 15 SP:Iteration 15Q (1847.014071 sec): 3 clusters Score: Raw -438961.636782 + Penalty 2861.210496 = -436100.426286 nChanged 11 SP:Iteration 16Q (1847.074100 sec): 3 clusters Score: Raw -438963.115588 + Penalty 2861.210496 = -436101.905093 nChanged 9 SP:Iteration 17Q (1847.133111 sec): 3 clusters Score: Raw -438964.820745 + Penalty 2861.210496 = -436103.610249 nChanged 9 SP:Iteration 18Q (1847.191246 sec): 3 clusters Score: Raw -438966.312372 + Penalty 2861.210496 = -436105.101876 nChanged 9 SP:Iteration 19Q (1847.250173 sec): 3 clusters Score: Raw -438967.539535 + Penalty 2861.210496 = -436106.329040 nChanged 8 SP:Iteration 20F (1847.309487 sec): 3 clusters Score: Raw -438968.369278 + Penalty 2861.210496 = -436107.158783 nChanged 4 SP:Iteration 21Q (1847.368967 sec): 3 clusters Score: Raw -438968.747501 + Penalty 2861.210496 = -436107.537006 nChanged 3 SP:Iteration 22Q (1847.422288 sec): 3 clusters Score: Raw -438969.086088 + Penalty 2861.210496 = -436107.875592 nChanged 4 SP:Iteration 23Q (1847.444476 sec): 3 clusters Score: Raw -438969.657384 + Penalty 2861.210496 = -436108.446888 nChanged 3 SP:Iteration 24Q (1847.468076 sec): 3 clusters Score: Raw -438969.913742 + Penalty 2861.210496 = -436108.703247 nChanged 0 SP:Iteration 25F (1847.512423 sec): 3 clusters Score: Raw -438969.913742 + Penalty 2861.210496 = -436108.703247 nChanged 0 Trying to split cluster 17 (2245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1847.527757 sec): 2 clusters Score: Raw -135691.768151 + Penalty 1253.924880 = -134437.843271 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1847.539784 sec): 3 clusters Score: Raw -134707.189883 + Penalty 2507.849760 = -132199.340123 nChanged 813 SP:Iteration 1F (1847.551008 sec): 3 clusters Score: Raw -135247.547634 + Penalty 2507.849760 = -132739.697874 nChanged 188 SP:Iteration 2F (1847.562197 sec): 3 clusters Score: Raw -135385.347070 + Penalty 2507.849760 = -132877.497310 nChanged 121 SP:Iteration 3F (1847.573316 sec): 3 clusters Score: Raw -135499.688025 + Penalty 2507.849760 = -132991.838265 nChanged 97 SP:Iteration 4Q (1847.584421 sec): 3 clusters Score: Raw -135593.684032 + Penalty 2507.849760 = -133085.834271 nChanged 82 SP:Iteration 5Q (1847.595565 sec): 3 clusters Score: Raw -135677.080172 + Penalty 2507.849760 = -133169.230412 nChanged 76 SP:Iteration 6Q (1847.606382 sec): 3 clusters Score: Raw -135744.709424 + Penalty 2507.849760 = -133236.859664 nChanged 76 SP:Iteration 7Q (1847.617542 sec): 3 clusters Score: Raw -135825.725005 + Penalty 2507.849760 = -133317.875245 nChanged 100 SP:Iteration 8Q (1847.628661 sec): 3 clusters Score: Raw -135939.228033 + Penalty 2507.849760 = -133431.378273 nChanged 81 SP:Iteration 9Q (1847.639771 sec): 3 clusters Score: Raw -136013.836590 + Penalty 2507.849760 = -133505.986830 nChanged 64 SP:Iteration 10Q (1847.650811 sec): 3 clusters Score: Raw -136072.216759 + Penalty 2507.849760 = -133564.366999 nChanged 52 SP:Iteration 11Q (1847.661844 sec): 3 clusters Score: Raw -136105.825795 + Penalty 2507.849760 = -133597.976035 nChanged 41 SP:Iteration 12Q (1847.672895 sec): 3 clusters Score: Raw -136131.402432 + Penalty 2507.849760 = -133623.552671 nChanged 23 SP:Iteration 13Q (1847.683867 sec): 3 clusters Score: Raw -136146.046798 + Penalty 2507.849760 = -133638.197038 nChanged 20 SP:Iteration 14Q (1847.694879 sec): 3 clusters Score: Raw -136160.063693 + Penalty 2507.849760 = -133652.213933 nChanged 20 SP:Iteration 15Q (1847.705841 sec): 3 clusters Score: Raw -136173.434783 + Penalty 2507.849760 = -133665.585023 nChanged 13 SP:Iteration 16Q (1847.716820 sec): 3 clusters Score: Raw -136178.071610 + Penalty 2507.849760 = -133670.221850 nChanged 7 SP:Iteration 17Q (1847.727790 sec): 3 clusters Score: Raw -136181.098529 + Penalty 2507.849760 = -133673.248769 nChanged 5 SP:Iteration 18Q (1847.738667 sec): 3 clusters Score: Raw -136182.756122 + Penalty 2507.849760 = -133674.906362 nChanged 3 SP:Iteration 19Q (1847.749629 sec): 3 clusters Score: Raw -136184.428787 + Penalty 2507.849760 = -133676.579027 nChanged 4 SP:Iteration 20F (1847.760733 sec): 3 clusters Score: Raw -136185.955068 + Penalty 2507.849760 = -133678.105308 nChanged 2 SP:Iteration 21Q (1847.771675 sec): 3 clusters Score: Raw -136187.007546 + Penalty 2507.849760 = -133679.157786 nChanged 0 SP:Iteration 22F (1847.782850 sec): 3 clusters Score: Raw -136187.007546 + Penalty 2507.849760 = -133679.157786 nChanged 0 Trying to split cluster 18 (6441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1847.803963 sec): 2 clusters Score: Raw -431926.569542 + Penalty 1425.196352 = -430501.373190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1847.828104 sec): 3 clusters Score: Raw -428422.166240 + Penalty 2850.392703 = -425571.773537 nChanged 2729 SP:Iteration 1F (1847.851338 sec): 3 clusters Score: Raw -429835.965360 + Penalty 2850.392703 = -426985.572657 nChanged 418 SP:Iteration 2F (1847.883117 sec): 3 clusters Score: Raw -430044.213921 + Penalty 2850.392703 = -427193.821218 nChanged 319 SP:Iteration 3Q (1847.906706 sec): 3 clusters Score: Raw -430205.970780 + Penalty 2850.392703 = -427355.578077 nChanged 293 SP:Iteration 4Q (1847.930188 sec): 3 clusters Score: Raw -430344.615535 + Penalty 2850.392703 = -427494.222831 nChanged 248 SP:Iteration 5Q (1847.953721 sec): 3 clusters Score: Raw -430474.235023 + Penalty 2850.392703 = -427623.842320 nChanged 258 SP:Iteration 6Q (1847.977294 sec): 3 clusters Score: Raw -430612.207870 + Penalty 2850.392703 = -427761.815167 nChanged 241 SP:Iteration 7Q (1848.000699 sec): 3 clusters Score: Raw -430741.637563 + Penalty 2850.392703 = -427891.244860 nChanged 241 SP:Iteration 8Q (1848.024279 sec): 3 clusters Score: Raw -430891.248830 + Penalty 2850.392703 = -428040.856127 nChanged 248 SP:Iteration 9Q (1848.047915 sec): 3 clusters Score: Raw -431026.344332 + Penalty 2850.392703 = -428175.951629 nChanged 239 SP:Iteration 10Q (1848.071353 sec): 3 clusters Score: Raw -431160.196998 + Penalty 2850.392703 = -428309.804295 nChanged 238 SP:Iteration 11Q (1848.094687 sec): 3 clusters Score: Raw -431314.128549 + Penalty 2850.392703 = -428463.735846 nChanged 234 SP:Iteration 12Q (1848.117920 sec): 3 clusters Score: Raw -431475.913130 + Penalty 2850.392703 = -428625.520426 nChanged 268 SP:Iteration 13Q (1848.141115 sec): 3 clusters Score: Raw -431676.324792 + Penalty 2850.392703 = -428825.932089 nChanged 255 SP:Iteration 14Q (1848.164317 sec): 3 clusters Score: Raw -431852.322471 + Penalty 2850.392703 = -429001.929768 nChanged 219 SP:Iteration 15Q (1848.187429 sec): 3 clusters Score: Raw -431977.118015 + Penalty 2850.392703 = -429126.725311 nChanged 163 SP:Iteration 16Q (1848.210442 sec): 3 clusters Score: Raw -432061.006546 + Penalty 2850.392703 = -429210.613842 nChanged 126 SP:Iteration 17Q (1848.233584 sec): 3 clusters Score: Raw -432114.112388 + Penalty 2850.392703 = -429263.719685 nChanged 106 SP:Iteration 18Q (1848.256869 sec): 3 clusters Score: Raw -432153.580118 + Penalty 2850.392703 = -429303.187415 nChanged 95 SP:Iteration 19Q (1848.280102 sec): 3 clusters Score: Raw -432193.060061 + Penalty 2850.392703 = -429342.667358 nChanged 98 SP:Iteration 20F (1848.303393 sec): 3 clusters Score: Raw -432228.469609 + Penalty 2850.392703 = -429378.076906 nChanged 77 SP:Iteration 21Q (1848.326166 sec): 3 clusters Score: Raw -432252.636434 + Penalty 2850.392703 = -429402.243731 nChanged 54 SP:Iteration 22Q (1848.349113 sec): 3 clusters Score: Raw -432264.651370 + Penalty 2850.392703 = -429414.258667 nChanged 47 SP:Iteration 23Q (1848.372042 sec): 3 clusters Score: Raw -432276.134211 + Penalty 2850.392703 = -429425.741508 nChanged 37 SP:Iteration 24Q (1848.431016 sec): 3 clusters Score: Raw -432285.425943 + Penalty 2850.392703 = -429435.033240 nChanged 28 SP:Iteration 25Q (1848.486743 sec): 3 clusters Score: Raw -432293.627832 + Penalty 2850.392703 = -429443.235129 nChanged 41 SP:Iteration 26Q (1848.535630 sec): 3 clusters Score: Raw -432302.289250 + Penalty 2850.392703 = -429451.896547 nChanged 27 SP:Iteration 27Q (1848.594713 sec): 3 clusters Score: Raw -432307.466852 + Penalty 2850.392703 = -429457.074149 nChanged 27 SP:Iteration 28Q (1848.653612 sec): 3 clusters Score: Raw -432311.874701 + Penalty 2850.392703 = -429461.481998 nChanged 20 SP:Iteration 29Q (1848.712382 sec): 3 clusters Score: Raw -432315.319511 + Penalty 2850.392703 = -429464.926808 nChanged 18 SP:Iteration 30Q (1848.761906 sec): 3 clusters Score: Raw -432318.533545 + Penalty 2850.392703 = -429468.140842 nChanged 11 SP:Iteration 31Q (1848.796840 sec): 3 clusters Score: Raw -432320.730141 + Penalty 2850.392703 = -429470.337438 nChanged 11 SP:Iteration 32Q (1848.819256 sec): 3 clusters Score: Raw -432323.262941 + Penalty 2850.392703 = -429472.870238 nChanged 13 SP:Iteration 33Q (1848.842188 sec): 3 clusters Score: Raw -432325.814651 + Penalty 2850.392703 = -429475.421948 nChanged 11 SP:Iteration 34Q (1848.889798 sec): 3 clusters Score: Raw -432327.544266 + Penalty 2850.392703 = -429477.151563 nChanged 5 SP:Iteration 35Q (1848.912534 sec): 3 clusters Score: Raw -432328.236267 + Penalty 2850.392703 = -429477.843564 nChanged 9 SP:Iteration 36Q (1848.938609 sec): 3 clusters Score: Raw -432330.244303 + Penalty 2850.392703 = -429479.851600 nChanged 10 SP:Iteration 37Q (1848.961259 sec): 3 clusters Score: Raw -432331.547995 + Penalty 2850.392703 = -429481.155292 nChanged 7 SP:Iteration 38Q (1848.984007 sec): 3 clusters Score: Raw -432332.417400 + Penalty 2850.392703 = -429482.024697 nChanged 9 SP:Iteration 39Q (1849.019704 sec): 3 clusters Score: Raw -432333.805386 + Penalty 2850.392703 = -429483.412683 nChanged 11 SP:Iteration 40F (1849.043167 sec): 3 clusters Score: Raw -432335.329669 + Penalty 2850.392703 = -429484.936966 nChanged 6 SP:Iteration 41Q (1849.065778 sec): 3 clusters Score: Raw -432336.123502 + Penalty 2850.392703 = -429485.730799 nChanged 4 SP:Iteration 42Q (1849.090865 sec): 3 clusters Score: Raw -432336.592056 + Penalty 2850.392703 = -429486.199353 nChanged 3 SP:Iteration 43Q (1849.113554 sec): 3 clusters Score: Raw -432336.997897 + Penalty 2850.392703 = -429486.605194 nChanged 3 SP:Iteration 44Q (1849.136261 sec): 3 clusters Score: Raw -432337.378209 + Penalty 2850.392703 = -429486.985505 nChanged 3 SP:Iteration 45Q (1849.159032 sec): 3 clusters Score: Raw -432337.652421 + Penalty 2850.392703 = -429487.259718 nChanged 7 SP:Iteration 46Q (1849.181558 sec): 3 clusters Score: Raw -432338.908899 + Penalty 2850.392703 = -429488.516196 nChanged 8 SP:Iteration 47Q (1849.204352 sec): 3 clusters Score: Raw -432340.804685 + Penalty 2850.392703 = -429490.411982 nChanged 12 SP:Iteration 48Q (1849.227155 sec): 3 clusters Score: Raw -432342.397551 + Penalty 2850.392703 = -429492.004848 nChanged 6 SP:Iteration 49Q (1849.249967 sec): 3 clusters Score: Raw -432343.069975 + Penalty 2850.392703 = -429492.677272 nChanged 2 SP:Iteration 50Q (1849.272687 sec): 3 clusters Score: Raw -432343.180073 + Penalty 2850.392703 = -429492.787370 nChanged 1 SP:Iteration 51Q (1849.295404 sec): 3 clusters Score: Raw -432343.244054 + Penalty 2850.392703 = -429492.851351 nChanged 2 SP:Iteration 52Q (1849.318380 sec): 3 clusters Score: Raw -432343.368559 + Penalty 2850.392703 = -429492.975856 nChanged 2 SP:Iteration 53Q (1849.341193 sec): 3 clusters Score: Raw -432343.526793 + Penalty 2850.392703 = -429493.134090 nChanged 0 SP:Iteration 54F (1849.364798 sec): 3 clusters Score: Raw -432343.526793 + Penalty 2850.392703 = -429493.134090 nChanged 0 Trying to split cluster 19 (15126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1849.393977 sec): 2 clusters Score: Raw -878578.523731 + Penalty 1563.927689 = -877014.596041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1849.430435 sec): 3 clusters Score: Raw -869713.480388 + Penalty 3127.855379 = -866585.625009 nChanged 6741 SP:Iteration 1F (1849.465137 sec): 3 clusters Score: Raw -873753.006433 + Penalty 3127.855379 = -870625.151055 nChanged 1125 SP:Iteration 2F (1849.499985 sec): 3 clusters Score: Raw -874499.316055 + Penalty 3127.855379 = -871371.460676 nChanged 1106 SP:Iteration 3F (1849.535021 sec): 3 clusters Score: Raw -875287.547293 + Penalty 3127.855379 = -872159.691914 nChanged 1006 SP:Iteration 4F (1849.607811 sec): 3 clusters Score: Raw -875944.224508 + Penalty 3127.855379 = -872816.369129 nChanged 845 SP:Iteration 5F (1849.680882 sec): 3 clusters Score: Raw -876452.851882 + Penalty 3127.855379 = -873324.996503 nChanged 783 SP:Iteration 6F (1849.747007 sec): 3 clusters Score: Raw -876905.788130 + Penalty 3127.855379 = -873777.932751 nChanged 672 SP:Iteration 7Q (1849.820375 sec): 3 clusters Score: Raw -877278.920644 + Penalty 3127.855379 = -874151.065265 nChanged 616 SP:Iteration 8Q (1849.895784 sec): 3 clusters Score: Raw -877605.770877 + Penalty 3127.855379 = -874477.915498 nChanged 503 SP:Iteration 9Q (1849.928108 sec): 3 clusters Score: Raw -877845.977584 + Penalty 3127.855379 = -874718.122205 nChanged 452 SP:Iteration 10Q (1849.994800 sec): 3 clusters Score: Raw -878056.883404 + Penalty 3127.855379 = -874929.028025 nChanged 403 SP:Iteration 11Q (1850.029430 sec): 3 clusters Score: Raw -878233.375749 + Penalty 3127.855379 = -875105.520370 nChanged 354 SP:Iteration 12Q (1850.063738 sec): 3 clusters Score: Raw -878399.716545 + Penalty 3127.855379 = -875271.861167 nChanged 325 SP:Iteration 13Q (1850.133479 sec): 3 clusters Score: Raw -878539.114007 + Penalty 3127.855379 = -875411.258629 nChanged 272 SP:Iteration 14Q (1850.167771 sec): 3 clusters Score: Raw -878632.437192 + Penalty 3127.855379 = -875504.581813 nChanged 197 SP:Iteration 15Q (1850.214020 sec): 3 clusters Score: Raw -878692.229502 + Penalty 3127.855379 = -875564.374123 nChanged 145 SP:Iteration 16Q (1850.248303 sec): 3 clusters Score: Raw -878723.047457 + Penalty 3127.855379 = -875595.192078 nChanged 105 SP:Iteration 17Q (1850.282708 sec): 3 clusters Score: Raw -878743.951620 + Penalty 3127.855379 = -875616.096241 nChanged 90 SP:Iteration 18Q (1850.316468 sec): 3 clusters Score: Raw -878760.773480 + Penalty 3127.855379 = -875632.918101 nChanged 84 SP:Iteration 19Q (1850.350139 sec): 3 clusters Score: Raw -878775.695419 + Penalty 3127.855379 = -875647.840040 nChanged 77 SP:Iteration 20F (1850.384899 sec): 3 clusters Score: Raw -878789.968676 + Penalty 3127.855379 = -875662.113297 nChanged 72 SP:Iteration 21Q (1850.418723 sec): 3 clusters Score: Raw -878801.366733 + Penalty 3127.855379 = -875673.511354 nChanged 53 SP:Iteration 22Q (1850.452326 sec): 3 clusters Score: Raw -878809.500215 + Penalty 3127.855379 = -875681.644836 nChanged 60 SP:Iteration 23Q (1850.486015 sec): 3 clusters Score: Raw -878818.366065 + Penalty 3127.855379 = -875690.510686 nChanged 46 SP:Iteration 24Q (1850.519796 sec): 3 clusters Score: Raw -878823.772463 + Penalty 3127.855379 = -875695.917084 nChanged 41 SP:Iteration 25Q (1850.553495 sec): 3 clusters Score: Raw -878827.971489 + Penalty 3127.855379 = -875700.116110 nChanged 23 SP:Iteration 26Q (1850.624642 sec): 3 clusters Score: Raw -878830.328104 + Penalty 3127.855379 = -875702.472725 nChanged 24 SP:Iteration 27Q (1850.695038 sec): 3 clusters Score: Raw -878833.015319 + Penalty 3127.855379 = -875705.159940 nChanged 26 SP:Iteration 28Q (1850.764007 sec): 3 clusters Score: Raw -878835.711735 + Penalty 3127.855379 = -875707.856356 nChanged 22 SP:Iteration 29Q (1850.834244 sec): 3 clusters Score: Raw -878837.857473 + Penalty 3127.855379 = -875710.002094 nChanged 24 SP:Iteration 30Q (1850.904033 sec): 3 clusters Score: Raw -878841.120965 + Penalty 3127.855379 = -875713.265586 nChanged 18 SP:Iteration 31Q (1850.948294 sec): 3 clusters Score: Raw -878843.657984 + Penalty 3127.855379 = -875715.802606 nChanged 26 SP:Iteration 32Q (1850.981686 sec): 3 clusters Score: Raw -878845.922778 + Penalty 3127.855379 = -875718.067399 nChanged 15 SP:Iteration 33Q (1851.042636 sec): 3 clusters Score: Raw -878847.565842 + Penalty 3127.855379 = -875719.710463 nChanged 19 SP:Iteration 34Q (1851.076123 sec): 3 clusters Score: Raw -878850.149893 + Penalty 3127.855379 = -875722.294514 nChanged 21 SP:Iteration 35Q (1851.109739 sec): 3 clusters Score: Raw -878852.301982 + Penalty 3127.855379 = -875724.446603 nChanged 18 SP:Iteration 36Q (1851.143301 sec): 3 clusters Score: Raw -878854.047460 + Penalty 3127.855379 = -875726.192082 nChanged 16 SP:Iteration 37Q (1851.177095 sec): 3 clusters Score: Raw -878855.548089 + Penalty 3127.855379 = -875727.692710 nChanged 16 SP:Iteration 38Q (1851.210806 sec): 3 clusters Score: Raw -878856.726029 + Penalty 3127.855379 = -875728.870650 nChanged 13 SP:Iteration 39Q (1851.244397 sec): 3 clusters Score: Raw -878857.664553 + Penalty 3127.855379 = -875729.809174 nChanged 10 SP:Iteration 40F (1851.310497 sec): 3 clusters Score: Raw -878858.219807 + Penalty 3127.855379 = -875730.364429 nChanged 6 SP:Iteration 41Q (1851.354047 sec): 3 clusters Score: Raw -878858.626477 + Penalty 3127.855379 = -875730.771098 nChanged 3 SP:Iteration 42Q (1851.387758 sec): 3 clusters Score: Raw -878858.877852 + Penalty 3127.855379 = -875731.022473 nChanged 1 SP:Iteration 43Q (1851.421372 sec): 3 clusters Score: Raw -878858.947631 + Penalty 3127.855379 = -875731.092253 nChanged 4 SP:Iteration 44Q (1851.498860 sec): 3 clusters Score: Raw -878859.442777 + Penalty 3127.855379 = -875731.587398 nChanged 7 SP:Iteration 45Q (1851.523304 sec): 3 clusters Score: Raw -878859.916220 + Penalty 3127.855379 = -875732.060841 nChanged 3 SP:Iteration 46Q (1851.557278 sec): 3 clusters Score: Raw -878860.247172 + Penalty 3127.855379 = -875732.391793 nChanged 3 SP:Iteration 47Q (1851.590845 sec): 3 clusters Score: Raw -878860.395894 + Penalty 3127.855379 = -875732.540516 nChanged 4 SP:Iteration 48Q (1851.624388 sec): 3 clusters Score: Raw -878860.721981 + Penalty 3127.855379 = -875732.866603 nChanged 5 SP:Iteration 49Q (1851.658111 sec): 3 clusters Score: Raw -878861.026362 + Penalty 3127.855379 = -875733.170983 nChanged 6 SP:Iteration 50Q (1851.691838 sec): 3 clusters Score: Raw -878861.612847 + Penalty 3127.855379 = -875733.757468 nChanged 10 SP:Iteration 51Q (1851.725432 sec): 3 clusters Score: Raw -878862.447578 + Penalty 3127.855379 = -875734.592199 nChanged 11 SP:Iteration 52Q (1851.758807 sec): 3 clusters Score: Raw -878863.665349 + Penalty 3127.855379 = -875735.809970 nChanged 12 SP:Iteration 53Q (1851.792443 sec): 3 clusters Score: Raw -878865.285406 + Penalty 3127.855379 = -875737.430027 nChanged 11 SP:Iteration 54Q (1851.826025 sec): 3 clusters Score: Raw -878866.861569 + Penalty 3127.855379 = -875739.006190 nChanged 16 SP:Iteration 55Q (1851.859654 sec): 3 clusters Score: Raw -878868.952140 + Penalty 3127.855379 = -875741.096761 nChanged 26 SP:Iteration 56Q (1851.893383 sec): 3 clusters Score: Raw -878873.829332 + Penalty 3127.855379 = -875745.973954 nChanged 40 SP:Iteration 57Q (1851.926997 sec): 3 clusters Score: Raw -878880.452210 + Penalty 3127.855379 = -875752.596831 nChanged 35 SP:Iteration 58Q (1851.960558 sec): 3 clusters Score: Raw -878886.914402 + Penalty 3127.855379 = -875759.059023 nChanged 36 SP:Iteration 59Q (1851.994055 sec): 3 clusters Score: Raw -878892.103476 + Penalty 3127.855379 = -875764.248097 nChanged 36 SP:Iteration 60F (1852.029256 sec): 3 clusters Score: Raw -878897.061315 + Penalty 3127.855379 = -875769.205936 nChanged 35 SP:Iteration 61Q (1852.062904 sec): 3 clusters Score: Raw -878901.682353 + Penalty 3127.855379 = -875773.826974 nChanged 39 SP:Iteration 62Q (1852.096389 sec): 3 clusters Score: Raw -878906.374683 + Penalty 3127.855379 = -875778.519304 nChanged 38 SP:Iteration 63Q (1852.129978 sec): 3 clusters Score: Raw -878912.043746 + Penalty 3127.855379 = -875784.188367 nChanged 46 SP:Iteration 64Q (1852.163737 sec): 3 clusters Score: Raw -878917.768498 + Penalty 3127.855379 = -875789.913119 nChanged 38 SP:Iteration 65Q (1852.197175 sec): 3 clusters Score: Raw -878922.787500 + Penalty 3127.855379 = -875794.932121 nChanged 53 SP:Iteration 66Q (1852.268322 sec): 3 clusters Score: Raw -878930.336802 + Penalty 3127.855379 = -875802.481423 nChanged 46 SP:Iteration 67Q (1852.326518 sec): 3 clusters Score: Raw -878936.756625 + Penalty 3127.855379 = -875808.901247 nChanged 44 SP:Iteration 68Q (1852.396937 sec): 3 clusters Score: Raw -878942.315593 + Penalty 3127.855379 = -875814.460214 nChanged 39 SP:Iteration 69Q (1852.467404 sec): 3 clusters Score: Raw -878948.010363 + Penalty 3127.855379 = -875820.154984 nChanged 37 SP:Iteration 70Q (1852.535759 sec): 3 clusters Score: Raw -878952.878619 + Penalty 3127.855379 = -875825.023240 nChanged 34 SP:Iteration 71Q (1852.603607 sec): 3 clusters Score: Raw -878956.562646 + Penalty 3127.855379 = -875828.707267 nChanged 30 SP:Iteration 72Q (1852.659847 sec): 3 clusters Score: Raw -878959.925695 + Penalty 3127.855379 = -875832.070317 nChanged 31 SP:Iteration 73Q (1852.718946 sec): 3 clusters Score: Raw -878964.152599 + Penalty 3127.855379 = -875836.297220 nChanged 33 SP:Iteration 74Q (1852.790217 sec): 3 clusters Score: Raw -878968.448272 + Penalty 3127.855379 = -875840.592893 nChanged 28 SP:Iteration 75Q (1852.845521 sec): 3 clusters Score: Raw -878972.119562 + Penalty 3127.855379 = -875844.264183 nChanged 25 SP:Iteration 76Q (1852.915989 sec): 3 clusters Score: Raw -878974.382183 + Penalty 3127.855379 = -875846.526804 nChanged 20 SP:Iteration 77Q (1852.986263 sec): 3 clusters Score: Raw -878976.352139 + Penalty 3127.855379 = -875848.496760 nChanged 18 SP:Iteration 78Q (1853.047642 sec): 3 clusters Score: Raw -878978.119526 + Penalty 3127.855379 = -875850.264147 nChanged 22 SP:Iteration 79Q (1853.079663 sec): 3 clusters Score: Raw -878980.468928 + Penalty 3127.855379 = -875852.613549 nChanged 25 SP:Iteration 80F (1853.150826 sec): 3 clusters Score: Raw -878983.407032 + Penalty 3127.855379 = -875855.551654 nChanged 22 SP:Iteration 81Q (1853.184083 sec): 3 clusters Score: Raw -878986.144230 + Penalty 3127.855379 = -875858.288852 nChanged 24 SP:Iteration 82Q (1853.217350 sec): 3 clusters Score: Raw -878988.698521 + Penalty 3127.855379 = -875860.843142 nChanged 21 SP:Iteration 83Q (1853.250711 sec): 3 clusters Score: Raw -878991.184845 + Penalty 3127.855379 = -875863.329467 nChanged 21 SP:Iteration 84Q (1853.284298 sec): 3 clusters Score: Raw -878993.473308 + Penalty 3127.855379 = -875865.617929 nChanged 18 SP:Iteration 85Q (1853.317694 sec): 3 clusters Score: Raw -878995.206677 + Penalty 3127.855379 = -875867.351298 nChanged 19 SP:Iteration 86Q (1853.351201 sec): 3 clusters Score: Raw -878997.103914 + Penalty 3127.855379 = -875869.248535 nChanged 19 SP:Iteration 87Q (1853.415347 sec): 3 clusters Score: Raw -878998.997855 + Penalty 3127.855379 = -875871.142476 nChanged 18 SP:Iteration 88Q (1853.459886 sec): 3 clusters Score: Raw -879001.151343 + Penalty 3127.855379 = -875873.295964 nChanged 10 SP:Iteration 89Q (1853.499273 sec): 3 clusters Score: Raw -879002.396694 + Penalty 3127.855379 = -875874.541315 nChanged 14 SP:Iteration 90Q (1853.532534 sec): 3 clusters Score: Raw -879003.745042 + Penalty 3127.855379 = -875875.889663 nChanged 10 SP:Iteration 91Q (1853.565878 sec): 3 clusters Score: Raw -879004.500956 + Penalty 3127.855379 = -875876.645577 nChanged 10 SP:Iteration 92Q (1853.599321 sec): 3 clusters Score: Raw -879005.453084 + Penalty 3127.855379 = -875877.597705 nChanged 16 SP:Iteration 93Q (1853.669200 sec): 3 clusters Score: Raw -879007.201540 + Penalty 3127.855379 = -875879.346161 nChanged 12 SP:Iteration 94Q (1853.711780 sec): 3 clusters Score: Raw -879008.482666 + Penalty 3127.855379 = -875880.627287 nChanged 13 SP:Iteration 95Q (1853.783141 sec): 3 clusters Score: Raw -879009.582405 + Penalty 3127.855379 = -875881.727027 nChanged 12 SP:Iteration 96Q (1853.847712 sec): 3 clusters Score: Raw -879011.201174 + Penalty 3127.855379 = -875883.345795 nChanged 15 SP:Iteration 97Q (1853.916381 sec): 3 clusters Score: Raw -879012.904819 + Penalty 3127.855379 = -875885.049440 nChanged 18 SP:Iteration 98Q (1853.973516 sec): 3 clusters Score: Raw -879014.908956 + Penalty 3127.855379 = -875887.053577 nChanged 15 SP:Iteration 99Q (1854.012429 sec): 3 clusters Score: Raw -879016.166438 + Penalty 3127.855379 = -875888.311059 nChanged 12 SP:Iteration 100F (1854.093991 sec): 3 clusters Score: Raw -879017.541912 + Penalty 3127.855379 = -875889.686533 nChanged 10 SP:Iteration 101Q (1854.131886 sec): 3 clusters Score: Raw -879018.713273 + Penalty 3127.855379 = -875890.857895 nChanged 15 SP:Iteration 102Q (1854.165401 sec): 3 clusters Score: Raw -879019.963875 + Penalty 3127.855379 = -875892.108496 nChanged 13 SP:Iteration 103Q (1854.198960 sec): 3 clusters Score: Raw -879021.740186 + Penalty 3127.855379 = -875893.884807 nChanged 14 SP:Iteration 104Q (1854.232235 sec): 3 clusters Score: Raw -879023.021366 + Penalty 3127.855379 = -875895.165987 nChanged 18 SP:Iteration 105Q (1854.265557 sec): 3 clusters Score: Raw -879025.200348 + Penalty 3127.855379 = -875897.344969 nChanged 21 SP:Iteration 106Q (1854.298838 sec): 3 clusters Score: Raw -879027.891335 + Penalty 3127.855379 = -875900.035957 nChanged 31 SP:Iteration 107Q (1854.332055 sec): 3 clusters Score: Raw -879031.290043 + Penalty 3127.855379 = -875903.434664 nChanged 21 SP:Iteration 108Q (1854.365366 sec): 3 clusters Score: Raw -879033.386989 + Penalty 3127.855379 = -875905.531610 nChanged 25 SP:Iteration 109Q (1854.398364 sec): 3 clusters Score: Raw -879035.616614 + Penalty 3127.855379 = -875907.761235 nChanged 25 SP:Iteration 110Q (1854.431822 sec): 3 clusters Score: Raw -879038.627919 + Penalty 3127.855379 = -875910.772540 nChanged 26 SP:Iteration 111Q (1854.464832 sec): 3 clusters Score: Raw -879042.414589 + Penalty 3127.855379 = -875914.559210 nChanged 27 SP:Iteration 112Q (1854.497973 sec): 3 clusters Score: Raw -879047.347282 + Penalty 3127.855379 = -875919.491903 nChanged 32 SP:Iteration 113Q (1854.531433 sec): 3 clusters Score: Raw -879052.157396 + Penalty 3127.855379 = -875924.302017 nChanged 41 SP:Iteration 114Q (1854.564484 sec): 3 clusters Score: Raw -879058.699729 + Penalty 3127.855379 = -875930.844350 nChanged 36 SP:Iteration 115Q (1854.597554 sec): 3 clusters Score: Raw -879063.535709 + Penalty 3127.855379 = -875935.680330 nChanged 29 SP:Iteration 116Q (1854.630827 sec): 3 clusters Score: Raw -879068.027654 + Penalty 3127.855379 = -875940.172275 nChanged 35 SP:Iteration 117Q (1854.663785 sec): 3 clusters Score: Raw -879073.745490 + Penalty 3127.855379 = -875945.890111 nChanged 36 SP:Iteration 118Q (1854.696859 sec): 3 clusters Score: Raw -879079.610108 + Penalty 3127.855379 = -875951.754729 nChanged 33 SP:Iteration 119Q (1854.729845 sec): 3 clusters Score: Raw -879084.213679 + Penalty 3127.855379 = -875956.358300 nChanged 23 SP:Iteration 120F (1854.764649 sec): 3 clusters Score: Raw -879087.874695 + Penalty 3127.855379 = -875960.019316 nChanged 30 SP:Iteration 121Q (1854.797764 sec): 3 clusters Score: Raw -879091.629515 + Penalty 3127.855379 = -875963.774136 nChanged 23 SP:Iteration 122Q (1854.830783 sec): 3 clusters Score: Raw -879094.881204 + Penalty 3127.855379 = -875967.025826 nChanged 26 SP:Iteration 123Q (1854.863750 sec): 3 clusters Score: Raw -879097.761825 + Penalty 3127.855379 = -875969.906446 nChanged 23 SP:Iteration 124Q (1854.896745 sec): 3 clusters Score: Raw -879100.570433 + Penalty 3127.855379 = -875972.715054 nChanged 19 SP:Iteration 125Q (1854.967410 sec): 3 clusters Score: Raw -879103.015011 + Penalty 3127.855379 = -875975.159632 nChanged 21 SP:Iteration 126Q (1855.028854 sec): 3 clusters Score: Raw -879105.197819 + Penalty 3127.855379 = -875977.342440 nChanged 26 SP:Iteration 127Q (1855.098978 sec): 3 clusters Score: Raw -879107.792782 + Penalty 3127.855379 = -875979.937403 nChanged 29 SP:Iteration 128Q (1855.164405 sec): 3 clusters Score: Raw -879111.746764 + Penalty 3127.855379 = -875983.891385 nChanged 27 SP:Iteration 129Q (1855.221653 sec): 3 clusters Score: Raw -879114.483467 + Penalty 3127.855379 = -875986.628088 nChanged 17 SP:Iteration 130Q (1855.254108 sec): 3 clusters Score: Raw -879116.058716 + Penalty 3127.855379 = -875988.203337 nChanged 16 SP:Iteration 131Q (1855.321801 sec): 3 clusters Score: Raw -879117.519577 + Penalty 3127.855379 = -875989.664198 nChanged 11 SP:Iteration 132Q (1855.354571 sec): 3 clusters Score: Raw -879118.636335 + Penalty 3127.855379 = -875990.780956 nChanged 13 SP:Iteration 133Q (1855.387420 sec): 3 clusters Score: Raw -879120.416563 + Penalty 3127.855379 = -875992.561184 nChanged 14 SP:Iteration 134Q (1855.420161 sec): 3 clusters Score: Raw -879121.577959 + Penalty 3127.855379 = -875993.722580 nChanged 16 SP:Iteration 135Q (1855.452922 sec): 3 clusters Score: Raw -879123.503054 + Penalty 3127.855379 = -875995.647675 nChanged 19 SP:Iteration 136Q (1855.485851 sec): 3 clusters Score: Raw -879126.430895 + Penalty 3127.855379 = -875998.575517 nChanged 27 SP:Iteration 137Q (1855.548782 sec): 3 clusters Score: Raw -879129.109296 + Penalty 3127.855379 = -876001.253917 nChanged 19 SP:Iteration 138Q (1855.591349 sec): 3 clusters Score: Raw -879130.971226 + Penalty 3127.855379 = -876003.115847 nChanged 16 SP:Iteration 139Q (1855.624051 sec): 3 clusters Score: Raw -879133.333910 + Penalty 3127.855379 = -876005.478531 nChanged 25 SP:Iteration 140F (1855.658812 sec): 3 clusters Score: Raw -879137.257162 + Penalty 3127.855379 = -876009.401783 nChanged 25 SP:Iteration 141Q (1855.691731 sec): 3 clusters Score: Raw -879141.366112 + Penalty 3127.855379 = -876013.510733 nChanged 26 SP:Iteration 142Q (1855.724570 sec): 3 clusters Score: Raw -879144.351872 + Penalty 3127.855379 = -876016.496493 nChanged 16 SP:Iteration 143Q (1855.757428 sec): 3 clusters Score: Raw -879146.052642 + Penalty 3127.855379 = -876018.197263 nChanged 13 SP:Iteration 144Q (1855.790022 sec): 3 clusters Score: Raw -879147.641609 + Penalty 3127.855379 = -876019.786230 nChanged 19 SP:Iteration 145Q (1855.822761 sec): 3 clusters Score: Raw -879150.303025 + Penalty 3127.855379 = -876022.447647 nChanged 15 SP:Iteration 146Q (1855.855747 sec): 3 clusters Score: Raw -879151.959714 + Penalty 3127.855379 = -876024.104335 nChanged 9 SP:Iteration 147Q (1855.888510 sec): 3 clusters Score: Raw -879153.011274 + Penalty 3127.855379 = -876025.155895 nChanged 14 SP:Iteration 148Q (1855.920999 sec): 3 clusters Score: Raw -879155.325584 + Penalty 3127.855379 = -876027.470205 nChanged 18 SP:Iteration 149Q (1855.953716 sec): 3 clusters Score: Raw -879158.261285 + Penalty 3127.855379 = -876030.405906 nChanged 18 SP:Iteration 150Q (1855.986572 sec): 3 clusters Score: Raw -879160.995475 + Penalty 3127.855379 = -876033.140096 nChanged 22 SP:Iteration 151Q (1856.019123 sec): 3 clusters Score: Raw -879164.596810 + Penalty 3127.855379 = -876036.741431 nChanged 23 SP:Iteration 152Q (1856.052063 sec): 3 clusters Score: Raw -879167.195371 + Penalty 3127.855379 = -876039.339992 nChanged 15 SP:Iteration 153Q (1856.084659 sec): 3 clusters Score: Raw -879168.806941 + Penalty 3127.855379 = -876040.951562 nChanged 17 SP:Iteration 154Q (1856.117153 sec): 3 clusters Score: Raw -879170.244593 + Penalty 3127.855379 = -876042.389214 nChanged 9 SP:Iteration 155Q (1856.149877 sec): 3 clusters Score: Raw -879170.955913 + Penalty 3127.855379 = -876043.100534 nChanged 10 SP:Iteration 156Q (1856.182404 sec): 3 clusters Score: Raw -879171.517276 + Penalty 3127.855379 = -876043.661897 nChanged 8 SP:Iteration 157Q (1856.214947 sec): 3 clusters Score: Raw -879172.273647 + Penalty 3127.855379 = -876044.418268 nChanged 11 SP:Iteration 158Q (1856.247531 sec): 3 clusters Score: Raw -879173.023191 + Penalty 3127.855379 = -876045.167812 nChanged 7 SP:Iteration 159Q (1856.280104 sec): 3 clusters Score: Raw -879173.495240 + Penalty 3127.855379 = -876045.639861 nChanged 7 SP:Iteration 160F (1856.314813 sec): 3 clusters Score: Raw -879174.139969 + Penalty 3127.855379 = -876046.284591 nChanged 10 SP:Iteration 161Q (1856.347681 sec): 3 clusters Score: Raw -879175.320977 + Penalty 3127.855379 = -876047.465598 nChanged 9 SP:Iteration 162Q (1856.380202 sec): 3 clusters Score: Raw -879175.954240 + Penalty 3127.855379 = -876048.098861 nChanged 6 SP:Iteration 163Q (1856.412716 sec): 3 clusters Score: Raw -879176.641834 + Penalty 3127.855379 = -876048.786455 nChanged 5 SP:Iteration 164Q (1856.445418 sec): 3 clusters Score: Raw -879177.032238 + Penalty 3127.855379 = -876049.176859 nChanged 5 SP:Iteration 165Q (1856.478048 sec): 3 clusters Score: Raw -879177.448682 + Penalty 3127.855379 = -876049.593303 nChanged 7 SP:Iteration 166Q (1856.512160 sec): 3 clusters Score: Raw -879178.597530 + Penalty 3127.855379 = -876050.742151 nChanged 5 SP:Iteration 167Q (1856.589745 sec): 3 clusters Score: Raw -879179.357194 + Penalty 3127.855379 = -876051.501815 nChanged 6 SP:Iteration 168Q (1856.632568 sec): 3 clusters Score: Raw -879179.963470 + Penalty 3127.855379 = -876052.108091 nChanged 6 SP:Iteration 169Q (1856.665082 sec): 3 clusters Score: Raw -879180.303730 + Penalty 3127.855379 = -876052.448351 nChanged 3 SP:Iteration 170Q (1856.697636 sec): 3 clusters Score: Raw -879180.478335 + Penalty 3127.855379 = -876052.622956 nChanged 0 SP:Iteration 171F (1856.732458 sec): 3 clusters Score: Raw -879180.478335 + Penalty 3127.855379 = -876052.622956 nChanged 0 Trying to split cluster 20 (3581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1856.748852 sec): 2 clusters Score: Raw -235928.703102 + Penalty 1329.802073 = -234598.901029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1856.767529 sec): 3 clusters Score: Raw -234150.472637 + Penalty 2659.604145 = -231490.868492 nChanged 1380 SP:Iteration 1F (1856.784975 sec): 3 clusters Score: Raw -234937.501373 + Penalty 2659.604145 = -232277.897227 nChanged 256 SP:Iteration 2F (1856.802511 sec): 3 clusters Score: Raw -235077.417552 + Penalty 2659.604145 = -232417.813407 nChanged 171 SP:Iteration 3Q (1856.820095 sec): 3 clusters Score: Raw -235174.314950 + Penalty 2659.604145 = -232514.710805 nChanged 146 SP:Iteration 4Q (1856.837874 sec): 3 clusters Score: Raw -235249.729043 + Penalty 2659.604145 = -232590.124898 nChanged 135 SP:Iteration 5Q (1856.855265 sec): 3 clusters Score: Raw -235318.741781 + Penalty 2659.604145 = -232659.137635 nChanged 96 SP:Iteration 6Q (1856.872855 sec): 3 clusters Score: Raw -235360.428827 + Penalty 2659.604145 = -232700.824682 nChanged 81 SP:Iteration 7Q (1856.890382 sec): 3 clusters Score: Raw -235405.377282 + Penalty 2659.604145 = -232745.773137 nChanged 80 SP:Iteration 8Q (1856.907909 sec): 3 clusters Score: Raw -235448.420101 + Penalty 2659.604145 = -232788.815956 nChanged 67 SP:Iteration 9Q (1856.925414 sec): 3 clusters Score: Raw -235479.129515 + Penalty 2659.604145 = -232819.525370 nChanged 57 SP:Iteration 10Q (1856.943344 sec): 3 clusters Score: Raw -235506.446825 + Penalty 2659.604145 = -232846.842680 nChanged 52 SP:Iteration 11Q (1856.960775 sec): 3 clusters Score: Raw -235533.456749 + Penalty 2659.604145 = -232873.852604 nChanged 57 SP:Iteration 12Q (1856.978175 sec): 3 clusters Score: Raw -235565.166162 + Penalty 2659.604145 = -232905.562016 nChanged 67 SP:Iteration 13Q (1856.995586 sec): 3 clusters Score: Raw -235604.704889 + Penalty 2659.604145 = -232945.100744 nChanged 68 SP:Iteration 14Q (1857.012865 sec): 3 clusters Score: Raw -235645.009486 + Penalty 2659.604145 = -232985.405341 nChanged 72 SP:Iteration 15Q (1857.030251 sec): 3 clusters Score: Raw -235691.447615 + Penalty 2659.604145 = -233031.843469 nChanged 68 SP:Iteration 16Q (1857.047513 sec): 3 clusters Score: Raw -235735.103464 + Penalty 2659.604145 = -233075.499319 nChanged 63 SP:Iteration 17Q (1857.064588 sec): 3 clusters Score: Raw -235771.551575 + Penalty 2659.604145 = -233111.947430 nChanged 57 SP:Iteration 18Q (1857.081563 sec): 3 clusters Score: Raw -235810.652335 + Penalty 2659.604145 = -233151.048190 nChanged 61 SP:Iteration 19Q (1857.098613 sec): 3 clusters Score: Raw -235854.265108 + Penalty 2659.604145 = -233194.660963 nChanged 53 SP:Iteration 20F (1857.116065 sec): 3 clusters Score: Raw -235893.049273 + Penalty 2659.604145 = -233233.445127 nChanged 43 SP:Iteration 21Q (1857.133092 sec): 3 clusters Score: Raw -235927.186296 + Penalty 2659.604145 = -233267.582150 nChanged 41 SP:Iteration 22Q (1857.150458 sec): 3 clusters Score: Raw -235957.194346 + Penalty 2659.604145 = -233297.590201 nChanged 30 SP:Iteration 23Q (1857.167239 sec): 3 clusters Score: Raw -235980.830799 + Penalty 2659.604145 = -233321.226654 nChanged 27 SP:Iteration 24Q (1857.184023 sec): 3 clusters Score: Raw -236001.628115 + Penalty 2659.604145 = -233342.023970 nChanged 20 SP:Iteration 25Q (1857.200530 sec): 3 clusters Score: Raw -236022.115768 + Penalty 2659.604145 = -233362.511623 nChanged 21 SP:Iteration 26Q (1857.217172 sec): 3 clusters Score: Raw -236038.214411 + Penalty 2659.604145 = -233378.610265 nChanged 15 SP:Iteration 27Q (1857.233856 sec): 3 clusters Score: Raw -236052.727418 + Penalty 2659.604145 = -233393.123273 nChanged 12 SP:Iteration 28Q (1857.250401 sec): 3 clusters Score: Raw -236067.421665 + Penalty 2659.604145 = -233407.817519 nChanged 14 SP:Iteration 29Q (1857.266741 sec): 3 clusters Score: Raw -236079.928226 + Penalty 2659.604145 = -233420.324081 nChanged 8 SP:Iteration 30Q (1857.283217 sec): 3 clusters Score: Raw -236086.941156 + Penalty 2659.604145 = -233427.337011 nChanged 4 SP:Iteration 31Q (1857.299454 sec): 3 clusters Score: Raw -236090.354214 + Penalty 2659.604145 = -233430.750069 nChanged 4 SP:Iteration 32Q (1857.315827 sec): 3 clusters Score: Raw -236097.671589 + Penalty 2659.604145 = -233438.067444 nChanged 3 SP:Iteration 33Q (1857.331995 sec): 3 clusters Score: Raw -236101.552083 + Penalty 2659.604145 = -233441.947938 nChanged 5 SP:Iteration 34Q (1857.348246 sec): 3 clusters Score: Raw -236106.073757 + Penalty 2659.604145 = -233446.469612 nChanged 3 SP:Iteration 35Q (1857.364495 sec): 3 clusters Score: Raw -236107.510830 + Penalty 2659.604145 = -233447.906685 nChanged 1 SP:Iteration 36Q (1857.380902 sec): 3 clusters Score: Raw -236108.411264 + Penalty 2659.604145 = -233448.807119 nChanged 2 SP:Iteration 37Q (1857.397066 sec): 3 clusters Score: Raw -236111.335758 + Penalty 2659.604145 = -233451.731613 nChanged 6 SP:Iteration 38Q (1857.413425 sec): 3 clusters Score: Raw -236118.206164 + Penalty 2659.604145 = -233458.602019 nChanged 5 SP:Iteration 39Q (1857.429555 sec): 3 clusters Score: Raw -236126.824872 + Penalty 2659.604145 = -233467.220727 nChanged 5 SP:Iteration 40F (1857.446817 sec): 3 clusters Score: Raw -236132.019281 + Penalty 2659.604145 = -233472.415135 nChanged 1 SP:Iteration 41Q (1857.463092 sec): 3 clusters Score: Raw -236133.052294 + Penalty 2659.604145 = -233473.448148 nChanged 2 SP:Iteration 42Q (1857.479208 sec): 3 clusters Score: Raw -236135.297262 + Penalty 2659.604145 = -233475.693117 nChanged 1 SP:Iteration 43Q (1857.495331 sec): 3 clusters Score: Raw -236135.721159 + Penalty 2659.604145 = -233476.117014 nChanged 2 SP:Iteration 44Q (1857.511633 sec): 3 clusters Score: Raw -236137.248194 + Penalty 2659.604145 = -233477.644049 nChanged 4 SP:Iteration 45Q (1857.527709 sec): 3 clusters Score: Raw -236142.576496 + Penalty 2659.604145 = -233482.972351 nChanged 4 SP:Iteration 46Q (1857.543921 sec): 3 clusters Score: Raw -236146.573456 + Penalty 2659.604145 = -233486.969310 nChanged 3 SP:Iteration 47Q (1857.560098 sec): 3 clusters Score: Raw -236150.294517 + Penalty 2659.604145 = -233490.690371 nChanged 2 SP:Iteration 48Q (1857.576131 sec): 3 clusters Score: Raw -236152.217625 + Penalty 2659.604145 = -233492.613480 nChanged 0 SP:Iteration 49F (1857.593377 sec): 3 clusters Score: Raw -236152.217625 + Penalty 2659.604145 = -233492.613480 nChanged 0 Trying to split cluster 21 (1655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1857.608519 sec): 2 clusters Score: Raw -105976.513522 + Penalty 1204.377897 = -104772.135625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1857.617347 sec): 3 clusters Score: Raw -105281.406787 + Penalty 2408.755794 = -102872.650994 nChanged 543 SP:Iteration 1F (1857.625774 sec): 3 clusters Score: Raw -105649.531402 + Penalty 2408.755794 = -103240.775608 nChanged 147 SP:Iteration 2F (1857.634149 sec): 3 clusters Score: Raw -105782.143993 + Penalty 2408.755794 = -103373.388200 nChanged 90 SP:Iteration 3F (1857.642484 sec): 3 clusters Score: Raw -105857.261010 + Penalty 2408.755794 = -103448.505217 nChanged 47 SP:Iteration 4Q (1857.650829 sec): 3 clusters Score: Raw -105899.163498 + Penalty 2408.755794 = -103490.407704 nChanged 31 SP:Iteration 5Q (1857.659140 sec): 3 clusters Score: Raw -105918.305826 + Penalty 2408.755794 = -103509.550033 nChanged 26 SP:Iteration 6Q (1857.667450 sec): 3 clusters Score: Raw -105942.009172 + Penalty 2408.755794 = -103533.253378 nChanged 30 SP:Iteration 7Q (1857.675765 sec): 3 clusters Score: Raw -105970.477570 + Penalty 2408.755794 = -103561.721777 nChanged 29 SP:Iteration 8Q (1857.684055 sec): 3 clusters Score: Raw -105998.737578 + Penalty 2408.755794 = -103589.981784 nChanged 22 SP:Iteration 9Q (1857.692335 sec): 3 clusters Score: Raw -106015.351985 + Penalty 2408.755794 = -103606.596192 nChanged 22 SP:Iteration 10Q (1857.700645 sec): 3 clusters Score: Raw -106031.731927 + Penalty 2408.755794 = -103622.976133 nChanged 19 SP:Iteration 11Q (1857.708931 sec): 3 clusters Score: Raw -106044.508190 + Penalty 2408.755794 = -103635.752396 nChanged 23 SP:Iteration 12Q (1857.717199 sec): 3 clusters Score: Raw -106061.140889 + Penalty 2408.755794 = -103652.385096 nChanged 18 SP:Iteration 13Q (1857.725382 sec): 3 clusters Score: Raw -106075.405139 + Penalty 2408.755794 = -103666.649346 nChanged 16 SP:Iteration 14Q (1857.733684 sec): 3 clusters Score: Raw -106087.382274 + Penalty 2408.755794 = -103678.626481 nChanged 10 SP:Iteration 15Q (1857.741931 sec): 3 clusters Score: Raw -106093.751193 + Penalty 2408.755794 = -103684.995399 nChanged 14 SP:Iteration 16Q (1857.750268 sec): 3 clusters Score: Raw -106102.028598 + Penalty 2408.755794 = -103693.272804 nChanged 15 SP:Iteration 17Q (1857.758609 sec): 3 clusters Score: Raw -106111.759957 + Penalty 2408.755794 = -103703.004163 nChanged 15 SP:Iteration 18Q (1857.766787 sec): 3 clusters Score: Raw -106119.251701 + Penalty 2408.755794 = -103710.495907 nChanged 11 SP:Iteration 19Q (1857.786857 sec): 3 clusters Score: Raw -106127.295973 + Penalty 2408.755794 = -103718.540180 nChanged 15 SP:Iteration 20F (1857.829794 sec): 3 clusters Score: Raw -106137.817907 + Penalty 2408.755794 = -103729.062113 nChanged 15 SP:Iteration 21Q (1857.881446 sec): 3 clusters Score: Raw -106146.068015 + Penalty 2408.755794 = -103737.312221 nChanged 12 SP:Iteration 22Q (1857.926490 sec): 3 clusters Score: Raw -106151.255295 + Penalty 2408.755794 = -103742.499501 nChanged 12 SP:Iteration 23Q (1857.976924 sec): 3 clusters Score: Raw -106160.382196 + Penalty 2408.755794 = -103751.626403 nChanged 13 SP:Iteration 24Q (1858.023843 sec): 3 clusters Score: Raw -106167.219791 + Penalty 2408.755794 = -103758.463997 nChanged 8 SP:Iteration 25Q (1858.074568 sec): 3 clusters Score: Raw -106173.543400 + Penalty 2408.755794 = -103764.787606 nChanged 6 SP:Iteration 26Q (1858.119402 sec): 3 clusters Score: Raw -106176.327618 + Penalty 2408.755794 = -103767.571825 nChanged 6 SP:Iteration 27Q (1858.169636 sec): 3 clusters Score: Raw -106178.758251 + Penalty 2408.755794 = -103770.002457 nChanged 5 SP:Iteration 28Q (1858.216091 sec): 3 clusters Score: Raw -106181.524243 + Penalty 2408.755794 = -103772.768449 nChanged 3 SP:Iteration 29Q (1858.264876 sec): 3 clusters Score: Raw -106183.241370 + Penalty 2408.755794 = -103774.485576 nChanged 4 SP:Iteration 30Q (1858.273440 sec): 3 clusters Score: Raw -106185.358139 + Penalty 2408.755794 = -103776.602345 nChanged 5 SP:Iteration 31Q (1858.281672 sec): 3 clusters Score: Raw -106187.370112 + Penalty 2408.755794 = -103778.614318 nChanged 2 SP:Iteration 32Q (1858.289800 sec): 3 clusters Score: Raw -106188.778652 + Penalty 2408.755794 = -103780.022859 nChanged 4 SP:Iteration 33Q (1858.297980 sec): 3 clusters Score: Raw -106191.271121 + Penalty 2408.755794 = -103782.515327 nChanged 2 SP:Iteration 34Q (1858.306195 sec): 3 clusters Score: Raw -106192.016858 + Penalty 2408.755794 = -103783.261064 nChanged 1 SP:Iteration 35Q (1858.314403 sec): 3 clusters Score: Raw -106192.381331 + Penalty 2408.755794 = -103783.625538 nChanged 1 SP:Iteration 36Q (1858.322614 sec): 3 clusters Score: Raw -106192.534152 + Penalty 2408.755794 = -103783.778359 nChanged 0 SP:Iteration 37F (1858.330963 sec): 3 clusters Score: Raw -106192.534152 + Penalty 2408.755794 = -103783.778359 nChanged 0 Trying to split cluster 22 (6873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1858.363364 sec): 2 clusters Score: Raw -415723.287282 + Penalty 1435.745345 = -414287.541937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1858.396879 sec): 3 clusters Score: Raw -411914.454462 + Penalty 2871.490691 = -409042.963772 nChanged 2922 SP:Iteration 1F (1858.420163 sec): 3 clusters Score: Raw -413568.278953 + Penalty 2871.490691 = -410696.788263 nChanged 491 SP:Iteration 2F (1858.443686 sec): 3 clusters Score: Raw -413825.830696 + Penalty 2871.490691 = -410954.340006 nChanged 383 SP:Iteration 3F (1858.467148 sec): 3 clusters Score: Raw -414011.790840 + Penalty 2871.490691 = -411140.300149 nChanged 294 SP:Iteration 4Q (1858.490724 sec): 3 clusters Score: Raw -414145.793707 + Penalty 2871.490691 = -411274.303016 nChanged 252 SP:Iteration 5Q (1858.514296 sec): 3 clusters Score: Raw -414255.739462 + Penalty 2871.490691 = -411384.248771 nChanged 198 SP:Iteration 6Q (1858.537872 sec): 3 clusters Score: Raw -414346.710521 + Penalty 2871.490691 = -411475.219830 nChanged 205 SP:Iteration 7Q (1858.561587 sec): 3 clusters Score: Raw -414469.359050 + Penalty 2871.490691 = -411597.868360 nChanged 225 SP:Iteration 8Q (1858.585344 sec): 3 clusters Score: Raw -414588.264825 + Penalty 2871.490691 = -411716.774135 nChanged 216 SP:Iteration 9Q (1858.608591 sec): 3 clusters Score: Raw -414700.812457 + Penalty 2871.490691 = -411829.321766 nChanged 193 SP:Iteration 10Q (1858.632192 sec): 3 clusters Score: Raw -414812.485022 + Penalty 2871.490691 = -411940.994331 nChanged 176 SP:Iteration 11Q (1858.655496 sec): 3 clusters Score: Raw -414918.291282 + Penalty 2871.490691 = -412046.800592 nChanged 179 SP:Iteration 12Q (1858.678624 sec): 3 clusters Score: Raw -415035.199784 + Penalty 2871.490691 = -412163.709093 nChanged 189 SP:Iteration 13Q (1858.701860 sec): 3 clusters Score: Raw -415156.022110 + Penalty 2871.490691 = -412284.531419 nChanged 177 SP:Iteration 14Q (1858.724936 sec): 3 clusters Score: Raw -415277.000013 + Penalty 2871.490691 = -412405.509322 nChanged 155 SP:Iteration 15Q (1858.747694 sec): 3 clusters Score: Raw -415374.736975 + Penalty 2871.490691 = -412503.246285 nChanged 136 SP:Iteration 16Q (1858.770579 sec): 3 clusters Score: Raw -415483.037067 + Penalty 2871.490691 = -412611.546376 nChanged 145 SP:Iteration 17Q (1858.793132 sec): 3 clusters Score: Raw -415589.329421 + Penalty 2871.490691 = -412717.838731 nChanged 119 SP:Iteration 18Q (1858.815537 sec): 3 clusters Score: Raw -415664.266038 + Penalty 2871.490691 = -412792.775347 nChanged 90 SP:Iteration 19Q (1858.838041 sec): 3 clusters Score: Raw -415718.523290 + Penalty 2871.490691 = -412847.032599 nChanged 69 SP:Iteration 20F (1858.861603 sec): 3 clusters Score: Raw -415764.485710 + Penalty 2871.490691 = -412892.995020 nChanged 59 SP:Iteration 21Q (1858.883541 sec): 3 clusters Score: Raw -415802.863787 + Penalty 2871.490691 = -412931.373096 nChanged 40 SP:Iteration 22Q (1858.905389 sec): 3 clusters Score: Raw -415827.116304 + Penalty 2871.490691 = -412955.625613 nChanged 27 SP:Iteration 23Q (1858.962968 sec): 3 clusters Score: Raw -415838.731067 + Penalty 2871.490691 = -412967.240376 nChanged 30 SP:Iteration 24Q (1858.984047 sec): 3 clusters Score: Raw -415856.199984 + Penalty 2871.490691 = -412984.709293 nChanged 31 SP:Iteration 25Q (1859.005799 sec): 3 clusters Score: Raw -415874.797710 + Penalty 2871.490691 = -413003.307019 nChanged 27 SP:Iteration 26Q (1859.027430 sec): 3 clusters Score: Raw -415884.398832 + Penalty 2871.490691 = -413012.908142 nChanged 18 SP:Iteration 27Q (1859.049043 sec): 3 clusters Score: Raw -415894.416414 + Penalty 2871.490691 = -413022.925723 nChanged 24 SP:Iteration 28Q (1859.070934 sec): 3 clusters Score: Raw -415905.479161 + Penalty 2871.490691 = -413033.988470 nChanged 21 SP:Iteration 29Q (1859.092407 sec): 3 clusters Score: Raw -415913.349274 + Penalty 2871.490691 = -413041.858583 nChanged 16 SP:Iteration 30Q (1859.113939 sec): 3 clusters Score: Raw -415918.530641 + Penalty 2871.490691 = -413047.039951 nChanged 15 SP:Iteration 31Q (1859.135802 sec): 3 clusters Score: Raw -415925.335066 + Penalty 2871.490691 = -413053.844376 nChanged 10 SP:Iteration 32Q (1859.157173 sec): 3 clusters Score: Raw -415928.624107 + Penalty 2871.490691 = -413057.133416 nChanged 7 SP:Iteration 33Q (1859.178815 sec): 3 clusters Score: Raw -415932.170294 + Penalty 2871.490691 = -413060.679603 nChanged 8 SP:Iteration 34Q (1859.200416 sec): 3 clusters Score: Raw -415934.568792 + Penalty 2871.490691 = -413063.078102 nChanged 3 SP:Iteration 35Q (1859.221896 sec): 3 clusters Score: Raw -415936.124307 + Penalty 2871.490691 = -413064.633617 nChanged 6 SP:Iteration 36Q (1859.243425 sec): 3 clusters Score: Raw -415938.717495 + Penalty 2871.490691 = -413067.226805 nChanged 10 SP:Iteration 37Q (1859.264973 sec): 3 clusters Score: Raw -415943.634743 + Penalty 2871.490691 = -413072.144053 nChanged 11 SP:Iteration 38Q (1859.286527 sec): 3 clusters Score: Raw -415949.998931 + Penalty 2871.490691 = -413078.508241 nChanged 12 SP:Iteration 39Q (1859.308056 sec): 3 clusters Score: Raw -415955.412098 + Penalty 2871.490691 = -413083.921407 nChanged 4 SP:Iteration 40F (1859.331439 sec): 3 clusters Score: Raw -415956.808257 + Penalty 2871.490691 = -413085.317566 nChanged 6 SP:Iteration 41Q (1859.353143 sec): 3 clusters Score: Raw -415958.779744 + Penalty 2871.490691 = -413087.289053 nChanged 7 SP:Iteration 42Q (1859.374571 sec): 3 clusters Score: Raw -415960.659841 + Penalty 2871.490691 = -413089.169150 nChanged 4 SP:Iteration 43Q (1859.396289 sec): 3 clusters Score: Raw -415961.902130 + Penalty 2871.490691 = -413090.411440 nChanged 6 SP:Iteration 44Q (1859.418096 sec): 3 clusters Score: Raw -415963.864500 + Penalty 2871.490691 = -413092.373810 nChanged 2 SP:Iteration 45Q (1859.439486 sec): 3 clusters Score: Raw -415964.787942 + Penalty 2871.490691 = -413093.297251 nChanged 1 SP:Iteration 46Q (1859.461067 sec): 3 clusters Score: Raw -415965.274580 + Penalty 2871.490691 = -413093.783889 nChanged 1 SP:Iteration 47Q (1859.482583 sec): 3 clusters Score: Raw -415965.460795 + Penalty 2871.490691 = -413093.970104 nChanged 0 SP:Iteration 48F (1859.510236 sec): 3 clusters Score: Raw -415965.460795 + Penalty 2871.490691 = -413093.970104 nChanged 0 Trying to split cluster 23 (39466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1859.569170 sec): 2 clusters Score: Raw -2650216.240669 + Penalty 1719.769158 = -2648496.471510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1859.649260 sec): 3 clusters Score: Raw -2625270.094909 + Penalty 3439.538317 = -2621830.556592 nChanged 18524 SP:Iteration 1F (1859.721625 sec): 3 clusters Score: Raw -2635724.165223 + Penalty 3439.538317 = -2632284.626906 nChanged 1718 SP:Iteration 2Q (1859.801451 sec): 3 clusters Score: Raw -2636275.066588 + Penalty 3439.538317 = -2632835.528271 nChanged 1648 SP:Iteration 3Q (1859.905627 sec): 3 clusters Score: Raw -2636856.646149 + Penalty 3439.538317 = -2633417.107833 nChanged 1757 SP:Iteration 4Q (1860.015339 sec): 3 clusters Score: Raw -2637583.818823 + Penalty 3439.538317 = -2634144.280506 nChanged 1985 SP:Iteration 5F (1860.087657 sec): 3 clusters Score: Raw -2638495.236261 + Penalty 3439.538317 = -2635055.697944 nChanged 2062 SP:Iteration 6F (1860.160129 sec): 3 clusters Score: Raw -2639645.530088 + Penalty 3439.538317 = -2636205.991772 nChanged 2369 SP:Iteration 7F (1860.232694 sec): 3 clusters Score: Raw -2641157.016706 + Penalty 3439.538317 = -2637717.478389 nChanged 2471 SP:Iteration 8F (1860.304352 sec): 3 clusters Score: Raw -2642775.161966 + Penalty 3439.538317 = -2639335.623649 nChanged 2311 SP:Iteration 9F (1860.376470 sec): 3 clusters Score: Raw -2644265.843048 + Penalty 3439.538317 = -2640826.304732 nChanged 1965 SP:Iteration 10Q (1860.451344 sec): 3 clusters Score: Raw -2645441.073885 + Penalty 3439.538317 = -2642001.535569 nChanged 1555 SP:Iteration 11Q (1860.523809 sec): 3 clusters Score: Raw -2646337.454542 + Penalty 3439.538317 = -2642897.916225 nChanged 1207 SP:Iteration 12Q (1860.594272 sec): 3 clusters Score: Raw -2646969.277232 + Penalty 3439.538317 = -2643529.738915 nChanged 957 SP:Iteration 13Q (1860.664080 sec): 3 clusters Score: Raw -2647445.868478 + Penalty 3439.538317 = -2644006.330162 nChanged 788 SP:Iteration 14Q (1860.732886 sec): 3 clusters Score: Raw -2647833.491322 + Penalty 3439.538317 = -2644393.953005 nChanged 721 SP:Iteration 15Q (1860.800692 sec): 3 clusters Score: Raw -2648155.780155 + Penalty 3439.538317 = -2644716.241838 nChanged 652 SP:Iteration 16Q (1860.867863 sec): 3 clusters Score: Raw -2648455.973380 + Penalty 3439.538317 = -2645016.435063 nChanged 641 SP:Iteration 17Q (1860.934576 sec): 3 clusters Score: Raw -2648743.303683 + Penalty 3439.538317 = -2645303.765366 nChanged 587 SP:Iteration 18Q (1861.000711 sec): 3 clusters Score: Raw -2648990.519888 + Penalty 3439.538317 = -2645550.981571 nChanged 544 SP:Iteration 19Q (1861.066305 sec): 3 clusters Score: Raw -2649223.362768 + Penalty 3439.538317 = -2645783.824451 nChanged 482 SP:Iteration 20F (1861.136895 sec): 3 clusters Score: Raw -2649445.894189 + Penalty 3439.538317 = -2646006.355872 nChanged 463 SP:Iteration 21Q (1861.203388 sec): 3 clusters Score: Raw -2649635.941908 + Penalty 3439.538317 = -2646196.403592 nChanged 408 SP:Iteration 22Q (1861.268214 sec): 3 clusters Score: Raw -2649794.467574 + Penalty 3439.538317 = -2646354.929257 nChanged 368 SP:Iteration 23Q (1861.332056 sec): 3 clusters Score: Raw -2649948.630971 + Penalty 3439.538317 = -2646509.092654 nChanged 332 SP:Iteration 24Q (1861.396542 sec): 3 clusters Score: Raw -2650083.644804 + Penalty 3439.538317 = -2646644.106487 nChanged 319 SP:Iteration 25Q (1861.459583 sec): 3 clusters Score: Raw -2650220.184158 + Penalty 3439.538317 = -2646780.645841 nChanged 287 SP:Iteration 26Q (1861.522370 sec): 3 clusters Score: Raw -2650335.491106 + Penalty 3439.538317 = -2646895.952789 nChanged 255 SP:Iteration 27Q (1861.584965 sec): 3 clusters Score: Raw -2650435.025128 + Penalty 3439.538317 = -2646995.486811 nChanged 243 SP:Iteration 28Q (1861.670877 sec): 3 clusters Score: Raw -2650531.896245 + Penalty 3439.538317 = -2647092.357928 nChanged 185 SP:Iteration 29Q (1861.736499 sec): 3 clusters Score: Raw -2650591.998067 + Penalty 3439.538317 = -2647152.459750 nChanged 128 SP:Iteration 30Q (1861.797773 sec): 3 clusters Score: Raw -2650633.573340 + Penalty 3439.538317 = -2647194.035024 nChanged 115 SP:Iteration 31Q (1861.859171 sec): 3 clusters Score: Raw -2650666.735136 + Penalty 3439.538317 = -2647227.196820 nChanged 108 SP:Iteration 32Q (1861.919967 sec): 3 clusters Score: Raw -2650700.978532 + Penalty 3439.538317 = -2647261.440215 nChanged 100 SP:Iteration 33Q (1861.980988 sec): 3 clusters Score: Raw -2650727.284887 + Penalty 3439.538317 = -2647287.746570 nChanged 86 SP:Iteration 34Q (1862.041757 sec): 3 clusters Score: Raw -2650748.787799 + Penalty 3439.538317 = -2647309.249482 nChanged 68 SP:Iteration 35Q (1862.102606 sec): 3 clusters Score: Raw -2650765.800529 + Penalty 3439.538317 = -2647326.262212 nChanged 68 SP:Iteration 36Q (1862.163096 sec): 3 clusters Score: Raw -2650782.218384 + Penalty 3439.538317 = -2647342.680067 nChanged 59 SP:Iteration 37Q (1862.223695 sec): 3 clusters Score: Raw -2650794.644217 + Penalty 3439.538317 = -2647355.105900 nChanged 39 SP:Iteration 38Q (1862.284389 sec): 3 clusters Score: Raw -2650801.026074 + Penalty 3439.538317 = -2647361.487757 nChanged 30 SP:Iteration 39Q (1862.344902 sec): 3 clusters Score: Raw -2650806.178700 + Penalty 3439.538317 = -2647366.640383 nChanged 25 SP:Iteration 40F (1862.415429 sec): 3 clusters Score: Raw -2650809.851052 + Penalty 3439.538317 = -2647370.312735 nChanged 17 SP:Iteration 41Q (1862.477392 sec): 3 clusters Score: Raw -2650812.406761 + Penalty 3439.538317 = -2647372.868444 nChanged 14 SP:Iteration 42Q (1862.551862 sec): 3 clusters Score: Raw -2650814.765953 + Penalty 3439.538317 = -2647375.227636 nChanged 8 SP:Iteration 43Q (1862.635842 sec): 3 clusters Score: Raw -2650815.861529 + Penalty 3439.538317 = -2647376.323212 nChanged 9 SP:Iteration 44Q (1862.717824 sec): 3 clusters Score: Raw -2650816.832960 + Penalty 3439.538317 = -2647377.294643 nChanged 9 SP:Iteration 45Q (1862.785790 sec): 3 clusters Score: Raw -2650817.986215 + Penalty 3439.538317 = -2647378.447899 nChanged 4 SP:Iteration 46Q (1862.846741 sec): 3 clusters Score: Raw -2650818.566344 + Penalty 3439.538317 = -2647379.028028 nChanged 6 SP:Iteration 47Q (1862.945438 sec): 3 clusters Score: Raw -2650819.613159 + Penalty 3439.538317 = -2647380.074842 nChanged 7 SP:Iteration 48Q (1863.038400 sec): 3 clusters Score: Raw -2650820.817832 + Penalty 3439.538317 = -2647381.279515 nChanged 9 SP:Iteration 49Q (1863.122624 sec): 3 clusters Score: Raw -2650821.681083 + Penalty 3439.538317 = -2647382.142766 nChanged 5 SP:Iteration 50Q (1863.195176 sec): 3 clusters Score: Raw -2650822.308036 + Penalty 3439.538317 = -2647382.769719 nChanged 3 SP:Iteration 51Q (1863.256474 sec): 3 clusters Score: Raw -2650823.222853 + Penalty 3439.538317 = -2647383.684536 nChanged 2 SP:Iteration 52Q (1863.317480 sec): 3 clusters Score: Raw -2650823.885088 + Penalty 3439.538317 = -2647384.346771 nChanged 1 SP:Iteration 53Q (1863.377758 sec): 3 clusters Score: Raw -2650823.983364 + Penalty 3439.538317 = -2647384.445048 nChanged 0 SP:Iteration 54F (1863.449209 sec): 3 clusters Score: Raw -2650823.983364 + Penalty 3439.538317 = -2647384.445048 nChanged 0 Trying to split cluster 24 (2815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1863.459691 sec): 2 clusters Score: Raw -164364.551812 + Penalty 1290.691600 = -163073.860212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1863.473906 sec): 3 clusters Score: Raw -163041.509631 + Penalty 2581.383201 = -160460.126430 nChanged 1083 SP:Iteration 1F (1863.487808 sec): 3 clusters Score: Raw -163771.480510 + Penalty 2581.383201 = -161190.097309 nChanged 252 SP:Iteration 2F (1863.501829 sec): 3 clusters Score: Raw -164008.995539 + Penalty 2581.383201 = -161427.612338 nChanged 185 SP:Iteration 3F (1863.515575 sec): 3 clusters Score: Raw -164193.598611 + Penalty 2581.383201 = -161612.215411 nChanged 158 SP:Iteration 4F (1863.529867 sec): 3 clusters Score: Raw -164342.869418 + Penalty 2581.383201 = -161761.486217 nChanged 133 SP:Iteration 5Q (1863.543453 sec): 3 clusters Score: Raw -164481.020213 + Penalty 2581.383201 = -161899.637012 nChanged 120 SP:Iteration 6Q (1863.557016 sec): 3 clusters Score: Raw -164606.310986 + Penalty 2581.383201 = -162024.927785 nChanged 115 SP:Iteration 7Q (1863.570677 sec): 3 clusters Score: Raw -164715.171208 + Penalty 2581.383201 = -162133.788008 nChanged 93 SP:Iteration 8Q (1863.584295 sec): 3 clusters Score: Raw -164785.200266 + Penalty 2581.383201 = -162203.817065 nChanged 81 SP:Iteration 9Q (1863.597898 sec): 3 clusters Score: Raw -164844.766896 + Penalty 2581.383201 = -162263.383695 nChanged 53 SP:Iteration 10Q (1863.611600 sec): 3 clusters Score: Raw -164879.348676 + Penalty 2581.383201 = -162297.965476 nChanged 51 SP:Iteration 11Q (1863.625089 sec): 3 clusters Score: Raw -164917.488742 + Penalty 2581.383201 = -162336.105541 nChanged 45 SP:Iteration 12Q (1863.638462 sec): 3 clusters Score: Raw -164949.555968 + Penalty 2581.383201 = -162368.172768 nChanged 43 SP:Iteration 13Q (1863.651939 sec): 3 clusters Score: Raw -164975.768863 + Penalty 2581.383201 = -162394.385662 nChanged 31 SP:Iteration 14Q (1863.665164 sec): 3 clusters Score: Raw -164995.342872 + Penalty 2581.383201 = -162413.959672 nChanged 37 SP:Iteration 15Q (1863.678520 sec): 3 clusters Score: Raw -165019.125478 + Penalty 2581.383201 = -162437.742277 nChanged 19 SP:Iteration 16Q (1863.691911 sec): 3 clusters Score: Raw -165029.495213 + Penalty 2581.383201 = -162448.112012 nChanged 20 SP:Iteration 17Q (1863.704583 sec): 3 clusters Score: Raw -165037.908640 + Penalty 2581.383201 = -162456.525439 nChanged 11 SP:Iteration 18Q (1863.717836 sec): 3 clusters Score: Raw -165041.660561 + Penalty 2581.383201 = -162460.277360 nChanged 5 SP:Iteration 19Q (1863.731029 sec): 3 clusters Score: Raw -165044.471863 + Penalty 2581.383201 = -162463.088663 nChanged 7 SP:Iteration 20F (1863.745038 sec): 3 clusters Score: Raw -165047.739122 + Penalty 2581.383201 = -162466.355921 nChanged 6 SP:Iteration 21Q (1863.758229 sec): 3 clusters Score: Raw -165052.293323 + Penalty 2581.383201 = -162470.910122 nChanged 6 SP:Iteration 22Q (1863.771519 sec): 3 clusters Score: Raw -165055.829898 + Penalty 2581.383201 = -162474.446698 nChanged 9 SP:Iteration 23Q (1863.785530 sec): 3 clusters Score: Raw -165058.546173 + Penalty 2581.383201 = -162477.162972 nChanged 7 SP:Iteration 24Q (1863.798804 sec): 3 clusters Score: Raw -165061.421751 + Penalty 2581.383201 = -162480.038551 nChanged 10 SP:Iteration 25Q (1863.812143 sec): 3 clusters Score: Raw -165066.395633 + Penalty 2581.383201 = -162485.012433 nChanged 7 SP:Iteration 26Q (1863.825728 sec): 3 clusters Score: Raw -165069.023426 + Penalty 2581.383201 = -162487.640225 nChanged 6 SP:Iteration 27Q (1863.839150 sec): 3 clusters Score: Raw -165072.312152 + Penalty 2581.383201 = -162490.928951 nChanged 5 SP:Iteration 28Q (1863.852349 sec): 3 clusters Score: Raw -165073.733297 + Penalty 2581.383201 = -162492.350096 nChanged 1 SP:Iteration 29Q (1863.865741 sec): 3 clusters Score: Raw -165074.637561 + Penalty 2581.383201 = -162493.254360 nChanged 4 SP:Iteration 30Q (1863.879036 sec): 3 clusters Score: Raw -165075.791740 + Penalty 2581.383201 = -162494.408539 nChanged 2 SP:Iteration 31Q (1863.892317 sec): 3 clusters Score: Raw -165076.260880 + Penalty 2581.383201 = -162494.877679 nChanged 1 SP:Iteration 32Q (1863.905642 sec): 3 clusters Score: Raw -165076.809974 + Penalty 2581.383201 = -162495.426773 nChanged 0 SP:Iteration 33F (1863.919174 sec): 3 clusters Score: Raw -165076.809974 + Penalty 2581.383201 = -162495.426773 nChanged 0 Trying to split cluster 25 (13111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1863.948710 sec): 2 clusters Score: Raw -876812.329411 + Penalty 1540.696113 = -875271.633298 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1863.997271 sec): 3 clusters Score: Raw -869165.813172 + Penalty 3081.392227 = -866084.420945 nChanged 5797 SP:Iteration 1F (1864.029846 sec): 3 clusters Score: Raw -872407.938751 + Penalty 3081.392227 = -869326.546524 nChanged 856 SP:Iteration 2F (1864.063566 sec): 3 clusters Score: Raw -872823.979087 + Penalty 3081.392227 = -869742.586860 nChanged 737 SP:Iteration 3F (1864.097073 sec): 3 clusters Score: Raw -873167.999056 + Penalty 3081.392227 = -870086.606829 nChanged 682 SP:Iteration 4F (1864.136047 sec): 3 clusters Score: Raw -873479.963216 + Penalty 3081.392227 = -870398.570989 nChanged 604 SP:Iteration 5Q (1864.170149 sec): 3 clusters Score: Raw -873788.040102 + Penalty 3081.392227 = -870706.647875 nChanged 610 SP:Iteration 6Q (1864.204042 sec): 3 clusters Score: Raw -874151.038996 + Penalty 3081.392227 = -871069.646769 nChanged 629 SP:Iteration 7Q (1864.247398 sec): 3 clusters Score: Raw -874534.084525 + Penalty 3081.392227 = -871452.692299 nChanged 590 SP:Iteration 8Q (1864.280726 sec): 3 clusters Score: Raw -874913.086082 + Penalty 3081.392227 = -871831.693855 nChanged 565 SP:Iteration 9Q (1864.314435 sec): 3 clusters Score: Raw -875264.436336 + Penalty 3081.392227 = -872183.044109 nChanged 502 SP:Iteration 10Q (1864.348010 sec): 3 clusters Score: Raw -875580.273618 + Penalty 3081.392227 = -872498.881392 nChanged 415 SP:Iteration 11Q (1864.381848 sec): 3 clusters Score: Raw -875821.209611 + Penalty 3081.392227 = -872739.817384 nChanged 353 SP:Iteration 12Q (1864.415024 sec): 3 clusters Score: Raw -875990.614183 + Penalty 3081.392227 = -872909.221956 nChanged 260 SP:Iteration 13Q (1864.447839 sec): 3 clusters Score: Raw -876117.601931 + Penalty 3081.392227 = -873036.209705 nChanged 247 SP:Iteration 14Q (1864.480419 sec): 3 clusters Score: Raw -876247.440717 + Penalty 3081.392227 = -873166.048490 nChanged 221 SP:Iteration 15Q (1864.512827 sec): 3 clusters Score: Raw -876363.390225 + Penalty 3081.392227 = -873281.997999 nChanged 214 SP:Iteration 16Q (1864.545319 sec): 3 clusters Score: Raw -876471.983151 + Penalty 3081.392227 = -873390.590925 nChanged 194 SP:Iteration 17Q (1864.577441 sec): 3 clusters Score: Raw -876565.648939 + Penalty 3081.392227 = -873484.256712 nChanged 192 SP:Iteration 18Q (1864.609097 sec): 3 clusters Score: Raw -876657.545203 + Penalty 3081.392227 = -873576.152976 nChanged 187 SP:Iteration 19Q (1864.640606 sec): 3 clusters Score: Raw -876745.989661 + Penalty 3081.392227 = -873664.597434 nChanged 174 SP:Iteration 20F (1864.674801 sec): 3 clusters Score: Raw -876828.925025 + Penalty 3081.392227 = -873747.532798 nChanged 159 SP:Iteration 21Q (1864.706167 sec): 3 clusters Score: Raw -876904.464114 + Penalty 3081.392227 = -873823.071887 nChanged 152 SP:Iteration 22Q (1864.737329 sec): 3 clusters Score: Raw -876967.945939 + Penalty 3081.392227 = -873886.553712 nChanged 121 SP:Iteration 23Q (1864.768536 sec): 3 clusters Score: Raw -877017.320441 + Penalty 3081.392227 = -873935.928215 nChanged 102 SP:Iteration 24Q (1864.799575 sec): 3 clusters Score: Raw -877056.684213 + Penalty 3081.392227 = -873975.291986 nChanged 98 SP:Iteration 25Q (1864.830569 sec): 3 clusters Score: Raw -877094.313552 + Penalty 3081.392227 = -874012.921326 nChanged 100 SP:Iteration 26Q (1864.861439 sec): 3 clusters Score: Raw -877125.280044 + Penalty 3081.392227 = -874043.887818 nChanged 79 SP:Iteration 27Q (1864.892415 sec): 3 clusters Score: Raw -877147.115870 + Penalty 3081.392227 = -874065.723643 nChanged 83 SP:Iteration 28Q (1864.923180 sec): 3 clusters Score: Raw -877171.726907 + Penalty 3081.392227 = -874090.334680 nChanged 65 SP:Iteration 29Q (1864.954083 sec): 3 clusters Score: Raw -877188.729442 + Penalty 3081.392227 = -874107.337215 nChanged 51 SP:Iteration 30Q (1864.984656 sec): 3 clusters Score: Raw -877206.780378 + Penalty 3081.392227 = -874125.388151 nChanged 53 SP:Iteration 31Q (1865.015487 sec): 3 clusters Score: Raw -877222.372699 + Penalty 3081.392227 = -874140.980472 nChanged 50 SP:Iteration 32Q (1865.046057 sec): 3 clusters Score: Raw -877234.115101 + Penalty 3081.392227 = -874152.722874 nChanged 40 SP:Iteration 33Q (1865.076951 sec): 3 clusters Score: Raw -877243.970086 + Penalty 3081.392227 = -874162.577859 nChanged 36 SP:Iteration 34Q (1865.107424 sec): 3 clusters Score: Raw -877254.121905 + Penalty 3081.392227 = -874172.729679 nChanged 40 SP:Iteration 35Q (1865.137844 sec): 3 clusters Score: Raw -877265.778877 + Penalty 3081.392227 = -874184.386650 nChanged 39 SP:Iteration 36Q (1865.168225 sec): 3 clusters Score: Raw -877278.181206 + Penalty 3081.392227 = -874196.788979 nChanged 39 SP:Iteration 37Q (1865.198656 sec): 3 clusters Score: Raw -877289.438542 + Penalty 3081.392227 = -874208.046316 nChanged 43 SP:Iteration 38Q (1865.229329 sec): 3 clusters Score: Raw -877300.705529 + Penalty 3081.392227 = -874219.313302 nChanged 40 SP:Iteration 39Q (1865.259485 sec): 3 clusters Score: Raw -877312.689030 + Penalty 3081.392227 = -874231.296803 nChanged 34 SP:Iteration 40F (1865.293044 sec): 3 clusters Score: Raw -877320.088008 + Penalty 3081.392227 = -874238.695781 nChanged 18 SP:Iteration 41Q (1865.323513 sec): 3 clusters Score: Raw -877324.633996 + Penalty 3081.392227 = -874243.241769 nChanged 20 SP:Iteration 42Q (1865.353674 sec): 3 clusters Score: Raw -877330.147431 + Penalty 3081.392227 = -874248.755205 nChanged 15 SP:Iteration 43Q (1865.384030 sec): 3 clusters Score: Raw -877333.380962 + Penalty 3081.392227 = -874251.988735 nChanged 12 SP:Iteration 44Q (1865.414239 sec): 3 clusters Score: Raw -877336.844885 + Penalty 3081.392227 = -874255.452659 nChanged 17 SP:Iteration 45Q (1865.444410 sec): 3 clusters Score: Raw -877339.781234 + Penalty 3081.392227 = -874258.389007 nChanged 12 SP:Iteration 46Q (1865.474647 sec): 3 clusters Score: Raw -877342.903911 + Penalty 3081.392227 = -874261.511685 nChanged 10 SP:Iteration 47Q (1865.504936 sec): 3 clusters Score: Raw -877345.993967 + Penalty 3081.392227 = -874264.601740 nChanged 12 SP:Iteration 48Q (1865.535359 sec): 3 clusters Score: Raw -877348.243979 + Penalty 3081.392227 = -874266.851752 nChanged 12 SP:Iteration 49Q (1865.566261 sec): 3 clusters Score: Raw -877350.608621 + Penalty 3081.392227 = -874269.216395 nChanged 10 SP:Iteration 50Q (1865.596642 sec): 3 clusters Score: Raw -877353.006424 + Penalty 3081.392227 = -874271.614197 nChanged 13 SP:Iteration 51Q (1865.626897 sec): 3 clusters Score: Raw -877357.081542 + Penalty 3081.392227 = -874275.689315 nChanged 15 SP:Iteration 52Q (1865.665197 sec): 3 clusters Score: Raw -877360.775486 + Penalty 3081.392227 = -874279.383260 nChanged 18 SP:Iteration 53Q (1865.695393 sec): 3 clusters Score: Raw -877363.857398 + Penalty 3081.392227 = -874282.465171 nChanged 17 SP:Iteration 54Q (1865.725879 sec): 3 clusters Score: Raw -877368.695830 + Penalty 3081.392227 = -874287.303603 nChanged 17 SP:Iteration 55Q (1865.756133 sec): 3 clusters Score: Raw -877373.705192 + Penalty 3081.392227 = -874292.312965 nChanged 18 SP:Iteration 56Q (1865.786243 sec): 3 clusters Score: Raw -877378.372812 + Penalty 3081.392227 = -874296.980585 nChanged 11 SP:Iteration 57Q (1865.816496 sec): 3 clusters Score: Raw -877380.512664 + Penalty 3081.392227 = -874299.120437 nChanged 9 SP:Iteration 58Q (1865.846528 sec): 3 clusters Score: Raw -877382.053438 + Penalty 3081.392227 = -874300.661212 nChanged 8 SP:Iteration 59Q (1865.876610 sec): 3 clusters Score: Raw -877383.492201 + Penalty 3081.392227 = -874302.099974 nChanged 7 SP:Iteration 60F (1865.910332 sec): 3 clusters Score: Raw -877385.248420 + Penalty 3081.392227 = -874303.856193 nChanged 7 SP:Iteration 61Q (1865.940592 sec): 3 clusters Score: Raw -877386.411782 + Penalty 3081.392227 = -874305.019555 nChanged 4 SP:Iteration 62Q (1865.970598 sec): 3 clusters Score: Raw -877387.203146 + Penalty 3081.392227 = -874305.810919 nChanged 6 SP:Iteration 63Q (1866.000728 sec): 3 clusters Score: Raw -877388.477285 + Penalty 3081.392227 = -874307.085058 nChanged 9 SP:Iteration 64Q (1866.030969 sec): 3 clusters Score: Raw -877390.559930 + Penalty 3081.392227 = -874309.167704 nChanged 4 SP:Iteration 65Q (1866.061127 sec): 3 clusters Score: Raw -877391.257138 + Penalty 3081.392227 = -874309.864911 nChanged 3 SP:Iteration 66Q (1866.092545 sec): 3 clusters Score: Raw -877391.526668 + Penalty 3081.392227 = -874310.134442 nChanged 1 SP:Iteration 67Q (1866.122668 sec): 3 clusters Score: Raw -877391.627940 + Penalty 3081.392227 = -874310.235713 nChanged 2 SP:Iteration 68Q (1866.152769 sec): 3 clusters Score: Raw -877391.959691 + Penalty 3081.392227 = -874310.567464 nChanged 1 SP:Iteration 69Q (1866.182855 sec): 3 clusters Score: Raw -877392.053457 + Penalty 3081.392227 = -874310.661230 nChanged 0 SP:Iteration 70F (1866.228209 sec): 3 clusters Score: Raw -877392.053457 + Penalty 3081.392227 = -874310.661230 nChanged 0 Trying to split cluster 26 (7791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.249582 sec): 2 clusters Score: Raw -505107.163277 + Penalty 1456.117731 = -503651.045546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.274798 sec): 3 clusters Score: Raw -500816.057074 + Penalty 2912.235463 = -497903.821611 nChanged 3290 SP:Iteration 1F (1866.311067 sec): 3 clusters Score: Raw -502630.177410 + Penalty 2912.235463 = -499717.941947 nChanged 580 SP:Iteration 2F (1866.335607 sec): 3 clusters Score: Raw -502977.656320 + Penalty 2912.235463 = -500065.420858 nChanged 584 SP:Iteration 3F (1866.360374 sec): 3 clusters Score: Raw -503416.362670 + Penalty 2912.235463 = -500504.127207 nChanged 619 SP:Iteration 4F (1866.385220 sec): 3 clusters Score: Raw -503973.024309 + Penalty 2912.235463 = -501060.788846 nChanged 618 SP:Iteration 5F (1866.409809 sec): 3 clusters Score: Raw -504550.616343 + Penalty 2912.235463 = -501638.380880 nChanged 524 SP:Iteration 6F (1866.434405 sec): 3 clusters Score: Raw -504988.916498 + Penalty 2912.235463 = -502076.681036 nChanged 355 SP:Iteration 7Q (1866.458978 sec): 3 clusters Score: Raw -505245.473677 + Penalty 2912.235463 = -502333.238214 nChanged 231 SP:Iteration 8Q (1866.483742 sec): 3 clusters Score: Raw -505386.019562 + Penalty 2912.235463 = -502473.784100 nChanged 140 SP:Iteration 9Q (1866.508275 sec): 3 clusters Score: Raw -505454.766741 + Penalty 2912.235463 = -502542.531279 nChanged 101 SP:Iteration 10Q (1866.532799 sec): 3 clusters Score: Raw -505505.660082 + Penalty 2912.235463 = -502593.424619 nChanged 58 SP:Iteration 11Q (1866.557193 sec): 3 clusters Score: Raw -505535.407926 + Penalty 2912.235463 = -502623.172463 nChanged 49 SP:Iteration 12Q (1866.581618 sec): 3 clusters Score: Raw -505562.133940 + Penalty 2912.235463 = -502649.898477 nChanged 41 SP:Iteration 13Q (1866.606035 sec): 3 clusters Score: Raw -505582.959245 + Penalty 2912.235463 = -502670.723782 nChanged 38 SP:Iteration 14Q (1866.630973 sec): 3 clusters Score: Raw -505602.227913 + Penalty 2912.235463 = -502689.992451 nChanged 24 SP:Iteration 15Q (1866.655416 sec): 3 clusters Score: Raw -505612.991164 + Penalty 2912.235463 = -502700.755701 nChanged 16 SP:Iteration 16Q (1866.679479 sec): 3 clusters Score: Raw -505618.875630 + Penalty 2912.235463 = -502706.640167 nChanged 9 SP:Iteration 17Q (1866.703832 sec): 3 clusters Score: Raw -505621.617599 + Penalty 2912.235463 = -502709.382136 nChanged 9 SP:Iteration 18Q (1866.728000 sec): 3 clusters Score: Raw -505624.637812 + Penalty 2912.235463 = -502712.402350 nChanged 8 SP:Iteration 19Q (1866.752277 sec): 3 clusters Score: Raw -505627.886993 + Penalty 2912.235463 = -502715.651530 nChanged 4 SP:Iteration 20F (1866.776853 sec): 3 clusters Score: Raw -505628.623162 + Penalty 2912.235463 = -502716.387699 nChanged 1 SP:Iteration 21Q (1866.800976 sec): 3 clusters Score: Raw -505628.932436 + Penalty 2912.235463 = -502716.696973 nChanged 0 SP:Iteration 22F (1866.825685 sec): 3 clusters Score: Raw -505628.932436 + Penalty 2912.235463 = -502716.696973 nChanged 0 Trying to split cluster 27 (8119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.848109 sec): 2 clusters Score: Raw -567055.734404 + Penalty 1462.818869 = -565592.915534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.873558 sec): 3 clusters Score: Raw -562608.018684 + Penalty 2925.637739 = -559682.380945 nChanged 3404 SP:Iteration 1F (1866.898462 sec): 3 clusters Score: Raw -564398.753258 + Penalty 2925.637739 = -561473.115520 nChanged 514 SP:Iteration 2F (1866.923673 sec): 3 clusters Score: Raw -564645.061382 + Penalty 2925.637739 = -561719.423644 nChanged 461 SP:Iteration 3F (1866.949003 sec): 3 clusters Score: Raw -564874.018348 + Penalty 2925.637739 = -561948.380610 nChanged 407 SP:Iteration 4F (1866.974241 sec): 3 clusters Score: Raw -565086.885529 + Penalty 2925.637739 = -562161.247790 nChanged 410 SP:Iteration 5F (1866.999460 sec): 3 clusters Score: Raw -565311.565130 + Penalty 2925.637739 = -562385.927391 nChanged 384 SP:Iteration 6Q (1867.024977 sec): 3 clusters Score: Raw -565568.408305 + Penalty 2925.637739 = -562642.770566 nChanged 418 SP:Iteration 7F (1867.050349 sec): 3 clusters Score: Raw -565841.837092 + Penalty 2925.637739 = -562916.199354 nChanged 354 SP:Iteration 8Q (1867.083559 sec): 3 clusters Score: Raw -566091.338353 + Penalty 2925.637739 = -563165.700614 nChanged 347 SP:Iteration 9Q (1867.109115 sec): 3 clusters Score: Raw -566352.451461 + Penalty 2925.637739 = -563426.813722 nChanged 296 SP:Iteration 10Q (1867.134489 sec): 3 clusters Score: Raw -566585.637916 + Penalty 2925.637739 = -563660.000177 nChanged 255 SP:Iteration 11Q (1867.159829 sec): 3 clusters Score: Raw -566799.459995 + Penalty 2925.637739 = -563873.822256 nChanged 178 SP:Iteration 12Q (1867.184726 sec): 3 clusters Score: Raw -566934.999628 + Penalty 2925.637739 = -564009.361890 nChanged 123 SP:Iteration 13Q (1867.209022 sec): 3 clusters Score: Raw -567008.374326 + Penalty 2925.637739 = -564082.736587 nChanged 87 SP:Iteration 14Q (1867.232897 sec): 3 clusters Score: Raw -567053.756075 + Penalty 2925.637739 = -564128.118336 nChanged 64 SP:Iteration 15Q (1867.256596 sec): 3 clusters Score: Raw -567086.419933 + Penalty 2925.637739 = -564160.782194 nChanged 52 SP:Iteration 16Q (1867.280213 sec): 3 clusters Score: Raw -567112.442432 + Penalty 2925.637739 = -564186.804693 nChanged 37 SP:Iteration 17Q (1867.303651 sec): 3 clusters Score: Raw -567127.539052 + Penalty 2925.637739 = -564201.901313 nChanged 26 SP:Iteration 18Q (1867.327545 sec): 3 clusters Score: Raw -567140.814371 + Penalty 2925.637739 = -564215.176633 nChanged 31 SP:Iteration 19Q (1867.350757 sec): 3 clusters Score: Raw -567153.901301 + Penalty 2925.637739 = -564228.263563 nChanged 20 SP:Iteration 20F (1867.376135 sec): 3 clusters Score: Raw -567163.716247 + Penalty 2925.637739 = -564238.078508 nChanged 21 SP:Iteration 21Q (1867.399354 sec): 3 clusters Score: Raw -567173.511362 + Penalty 2925.637739 = -564247.873623 nChanged 20 SP:Iteration 22Q (1867.422708 sec): 3 clusters Score: Raw -567182.874614 + Penalty 2925.637739 = -564257.236875 nChanged 21 SP:Iteration 23Q (1867.445987 sec): 3 clusters Score: Raw -567192.614312 + Penalty 2925.637739 = -564266.976573 nChanged 14 SP:Iteration 24Q (1867.469181 sec): 3 clusters Score: Raw -567197.291011 + Penalty 2925.637739 = -564271.653273 nChanged 8 SP:Iteration 25Q (1867.492144 sec): 3 clusters Score: Raw -567200.862323 + Penalty 2925.637739 = -564275.224584 nChanged 8 SP:Iteration 26Q (1867.515230 sec): 3 clusters Score: Raw -567204.709914 + Penalty 2925.637739 = -564279.072175 nChanged 13 SP:Iteration 27Q (1867.538486 sec): 3 clusters Score: Raw -567208.115342 + Penalty 2925.637739 = -564282.477603 nChanged 10 SP:Iteration 28Q (1867.561470 sec): 3 clusters Score: Raw -567211.763017 + Penalty 2925.637739 = -564286.125278 nChanged 7 SP:Iteration 29Q (1867.584386 sec): 3 clusters Score: Raw -567214.066871 + Penalty 2925.637739 = -564288.429133 nChanged 8 SP:Iteration 30Q (1867.607322 sec): 3 clusters Score: Raw -567216.395823 + Penalty 2925.637739 = -564290.758085 nChanged 6 SP:Iteration 31Q (1867.630501 sec): 3 clusters Score: Raw -567217.769721 + Penalty 2925.637739 = -564292.131982 nChanged 2 SP:Iteration 32Q (1867.654762 sec): 3 clusters Score: Raw -567218.441029 + Penalty 2925.637739 = -564292.803290 nChanged 2 SP:Iteration 33Q (1867.677593 sec): 3 clusters Score: Raw -567219.632219 + Penalty 2925.637739 = -564293.994481 nChanged 3 SP:Iteration 34Q (1867.700508 sec): 3 clusters Score: Raw -567221.194189 + Penalty 2925.637739 = -564295.556450 nChanged 3 SP:Iteration 35Q (1867.723411 sec): 3 clusters Score: Raw -567221.903858 + Penalty 2925.637739 = -564296.266119 nChanged 2 SP:Iteration 36Q (1867.746346 sec): 3 clusters Score: Raw -567222.256121 + Penalty 2925.637739 = -564296.618383 nChanged 1 SP:Iteration 37Q (1867.769286 sec): 3 clusters Score: Raw -567222.665906 + Penalty 2925.637739 = -564297.028168 nChanged 1 SP:Iteration 38Q (1867.792187 sec): 3 clusters Score: Raw -567222.828321 + Penalty 2925.637739 = -564297.190582 nChanged 0 SP:Iteration 39F (1867.817473 sec): 3 clusters Score: Raw -567222.828321 + Penalty 2925.637739 = -564297.190582 nChanged 0 Trying to split cluster 28 (2073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1867.832787 sec): 2 clusters Score: Raw -134102.072464 + Penalty 1240.972218 = -132861.100245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1867.843825 sec): 3 clusters Score: Raw -133189.158528 + Penalty 2481.944437 = -130707.214091 nChanged 752 SP:Iteration 1F (1867.854281 sec): 3 clusters Score: Raw -133655.959439 + Penalty 2481.944437 = -131174.015003 nChanged 154 SP:Iteration 2F (1867.864692 sec): 3 clusters Score: Raw -133774.824132 + Penalty 2481.944437 = -131292.879695 nChanged 104 SP:Iteration 3F (1867.875112 sec): 3 clusters Score: Raw -133851.607093 + Penalty 2481.944437 = -131369.662656 nChanged 77 SP:Iteration 4Q (1867.885555 sec): 3 clusters Score: Raw -133905.169463 + Penalty 2481.944437 = -131423.225027 nChanged 52 SP:Iteration 5Q (1867.895875 sec): 3 clusters Score: Raw -133936.367795 + Penalty 2481.944437 = -131454.423359 nChanged 54 SP:Iteration 6Q (1867.906268 sec): 3 clusters Score: Raw -133968.243836 + Penalty 2481.944437 = -131486.299399 nChanged 42 SP:Iteration 7Q (1867.916672 sec): 3 clusters Score: Raw -133999.173433 + Penalty 2481.944437 = -131517.228996 nChanged 40 SP:Iteration 8Q (1867.926975 sec): 3 clusters Score: Raw -134024.936827 + Penalty 2481.944437 = -131542.992391 nChanged 30 SP:Iteration 9Q (1867.937362 sec): 3 clusters Score: Raw -134041.665200 + Penalty 2481.944437 = -131559.720763 nChanged 26 SP:Iteration 10Q (1867.947759 sec): 3 clusters Score: Raw -134057.791771 + Penalty 2481.944437 = -131575.847334 nChanged 22 SP:Iteration 11Q (1867.958095 sec): 3 clusters Score: Raw -134073.723127 + Penalty 2481.944437 = -131591.778690 nChanged 36 SP:Iteration 12Q (1867.968432 sec): 3 clusters Score: Raw -134091.745959 + Penalty 2481.944437 = -131609.801523 nChanged 26 SP:Iteration 13Q (1867.978795 sec): 3 clusters Score: Raw -134106.961924 + Penalty 2481.944437 = -131625.017488 nChanged 18 SP:Iteration 14Q (1867.989023 sec): 3 clusters Score: Raw -134118.393702 + Penalty 2481.944437 = -131636.449265 nChanged 18 SP:Iteration 15Q (1867.999338 sec): 3 clusters Score: Raw -134127.162910 + Penalty 2481.944437 = -131645.218474 nChanged 19 SP:Iteration 16Q (1868.009610 sec): 3 clusters Score: Raw -134137.312487 + Penalty 2481.944437 = -131655.368050 nChanged 17 SP:Iteration 17Q (1868.019831 sec): 3 clusters Score: Raw -134151.469352 + Penalty 2481.944437 = -131669.524915 nChanged 21 SP:Iteration 18Q (1868.030111 sec): 3 clusters Score: Raw -134162.688358 + Penalty 2481.944437 = -131680.743921 nChanged 27 SP:Iteration 19Q (1868.040396 sec): 3 clusters Score: Raw -134180.543787 + Penalty 2481.944437 = -131698.599350 nChanged 26 SP:Iteration 20F (1868.050755 sec): 3 clusters Score: Raw -134198.580874 + Penalty 2481.944437 = -131716.636437 nChanged 17 SP:Iteration 21Q (1868.061008 sec): 3 clusters Score: Raw -134207.819641 + Penalty 2481.944437 = -131725.875204 nChanged 19 SP:Iteration 22Q (1868.071304 sec): 3 clusters Score: Raw -134218.333742 + Penalty 2481.944437 = -131736.389305 nChanged 28 SP:Iteration 23Q (1868.081597 sec): 3 clusters Score: Raw -134234.980177 + Penalty 2481.944437 = -131753.035741 nChanged 25 SP:Iteration 24Q (1868.091839 sec): 3 clusters Score: Raw -134249.938444 + Penalty 2481.944437 = -131767.994008 nChanged 21 SP:Iteration 25Q (1868.102103 sec): 3 clusters Score: Raw -134263.320082 + Penalty 2481.944437 = -131781.375646 nChanged 17 SP:Iteration 26Q (1868.112263 sec): 3 clusters Score: Raw -134272.292821 + Penalty 2481.944437 = -131790.348385 nChanged 17 SP:Iteration 27Q (1868.122496 sec): 3 clusters Score: Raw -134281.021369 + Penalty 2481.944437 = -131799.076932 nChanged 19 SP:Iteration 28Q (1868.132717 sec): 3 clusters Score: Raw -134294.540053 + Penalty 2481.944437 = -131812.595616 nChanged 21 SP:Iteration 29Q (1868.142846 sec): 3 clusters Score: Raw -134308.131110 + Penalty 2481.944437 = -131826.186673 nChanged 15 SP:Iteration 30Q (1868.153064 sec): 3 clusters Score: Raw -134316.342702 + Penalty 2481.944437 = -131834.398265 nChanged 13 SP:Iteration 31Q (1868.163271 sec): 3 clusters Score: Raw -134323.388926 + Penalty 2481.944437 = -131841.444490 nChanged 6 SP:Iteration 32Q (1868.173417 sec): 3 clusters Score: Raw -134325.847824 + Penalty 2481.944437 = -131843.903388 nChanged 5 SP:Iteration 33Q (1868.183544 sec): 3 clusters Score: Raw -134329.182322 + Penalty 2481.944437 = -131847.237886 nChanged 9 SP:Iteration 34Q (1868.193753 sec): 3 clusters Score: Raw -134333.506759 + Penalty 2481.944437 = -131851.562322 nChanged 8 SP:Iteration 35Q (1868.204010 sec): 3 clusters Score: Raw -134339.217300 + Penalty 2481.944437 = -131857.272863 nChanged 10 SP:Iteration 36Q (1868.216254 sec): 3 clusters Score: Raw -134344.825818 + Penalty 2481.944437 = -131862.881382 nChanged 8 SP:Iteration 37Q (1868.226369 sec): 3 clusters Score: Raw -134350.738804 + Penalty 2481.944437 = -131868.794367 nChanged 8 SP:Iteration 38Q (1868.236568 sec): 3 clusters Score: Raw -134356.199332 + Penalty 2481.944437 = -131874.254895 nChanged 8 SP:Iteration 39Q (1868.246626 sec): 3 clusters Score: Raw -134359.271840 + Penalty 2481.944437 = -131877.327404 nChanged 6 SP:Iteration 40F (1868.256886 sec): 3 clusters Score: Raw -134363.822625 + Penalty 2481.944437 = -131881.878189 nChanged 5 SP:Iteration 41Q (1868.267094 sec): 3 clusters Score: Raw -134366.429671 + Penalty 2481.944437 = -131884.485235 nChanged 6 SP:Iteration 42Q (1868.277482 sec): 3 clusters Score: Raw -134369.723158 + Penalty 2481.944437 = -131887.778721 nChanged 4 SP:Iteration 43Q (1868.287644 sec): 3 clusters Score: Raw -134371.030738 + Penalty 2481.944437 = -131889.086302 nChanged 4 SP:Iteration 44Q (1868.297756 sec): 3 clusters Score: Raw -134373.478615 + Penalty 2481.944437 = -131891.534179 nChanged 8 SP:Iteration 45Q (1868.307903 sec): 3 clusters Score: Raw -134378.193110 + Penalty 2481.944437 = -131896.248673 nChanged 4 SP:Iteration 46Q (1868.318041 sec): 3 clusters Score: Raw -134380.535314 + Penalty 2481.944437 = -131898.590878 nChanged 3 SP:Iteration 47Q (1868.328114 sec): 3 clusters Score: Raw -134381.540374 + Penalty 2481.944437 = -131899.595937 nChanged 2 SP:Iteration 48Q (1868.338250 sec): 3 clusters Score: Raw -134384.402346 + Penalty 2481.944437 = -131902.457909 nChanged 2 SP:Iteration 49Q (1868.348265 sec): 3 clusters Score: Raw -134384.980642 + Penalty 2481.944437 = -131903.036206 nChanged 2 SP:Iteration 50Q (1868.358414 sec): 3 clusters Score: Raw -134385.951232 + Penalty 2481.944437 = -131904.006796 nChanged 0 SP:Iteration 51F (1868.368737 sec): 3 clusters Score: Raw -134385.951232 + Penalty 2481.944437 = -131904.006796 nChanged 0 Trying to split cluster 29 (5944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1868.388570 sec): 2 clusters Score: Raw -404449.537065 + Penalty 1412.147358 = -403037.389707 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1868.411199 sec): 3 clusters Score: Raw -401282.279529 + Penalty 2824.294716 = -398457.984814 nChanged 2476 SP:Iteration 1F (1868.433594 sec): 3 clusters Score: Raw -402748.662756 + Penalty 2824.294716 = -399924.368041 nChanged 524 SP:Iteration 2F (1868.455803 sec): 3 clusters Score: Raw -403141.808480 + Penalty 2824.294716 = -400317.513765 nChanged 436 SP:Iteration 3F (1868.478090 sec): 3 clusters Score: Raw -403535.640466 + Penalty 2824.294716 = -400711.345750 nChanged 433 SP:Iteration 4F (1868.500374 sec): 3 clusters Score: Raw -403949.830871 + Penalty 2824.294716 = -401125.536156 nChanged 385 SP:Iteration 5F (1868.522498 sec): 3 clusters Score: Raw -404244.238035 + Penalty 2824.294716 = -401419.943319 nChanged 284 SP:Iteration 6Q (1868.544572 sec): 3 clusters Score: Raw -404473.897427 + Penalty 2824.294716 = -401649.602712 nChanged 211 SP:Iteration 7Q (1868.566787 sec): 3 clusters Score: Raw -404617.313498 + Penalty 2824.294716 = -401793.018782 nChanged 134 SP:Iteration 8Q (1868.588816 sec): 3 clusters Score: Raw -404685.452991 + Penalty 2824.294716 = -401861.158275 nChanged 97 SP:Iteration 9Q (1868.610793 sec): 3 clusters Score: Raw -404739.924899 + Penalty 2824.294716 = -401915.630184 nChanged 61 SP:Iteration 10Q (1868.632975 sec): 3 clusters Score: Raw -404777.652838 + Penalty 2824.294716 = -401953.358123 nChanged 52 SP:Iteration 11Q (1868.654996 sec): 3 clusters Score: Raw -404798.458361 + Penalty 2824.294716 = -401974.163646 nChanged 31 SP:Iteration 12Q (1868.676859 sec): 3 clusters Score: Raw -404809.178896 + Penalty 2824.294716 = -401984.884181 nChanged 24 SP:Iteration 13Q (1868.698633 sec): 3 clusters Score: Raw -404819.707405 + Penalty 2824.294716 = -401995.412689 nChanged 24 SP:Iteration 14Q (1868.720456 sec): 3 clusters Score: Raw -404828.952433 + Penalty 2824.294716 = -402004.657717 nChanged 17 SP:Iteration 15Q (1868.742308 sec): 3 clusters Score: Raw -404835.470988 + Penalty 2824.294716 = -402011.176272 nChanged 21 SP:Iteration 16Q (1868.763995 sec): 3 clusters Score: Raw -404843.511034 + Penalty 2824.294716 = -402019.216318 nChanged 11 SP:Iteration 17Q (1868.785642 sec): 3 clusters Score: Raw -404846.028286 + Penalty 2824.294716 = -402021.733571 nChanged 8 SP:Iteration 18Q (1868.807364 sec): 3 clusters Score: Raw -404847.215642 + Penalty 2824.294716 = -402022.920927 nChanged 2 SP:Iteration 19Q (1868.828838 sec): 3 clusters Score: Raw -404847.872624 + Penalty 2824.294716 = -402023.577908 nChanged 4 SP:Iteration 20F (1868.851287 sec): 3 clusters Score: Raw -404848.728344 + Penalty 2824.294716 = -402024.433628 nChanged 3 SP:Iteration 21Q (1868.873015 sec): 3 clusters Score: Raw -404849.557936 + Penalty 2824.294716 = -402025.263221 nChanged 3 SP:Iteration 22Q (1868.894771 sec): 3 clusters Score: Raw -404850.307152 + Penalty 2824.294716 = -402026.012436 nChanged 1 SP:Iteration 23Q (1868.916523 sec): 3 clusters Score: Raw -404850.549986 + Penalty 2824.294716 = -402026.255270 nChanged 0 SP:Iteration 24F (1868.939059 sec): 3 clusters Score: Raw -404850.549986 + Penalty 2824.294716 = -402026.255270 nChanged 0 Trying to split cluster 30 (1536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1868.953873 sec): 2 clusters Score: Raw -82201.151158 + Penalty 1192.252248 = -81008.898909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1868.962181 sec): 3 clusters Score: Raw -81680.409574 + Penalty 2384.504497 = -79295.905077 nChanged 549 SP:Iteration 1F (1868.970004 sec): 3 clusters Score: Raw -82170.609830 + Penalty 2384.504497 = -79786.105333 nChanged 148 SP:Iteration 2F (1868.977866 sec): 3 clusters Score: Raw -82316.999004 + Penalty 2384.504497 = -79932.494507 nChanged 96 SP:Iteration 3F (1868.985688 sec): 3 clusters Score: Raw -82415.331463 + Penalty 2384.504497 = -80030.826966 nChanged 68 SP:Iteration 4Q (1868.993415 sec): 3 clusters Score: Raw -82479.594107 + Penalty 2384.504497 = -80095.089610 nChanged 48 SP:Iteration 5Q (1869.001130 sec): 3 clusters Score: Raw -82533.187038 + Penalty 2384.504497 = -80148.682541 nChanged 60 SP:Iteration 6Q (1869.008823 sec): 3 clusters Score: Raw -82612.560769 + Penalty 2384.504497 = -80228.056272 nChanged 73 SP:Iteration 7Q (1869.016555 sec): 3 clusters Score: Raw -82696.777477 + Penalty 2384.504497 = -80312.272980 nChanged 61 SP:Iteration 8Q (1869.024139 sec): 3 clusters Score: Raw -82777.691144 + Penalty 2384.504497 = -80393.186647 nChanged 44 SP:Iteration 9Q (1869.031726 sec): 3 clusters Score: Raw -82847.813344 + Penalty 2384.504497 = -80463.308847 nChanged 35 SP:Iteration 10Q (1869.039360 sec): 3 clusters Score: Raw -82917.712823 + Penalty 2384.504497 = -80533.208326 nChanged 33 SP:Iteration 11Q (1869.083128 sec): 3 clusters Score: Raw -83004.749736 + Penalty 2384.504497 = -80620.245239 nChanged 37 SP:Iteration 12Q (1869.136535 sec): 3 clusters Score: Raw -83102.212340 + Penalty 2384.504497 = -80717.707843 nChanged 51 SP:Iteration 13Q (1869.194493 sec): 3 clusters Score: Raw -83213.190068 + Penalty 2384.504497 = -80828.685571 nChanged 33 SP:Iteration 14Q (1869.244321 sec): 3 clusters Score: Raw -83299.699985 + Penalty 2384.504497 = -80915.195488 nChanged 19 SP:Iteration 15Q (1869.288193 sec): 3 clusters Score: Raw -83336.366705 + Penalty 2384.504497 = -80951.862209 nChanged 9 SP:Iteration 16Q (1869.296009 sec): 3 clusters Score: Raw -83344.046558 + Penalty 2384.504497 = -80959.542061 nChanged 5 SP:Iteration 17Q (1869.303652 sec): 3 clusters Score: Raw -83347.052624 + Penalty 2384.504497 = -80962.548127 nChanged 3 SP:Iteration 18Q (1869.311159 sec): 3 clusters Score: Raw -83348.342030 + Penalty 2384.504497 = -80963.837533 nChanged 0 SP:Iteration 19F (1869.319015 sec): 3 clusters Score: Raw -83348.342030 + Penalty 2384.504497 = -80963.837533 nChanged 0 Trying to split cluster 31 (12558 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1869.348208 sec): 2 clusters Score: Raw -851379.013374 + Penalty 1533.693394 = -849845.319980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1869.385397 sec): 3 clusters Score: Raw -844044.733790 + Penalty 3067.386787 = -840977.347003 nChanged 5566 SP:Iteration 1F (1869.418668 sec): 3 clusters Score: Raw -847112.704441 + Penalty 3067.386787 = -844045.317654 nChanged 689 SP:Iteration 2F (1869.451355 sec): 3 clusters Score: Raw -847380.164593 + Penalty 3067.386787 = -844312.777805 nChanged 637 SP:Iteration 3F (1869.484225 sec): 3 clusters Score: Raw -847650.067223 + Penalty 3067.386787 = -844582.680436 nChanged 581 SP:Iteration 4Q (1869.517321 sec): 3 clusters Score: Raw -847909.608009 + Penalty 3067.386787 = -844842.221222 nChanged 589 SP:Iteration 5Q (1869.550688 sec): 3 clusters Score: Raw -848193.732845 + Penalty 3067.386787 = -845126.346058 nChanged 638 SP:Iteration 6F (1869.583453 sec): 3 clusters Score: Raw -848547.140354 + Penalty 3067.386787 = -845479.753567 nChanged 700 SP:Iteration 7F (1869.616177 sec): 3 clusters Score: Raw -849028.530380 + Penalty 3067.386787 = -845961.143592 nChanged 737 SP:Iteration 8F (1869.649113 sec): 3 clusters Score: Raw -849587.558464 + Penalty 3067.386787 = -846520.171676 nChanged 661 SP:Iteration 9F (1869.681802 sec): 3 clusters Score: Raw -850078.103068 + Penalty 3067.386787 = -847010.716281 nChanged 540 SP:Iteration 10Q (1869.714900 sec): 3 clusters Score: Raw -850476.642680 + Penalty 3067.386787 = -847409.255893 nChanged 414 SP:Iteration 11Q (1869.747676 sec): 3 clusters Score: Raw -850749.113582 + Penalty 3067.386787 = -847681.726794 nChanged 313 SP:Iteration 12Q (1869.780003 sec): 3 clusters Score: Raw -850950.868666 + Penalty 3067.386787 = -847883.481878 nChanged 230 SP:Iteration 13Q (1869.811540 sec): 3 clusters Score: Raw -851072.825068 + Penalty 3067.386787 = -848005.438280 nChanged 160 SP:Iteration 14Q (1869.842843 sec): 3 clusters Score: Raw -851152.344361 + Penalty 3067.386787 = -848084.957574 nChanged 140 SP:Iteration 15Q (1869.873646 sec): 3 clusters Score: Raw -851213.898930 + Penalty 3067.386787 = -848146.512143 nChanged 114 SP:Iteration 16Q (1869.904163 sec): 3 clusters Score: Raw -851261.866797 + Penalty 3067.386787 = -848194.480009 nChanged 102 SP:Iteration 17Q (1869.934407 sec): 3 clusters Score: Raw -851301.424493 + Penalty 3067.386787 = -848234.037706 nChanged 94 SP:Iteration 18Q (1869.964504 sec): 3 clusters Score: Raw -851337.125548 + Penalty 3067.386787 = -848269.738761 nChanged 84 SP:Iteration 19Q (1869.994666 sec): 3 clusters Score: Raw -851369.820750 + Penalty 3067.386787 = -848302.433962 nChanged 76 SP:Iteration 20F (1870.027332 sec): 3 clusters Score: Raw -851397.165731 + Penalty 3067.386787 = -848329.778944 nChanged 61 SP:Iteration 21Q (1870.057105 sec): 3 clusters Score: Raw -851419.729953 + Penalty 3067.386787 = -848352.343166 nChanged 64 SP:Iteration 22Q (1870.086628 sec): 3 clusters Score: Raw -851450.871175 + Penalty 3067.386787 = -848383.484388 nChanged 68 SP:Iteration 23Q (1870.116307 sec): 3 clusters Score: Raw -851480.573523 + Penalty 3067.386787 = -848413.186736 nChanged 59 SP:Iteration 24Q (1870.145563 sec): 3 clusters Score: Raw -851506.814641 + Penalty 3067.386787 = -848439.427854 nChanged 54 SP:Iteration 25Q (1870.174886 sec): 3 clusters Score: Raw -851528.921266 + Penalty 3067.386787 = -848461.534478 nChanged 48 SP:Iteration 26Q (1870.204064 sec): 3 clusters Score: Raw -851547.076681 + Penalty 3067.386787 = -848479.689894 nChanged 32 SP:Iteration 27Q (1870.232989 sec): 3 clusters Score: Raw -851558.831781 + Penalty 3067.386787 = -848491.444994 nChanged 27 SP:Iteration 28Q (1870.261939 sec): 3 clusters Score: Raw -851570.181627 + Penalty 3067.386787 = -848502.794840 nChanged 27 SP:Iteration 29Q (1870.290739 sec): 3 clusters Score: Raw -851581.628791 + Penalty 3067.386787 = -848514.242004 nChanged 16 SP:Iteration 30Q (1870.319521 sec): 3 clusters Score: Raw -851587.627621 + Penalty 3067.386787 = -848520.240834 nChanged 18 SP:Iteration 31Q (1870.348184 sec): 3 clusters Score: Raw -851591.754815 + Penalty 3067.386787 = -848524.368028 nChanged 12 SP:Iteration 32Q (1870.376846 sec): 3 clusters Score: Raw -851595.391481 + Penalty 3067.386787 = -848528.004693 nChanged 10 SP:Iteration 33Q (1870.405523 sec): 3 clusters Score: Raw -851598.302335 + Penalty 3067.386787 = -848530.915548 nChanged 12 SP:Iteration 34Q (1870.434155 sec): 3 clusters Score: Raw -851601.915200 + Penalty 3067.386787 = -848534.528413 nChanged 11 SP:Iteration 35Q (1870.462689 sec): 3 clusters Score: Raw -851606.756429 + Penalty 3067.386787 = -848539.369642 nChanged 12 SP:Iteration 36Q (1870.491309 sec): 3 clusters Score: Raw -851611.441283 + Penalty 3067.386787 = -848544.054496 nChanged 13 SP:Iteration 37Q (1870.519783 sec): 3 clusters Score: Raw -851615.351204 + Penalty 3067.386787 = -848547.964417 nChanged 13 SP:Iteration 38Q (1870.548312 sec): 3 clusters Score: Raw -851618.818178 + Penalty 3067.386787 = -848551.431391 nChanged 15 SP:Iteration 39Q (1870.576914 sec): 3 clusters Score: Raw -851623.647651 + Penalty 3067.386787 = -848556.260864 nChanged 14 SP:Iteration 40F (1870.609638 sec): 3 clusters Score: Raw -851628.829372 + Penalty 3067.386787 = -848561.442585 nChanged 11 SP:Iteration 41Q (1870.638337 sec): 3 clusters Score: Raw -851632.983722 + Penalty 3067.386787 = -848565.596934 nChanged 10 SP:Iteration 42Q (1870.666954 sec): 3 clusters Score: Raw -851636.737115 + Penalty 3067.386787 = -848569.350327 nChanged 14 SP:Iteration 43Q (1870.695436 sec): 3 clusters Score: Raw -851641.019920 + Penalty 3067.386787 = -848573.633133 nChanged 10 SP:Iteration 44Q (1870.727639 sec): 3 clusters Score: Raw -851644.959734 + Penalty 3067.386787 = -848577.572947 nChanged 13 SP:Iteration 45Q (1870.756171 sec): 3 clusters Score: Raw -851650.034957 + Penalty 3067.386787 = -848582.648169 nChanged 13 SP:Iteration 46Q (1870.784493 sec): 3 clusters Score: Raw -851654.276790 + Penalty 3067.386787 = -848586.890002 nChanged 9 SP:Iteration 47Q (1870.813285 sec): 3 clusters Score: Raw -851656.544953 + Penalty 3067.386787 = -848589.158166 nChanged 7 SP:Iteration 48Q (1870.841605 sec): 3 clusters Score: Raw -851658.221273 + Penalty 3067.386787 = -848590.834485 nChanged 6 SP:Iteration 49Q (1870.869867 sec): 3 clusters Score: Raw -851659.709647 + Penalty 3067.386787 = -848592.322860 nChanged 4 SP:Iteration 50Q (1870.898349 sec): 3 clusters Score: Raw -851660.493000 + Penalty 3067.386787 = -848593.106213 nChanged 5 SP:Iteration 51Q (1870.926631 sec): 3 clusters Score: Raw -851661.719437 + Penalty 3067.386787 = -848594.332650 nChanged 2 SP:Iteration 52Q (1870.955032 sec): 3 clusters Score: Raw -851662.181948 + Penalty 3067.386787 = -848594.795161 nChanged 1 SP:Iteration 53Q (1870.983336 sec): 3 clusters Score: Raw -851662.520238 + Penalty 3067.386787 = -848595.133451 nChanged 3 SP:Iteration 54Q (1871.011587 sec): 3 clusters Score: Raw -851663.102938 + Penalty 3067.386787 = -848595.716151 nChanged 2 SP:Iteration 55Q (1871.039918 sec): 3 clusters Score: Raw -851663.375584 + Penalty 3067.386787 = -848595.988797 nChanged 2 SP:Iteration 56Q (1871.068056 sec): 3 clusters Score: Raw -851664.105533 + Penalty 3067.386787 = -848596.718746 nChanged 3 SP:Iteration 57Q (1871.096317 sec): 3 clusters Score: Raw -851664.998860 + Penalty 3067.386787 = -848597.612073 nChanged 5 SP:Iteration 58Q (1871.124780 sec): 3 clusters Score: Raw -851666.532060 + Penalty 3067.386787 = -848599.145273 nChanged 2 SP:Iteration 59Q (1871.153168 sec): 3 clusters Score: Raw -851666.722718 + Penalty 3067.386787 = -848599.335931 nChanged 1 SP:Iteration 60F (1871.185945 sec): 3 clusters Score: Raw -851666.991678 + Penalty 3067.386787 = -848599.604891 nChanged 1 SP:Iteration 61Q (1871.214299 sec): 3 clusters Score: Raw -851667.451853 + Penalty 3067.386787 = -848600.065066 nChanged 1 SP:Iteration 62Q (1871.242667 sec): 3 clusters Score: Raw -851667.512531 + Penalty 3067.386787 = -848600.125743 nChanged 0 SP:Iteration 63F (1871.275297 sec): 3 clusters Score: Raw -851667.512531 + Penalty 3067.386787 = -848600.125743 nChanged 0 Trying to split cluster 32 (5320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1871.293894 sec): 2 clusters Score: Raw -369054.210499 + Penalty 1394.124645 = -367660.085854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1871.315769 sec): 3 clusters Score: Raw -366241.539313 + Penalty 2788.249289 = -363453.290024 nChanged 2152 SP:Iteration 1F (1871.337183 sec): 3 clusters Score: Raw -367418.894892 + Penalty 2788.249289 = -364630.645602 nChanged 407 SP:Iteration 2F (1871.358550 sec): 3 clusters Score: Raw -367644.961453 + Penalty 2788.249289 = -364856.712164 nChanged 322 SP:Iteration 3F (1871.380192 sec): 3 clusters Score: Raw -367830.375634 + Penalty 2788.249289 = -365042.126345 nChanged 255 SP:Iteration 4Q (1871.401735 sec): 3 clusters Score: Raw -367984.506939 + Penalty 2788.249289 = -365196.257650 nChanged 234 SP:Iteration 5Q (1871.423039 sec): 3 clusters Score: Raw -368110.088614 + Penalty 2788.249289 = -365321.839324 nChanged 200 SP:Iteration 6Q (1871.444771 sec): 3 clusters Score: Raw -368210.444764 + Penalty 2788.249289 = -365422.195475 nChanged 166 SP:Iteration 7Q (1871.466281 sec): 3 clusters Score: Raw -368301.298339 + Penalty 2788.249289 = -365513.049049 nChanged 150 SP:Iteration 8Q (1871.487637 sec): 3 clusters Score: Raw -368384.101196 + Penalty 2788.249289 = -365595.851906 nChanged 154 SP:Iteration 9Q (1871.509179 sec): 3 clusters Score: Raw -368486.063083 + Penalty 2788.249289 = -365697.813794 nChanged 171 SP:Iteration 10Q (1871.566486 sec): 3 clusters Score: Raw -368594.332633 + Penalty 2788.249289 = -365806.083344 nChanged 161 SP:Iteration 11Q (1871.609617 sec): 3 clusters Score: Raw -368710.309885 + Penalty 2788.249289 = -365922.060596 nChanged 158 SP:Iteration 12Q (1871.631872 sec): 3 clusters Score: Raw -368822.591627 + Penalty 2788.249289 = -366034.342338 nChanged 155 SP:Iteration 13Q (1871.654197 sec): 3 clusters Score: Raw -368918.365001 + Penalty 2788.249289 = -366130.115712 nChanged 142 SP:Iteration 14Q (1871.678307 sec): 3 clusters Score: Raw -369007.715923 + Penalty 2788.249289 = -366219.466634 nChanged 144 SP:Iteration 15Q (1871.702865 sec): 3 clusters Score: Raw -369097.357334 + Penalty 2788.249289 = -366309.108044 nChanged 144 SP:Iteration 16Q (1871.727597 sec): 3 clusters Score: Raw -369194.488529 + Penalty 2788.249289 = -366406.239240 nChanged 140 SP:Iteration 17Q (1871.750843 sec): 3 clusters Score: Raw -369302.891421 + Penalty 2788.249289 = -366514.642132 nChanged 135 SP:Iteration 18Q (1871.771580 sec): 3 clusters Score: Raw -369392.892619 + Penalty 2788.249289 = -366604.643330 nChanged 91 SP:Iteration 19Q (1871.792514 sec): 3 clusters Score: Raw -369449.807159 + Penalty 2788.249289 = -366661.557870 nChanged 78 SP:Iteration 20F (1871.814009 sec): 3 clusters Score: Raw -369495.693196 + Penalty 2788.249289 = -366707.443907 nChanged 68 SP:Iteration 21Q (1871.834771 sec): 3 clusters Score: Raw -369527.122506 + Penalty 2788.249289 = -366738.873217 nChanged 53 SP:Iteration 22Q (1871.855299 sec): 3 clusters Score: Raw -369548.541457 + Penalty 2788.249289 = -366760.292167 nChanged 42 SP:Iteration 23Q (1871.875992 sec): 3 clusters Score: Raw -369564.864199 + Penalty 2788.249289 = -366776.614910 nChanged 37 SP:Iteration 24Q (1871.896477 sec): 3 clusters Score: Raw -369584.142935 + Penalty 2788.249289 = -366795.893646 nChanged 42 SP:Iteration 25Q (1871.916813 sec): 3 clusters Score: Raw -369608.584151 + Penalty 2788.249289 = -366820.334862 nChanged 57 SP:Iteration 26Q (1871.937368 sec): 3 clusters Score: Raw -369653.887077 + Penalty 2788.249289 = -366865.637788 nChanged 67 SP:Iteration 27Q (1871.957958 sec): 3 clusters Score: Raw -369696.232228 + Penalty 2788.249289 = -366907.982939 nChanged 64 SP:Iteration 28Q (1871.978381 sec): 3 clusters Score: Raw -369741.726907 + Penalty 2788.249289 = -366953.477618 nChanged 73 SP:Iteration 29Q (1871.998983 sec): 3 clusters Score: Raw -369796.045144 + Penalty 2788.249289 = -367007.795854 nChanged 72 SP:Iteration 30Q (1872.019148 sec): 3 clusters Score: Raw -369847.735365 + Penalty 2788.249289 = -367059.486076 nChanged 68 SP:Iteration 31Q (1872.039455 sec): 3 clusters Score: Raw -369912.544037 + Penalty 2788.249289 = -367124.294748 nChanged 78 SP:Iteration 32Q (1872.059750 sec): 3 clusters Score: Raw -369988.683003 + Penalty 2788.249289 = -367200.433714 nChanged 81 SP:Iteration 33Q (1872.080080 sec): 3 clusters Score: Raw -370052.939923 + Penalty 2788.249289 = -367264.690634 nChanged 68 SP:Iteration 34Q (1872.100085 sec): 3 clusters Score: Raw -370100.246692 + Penalty 2788.249289 = -367311.997403 nChanged 66 SP:Iteration 35Q (1872.119938 sec): 3 clusters Score: Raw -370140.290307 + Penalty 2788.249289 = -367352.041017 nChanged 45 SP:Iteration 36Q (1872.140000 sec): 3 clusters Score: Raw -370167.490407 + Penalty 2788.249289 = -367379.241118 nChanged 38 SP:Iteration 37Q (1872.159884 sec): 3 clusters Score: Raw -370188.391502 + Penalty 2788.249289 = -367400.142212 nChanged 37 SP:Iteration 38Q (1872.179802 sec): 3 clusters Score: Raw -370204.435580 + Penalty 2788.249289 = -367416.186290 nChanged 29 SP:Iteration 39Q (1872.199558 sec): 3 clusters Score: Raw -370214.884757 + Penalty 2788.249289 = -367426.635467 nChanged 20 SP:Iteration 40F (1872.220768 sec): 3 clusters Score: Raw -370224.440000 + Penalty 2788.249289 = -367436.190711 nChanged 19 SP:Iteration 41Q (1872.272836 sec): 3 clusters Score: Raw -370232.432768 + Penalty 2788.249289 = -367444.183478 nChanged 19 SP:Iteration 42Q (1872.319497 sec): 3 clusters Score: Raw -370240.054417 + Penalty 2788.249289 = -367451.805128 nChanged 23 SP:Iteration 43Q (1872.370959 sec): 3 clusters Score: Raw -370250.536192 + Penalty 2788.249289 = -367462.286902 nChanged 19 SP:Iteration 44Q (1872.391407 sec): 3 clusters Score: Raw -370255.005155 + Penalty 2788.249289 = -367466.755866 nChanged 7 SP:Iteration 45Q (1872.412298 sec): 3 clusters Score: Raw -370256.460365 + Penalty 2788.249289 = -367468.211076 nChanged 5 SP:Iteration 46Q (1872.433515 sec): 3 clusters Score: Raw -370257.844879 + Penalty 2788.249289 = -367469.595589 nChanged 4 SP:Iteration 47Q (1872.454867 sec): 3 clusters Score: Raw -370258.682350 + Penalty 2788.249289 = -367470.433061 nChanged 4 SP:Iteration 48Q (1872.475792 sec): 3 clusters Score: Raw -370259.847372 + Penalty 2788.249289 = -367471.598082 nChanged 5 SP:Iteration 49Q (1872.496073 sec): 3 clusters Score: Raw -370260.905037 + Penalty 2788.249289 = -367472.655747 nChanged 1 SP:Iteration 50Q (1872.516246 sec): 3 clusters Score: Raw -370261.111408 + Penalty 2788.249289 = -367472.862119 nChanged 1 SP:Iteration 51Q (1872.536595 sec): 3 clusters Score: Raw -370261.243511 + Penalty 2788.249289 = -367472.994222 nChanged 0 SP:Iteration 52F (1872.558175 sec): 3 clusters Score: Raw -370261.243511 + Penalty 2788.249289 = -367472.994222 nChanged 0 Trying to split cluster 34 (2046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1872.573396 sec): 2 clusters Score: Raw -102583.729540 + Penalty 1238.841816 = -101344.887724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1872.584188 sec): 3 clusters Score: Raw -101756.837425 + Penalty 2477.683633 = -99279.153793 nChanged 713 SP:Iteration 1F (1872.594483 sec): 3 clusters Score: Raw -102426.577417 + Penalty 2477.683633 = -99948.893785 nChanged 242 SP:Iteration 2F (1872.604612 sec): 3 clusters Score: Raw -102732.726212 + Penalty 2477.683633 = -100255.042579 nChanged 169 SP:Iteration 3F (1872.615088 sec): 3 clusters Score: Raw -102953.219992 + Penalty 2477.683633 = -100475.536359 nChanged 132 SP:Iteration 4F (1872.625461 sec): 3 clusters Score: Raw -103106.141974 + Penalty 2477.683633 = -100628.458341 nChanged 98 SP:Iteration 5Q (1872.635509 sec): 3 clusters Score: Raw -103205.666934 + Penalty 2477.683633 = -100727.983301 nChanged 75 SP:Iteration 6Q (1872.645510 sec): 3 clusters Score: Raw -103283.576907 + Penalty 2477.683633 = -100805.893275 nChanged 67 SP:Iteration 7Q (1872.655513 sec): 3 clusters Score: Raw -103364.343281 + Penalty 2477.683633 = -100886.659648 nChanged 53 SP:Iteration 8Q (1872.665484 sec): 3 clusters Score: Raw -103412.407906 + Penalty 2477.683633 = -100934.724273 nChanged 35 SP:Iteration 9Q (1872.675310 sec): 3 clusters Score: Raw -103447.108509 + Penalty 2477.683633 = -100969.424876 nChanged 17 SP:Iteration 10Q (1872.685192 sec): 3 clusters Score: Raw -103461.021419 + Penalty 2477.683633 = -100983.337786 nChanged 17 SP:Iteration 11Q (1872.695079 sec): 3 clusters Score: Raw -103479.511305 + Penalty 2477.683633 = -101001.827673 nChanged 15 SP:Iteration 12Q (1872.705024 sec): 3 clusters Score: Raw -103495.321878 + Penalty 2477.683633 = -101017.638246 nChanged 14 SP:Iteration 13Q (1872.715035 sec): 3 clusters Score: Raw -103505.525308 + Penalty 2477.683633 = -101027.841675 nChanged 10 SP:Iteration 14Q (1872.724894 sec): 3 clusters Score: Raw -103510.913838 + Penalty 2477.683633 = -101033.230205 nChanged 7 SP:Iteration 15Q (1872.734720 sec): 3 clusters Score: Raw -103514.873728 + Penalty 2477.683633 = -101037.190095 nChanged 6 SP:Iteration 16Q (1872.744449 sec): 3 clusters Score: Raw -103517.096838 + Penalty 2477.683633 = -101039.413205 nChanged 3 SP:Iteration 17Q (1872.754338 sec): 3 clusters Score: Raw -103518.911503 + Penalty 2477.683633 = -101041.227871 nChanged 3 SP:Iteration 18Q (1872.764150 sec): 3 clusters Score: Raw -103520.524748 + Penalty 2477.683633 = -101042.841115 nChanged 3 SP:Iteration 19Q (1872.773957 sec): 3 clusters Score: Raw -103522.236514 + Penalty 2477.683633 = -101044.552882 nChanged 2 SP:Iteration 20F (1872.784172 sec): 3 clusters Score: Raw -103523.501663 + Penalty 2477.683633 = -101045.818031 nChanged 2 SP:Iteration 21Q (1872.794185 sec): 3 clusters Score: Raw -103523.980526 + Penalty 2477.683633 = -101046.296894 nChanged 0 SP:Iteration 22F (1872.804409 sec): 3 clusters Score: Raw -103523.980526 + Penalty 2477.683633 = -101046.296894 nChanged 0 Iteration 299Q (1876.496434 sec): 34 clusters Score: Raw -27538592.232452 + Penalty 69642.379305 = -27468949.853146 nChanged 5 Iteration 300F (1885.676674 sec): 34 clusters Score: Raw -27538592.330172 + Penalty 69642.379305 = -27468949.950867 nChanged 4 Iteration 301Q (1889.584956 sec): 34 clusters Score: Raw -27538592.636100 + Penalty 69642.379305 = -27468950.256795 nChanged 5 Iteration 302Q (1893.470702 sec): 34 clusters Score: Raw -27538593.011858 + Penalty 69642.379305 = -27468950.632553 nChanged 4 Iteration 303Q (1897.331943 sec): 34 clusters Score: Raw -27538593.130990 + Penalty 69642.379305 = -27468950.751685 nChanged 4 Iteration 304Q (1901.192208 sec): 34 clusters Score: Raw -27538593.338840 + Penalty 69642.379305 = -27468950.959534 nChanged 5 Iteration 305Q (1905.078727 sec): 34 clusters Score: Raw -27538593.553988 + Penalty 69642.379305 = -27468951.174683 nChanged 6 Iteration 306Q (1908.946971 sec): 34 clusters Score: Raw -27538593.755599 + Penalty 69642.379305 = -27468951.376294 nChanged 4 Iteration 307Q (1912.810651 sec): 34 clusters Score: Raw -27538593.974314 + Penalty 69642.379305 = -27468951.595009 nChanged 3 Iteration 308Q (1916.694884 sec): 34 clusters Score: Raw -27538594.379437 + Penalty 69642.379305 = -27468952.000132 nChanged 4 Iteration 309Q (1920.673265 sec): 34 clusters Score: Raw -27538594.510432 + Penalty 69642.379305 = -27468952.131126 nChanged 4 Iteration 310Q (1924.577299 sec): 34 clusters Score: Raw -27538594.652901 + Penalty 69642.379305 = -27468952.273595 nChanged 1 Iteration 311Q (1928.456174 sec): 34 clusters Score: Raw -27538594.670060 + Penalty 69642.379305 = -27468952.290755 nChanged 1 Iteration 312Q (1932.355670 sec): 34 clusters Score: Raw -27538594.717346 + Penalty 69642.379305 = -27468952.338040 nChanged 2 Iteration 313Q (1936.366912 sec): 34 clusters Score: Raw -27538594.812396 + Penalty 69642.379305 = -27468952.433090 nChanged 1 Iteration 314Q (1940.420369 sec): 34 clusters Score: Raw -27538594.862090 + Penalty 69642.379305 = -27468952.482785 nChanged 0 Iteration 315F (1948.803352 sec): 34 clusters Score: Raw -27538594.862090 + Penalty 69642.379305 = -27468952.482785 nChanged 0 Compute initial score before splitting: Score: Raw -27538594.862090 + Penalty 69642.379305 = -27468952.482785 Trying to split cluster 1 (3639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1948.856362 sec): 2 clusters Score: Raw -217185.496756 + Penalty 1332.412932 = -215853.083824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1948.874770 sec): 3 clusters Score: Raw -215438.036881 + Penalty 2664.825864 = -212773.211017 nChanged 1417 SP:Iteration 1F (1948.892246 sec): 3 clusters Score: Raw -216445.470430 + Penalty 2664.825864 = -213780.644566 nChanged 378 SP:Iteration 2F (1948.909669 sec): 3 clusters Score: Raw -216924.002477 + Penalty 2664.825864 = -214259.176613 nChanged 342 SP:Iteration 3F (1948.926948 sec): 3 clusters Score: Raw -217388.921803 + Penalty 2664.825864 = -214724.095939 nChanged 296 SP:Iteration 4F (1948.944186 sec): 3 clusters Score: Raw -217750.646041 + Penalty 2664.825864 = -215085.820177 nChanged 201 SP:Iteration 5F (1948.961635 sec): 3 clusters Score: Raw -217937.061788 + Penalty 2664.825864 = -215272.235924 nChanged 113 SP:Iteration 6Q (1948.978733 sec): 3 clusters Score: Raw -218015.919978 + Penalty 2664.825864 = -215351.094113 nChanged 65 SP:Iteration 7Q (1948.995589 sec): 3 clusters Score: Raw -218057.019691 + Penalty 2664.825864 = -215392.193827 nChanged 47 SP:Iteration 8Q (1949.012563 sec): 3 clusters Score: Raw -218084.055827 + Penalty 2664.825864 = -215419.229962 nChanged 37 SP:Iteration 9Q (1949.029565 sec): 3 clusters Score: Raw -218109.425329 + Penalty 2664.825864 = -215444.599465 nChanged 24 SP:Iteration 10Q (1949.046298 sec): 3 clusters Score: Raw -218121.251654 + Penalty 2664.825864 = -215456.425789 nChanged 11 SP:Iteration 11Q (1949.063220 sec): 3 clusters Score: Raw -218123.681021 + Penalty 2664.825864 = -215458.855157 nChanged 4 SP:Iteration 12Q (1949.080110 sec): 3 clusters Score: Raw -218124.837430 + Penalty 2664.825864 = -215460.011566 nChanged 3 SP:Iteration 13Q (1949.096995 sec): 3 clusters Score: Raw -218125.401711 + Penalty 2664.825864 = -215460.575847 nChanged 3 SP:Iteration 14Q (1949.119649 sec): 3 clusters Score: Raw -218126.198625 + Penalty 2664.825864 = -215461.372761 nChanged 3 SP:Iteration 15Q (1949.136556 sec): 3 clusters Score: Raw -218126.972073 + Penalty 2664.825864 = -215462.146208 nChanged 1 SP:Iteration 16Q (1949.153311 sec): 3 clusters Score: Raw -218127.098837 + Penalty 2664.825864 = -215462.272973 nChanged 0 SP:Iteration 17F (1949.170685 sec): 3 clusters Score: Raw -218127.098837 + Penalty 2664.825864 = -215462.272973 nChanged 0 Trying to split cluster 2 (74348 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1949.283432 sec): 2 clusters Score: Raw -4958587.789605 + Penalty 1822.683208 = -4956765.106397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1949.415558 sec): 3 clusters Score: Raw -4910382.907377 + Penalty 3645.366417 = -4906737.540960 nChanged 35561 SP:Iteration 1F (1949.544569 sec): 3 clusters Score: Raw -4931044.363497 + Penalty 3645.366417 = -4927398.997080 nChanged 2862 SP:Iteration 2Q (1949.681048 sec): 3 clusters Score: Raw -4931825.188078 + Penalty 3645.366417 = -4928179.821661 nChanged 2947 SP:Iteration 3Q (1949.817463 sec): 3 clusters Score: Raw -4932773.960890 + Penalty 3645.366417 = -4929128.594473 nChanged 3188 SP:Iteration 4Q (1949.953706 sec): 3 clusters Score: Raw -4933988.175236 + Penalty 3645.366417 = -4930342.808819 nChanged 3537 SP:Iteration 5Q (1950.089938 sec): 3 clusters Score: Raw -4935539.858867 + Penalty 3645.366417 = -4931894.492451 nChanged 3912 SP:Iteration 6F (1950.218249 sec): 3 clusters Score: Raw -4937626.568371 + Penalty 3645.366417 = -4933981.201955 nChanged 4274 SP:Iteration 7F (1950.346650 sec): 3 clusters Score: Raw -4940328.829028 + Penalty 3645.366417 = -4936683.462612 nChanged 4503 SP:Iteration 8F (1950.475176 sec): 3 clusters Score: Raw -4943320.530160 + Penalty 3645.366417 = -4939675.163744 nChanged 4130 SP:Iteration 9F (1950.603547 sec): 3 clusters Score: Raw -4945906.887098 + Penalty 3645.366417 = -4942261.520681 nChanged 3417 SP:Iteration 10Q (1950.738990 sec): 3 clusters Score: Raw -4947640.753839 + Penalty 3645.366417 = -4943995.387422 nChanged 2544 SP:Iteration 11Q (1950.872809 sec): 3 clusters Score: Raw -4948562.463286 + Penalty 3645.366417 = -4944917.096869 nChanged 1725 SP:Iteration 12Q (1951.008518 sec): 3 clusters Score: Raw -4949031.966998 + Penalty 3645.366417 = -4945386.600581 nChanged 1255 SP:Iteration 13Q (1951.140556 sec): 3 clusters Score: Raw -4949341.639602 + Penalty 3645.366417 = -4945696.273185 nChanged 1037 SP:Iteration 14Q (1951.272232 sec): 3 clusters Score: Raw -4949583.358413 + Penalty 3645.366417 = -4945937.991996 nChanged 959 SP:Iteration 15Q (1951.403223 sec): 3 clusters Score: Raw -4949803.906257 + Penalty 3645.366417 = -4946158.539841 nChanged 880 SP:Iteration 16Q (1951.534190 sec): 3 clusters Score: Raw -4949998.794617 + Penalty 3645.366417 = -4946353.428200 nChanged 832 SP:Iteration 17Q (1951.664621 sec): 3 clusters Score: Raw -4950174.383644 + Penalty 3645.366417 = -4946529.017227 nChanged 796 SP:Iteration 18Q (1951.794811 sec): 3 clusters Score: Raw -4950328.035120 + Penalty 3645.366417 = -4946682.668703 nChanged 737 SP:Iteration 19Q (1951.925082 sec): 3 clusters Score: Raw -4950463.682179 + Penalty 3645.366417 = -4946818.315762 nChanged 673 SP:Iteration 20F (1952.053379 sec): 3 clusters Score: Raw -4950578.655533 + Penalty 3645.366417 = -4946933.289116 nChanged 615 SP:Iteration 21Q (1952.183797 sec): 3 clusters Score: Raw -4950683.887103 + Penalty 3645.366417 = -4947038.520686 nChanged 601 SP:Iteration 22Q (1952.314105 sec): 3 clusters Score: Raw -4950778.018913 + Penalty 3645.366417 = -4947132.652496 nChanged 562 SP:Iteration 23Q (1952.444335 sec): 3 clusters Score: Raw -4950859.896085 + Penalty 3645.366417 = -4947214.529669 nChanged 547 SP:Iteration 24Q (1952.574247 sec): 3 clusters Score: Raw -4950938.189295 + Penalty 3645.366417 = -4947292.822878 nChanged 492 SP:Iteration 25Q (1952.704143 sec): 3 clusters Score: Raw -4951011.527158 + Penalty 3645.366417 = -4947366.160741 nChanged 485 SP:Iteration 26Q (1952.834175 sec): 3 clusters Score: Raw -4951090.891276 + Penalty 3645.366417 = -4947445.524859 nChanged 512 SP:Iteration 27Q (1952.963936 sec): 3 clusters Score: Raw -4951183.497342 + Penalty 3645.366417 = -4947538.130925 nChanged 507 SP:Iteration 28Q (1953.093334 sec): 3 clusters Score: Raw -4951278.837457 + Penalty 3645.366417 = -4947633.471040 nChanged 550 SP:Iteration 29Q (1953.223006 sec): 3 clusters Score: Raw -4951389.229913 + Penalty 3645.366417 = -4947743.863496 nChanged 580 SP:Iteration 30Q (1953.352433 sec): 3 clusters Score: Raw -4951515.536329 + Penalty 3645.366417 = -4947870.169912 nChanged 620 SP:Iteration 31Q (1953.481706 sec): 3 clusters Score: Raw -4951654.958974 + Penalty 3645.366417 = -4948009.592558 nChanged 676 SP:Iteration 32Q (1953.610775 sec): 3 clusters Score: Raw -4951818.091354 + Penalty 3645.366417 = -4948172.724937 nChanged 732 SP:Iteration 33Q (1953.739769 sec): 3 clusters Score: Raw -4952006.189614 + Penalty 3645.366417 = -4948360.823197 nChanged 753 SP:Iteration 34Q (1953.868347 sec): 3 clusters Score: Raw -4952217.326680 + Penalty 3645.366417 = -4948571.960263 nChanged 780 SP:Iteration 35Q (1953.996666 sec): 3 clusters Score: Raw -4952456.245259 + Penalty 3645.366417 = -4948810.878842 nChanged 840 SP:Iteration 36Q (1954.124707 sec): 3 clusters Score: Raw -4952736.082495 + Penalty 3645.366417 = -4949090.716078 nChanged 924 SP:Iteration 37Q (1954.252021 sec): 3 clusters Score: Raw -4953053.306394 + Penalty 3645.366417 = -4949407.939977 nChanged 938 SP:Iteration 38Q (1954.378874 sec): 3 clusters Score: Raw -4953404.611314 + Penalty 3645.366417 = -4949759.244898 nChanged 980 SP:Iteration 39Q (1954.505156 sec): 3 clusters Score: Raw -4953755.855963 + Penalty 3645.366417 = -4950110.489546 nChanged 927 SP:Iteration 40F (1954.634569 sec): 3 clusters Score: Raw -4954068.060590 + Penalty 3645.366417 = -4950422.694174 nChanged 899 SP:Iteration 41Q (1954.761722 sec): 3 clusters Score: Raw -4954372.943418 + Penalty 3645.366417 = -4950727.577001 nChanged 906 SP:Iteration 42Q (1954.887758 sec): 3 clusters Score: Raw -4954639.406018 + Penalty 3645.366417 = -4950994.039601 nChanged 823 SP:Iteration 43Q (1955.012865 sec): 3 clusters Score: Raw -4954873.885068 + Penalty 3645.366417 = -4951228.518652 nChanged 775 SP:Iteration 44Q (1955.137277 sec): 3 clusters Score: Raw -4955074.317371 + Penalty 3645.366417 = -4951428.950954 nChanged 719 SP:Iteration 45Q (1955.260978 sec): 3 clusters Score: Raw -4955246.341030 + Penalty 3645.366417 = -4951600.974613 nChanged 640 SP:Iteration 46Q (1955.384049 sec): 3 clusters Score: Raw -4955376.605130 + Penalty 3645.366417 = -4951731.238713 nChanged 561 SP:Iteration 47Q (1955.506417 sec): 3 clusters Score: Raw -4955481.317718 + Penalty 3645.366417 = -4951835.951301 nChanged 532 SP:Iteration 48Q (1955.628360 sec): 3 clusters Score: Raw -4955575.017963 + Penalty 3645.366417 = -4951929.651546 nChanged 510 SP:Iteration 49Q (1955.749540 sec): 3 clusters Score: Raw -4955663.105858 + Penalty 3645.366417 = -4952017.739441 nChanged 483 SP:Iteration 50Q (1955.870443 sec): 3 clusters Score: Raw -4955739.831424 + Penalty 3645.366417 = -4952094.465007 nChanged 455 SP:Iteration 51Q (1955.991130 sec): 3 clusters Score: Raw -4955809.435585 + Penalty 3645.366417 = -4952164.069168 nChanged 434 SP:Iteration 52Q (1956.111155 sec): 3 clusters Score: Raw -4955876.255008 + Penalty 3645.366417 = -4952230.888591 nChanged 430 SP:Iteration 53Q (1956.230850 sec): 3 clusters Score: Raw -4955936.765093 + Penalty 3645.366417 = -4952291.398677 nChanged 409 SP:Iteration 54Q (1956.359056 sec): 3 clusters Score: Raw -4955993.591279 + Penalty 3645.366417 = -4952348.224862 nChanged 423 SP:Iteration 55Q (1956.477880 sec): 3 clusters Score: Raw -4956052.603711 + Penalty 3645.366417 = -4952407.237294 nChanged 417 SP:Iteration 56Q (1956.596104 sec): 3 clusters Score: Raw -4956112.395515 + Penalty 3645.366417 = -4952467.029098 nChanged 415 SP:Iteration 57Q (1956.713990 sec): 3 clusters Score: Raw -4956170.321478 + Penalty 3645.366417 = -4952524.955062 nChanged 401 SP:Iteration 58Q (1956.831593 sec): 3 clusters Score: Raw -4956225.706920 + Penalty 3645.366417 = -4952580.340503 nChanged 393 SP:Iteration 59Q (1956.948426 sec): 3 clusters Score: Raw -4956280.048751 + Penalty 3645.366417 = -4952634.682334 nChanged 365 SP:Iteration 60F (1957.076794 sec): 3 clusters Score: Raw -4956325.676658 + Penalty 3645.366417 = -4952680.310241 nChanged 353 SP:Iteration 61Q (1957.194457 sec): 3 clusters Score: Raw -4956370.666780 + Penalty 3645.366417 = -4952725.300363 nChanged 349 SP:Iteration 62Q (1957.311967 sec): 3 clusters Score: Raw -4956415.575268 + Penalty 3645.366417 = -4952770.208851 nChanged 329 SP:Iteration 63Q (1957.429294 sec): 3 clusters Score: Raw -4956457.732855 + Penalty 3645.366417 = -4952812.366438 nChanged 349 SP:Iteration 64Q (1957.546203 sec): 3 clusters Score: Raw -4956506.061575 + Penalty 3645.366417 = -4952860.695159 nChanged 362 SP:Iteration 65Q (1957.662631 sec): 3 clusters Score: Raw -4956554.394314 + Penalty 3645.366417 = -4952909.027897 nChanged 326 SP:Iteration 66Q (1957.779205 sec): 3 clusters Score: Raw -4956594.807075 + Penalty 3645.366417 = -4952949.440658 nChanged 309 SP:Iteration 67Q (1957.894928 sec): 3 clusters Score: Raw -4956631.011016 + Penalty 3645.366417 = -4952985.644599 nChanged 256 SP:Iteration 68Q (1958.010404 sec): 3 clusters Score: Raw -4956657.843990 + Penalty 3645.366417 = -4953012.477574 nChanged 266 SP:Iteration 69Q (1958.145392 sec): 3 clusters Score: Raw -4956685.473992 + Penalty 3645.366417 = -4953040.107575 nChanged 249 SP:Iteration 70Q (1958.263744 sec): 3 clusters Score: Raw -4956711.808329 + Penalty 3645.366417 = -4953066.441912 nChanged 253 SP:Iteration 71Q (1958.378321 sec): 3 clusters Score: Raw -4956739.707583 + Penalty 3645.366417 = -4953094.341167 nChanged 255 SP:Iteration 72Q (1958.492445 sec): 3 clusters Score: Raw -4956768.305860 + Penalty 3645.366417 = -4953122.939443 nChanged 275 SP:Iteration 73Q (1958.606222 sec): 3 clusters Score: Raw -4956800.408831 + Penalty 3645.366417 = -4953155.042415 nChanged 275 SP:Iteration 74Q (1958.738442 sec): 3 clusters Score: Raw -4956835.067073 + Penalty 3645.366417 = -4953189.700656 nChanged 282 SP:Iteration 75Q (1958.851602 sec): 3 clusters Score: Raw -4956874.779019 + Penalty 3645.366417 = -4953229.412602 nChanged 280 SP:Iteration 76Q (1958.964437 sec): 3 clusters Score: Raw -4956914.196838 + Penalty 3645.366417 = -4953268.830421 nChanged 273 SP:Iteration 77Q (1959.076943 sec): 3 clusters Score: Raw -4956951.666849 + Penalty 3645.366417 = -4953306.300432 nChanged 288 SP:Iteration 78Q (1959.189014 sec): 3 clusters Score: Raw -4956989.374806 + Penalty 3645.366417 = -4953344.008389 nChanged 279 SP:Iteration 79Q (1959.300767 sec): 3 clusters Score: Raw -4957024.805604 + Penalty 3645.366417 = -4953379.439187 nChanged 277 SP:Iteration 80F (1959.429128 sec): 3 clusters Score: Raw -4957060.581654 + Penalty 3645.366417 = -4953415.215238 nChanged 286 SP:Iteration 81Q (1959.540110 sec): 3 clusters Score: Raw -4957097.666757 + Penalty 3645.366417 = -4953452.300340 nChanged 280 SP:Iteration 82Q (1959.650950 sec): 3 clusters Score: Raw -4957132.326632 + Penalty 3645.366417 = -4953486.960216 nChanged 244 SP:Iteration 83Q (1959.761458 sec): 3 clusters Score: Raw -4957164.284146 + Penalty 3645.366417 = -4953518.917729 nChanged 245 SP:Iteration 84Q (1959.871563 sec): 3 clusters Score: Raw -4957194.948363 + Penalty 3645.366417 = -4953549.581947 nChanged 247 SP:Iteration 85Q (1959.981357 sec): 3 clusters Score: Raw -4957225.662376 + Penalty 3645.366417 = -4953580.295960 nChanged 234 SP:Iteration 86Q (1960.090962 sec): 3 clusters Score: Raw -4957257.034269 + Penalty 3645.366417 = -4953611.667853 nChanged 243 SP:Iteration 87Q (1960.200210 sec): 3 clusters Score: Raw -4957291.559878 + Penalty 3645.366417 = -4953646.193461 nChanged 249 SP:Iteration 88Q (1960.309169 sec): 3 clusters Score: Raw -4957326.150015 + Penalty 3645.366417 = -4953680.783599 nChanged 242 SP:Iteration 89Q (1960.417649 sec): 3 clusters Score: Raw -4957365.597593 + Penalty 3645.366417 = -4953720.231176 nChanged 289 SP:Iteration 90Q (1960.526006 sec): 3 clusters Score: Raw -4957410.151583 + Penalty 3645.366417 = -4953764.785167 nChanged 279 SP:Iteration 91Q (1960.634196 sec): 3 clusters Score: Raw -4957457.281406 + Penalty 3645.366417 = -4953811.914989 nChanged 272 SP:Iteration 92Q (1960.741895 sec): 3 clusters Score: Raw -4957503.014462 + Penalty 3645.366417 = -4953857.648045 nChanged 271 SP:Iteration 93Q (1960.849172 sec): 3 clusters Score: Raw -4957546.525511 + Penalty 3645.366417 = -4953901.159094 nChanged 257 SP:Iteration 94Q (1960.956101 sec): 3 clusters Score: Raw -4957590.553892 + Penalty 3645.366417 = -4953945.187475 nChanged 251 SP:Iteration 95Q (1961.062612 sec): 3 clusters Score: Raw -4957636.677109 + Penalty 3645.366417 = -4953991.310693 nChanged 262 SP:Iteration 96Q (1961.168726 sec): 3 clusters Score: Raw -4957690.814472 + Penalty 3645.366417 = -4954045.448055 nChanged 268 SP:Iteration 97Q (1961.274392 sec): 3 clusters Score: Raw -4957748.882526 + Penalty 3645.366417 = -4954103.516109 nChanged 262 SP:Iteration 98Q (1961.379573 sec): 3 clusters Score: Raw -4957802.079788 + Penalty 3645.366417 = -4954156.713371 nChanged 258 SP:Iteration 99Q (1961.484346 sec): 3 clusters Score: Raw -4957855.914494 + Penalty 3645.366417 = -4954210.548077 nChanged 253 SP:Iteration 100F (1961.624176 sec): 3 clusters Score: Raw -4957912.808582 + Penalty 3645.366417 = -4954267.442165 nChanged 243 SP:Iteration 101Q (1961.728278 sec): 3 clusters Score: Raw -4957965.489918 + Penalty 3645.366417 = -4954320.123501 nChanged 250 SP:Iteration 102Q (1961.832219 sec): 3 clusters Score: Raw -4958018.326093 + Penalty 3645.366417 = -4954372.959676 nChanged 245 SP:Iteration 103Q (1961.935501 sec): 3 clusters Score: Raw -4958076.069600 + Penalty 3645.366417 = -4954430.703184 nChanged 264 SP:Iteration 104Q (1962.038400 sec): 3 clusters Score: Raw -4958139.949911 + Penalty 3645.366417 = -4954494.583494 nChanged 251 SP:Iteration 105Q (1962.140982 sec): 3 clusters Score: Raw -4958200.940833 + Penalty 3645.366417 = -4954555.574416 nChanged 230 SP:Iteration 106Q (1962.243160 sec): 3 clusters Score: Raw -4958261.970450 + Penalty 3645.366417 = -4954616.604033 nChanged 230 SP:Iteration 107Q (1962.345112 sec): 3 clusters Score: Raw -4958320.233439 + Penalty 3645.366417 = -4954674.867022 nChanged 217 SP:Iteration 108Q (1962.446727 sec): 3 clusters Score: Raw -4958369.842866 + Penalty 3645.366417 = -4954724.476449 nChanged 209 SP:Iteration 109Q (1962.548124 sec): 3 clusters Score: Raw -4958419.327769 + Penalty 3645.366417 = -4954773.961352 nChanged 216 SP:Iteration 110Q (1962.649201 sec): 3 clusters Score: Raw -4958471.845787 + Penalty 3645.366417 = -4954826.479370 nChanged 203 SP:Iteration 111Q (1962.749697 sec): 3 clusters Score: Raw -4958523.677873 + Penalty 3645.366417 = -4954878.311456 nChanged 197 SP:Iteration 112Q (1962.849959 sec): 3 clusters Score: Raw -4958569.880488 + Penalty 3645.366417 = -4954924.514071 nChanged 165 SP:Iteration 113Q (1962.950040 sec): 3 clusters Score: Raw -4958608.919647 + Penalty 3645.366417 = -4954963.553230 nChanged 152 SP:Iteration 114Q (1963.049764 sec): 3 clusters Score: Raw -4958644.600913 + Penalty 3645.366417 = -4954999.234496 nChanged 154 SP:Iteration 115Q (1963.149291 sec): 3 clusters Score: Raw -4958682.417630 + Penalty 3645.366417 = -4955037.051213 nChanged 141 SP:Iteration 116Q (1963.248710 sec): 3 clusters Score: Raw -4958718.990529 + Penalty 3645.366417 = -4955073.624112 nChanged 141 SP:Iteration 117Q (1963.347774 sec): 3 clusters Score: Raw -4958754.745088 + Penalty 3645.366417 = -4955109.378671 nChanged 126 SP:Iteration 118Q (1963.446716 sec): 3 clusters Score: Raw -4958784.111741 + Penalty 3645.366417 = -4955138.745324 nChanged 112 SP:Iteration 119Q (1963.545357 sec): 3 clusters Score: Raw -4958808.265473 + Penalty 3645.366417 = -4955162.899056 nChanged 100 SP:Iteration 120F (1963.673268 sec): 3 clusters Score: Raw -4958831.525026 + Penalty 3645.366417 = -4955186.158609 nChanged 80 SP:Iteration 121Q (1963.771566 sec): 3 clusters Score: Raw -4958851.057335 + Penalty 3645.366417 = -4955205.690918 nChanged 82 SP:Iteration 122Q (1963.869966 sec): 3 clusters Score: Raw -4958872.422277 + Penalty 3645.366417 = -4955227.055860 nChanged 66 SP:Iteration 123Q (1963.967999 sec): 3 clusters Score: Raw -4958886.516828 + Penalty 3645.366417 = -4955241.150411 nChanged 61 SP:Iteration 124Q (1964.065042 sec): 3 clusters Score: Raw -4958897.736562 + Penalty 3645.366417 = -4955252.370145 nChanged 56 SP:Iteration 125Q (1964.161975 sec): 3 clusters Score: Raw -4958908.437201 + Penalty 3645.366417 = -4955263.070784 nChanged 43 SP:Iteration 126Q (1964.258848 sec): 3 clusters Score: Raw -4958916.164501 + Penalty 3645.366417 = -4955270.798084 nChanged 38 SP:Iteration 127Q (1964.355573 sec): 3 clusters Score: Raw -4958924.493182 + Penalty 3645.366417 = -4955279.126765 nChanged 40 SP:Iteration 128Q (1964.452211 sec): 3 clusters Score: Raw -4958933.800491 + Penalty 3645.366417 = -4955288.434074 nChanged 43 SP:Iteration 129Q (1964.549002 sec): 3 clusters Score: Raw -4958943.522245 + Penalty 3645.366417 = -4955298.155828 nChanged 37 SP:Iteration 130Q (1964.645539 sec): 3 clusters Score: Raw -4958952.837737 + Penalty 3645.366417 = -4955307.471320 nChanged 39 SP:Iteration 131Q (1964.742021 sec): 3 clusters Score: Raw -4958961.631462 + Penalty 3645.366417 = -4955316.265045 nChanged 33 SP:Iteration 132Q (1964.838912 sec): 3 clusters Score: Raw -4958969.605894 + Penalty 3645.366417 = -4955324.239477 nChanged 27 SP:Iteration 133Q (1964.935241 sec): 3 clusters Score: Raw -4958975.043858 + Penalty 3645.366417 = -4955329.677442 nChanged 22 SP:Iteration 134Q (1965.031684 sec): 3 clusters Score: Raw -4958978.650695 + Penalty 3645.366417 = -4955333.284278 nChanged 19 SP:Iteration 135Q (1965.127874 sec): 3 clusters Score: Raw -4958982.049856 + Penalty 3645.366417 = -4955336.683439 nChanged 12 SP:Iteration 136Q (1965.224168 sec): 3 clusters Score: Raw -4958984.408277 + Penalty 3645.366417 = -4955339.041861 nChanged 7 SP:Iteration 137Q (1965.320366 sec): 3 clusters Score: Raw -4958985.581792 + Penalty 3645.366417 = -4955340.215375 nChanged 10 SP:Iteration 138Q (1965.416633 sec): 3 clusters Score: Raw -4958987.290863 + Penalty 3645.366417 = -4955341.924447 nChanged 16 SP:Iteration 139Q (1965.512892 sec): 3 clusters Score: Raw -4958990.475129 + Penalty 3645.366417 = -4955345.108712 nChanged 16 SP:Iteration 140F (1965.640113 sec): 3 clusters Score: Raw -4958994.210160 + Penalty 3645.366417 = -4955348.843743 nChanged 22 SP:Iteration 141Q (1965.736457 sec): 3 clusters Score: Raw -4958998.798616 + Penalty 3645.366417 = -4955353.432199 nChanged 20 SP:Iteration 142Q (1965.832574 sec): 3 clusters Score: Raw -4959002.988025 + Penalty 3645.366417 = -4955357.621608 nChanged 16 SP:Iteration 143Q (1965.928714 sec): 3 clusters Score: Raw -4959005.819471 + Penalty 3645.366417 = -4955360.453055 nChanged 11 SP:Iteration 144Q (1966.024875 sec): 3 clusters Score: Raw -4959008.096928 + Penalty 3645.366417 = -4955362.730511 nChanged 16 SP:Iteration 145Q (1966.120924 sec): 3 clusters Score: Raw -4959011.638878 + Penalty 3645.366417 = -4955366.272461 nChanged 25 SP:Iteration 146Q (1966.216894 sec): 3 clusters Score: Raw -4959017.069481 + Penalty 3645.366417 = -4955371.703064 nChanged 16 SP:Iteration 147Q (1966.312910 sec): 3 clusters Score: Raw -4959019.783647 + Penalty 3645.366417 = -4955374.417230 nChanged 7 SP:Iteration 148Q (1966.447329 sec): 3 clusters Score: Raw -4959021.103295 + Penalty 3645.366417 = -4955375.736878 nChanged 10 SP:Iteration 149Q (1966.579621 sec): 3 clusters Score: Raw -4959022.507631 + Penalty 3645.366417 = -4955377.141214 nChanged 4 SP:Iteration 150Q (1966.679940 sec): 3 clusters Score: Raw -4959023.423060 + Penalty 3645.366417 = -4955378.056643 nChanged 5 SP:Iteration 151Q (1966.776343 sec): 3 clusters Score: Raw -4959024.245483 + Penalty 3645.366417 = -4955378.879067 nChanged 3 SP:Iteration 152Q (1966.873339 sec): 3 clusters Score: Raw -4959024.468455 + Penalty 3645.366417 = -4955379.102038 nChanged 2 SP:Iteration 153Q (1966.969913 sec): 3 clusters Score: Raw -4959024.777090 + Penalty 3645.366417 = -4955379.410673 nChanged 2 SP:Iteration 154Q (1967.066897 sec): 3 clusters Score: Raw -4959025.055995 + Penalty 3645.366417 = -4955379.689578 nChanged 3 SP:Iteration 155Q (1967.162881 sec): 3 clusters Score: Raw -4959025.384219 + Penalty 3645.366417 = -4955380.017803 nChanged 1 SP:Iteration 156Q (1967.258689 sec): 3 clusters Score: Raw -4959025.465287 + Penalty 3645.366417 = -4955380.098871 nChanged 0 SP:Iteration 157F (1967.385877 sec): 3 clusters Score: Raw -4959025.465287 + Penalty 3645.366417 = -4955380.098871 nChanged 0 Trying to split cluster 3 (69337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1967.466659 sec): 2 clusters Score: Raw -4625007.458565 + Penalty 1811.344267 = -4623196.114297 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1967.581870 sec): 3 clusters Score: Raw -4580204.353064 + Penalty 3622.688535 = -4576581.664529 nChanged 33066 SP:Iteration 1F (1967.694813 sec): 3 clusters Score: Raw -4599388.764550 + Penalty 3622.688535 = -4595766.076015 nChanged 2877 SP:Iteration 2Q (1967.815271 sec): 3 clusters Score: Raw -4600444.331435 + Penalty 3622.688535 = -4596821.642901 nChanged 3354 SP:Iteration 3Q (1967.935216 sec): 3 clusters Score: Raw -4601952.463846 + Penalty 3622.688535 = -4598329.775311 nChanged 3902 SP:Iteration 4F (1968.048112 sec): 3 clusters Score: Raw -4604052.374778 + Penalty 3622.688535 = -4600429.686243 nChanged 4476 SP:Iteration 5F (1968.162041 sec): 3 clusters Score: Raw -4606966.459539 + Penalty 3622.688535 = -4603343.771004 nChanged 4822 SP:Iteration 6F (1968.275052 sec): 3 clusters Score: Raw -4610641.676571 + Penalty 3622.688535 = -4607018.988036 nChanged 4827 SP:Iteration 7F (1968.387715 sec): 3 clusters Score: Raw -4614393.561866 + Penalty 3622.688535 = -4610770.873331 nChanged 4064 SP:Iteration 8F (1968.500428 sec): 3 clusters Score: Raw -4617400.821329 + Penalty 3622.688535 = -4613778.132795 nChanged 3097 SP:Iteration 9Q (1968.615751 sec): 3 clusters Score: Raw -4619523.038204 + Penalty 3622.688535 = -4615900.349669 nChanged 2224 SP:Iteration 10Q (1968.728132 sec): 3 clusters Score: Raw -4620833.218373 + Penalty 3622.688535 = -4617210.529838 nChanged 1581 SP:Iteration 11Q (1968.837866 sec): 3 clusters Score: Raw -4621666.839957 + Penalty 3622.688535 = -4618044.151422 nChanged 1259 SP:Iteration 12Q (1968.945688 sec): 3 clusters Score: Raw -4622257.847409 + Penalty 3622.688535 = -4618635.158875 nChanged 1059 SP:Iteration 13Q (1969.051840 sec): 3 clusters Score: Raw -4622733.385180 + Penalty 3622.688535 = -4619110.696645 nChanged 987 SP:Iteration 14Q (1969.156762 sec): 3 clusters Score: Raw -4623187.171982 + Penalty 3622.688535 = -4619564.483447 nChanged 883 SP:Iteration 15Q (1969.260918 sec): 3 clusters Score: Raw -4623583.779022 + Penalty 3622.688535 = -4619961.090487 nChanged 791 SP:Iteration 16Q (1969.364017 sec): 3 clusters Score: Raw -4623914.857750 + Penalty 3622.688535 = -4620292.169215 nChanged 694 SP:Iteration 17Q (1969.466531 sec): 3 clusters Score: Raw -4624191.704629 + Penalty 3622.688535 = -4620569.016095 nChanged 658 SP:Iteration 18Q (1969.568164 sec): 3 clusters Score: Raw -4624432.315447 + Penalty 3622.688535 = -4620809.626912 nChanged 578 SP:Iteration 19Q (1969.669080 sec): 3 clusters Score: Raw -4624632.614772 + Penalty 3622.688535 = -4621009.926237 nChanged 510 SP:Iteration 20F (1969.781638 sec): 3 clusters Score: Raw -4624808.591050 + Penalty 3622.688535 = -4621185.902516 nChanged 487 SP:Iteration 21Q (1969.881638 sec): 3 clusters Score: Raw -4624973.863522 + Penalty 3622.688535 = -4621351.174987 nChanged 419 SP:Iteration 22Q (1969.980876 sec): 3 clusters Score: Raw -4625109.172443 + Penalty 3622.688535 = -4621486.483908 nChanged 385 SP:Iteration 23Q (1970.079742 sec): 3 clusters Score: Raw -4625224.878079 + Penalty 3622.688535 = -4621602.189544 nChanged 357 SP:Iteration 24Q (1970.177950 sec): 3 clusters Score: Raw -4625322.773698 + Penalty 3622.688535 = -4621700.085164 nChanged 314 SP:Iteration 25Q (1970.275556 sec): 3 clusters Score: Raw -4625398.902342 + Penalty 3622.688535 = -4621776.213808 nChanged 261 SP:Iteration 26Q (1970.372900 sec): 3 clusters Score: Raw -4625462.902470 + Penalty 3622.688535 = -4621840.213935 nChanged 240 SP:Iteration 27Q (1970.469787 sec): 3 clusters Score: Raw -4625523.360962 + Penalty 3622.688535 = -4621900.672427 nChanged 226 SP:Iteration 28Q (1970.570062 sec): 3 clusters Score: Raw -4625581.375352 + Penalty 3622.688535 = -4621958.686817 nChanged 233 SP:Iteration 29Q (1970.666536 sec): 3 clusters Score: Raw -4625635.425081 + Penalty 3622.688535 = -4622012.736546 nChanged 185 SP:Iteration 30Q (1970.762570 sec): 3 clusters Score: Raw -4625681.413449 + Penalty 3622.688535 = -4622058.724914 nChanged 178 SP:Iteration 31Q (1970.858333 sec): 3 clusters Score: Raw -4625722.276323 + Penalty 3622.688535 = -4622099.587788 nChanged 141 SP:Iteration 32Q (1970.953824 sec): 3 clusters Score: Raw -4625751.702642 + Penalty 3622.688535 = -4622129.014107 nChanged 115 SP:Iteration 33Q (1971.049290 sec): 3 clusters Score: Raw -4625773.775377 + Penalty 3622.688535 = -4622151.086842 nChanged 104 SP:Iteration 34Q (1971.144553 sec): 3 clusters Score: Raw -4625795.888387 + Penalty 3622.688535 = -4622173.199853 nChanged 100 SP:Iteration 35Q (1971.239723 sec): 3 clusters Score: Raw -4625816.935305 + Penalty 3622.688535 = -4622194.246770 nChanged 96 SP:Iteration 36Q (1971.334684 sec): 3 clusters Score: Raw -4625836.889335 + Penalty 3622.688535 = -4622214.200800 nChanged 92 SP:Iteration 37Q (1971.429435 sec): 3 clusters Score: Raw -4625853.396434 + Penalty 3622.688535 = -4622230.707899 nChanged 82 SP:Iteration 38Q (1971.552407 sec): 3 clusters Score: Raw -4625868.637119 + Penalty 3622.688535 = -4622245.948585 nChanged 77 SP:Iteration 39Q (1971.647039 sec): 3 clusters Score: Raw -4625883.339068 + Penalty 3622.688535 = -4622260.650533 nChanged 59 SP:Iteration 40F (1971.759297 sec): 3 clusters Score: Raw -4625893.405060 + Penalty 3622.688535 = -4622270.716525 nChanged 45 SP:Iteration 41Q (1971.853732 sec): 3 clusters Score: Raw -4625899.911660 + Penalty 3622.688535 = -4622277.223125 nChanged 41 SP:Iteration 42Q (1971.948054 sec): 3 clusters Score: Raw -4625906.286246 + Penalty 3622.688535 = -4622283.597711 nChanged 37 SP:Iteration 43Q (1972.042287 sec): 3 clusters Score: Raw -4625912.118249 + Penalty 3622.688535 = -4622289.429714 nChanged 34 SP:Iteration 44Q (1972.136569 sec): 3 clusters Score: Raw -4625916.991270 + Penalty 3622.688535 = -4622294.302735 nChanged 29 SP:Iteration 45Q (1972.230786 sec): 3 clusters Score: Raw -4625919.960496 + Penalty 3622.688535 = -4622297.271961 nChanged 20 SP:Iteration 46Q (1972.325004 sec): 3 clusters Score: Raw -4625922.671804 + Penalty 3622.688535 = -4622299.983269 nChanged 20 SP:Iteration 47Q (1972.419365 sec): 3 clusters Score: Raw -4625924.803343 + Penalty 3622.688535 = -4622302.114809 nChanged 15 SP:Iteration 48Q (1972.513466 sec): 3 clusters Score: Raw -4625927.403253 + Penalty 3622.688535 = -4622304.714718 nChanged 18 SP:Iteration 49Q (1972.607360 sec): 3 clusters Score: Raw -4625929.532050 + Penalty 3622.688535 = -4622306.843515 nChanged 16 SP:Iteration 50Q (1972.701366 sec): 3 clusters Score: Raw -4625931.464842 + Penalty 3622.688535 = -4622308.776307 nChanged 23 SP:Iteration 51Q (1972.795277 sec): 3 clusters Score: Raw -4625935.641250 + Penalty 3622.688535 = -4622312.952715 nChanged 21 SP:Iteration 52Q (1972.889220 sec): 3 clusters Score: Raw -4625938.846675 + Penalty 3622.688535 = -4622316.158140 nChanged 22 SP:Iteration 53Q (1972.983149 sec): 3 clusters Score: Raw -4625942.003131 + Penalty 3622.688535 = -4622319.314597 nChanged 19 SP:Iteration 54Q (1973.077223 sec): 3 clusters Score: Raw -4625944.178827 + Penalty 3622.688535 = -4622321.490292 nChanged 15 SP:Iteration 55Q (1973.171287 sec): 3 clusters Score: Raw -4625945.885591 + Penalty 3622.688535 = -4622323.197056 nChanged 16 SP:Iteration 56Q (1973.265204 sec): 3 clusters Score: Raw -4625947.580479 + Penalty 3622.688535 = -4622324.891944 nChanged 10 SP:Iteration 57Q (1973.359047 sec): 3 clusters Score: Raw -4625948.432570 + Penalty 3622.688535 = -4622325.744035 nChanged 2 SP:Iteration 58Q (1973.453066 sec): 3 clusters Score: Raw -4625948.721769 + Penalty 3622.688535 = -4622326.033234 nChanged 1 SP:Iteration 59Q (1973.546852 sec): 3 clusters Score: Raw -4625948.853547 + Penalty 3622.688535 = -4622326.165012 nChanged 1 SP:Iteration 60F (1973.659206 sec): 3 clusters Score: Raw -4625948.973446 + Penalty 3622.688535 = -4622326.284911 nChanged 2 SP:Iteration 61Q (1973.753322 sec): 3 clusters Score: Raw -4625949.163968 + Penalty 3622.688535 = -4622326.475433 nChanged 3 SP:Iteration 62Q (1973.847109 sec): 3 clusters Score: Raw -4625949.526892 + Penalty 3622.688535 = -4622326.838357 nChanged 6 SP:Iteration 63Q (1973.941012 sec): 3 clusters Score: Raw -4625950.527192 + Penalty 3622.688535 = -4622327.838657 nChanged 9 SP:Iteration 64Q (1974.034808 sec): 3 clusters Score: Raw -4625951.839830 + Penalty 3622.688535 = -4622329.151295 nChanged 8 SP:Iteration 65Q (1974.128935 sec): 3 clusters Score: Raw -4625952.751424 + Penalty 3622.688535 = -4622330.062889 nChanged 12 SP:Iteration 66Q (1974.222926 sec): 3 clusters Score: Raw -4625954.637161 + Penalty 3622.688535 = -4622331.948626 nChanged 12 SP:Iteration 67Q (1974.316765 sec): 3 clusters Score: Raw -4625956.322735 + Penalty 3622.688535 = -4622333.634200 nChanged 13 SP:Iteration 68Q (1974.410605 sec): 3 clusters Score: Raw -4625957.436324 + Penalty 3622.688535 = -4622334.747789 nChanged 6 SP:Iteration 69Q (1974.504385 sec): 3 clusters Score: Raw -4625958.057048 + Penalty 3622.688535 = -4622335.368513 nChanged 7 SP:Iteration 70Q (1974.598157 sec): 3 clusters Score: Raw -4625959.029266 + Penalty 3622.688535 = -4622336.340731 nChanged 9 SP:Iteration 71Q (1974.691909 sec): 3 clusters Score: Raw -4625960.871377 + Penalty 3622.688535 = -4622338.182842 nChanged 8 SP:Iteration 72Q (1974.785552 sec): 3 clusters Score: Raw -4625961.915734 + Penalty 3622.688535 = -4622339.227199 nChanged 13 SP:Iteration 73Q (1974.879870 sec): 3 clusters Score: Raw -4625963.268681 + Penalty 3622.688535 = -4622340.580146 nChanged 11 SP:Iteration 74Q (1974.973695 sec): 3 clusters Score: Raw -4625964.772002 + Penalty 3622.688535 = -4622342.083468 nChanged 14 SP:Iteration 75Q (1975.067401 sec): 3 clusters Score: Raw -4625966.863761 + Penalty 3622.688535 = -4622344.175226 nChanged 18 SP:Iteration 76Q (1975.161101 sec): 3 clusters Score: Raw -4625969.915374 + Penalty 3622.688535 = -4622347.226839 nChanged 23 SP:Iteration 77Q (1975.254766 sec): 3 clusters Score: Raw -4625973.605182 + Penalty 3622.688535 = -4622350.916647 nChanged 15 SP:Iteration 78Q (1975.348155 sec): 3 clusters Score: Raw -4625975.820062 + Penalty 3622.688535 = -4622353.131528 nChanged 13 SP:Iteration 79Q (1975.441796 sec): 3 clusters Score: Raw -4625977.418764 + Penalty 3622.688535 = -4622354.730229 nChanged 16 SP:Iteration 80F (1975.554027 sec): 3 clusters Score: Raw -4625979.206262 + Penalty 3622.688535 = -4622356.517727 nChanged 8 SP:Iteration 81Q (1975.647536 sec): 3 clusters Score: Raw -4625979.974906 + Penalty 3622.688535 = -4622357.286371 nChanged 10 SP:Iteration 82Q (1975.740905 sec): 3 clusters Score: Raw -4625981.178195 + Penalty 3622.688535 = -4622358.489660 nChanged 11 SP:Iteration 83Q (1975.834311 sec): 3 clusters Score: Raw -4625982.300634 + Penalty 3622.688535 = -4622359.612099 nChanged 7 SP:Iteration 84Q (1975.927762 sec): 3 clusters Score: Raw -4625982.921367 + Penalty 3622.688535 = -4622360.232832 nChanged 5 SP:Iteration 85Q (1976.021311 sec): 3 clusters Score: Raw -4625983.370369 + Penalty 3622.688535 = -4622360.681835 nChanged 4 SP:Iteration 86Q (1976.114941 sec): 3 clusters Score: Raw -4625983.734235 + Penalty 3622.688535 = -4622361.045700 nChanged 4 SP:Iteration 87Q (1976.208294 sec): 3 clusters Score: Raw -4625984.058169 + Penalty 3622.688535 = -4622361.369635 nChanged 1 SP:Iteration 88Q (1976.301723 sec): 3 clusters Score: Raw -4625984.119632 + Penalty 3622.688535 = -4622361.431097 nChanged 1 SP:Iteration 89Q (1976.395006 sec): 3 clusters Score: Raw -4625984.274108 + Penalty 3622.688535 = -4622361.585574 nChanged 0 SP:Iteration 90F (1976.507299 sec): 3 clusters Score: Raw -4625984.274108 + Penalty 3622.688535 = -4622361.585574 nChanged 0 Trying to split cluster 4 (12134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1976.537263 sec): 2 clusters Score: Raw -823098.881875 + Penalty 1528.112090 = -821570.769785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1976.568675 sec): 3 clusters Score: Raw -816131.570309 + Penalty 3056.224180 = -813075.346129 nChanged 5304 SP:Iteration 1F (1976.599466 sec): 3 clusters Score: Raw -819048.351375 + Penalty 3056.224180 = -815992.127194 nChanged 734 SP:Iteration 2F (1976.630344 sec): 3 clusters Score: Raw -819485.068407 + Penalty 3056.224180 = -816428.844226 nChanged 754 SP:Iteration 3F (1976.661112 sec): 3 clusters Score: Raw -820025.765333 + Penalty 3056.224180 = -816969.541153 nChanged 781 SP:Iteration 4F (1976.691903 sec): 3 clusters Score: Raw -820628.807925 + Penalty 3056.224180 = -817572.583744 nChanged 783 SP:Iteration 5F (1976.723620 sec): 3 clusters Score: Raw -821241.922141 + Penalty 3056.224180 = -818185.697961 nChanged 680 SP:Iteration 6F (1976.754432 sec): 3 clusters Score: Raw -821717.246042 + Penalty 3056.224180 = -818661.021861 nChanged 603 SP:Iteration 7Q (1976.784796 sec): 3 clusters Score: Raw -822117.830881 + Penalty 3056.224180 = -819061.606701 nChanged 501 SP:Iteration 8Q (1976.815052 sec): 3 clusters Score: Raw -822435.139220 + Penalty 3056.224180 = -819378.915040 nChanged 428 SP:Iteration 9Q (1976.845071 sec): 3 clusters Score: Raw -822730.779559 + Penalty 3056.224180 = -819674.555379 nChanged 371 SP:Iteration 10Q (1976.874796 sec): 3 clusters Score: Raw -822993.488320 + Penalty 3056.224180 = -819937.264140 nChanged 312 SP:Iteration 11Q (1976.904236 sec): 3 clusters Score: Raw -823190.815944 + Penalty 3056.224180 = -820134.591764 nChanged 256 SP:Iteration 12Q (1976.933556 sec): 3 clusters Score: Raw -823324.497370 + Penalty 3056.224180 = -820268.273190 nChanged 207 SP:Iteration 13Q (1976.962595 sec): 3 clusters Score: Raw -823410.183621 + Penalty 3056.224180 = -820353.959441 nChanged 151 SP:Iteration 14Q (1976.991772 sec): 3 clusters Score: Raw -823465.884286 + Penalty 3056.224180 = -820409.660106 nChanged 132 SP:Iteration 15Q (1977.020703 sec): 3 clusters Score: Raw -823510.956144 + Penalty 3056.224180 = -820454.731964 nChanged 117 SP:Iteration 16Q (1977.049595 sec): 3 clusters Score: Raw -823549.225510 + Penalty 3056.224180 = -820493.001330 nChanged 96 SP:Iteration 17Q (1977.078419 sec): 3 clusters Score: Raw -823577.244300 + Penalty 3056.224180 = -820521.020120 nChanged 89 SP:Iteration 18Q (1977.107272 sec): 3 clusters Score: Raw -823599.797155 + Penalty 3056.224180 = -820543.572975 nChanged 59 SP:Iteration 19Q (1977.135867 sec): 3 clusters Score: Raw -823614.849129 + Penalty 3056.224180 = -820558.624949 nChanged 55 SP:Iteration 20F (1977.166797 sec): 3 clusters Score: Raw -823628.228675 + Penalty 3056.224180 = -820572.004495 nChanged 49 SP:Iteration 21Q (1977.195431 sec): 3 clusters Score: Raw -823637.708190 + Penalty 3056.224180 = -820581.484009 nChanged 34 SP:Iteration 22Q (1977.224005 sec): 3 clusters Score: Raw -823643.487741 + Penalty 3056.224180 = -820587.263561 nChanged 29 SP:Iteration 23Q (1977.252552 sec): 3 clusters Score: Raw -823647.876452 + Penalty 3056.224180 = -820591.652271 nChanged 25 SP:Iteration 24Q (1977.281126 sec): 3 clusters Score: Raw -823651.690255 + Penalty 3056.224180 = -820595.466075 nChanged 22 SP:Iteration 25Q (1977.309586 sec): 3 clusters Score: Raw -823654.131920 + Penalty 3056.224180 = -820597.907739 nChanged 15 SP:Iteration 26Q (1977.337971 sec): 3 clusters Score: Raw -823655.844379 + Penalty 3056.224180 = -820599.620199 nChanged 13 SP:Iteration 27Q (1977.366600 sec): 3 clusters Score: Raw -823658.585895 + Penalty 3056.224180 = -820602.361714 nChanged 13 SP:Iteration 28Q (1977.394920 sec): 3 clusters Score: Raw -823660.882949 + Penalty 3056.224180 = -820604.658769 nChanged 11 SP:Iteration 29Q (1977.423369 sec): 3 clusters Score: Raw -823662.220962 + Penalty 3056.224180 = -820605.996782 nChanged 5 SP:Iteration 30Q (1977.451793 sec): 3 clusters Score: Raw -823662.900476 + Penalty 3056.224180 = -820606.676296 nChanged 4 SP:Iteration 31Q (1977.480143 sec): 3 clusters Score: Raw -823663.274160 + Penalty 3056.224180 = -820607.049980 nChanged 1 SP:Iteration 32Q (1977.508437 sec): 3 clusters Score: Raw -823663.439176 + Penalty 3056.224180 = -820607.214996 nChanged 5 SP:Iteration 33Q (1977.536903 sec): 3 clusters Score: Raw -823664.106235 + Penalty 3056.224180 = -820607.882055 nChanged 4 SP:Iteration 34Q (1977.565199 sec): 3 clusters Score: Raw -823664.529847 + Penalty 3056.224180 = -820608.305666 nChanged 2 SP:Iteration 35Q (1977.593657 sec): 3 clusters Score: Raw -823664.797438 + Penalty 3056.224180 = -820608.573257 nChanged 1 SP:Iteration 36Q (1977.622211 sec): 3 clusters Score: Raw -823664.938105 + Penalty 3056.224180 = -820608.713925 nChanged 0 SP:Iteration 37F (1977.653199 sec): 3 clusters Score: Raw -823664.938105 + Penalty 3056.224180 = -820608.713925 nChanged 0 Trying to split cluster 5 (2501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1977.668899 sec): 2 clusters Score: Raw -170750.231357 + Penalty 1271.472464 = -169478.758893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1977.681956 sec): 3 clusters Score: Raw -169605.847607 + Penalty 2542.944928 = -167062.902680 nChanged 881 SP:Iteration 1F (1977.694393 sec): 3 clusters Score: Raw -170109.573444 + Penalty 2542.944928 = -167566.628517 nChanged 196 SP:Iteration 2F (1977.706679 sec): 3 clusters Score: Raw -170235.833126 + Penalty 2542.944928 = -167692.888198 nChanged 125 SP:Iteration 3Q (1977.718953 sec): 3 clusters Score: Raw -170331.796752 + Penalty 2542.944928 = -167788.851824 nChanged 106 SP:Iteration 4Q (1977.731254 sec): 3 clusters Score: Raw -170402.433196 + Penalty 2542.944928 = -167859.488268 nChanged 87 SP:Iteration 5Q (1977.743505 sec): 3 clusters Score: Raw -170446.089659 + Penalty 2542.944928 = -167903.144731 nChanged 57 SP:Iteration 6Q (1977.755734 sec): 3 clusters Score: Raw -170476.458844 + Penalty 2542.944928 = -167933.513917 nChanged 49 SP:Iteration 7Q (1977.767971 sec): 3 clusters Score: Raw -170499.619898 + Penalty 2542.944928 = -167956.674971 nChanged 31 SP:Iteration 8Q (1977.780186 sec): 3 clusters Score: Raw -170509.971785 + Penalty 2542.944928 = -167967.026858 nChanged 28 SP:Iteration 9Q (1977.792426 sec): 3 clusters Score: Raw -170522.675787 + Penalty 2542.944928 = -167979.730860 nChanged 31 SP:Iteration 10Q (1977.804693 sec): 3 clusters Score: Raw -170535.620258 + Penalty 2542.944928 = -167992.675331 nChanged 20 SP:Iteration 11Q (1977.816824 sec): 3 clusters Score: Raw -170543.429831 + Penalty 2542.944928 = -168000.484904 nChanged 19 SP:Iteration 12Q (1977.829074 sec): 3 clusters Score: Raw -170549.491913 + Penalty 2542.944928 = -168006.546986 nChanged 13 SP:Iteration 13Q (1977.841274 sec): 3 clusters Score: Raw -170554.471393 + Penalty 2542.944928 = -168011.526465 nChanged 19 SP:Iteration 14Q (1977.853391 sec): 3 clusters Score: Raw -170563.444979 + Penalty 2542.944928 = -168020.500051 nChanged 27 SP:Iteration 15Q (1977.865496 sec): 3 clusters Score: Raw -170576.811276 + Penalty 2542.944928 = -168033.866348 nChanged 31 SP:Iteration 16Q (1977.877669 sec): 3 clusters Score: Raw -170593.667747 + Penalty 2542.944928 = -168050.722820 nChanged 30 SP:Iteration 17Q (1977.889917 sec): 3 clusters Score: Raw -170607.496553 + Penalty 2542.944928 = -168064.551625 nChanged 29 SP:Iteration 18Q (1977.901998 sec): 3 clusters Score: Raw -170621.113476 + Penalty 2542.944928 = -168078.168549 nChanged 37 SP:Iteration 19Q (1977.914177 sec): 3 clusters Score: Raw -170641.296930 + Penalty 2542.944928 = -168098.352002 nChanged 44 SP:Iteration 20F (1977.926391 sec): 3 clusters Score: Raw -170666.821582 + Penalty 2542.944928 = -168123.876655 nChanged 56 SP:Iteration 21Q (1977.938540 sec): 3 clusters Score: Raw -170695.094990 + Penalty 2542.944928 = -168152.150063 nChanged 44 SP:Iteration 22Q (1977.950611 sec): 3 clusters Score: Raw -170719.520484 + Penalty 2542.944928 = -168176.575556 nChanged 46 SP:Iteration 23Q (1977.962772 sec): 3 clusters Score: Raw -170748.069818 + Penalty 2542.944928 = -168205.124891 nChanged 54 SP:Iteration 24Q (1977.974946 sec): 3 clusters Score: Raw -170783.039582 + Penalty 2542.944928 = -168240.094654 nChanged 57 SP:Iteration 25Q (1977.987030 sec): 3 clusters Score: Raw -170825.290367 + Penalty 2542.944928 = -168282.345440 nChanged 60 SP:Iteration 26Q (1977.999195 sec): 3 clusters Score: Raw -170872.528615 + Penalty 2542.944928 = -168329.583688 nChanged 50 SP:Iteration 27Q (1978.011350 sec): 3 clusters Score: Raw -170913.007360 + Penalty 2542.944928 = -168370.062433 nChanged 43 SP:Iteration 28Q (1978.023456 sec): 3 clusters Score: Raw -170949.301666 + Penalty 2542.944928 = -168406.356739 nChanged 43 SP:Iteration 29Q (1978.035527 sec): 3 clusters Score: Raw -170980.808855 + Penalty 2542.944928 = -168437.863927 nChanged 33 SP:Iteration 30Q (1978.047647 sec): 3 clusters Score: Raw -171001.062137 + Penalty 2542.944928 = -168458.117209 nChanged 30 SP:Iteration 31Q (1978.059722 sec): 3 clusters Score: Raw -171028.101457 + Penalty 2542.944928 = -168485.156529 nChanged 31 SP:Iteration 32Q (1978.071629 sec): 3 clusters Score: Raw -171058.899091 + Penalty 2542.944928 = -168515.954163 nChanged 24 SP:Iteration 33Q (1978.083633 sec): 3 clusters Score: Raw -171080.620400 + Penalty 2542.944928 = -168537.675473 nChanged 15 SP:Iteration 34Q (1978.095466 sec): 3 clusters Score: Raw -171094.001058 + Penalty 2542.944928 = -168551.056130 nChanged 10 SP:Iteration 35Q (1978.107392 sec): 3 clusters Score: Raw -171103.429737 + Penalty 2542.944928 = -168560.484810 nChanged 3 SP:Iteration 36Q (1978.119250 sec): 3 clusters Score: Raw -171104.994214 + Penalty 2542.944928 = -168562.049287 nChanged 2 SP:Iteration 37Q (1978.131003 sec): 3 clusters Score: Raw -171107.629982 + Penalty 2542.944928 = -168564.685055 nChanged 2 SP:Iteration 38Q (1978.142885 sec): 3 clusters Score: Raw -171109.104704 + Penalty 2542.944928 = -168566.159777 nChanged 1 SP:Iteration 39Q (1978.154612 sec): 3 clusters Score: Raw -171111.175565 + Penalty 2542.944928 = -168568.230638 nChanged 1 SP:Iteration 40F (1978.166774 sec): 3 clusters Score: Raw -171112.855515 + Penalty 2542.944928 = -168569.910588 nChanged 3 SP:Iteration 41Q (1978.178695 sec): 3 clusters Score: Raw -171114.931660 + Penalty 2542.944928 = -168571.986733 nChanged 2 SP:Iteration 42Q (1978.190574 sec): 3 clusters Score: Raw -171115.444692 + Penalty 2542.944928 = -168572.499765 nChanged 0 SP:Iteration 43F (1978.202627 sec): 3 clusters Score: Raw -171115.444692 + Penalty 2542.944928 = -168572.499765 nChanged 0 Trying to split cluster 6 (697 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1978.213138 sec): 2 clusters Score: Raw -41110.655437 + Penalty 1063.852629 = -40046.802808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1978.217388 sec): 3 clusters Score: Raw -40960.426011 + Penalty 2127.705258 = -38832.720753 nChanged 182 SP:Iteration 1F (1978.221325 sec): 3 clusters Score: Raw -41144.459767 + Penalty 2127.705258 = -39016.754508 nChanged 39 SP:Iteration 2F (1978.225250 sec): 3 clusters Score: Raw -41197.258255 + Penalty 2127.705258 = -39069.552997 nChanged 17 SP:Iteration 3Q (1978.229183 sec): 3 clusters Score: Raw -41222.992246 + Penalty 2127.705258 = -39095.286987 nChanged 14 SP:Iteration 4Q (1978.233059 sec): 3 clusters Score: Raw -41243.667107 + Penalty 2127.705258 = -39115.961848 nChanged 9 SP:Iteration 5Q (1978.237014 sec): 3 clusters Score: Raw -41259.612424 + Penalty 2127.705258 = -39131.907166 nChanged 12 SP:Iteration 6Q (1978.240929 sec): 3 clusters Score: Raw -41271.328858 + Penalty 2127.705258 = -39143.623600 nChanged 8 SP:Iteration 7Q (1978.244802 sec): 3 clusters Score: Raw -41282.363072 + Penalty 2127.705258 = -39154.657813 nChanged 8 SP:Iteration 8Q (1978.248651 sec): 3 clusters Score: Raw -41293.600772 + Penalty 2127.705258 = -39165.895513 nChanged 7 SP:Iteration 9Q (1978.252498 sec): 3 clusters Score: Raw -41299.884484 + Penalty 2127.705258 = -39172.179225 nChanged 3 SP:Iteration 10Q (1978.256368 sec): 3 clusters Score: Raw -41301.989741 + Penalty 2127.705258 = -39174.284482 nChanged 3 SP:Iteration 11Q (1978.260252 sec): 3 clusters Score: Raw -41308.457913 + Penalty 2127.705258 = -39180.752655 nChanged 6 SP:Iteration 12Q (1978.264125 sec): 3 clusters Score: Raw -41313.854131 + Penalty 2127.705258 = -39186.148873 nChanged 6 SP:Iteration 13Q (1978.268003 sec): 3 clusters Score: Raw -41323.478840 + Penalty 2127.705258 = -39195.773581 nChanged 2 SP:Iteration 14Q (1978.271892 sec): 3 clusters Score: Raw -41324.832539 + Penalty 2127.705258 = -39197.127281 nChanged 2 SP:Iteration 15Q (1978.275765 sec): 3 clusters Score: Raw -41326.942386 + Penalty 2127.705258 = -39199.237128 nChanged 3 SP:Iteration 16Q (1978.279622 sec): 3 clusters Score: Raw -41330.208618 + Penalty 2127.705258 = -39202.503360 nChanged 4 SP:Iteration 17Q (1978.283494 sec): 3 clusters Score: Raw -41335.205336 + Penalty 2127.705258 = -39207.500078 nChanged 5 SP:Iteration 18Q (1978.287373 sec): 3 clusters Score: Raw -41341.514672 + Penalty 2127.705258 = -39213.809413 nChanged 5 SP:Iteration 19Q (1978.291204 sec): 3 clusters Score: Raw -41348.744324 + Penalty 2127.705258 = -39221.039066 nChanged 5 SP:Iteration 20F (1978.295107 sec): 3 clusters Score: Raw -41353.142543 + Penalty 2127.705258 = -39225.437285 nChanged 3 SP:Iteration 21Q (1978.298933 sec): 3 clusters Score: Raw -41355.966922 + Penalty 2127.705258 = -39228.261663 nChanged 3 SP:Iteration 22Q (1978.302791 sec): 3 clusters Score: Raw -41358.851631 + Penalty 2127.705258 = -39231.146373 nChanged 2 SP:Iteration 23Q (1978.306650 sec): 3 clusters Score: Raw -41360.079320 + Penalty 2127.705258 = -39232.374062 nChanged 0 SP:Iteration 24F (1978.310600 sec): 3 clusters Score: Raw -41360.079320 + Penalty 2127.705258 = -39232.374062 nChanged 0 Trying to split cluster 7 (25929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1978.352699 sec): 2 clusters Score: Raw -1644394.186785 + Penalty 1651.506563 = -1642742.680221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1978.405831 sec): 3 clusters Score: Raw -1628509.359686 + Penalty 3303.013127 = -1625206.346559 nChanged 11914 SP:Iteration 1F (1978.456673 sec): 3 clusters Score: Raw -1635221.006325 + Penalty 3303.013127 = -1631917.993198 nChanged 1255 SP:Iteration 2Q (1978.508258 sec): 3 clusters Score: Raw -1635700.701331 + Penalty 3303.013127 = -1632397.688205 nChanged 1305 SP:Iteration 3F (1978.557588 sec): 3 clusters Score: Raw -1636312.943071 + Penalty 3303.013127 = -1633009.929945 nChanged 1460 SP:Iteration 4F (1978.607178 sec): 3 clusters Score: Raw -1637155.477677 + Penalty 3303.013127 = -1633852.464550 nChanged 1685 SP:Iteration 5F (1978.656889 sec): 3 clusters Score: Raw -1638293.916151 + Penalty 3303.013127 = -1634990.903025 nChanged 1836 SP:Iteration 6F (1978.706514 sec): 3 clusters Score: Raw -1639767.963239 + Penalty 3303.013127 = -1636464.950112 nChanged 1794 SP:Iteration 7F (1978.756101 sec): 3 clusters Score: Raw -1641358.730003 + Penalty 3303.013127 = -1638055.716877 nChanged 1445 SP:Iteration 8F (1978.805752 sec): 3 clusters Score: Raw -1642742.795898 + Penalty 3303.013127 = -1639439.782772 nChanged 981 SP:Iteration 9Q (1978.854047 sec): 3 clusters Score: Raw -1643757.593207 + Penalty 3303.013127 = -1640454.580081 nChanged 498 SP:Iteration 10Q (1978.899369 sec): 3 clusters Score: Raw -1644258.377198 + Penalty 3303.013127 = -1640955.364071 nChanged 291 SP:Iteration 11Q (1978.942347 sec): 3 clusters Score: Raw -1644509.962534 + Penalty 3303.013127 = -1641206.949408 nChanged 195 SP:Iteration 12Q (1978.984248 sec): 3 clusters Score: Raw -1644668.156368 + Penalty 3303.013127 = -1641365.143241 nChanged 150 SP:Iteration 13Q (1979.025555 sec): 3 clusters Score: Raw -1644790.737889 + Penalty 3303.013127 = -1641487.724763 nChanged 109 SP:Iteration 14Q (1979.066498 sec): 3 clusters Score: Raw -1644873.403900 + Penalty 3303.013127 = -1641570.390773 nChanged 91 SP:Iteration 15Q (1979.107375 sec): 3 clusters Score: Raw -1644936.049048 + Penalty 3303.013127 = -1641633.035921 nChanged 71 SP:Iteration 16Q (1979.148245 sec): 3 clusters Score: Raw -1644979.083511 + Penalty 3303.013127 = -1641676.070384 nChanged 63 SP:Iteration 17Q (1979.188731 sec): 3 clusters Score: Raw -1645016.713025 + Penalty 3303.013127 = -1641713.699899 nChanged 42 SP:Iteration 18Q (1979.229228 sec): 3 clusters Score: Raw -1645044.231220 + Penalty 3303.013127 = -1641741.218094 nChanged 41 SP:Iteration 19Q (1979.269626 sec): 3 clusters Score: Raw -1645067.844621 + Penalty 3303.013127 = -1641764.831494 nChanged 37 SP:Iteration 20F (1979.318911 sec): 3 clusters Score: Raw -1645086.869965 + Penalty 3303.013127 = -1641783.856838 nChanged 29 SP:Iteration 21Q (1979.359118 sec): 3 clusters Score: Raw -1645100.232283 + Penalty 3303.013127 = -1641797.219157 nChanged 22 SP:Iteration 22Q (1979.399094 sec): 3 clusters Score: Raw -1645114.269102 + Penalty 3303.013127 = -1641811.255975 nChanged 29 SP:Iteration 23Q (1979.439118 sec): 3 clusters Score: Raw -1645126.254805 + Penalty 3303.013127 = -1641823.241678 nChanged 17 SP:Iteration 24Q (1979.479141 sec): 3 clusters Score: Raw -1645131.873460 + Penalty 3303.013127 = -1641828.860334 nChanged 5 SP:Iteration 25Q (1979.519315 sec): 3 clusters Score: Raw -1645133.723467 + Penalty 3303.013127 = -1641830.710340 nChanged 4 SP:Iteration 26Q (1979.559314 sec): 3 clusters Score: Raw -1645135.561952 + Penalty 3303.013127 = -1641832.548826 nChanged 7 SP:Iteration 27Q (1979.599383 sec): 3 clusters Score: Raw -1645138.372959 + Penalty 3303.013127 = -1641835.359832 nChanged 8 SP:Iteration 28Q (1979.639413 sec): 3 clusters Score: Raw -1645140.870009 + Penalty 3303.013127 = -1641837.856882 nChanged 6 SP:Iteration 29Q (1979.679459 sec): 3 clusters Score: Raw -1645143.759608 + Penalty 3303.013127 = -1641840.746482 nChanged 3 SP:Iteration 30Q (1979.719434 sec): 3 clusters Score: Raw -1645144.899505 + Penalty 3303.013127 = -1641841.886379 nChanged 3 SP:Iteration 31Q (1979.759516 sec): 3 clusters Score: Raw -1645145.772294 + Penalty 3303.013127 = -1641842.759167 nChanged 2 SP:Iteration 32Q (1979.799545 sec): 3 clusters Score: Raw -1645146.410938 + Penalty 3303.013127 = -1641843.397811 nChanged 0 SP:Iteration 33F (1979.848730 sec): 3 clusters Score: Raw -1645146.410938 + Penalty 3303.013127 = -1641843.397811 nChanged 0 Trying to split cluster 8 (8078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1979.868928 sec): 2 clusters Score: Raw -520243.424135 + Penalty 1461.996184 = -518781.427951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1979.894787 sec): 3 clusters Score: Raw -515734.541086 + Penalty 2923.992369 = -512810.548718 nChanged 3410 SP:Iteration 1F (1979.919682 sec): 3 clusters Score: Raw -517708.177818 + Penalty 2923.992369 = -514784.185449 nChanged 580 SP:Iteration 2F (1979.944675 sec): 3 clusters Score: Raw -517991.968455 + Penalty 2923.992369 = -515067.976086 nChanged 412 SP:Iteration 3F (1979.969759 sec): 3 clusters Score: Raw -518171.574343 + Penalty 2923.992369 = -515247.581974 nChanged 335 SP:Iteration 4Q (1979.995080 sec): 3 clusters Score: Raw -518329.372611 + Penalty 2923.992369 = -515405.380243 nChanged 337 SP:Iteration 5Q (1980.020176 sec): 3 clusters Score: Raw -518508.444069 + Penalty 2923.992369 = -515584.451700 nChanged 324 SP:Iteration 6Q (1980.045408 sec): 3 clusters Score: Raw -518709.538748 + Penalty 2923.992369 = -515785.546379 nChanged 336 SP:Iteration 7Q (1980.070697 sec): 3 clusters Score: Raw -518929.205258 + Penalty 2923.992369 = -516005.212889 nChanged 337 SP:Iteration 8Q (1980.095867 sec): 3 clusters Score: Raw -519151.807417 + Penalty 2923.992369 = -516227.815049 nChanged 349 SP:Iteration 9Q (1980.120986 sec): 3 clusters Score: Raw -519371.263280 + Penalty 2923.992369 = -516447.270912 nChanged 324 SP:Iteration 10Q (1980.146251 sec): 3 clusters Score: Raw -519562.300943 + Penalty 2923.992369 = -516638.308575 nChanged 268 SP:Iteration 11Q (1980.171189 sec): 3 clusters Score: Raw -519697.546105 + Penalty 2923.992369 = -516773.553736 nChanged 216 SP:Iteration 12Q (1980.195987 sec): 3 clusters Score: Raw -519803.315937 + Penalty 2923.992369 = -516879.323568 nChanged 187 SP:Iteration 13Q (1980.220841 sec): 3 clusters Score: Raw -519903.486132 + Penalty 2923.992369 = -516979.493764 nChanged 160 SP:Iteration 14Q (1980.245760 sec): 3 clusters Score: Raw -519966.271818 + Penalty 2923.992369 = -517042.279450 nChanged 137 SP:Iteration 15Q (1980.270625 sec): 3 clusters Score: Raw -520014.133319 + Penalty 2923.992369 = -517090.140950 nChanged 118 SP:Iteration 16Q (1980.295273 sec): 3 clusters Score: Raw -520052.173062 + Penalty 2923.992369 = -517128.180693 nChanged 104 SP:Iteration 17Q (1980.320050 sec): 3 clusters Score: Raw -520081.863485 + Penalty 2923.992369 = -517157.871116 nChanged 83 SP:Iteration 18Q (1980.344834 sec): 3 clusters Score: Raw -520103.915371 + Penalty 2923.992369 = -517179.923002 nChanged 68 SP:Iteration 19Q (1980.369497 sec): 3 clusters Score: Raw -520125.227518 + Penalty 2923.992369 = -517201.235149 nChanged 74 SP:Iteration 20F (1980.394786 sec): 3 clusters Score: Raw -520150.955260 + Penalty 2923.992369 = -517226.962891 nChanged 78 SP:Iteration 21Q (1980.419454 sec): 3 clusters Score: Raw -520172.194293 + Penalty 2923.992369 = -517248.201925 nChanged 63 SP:Iteration 22Q (1980.444325 sec): 3 clusters Score: Raw -520183.943846 + Penalty 2923.992369 = -517259.951477 nChanged 39 SP:Iteration 23Q (1980.468879 sec): 3 clusters Score: Raw -520190.595112 + Penalty 2923.992369 = -517266.602743 nChanged 38 SP:Iteration 24Q (1980.493544 sec): 3 clusters Score: Raw -520196.623895 + Penalty 2923.992369 = -517272.631526 nChanged 34 SP:Iteration 25Q (1980.518291 sec): 3 clusters Score: Raw -520203.036158 + Penalty 2923.992369 = -517279.043789 nChanged 30 SP:Iteration 26Q (1980.542828 sec): 3 clusters Score: Raw -520208.934060 + Penalty 2923.992369 = -517284.941691 nChanged 39 SP:Iteration 27Q (1980.567325 sec): 3 clusters Score: Raw -520218.968968 + Penalty 2923.992369 = -517294.976599 nChanged 45 SP:Iteration 28Q (1980.591860 sec): 3 clusters Score: Raw -520229.066858 + Penalty 2923.992369 = -517305.074489 nChanged 37 SP:Iteration 29Q (1980.616510 sec): 3 clusters Score: Raw -520239.076963 + Penalty 2923.992369 = -517315.084595 nChanged 36 SP:Iteration 30Q (1980.641009 sec): 3 clusters Score: Raw -520247.199180 + Penalty 2923.992369 = -517323.206811 nChanged 31 SP:Iteration 31Q (1980.665378 sec): 3 clusters Score: Raw -520253.249967 + Penalty 2923.992369 = -517329.257599 nChanged 29 SP:Iteration 32Q (1980.689787 sec): 3 clusters Score: Raw -520258.867593 + Penalty 2923.992369 = -517334.875224 nChanged 27 SP:Iteration 33Q (1980.714261 sec): 3 clusters Score: Raw -520264.706432 + Penalty 2923.992369 = -517340.714063 nChanged 26 SP:Iteration 34Q (1980.738584 sec): 3 clusters Score: Raw -520270.282277 + Penalty 2923.992369 = -517346.289908 nChanged 21 SP:Iteration 35Q (1980.763355 sec): 3 clusters Score: Raw -520273.176038 + Penalty 2923.992369 = -517349.183669 nChanged 18 SP:Iteration 36Q (1980.787792 sec): 3 clusters Score: Raw -520276.082287 + Penalty 2923.992369 = -517352.089918 nChanged 25 SP:Iteration 37Q (1980.812192 sec): 3 clusters Score: Raw -520278.926455 + Penalty 2923.992369 = -517354.934086 nChanged 21 SP:Iteration 38Q (1980.836790 sec): 3 clusters Score: Raw -520281.350478 + Penalty 2923.992369 = -517357.358109 nChanged 13 SP:Iteration 39Q (1980.861191 sec): 3 clusters Score: Raw -520282.752231 + Penalty 2923.992369 = -517358.759863 nChanged 11 SP:Iteration 40F (1980.886054 sec): 3 clusters Score: Raw -520284.192886 + Penalty 2923.992369 = -517360.200517 nChanged 12 SP:Iteration 41Q (1980.910732 sec): 3 clusters Score: Raw -520285.923527 + Penalty 2923.992369 = -517361.931158 nChanged 19 SP:Iteration 42Q (1980.935317 sec): 3 clusters Score: Raw -520288.461990 + Penalty 2923.992369 = -517364.469621 nChanged 17 SP:Iteration 43Q (1980.959759 sec): 3 clusters Score: Raw -520291.039007 + Penalty 2923.992369 = -517367.046638 nChanged 16 SP:Iteration 44Q (1980.984224 sec): 3 clusters Score: Raw -520292.931475 + Penalty 2923.992369 = -517368.939106 nChanged 9 SP:Iteration 45Q (1981.009093 sec): 3 clusters Score: Raw -520294.466093 + Penalty 2923.992369 = -517370.473725 nChanged 9 SP:Iteration 46Q (1981.033791 sec): 3 clusters Score: Raw -520295.705889 + Penalty 2923.992369 = -517371.713521 nChanged 5 SP:Iteration 47Q (1981.058237 sec): 3 clusters Score: Raw -520295.995295 + Penalty 2923.992369 = -517372.002926 nChanged 1 SP:Iteration 48Q (1981.082724 sec): 3 clusters Score: Raw -520296.073285 + Penalty 2923.992369 = -517372.080916 nChanged 0 SP:Iteration 49F (1981.107715 sec): 3 clusters Score: Raw -520296.073285 + Penalty 2923.992369 = -517372.080916 nChanged 0 Trying to split cluster 9 (42229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1981.169521 sec): 2 clusters Score: Raw -2845920.829304 + Penalty 1730.765151 = -2844190.064153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1981.255875 sec): 3 clusters Score: Raw -2819318.681974 + Penalty 3461.530302 = -2815857.151672 nChanged 19889 SP:Iteration 1F (1981.331105 sec): 3 clusters Score: Raw -2830741.823584 + Penalty 3461.530302 = -2827280.293282 nChanged 2245 SP:Iteration 2F (1981.408160 sec): 3 clusters Score: Raw -2831833.425504 + Penalty 3461.530302 = -2828371.895202 nChanged 2745 SP:Iteration 3F (1981.485725 sec): 3 clusters Score: Raw -2833598.468293 + Penalty 3461.530302 = -2830136.937991 nChanged 3309 SP:Iteration 4F (1981.563250 sec): 3 clusters Score: Raw -2836174.989872 + Penalty 3461.530302 = -2832713.459570 nChanged 3385 SP:Iteration 5F (1981.640627 sec): 3 clusters Score: Raw -2838758.264665 + Penalty 3461.530302 = -2835296.734363 nChanged 2910 SP:Iteration 6F (1981.718048 sec): 3 clusters Score: Raw -2840619.067486 + Penalty 3461.530302 = -2837157.537184 nChanged 2169 SP:Iteration 7F (1981.795418 sec): 3 clusters Score: Raw -2841724.009141 + Penalty 3461.530302 = -2838262.478839 nChanged 1498 SP:Iteration 8Q (1981.876428 sec): 3 clusters Score: Raw -2842414.817017 + Penalty 3461.530302 = -2838953.286715 nChanged 1168 SP:Iteration 9Q (1981.956488 sec): 3 clusters Score: Raw -2842935.319186 + Penalty 3461.530302 = -2839473.788884 nChanged 963 SP:Iteration 10Q (1982.036391 sec): 3 clusters Score: Raw -2843400.147922 + Penalty 3461.530302 = -2839938.617620 nChanged 843 SP:Iteration 11Q (1982.116058 sec): 3 clusters Score: Raw -2843853.257425 + Penalty 3461.530302 = -2840391.727123 nChanged 763 SP:Iteration 12Q (1982.194626 sec): 3 clusters Score: Raw -2844295.249241 + Penalty 3461.530302 = -2840833.718939 nChanged 669 SP:Iteration 13Q (1982.272135 sec): 3 clusters Score: Raw -2844724.899562 + Penalty 3461.530302 = -2841263.369260 nChanged 595 SP:Iteration 14Q (1982.347383 sec): 3 clusters Score: Raw -2845037.137012 + Penalty 3461.530302 = -2841575.606710 nChanged 529 SP:Iteration 15Q (1982.420508 sec): 3 clusters Score: Raw -2845282.548001 + Penalty 3461.530302 = -2841821.017699 nChanged 447 SP:Iteration 16Q (1982.491905 sec): 3 clusters Score: Raw -2845482.035855 + Penalty 3461.530302 = -2842020.505553 nChanged 403 SP:Iteration 17Q (1982.561703 sec): 3 clusters Score: Raw -2845641.893114 + Penalty 3461.530302 = -2842180.362811 nChanged 361 SP:Iteration 18Q (1982.630605 sec): 3 clusters Score: Raw -2845793.149975 + Penalty 3461.530302 = -2842331.619673 nChanged 323 SP:Iteration 19Q (1982.698391 sec): 3 clusters Score: Raw -2845924.187542 + Penalty 3461.530302 = -2842462.657240 nChanged 319 SP:Iteration 20F (1982.775395 sec): 3 clusters Score: Raw -2846052.438870 + Penalty 3461.530302 = -2842590.908567 nChanged 284 SP:Iteration 21Q (1982.842339 sec): 3 clusters Score: Raw -2846158.816021 + Penalty 3461.530302 = -2842697.285719 nChanged 247 SP:Iteration 22Q (1982.907852 sec): 3 clusters Score: Raw -2846249.419768 + Penalty 3461.530302 = -2842787.889466 nChanged 221 SP:Iteration 23Q (1982.972934 sec): 3 clusters Score: Raw -2846320.963589 + Penalty 3461.530302 = -2842859.433287 nChanged 185 SP:Iteration 24Q (1983.037255 sec): 3 clusters Score: Raw -2846367.973577 + Penalty 3461.530302 = -2842906.443275 nChanged 147 SP:Iteration 25Q (1983.101361 sec): 3 clusters Score: Raw -2846401.712047 + Penalty 3461.530302 = -2842940.181745 nChanged 126 SP:Iteration 26Q (1983.164997 sec): 3 clusters Score: Raw -2846427.918315 + Penalty 3461.530302 = -2842966.388013 nChanged 113 SP:Iteration 27Q (1983.228397 sec): 3 clusters Score: Raw -2846450.592768 + Penalty 3461.530302 = -2842989.062466 nChanged 109 SP:Iteration 28Q (1983.291850 sec): 3 clusters Score: Raw -2846474.201378 + Penalty 3461.530302 = -2843012.671076 nChanged 90 SP:Iteration 29Q (1983.354583 sec): 3 clusters Score: Raw -2846492.015180 + Penalty 3461.530302 = -2843030.484878 nChanged 68 SP:Iteration 30Q (1983.418077 sec): 3 clusters Score: Raw -2846506.777494 + Penalty 3461.530302 = -2843045.247192 nChanged 72 SP:Iteration 31Q (1983.480537 sec): 3 clusters Score: Raw -2846521.692482 + Penalty 3461.530302 = -2843060.162180 nChanged 61 SP:Iteration 32Q (1983.543188 sec): 3 clusters Score: Raw -2846535.175804 + Penalty 3461.530302 = -2843073.645502 nChanged 49 SP:Iteration 33Q (1983.605408 sec): 3 clusters Score: Raw -2846544.849943 + Penalty 3461.530302 = -2843083.319641 nChanged 42 SP:Iteration 34Q (1983.667504 sec): 3 clusters Score: Raw -2846553.191013 + Penalty 3461.530302 = -2843091.660711 nChanged 41 SP:Iteration 35Q (1983.729724 sec): 3 clusters Score: Raw -2846560.111580 + Penalty 3461.530302 = -2843098.581278 nChanged 32 SP:Iteration 36Q (1983.791626 sec): 3 clusters Score: Raw -2846564.259632 + Penalty 3461.530302 = -2843102.729330 nChanged 33 SP:Iteration 37Q (1983.853489 sec): 3 clusters Score: Raw -2846568.531976 + Penalty 3461.530302 = -2843107.001674 nChanged 25 SP:Iteration 38Q (1983.915551 sec): 3 clusters Score: Raw -2846571.370110 + Penalty 3461.530302 = -2843109.839808 nChanged 23 SP:Iteration 39Q (1983.977458 sec): 3 clusters Score: Raw -2846575.234800 + Penalty 3461.530302 = -2843113.704498 nChanged 32 SP:Iteration 40F (1984.055291 sec): 3 clusters Score: Raw -2846580.181529 + Penalty 3461.530302 = -2843118.651227 nChanged 26 SP:Iteration 41Q (1984.116604 sec): 3 clusters Score: Raw -2846583.626581 + Penalty 3461.530302 = -2843122.096279 nChanged 16 SP:Iteration 42Q (1984.178447 sec): 3 clusters Score: Raw -2846586.125558 + Penalty 3461.530302 = -2843124.595256 nChanged 21 SP:Iteration 43Q (1984.240376 sec): 3 clusters Score: Raw -2846589.399459 + Penalty 3461.530302 = -2843127.869157 nChanged 20 SP:Iteration 44Q (1984.301849 sec): 3 clusters Score: Raw -2846592.460371 + Penalty 3461.530302 = -2843130.930069 nChanged 18 SP:Iteration 45Q (1984.363468 sec): 3 clusters Score: Raw -2846595.007172 + Penalty 3461.530302 = -2843133.476870 nChanged 20 SP:Iteration 46Q (1984.425125 sec): 3 clusters Score: Raw -2846598.384807 + Penalty 3461.530302 = -2843136.854505 nChanged 25 SP:Iteration 47Q (1984.486546 sec): 3 clusters Score: Raw -2846601.681087 + Penalty 3461.530302 = -2843140.150785 nChanged 17 SP:Iteration 48Q (1984.549916 sec): 3 clusters Score: Raw -2846603.159665 + Penalty 3461.530302 = -2843141.629363 nChanged 10 SP:Iteration 49Q (1984.609467 sec): 3 clusters Score: Raw -2846604.179271 + Penalty 3461.530302 = -2843142.648969 nChanged 12 SP:Iteration 50Q (1984.670632 sec): 3 clusters Score: Raw -2846605.818256 + Penalty 3461.530302 = -2843144.287954 nChanged 9 SP:Iteration 51Q (1984.732052 sec): 3 clusters Score: Raw -2846606.713771 + Penalty 3461.530302 = -2843145.183469 nChanged 8 SP:Iteration 52Q (1984.793647 sec): 3 clusters Score: Raw -2846607.611247 + Penalty 3461.530302 = -2843146.080945 nChanged 8 SP:Iteration 53Q (1984.854706 sec): 3 clusters Score: Raw -2846608.548847 + Penalty 3461.530302 = -2843147.018545 nChanged 9 SP:Iteration 54Q (1984.916097 sec): 3 clusters Score: Raw -2846610.000391 + Penalty 3461.530302 = -2843148.470089 nChanged 8 SP:Iteration 55Q (1984.977816 sec): 3 clusters Score: Raw -2846610.654041 + Penalty 3461.530302 = -2843149.123739 nChanged 5 SP:Iteration 56Q (1985.038852 sec): 3 clusters Score: Raw -2846611.476064 + Penalty 3461.530302 = -2843149.945762 nChanged 3 SP:Iteration 57Q (1985.100037 sec): 3 clusters Score: Raw -2846611.854318 + Penalty 3461.530302 = -2843150.324016 nChanged 6 SP:Iteration 58Q (1985.161378 sec): 3 clusters Score: Raw -2846612.494938 + Penalty 3461.530302 = -2843150.964635 nChanged 7 SP:Iteration 59Q (1985.222736 sec): 3 clusters Score: Raw -2846613.199656 + Penalty 3461.530302 = -2843151.669354 nChanged 8 SP:Iteration 60F (1985.300141 sec): 3 clusters Score: Raw -2846613.932484 + Penalty 3461.530302 = -2843152.402182 nChanged 7 SP:Iteration 61Q (1985.360938 sec): 3 clusters Score: Raw -2846614.669250 + Penalty 3461.530302 = -2843153.138948 nChanged 9 SP:Iteration 62Q (1985.423578 sec): 3 clusters Score: Raw -2846615.477511 + Penalty 3461.530302 = -2843153.947209 nChanged 7 SP:Iteration 63Q (1985.485282 sec): 3 clusters Score: Raw -2846616.353623 + Penalty 3461.530302 = -2843154.823321 nChanged 8 SP:Iteration 64Q (1985.550165 sec): 3 clusters Score: Raw -2846617.249000 + Penalty 3461.530302 = -2843155.718698 nChanged 6 SP:Iteration 65Q (1985.611708 sec): 3 clusters Score: Raw -2846618.057859 + Penalty 3461.530302 = -2843156.527557 nChanged 6 SP:Iteration 66Q (1985.673923 sec): 3 clusters Score: Raw -2846618.482860 + Penalty 3461.530302 = -2843156.952558 nChanged 2 SP:Iteration 67Q (1985.735146 sec): 3 clusters Score: Raw -2846618.544541 + Penalty 3461.530302 = -2843157.014239 nChanged 0 SP:Iteration 68F (1985.814048 sec): 3 clusters Score: Raw -2846618.544541 + Penalty 3461.530302 = -2843157.014239 nChanged 0 Trying to split cluster 10 (4927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1985.826597 sec): 2 clusters Score: Raw -328975.446299 + Penalty 1381.653904 = -327593.792396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1985.847613 sec): 3 clusters Score: Raw -326423.048121 + Penalty 2763.307808 = -323659.740313 nChanged 2016 SP:Iteration 1F (1985.868330 sec): 3 clusters Score: Raw -327515.066767 + Penalty 2763.307808 = -324751.758959 nChanged 368 SP:Iteration 2F (1985.889136 sec): 3 clusters Score: Raw -327720.686973 + Penalty 2763.307808 = -324957.379165 nChanged 259 SP:Iteration 3F (1985.909948 sec): 3 clusters Score: Raw -327867.866364 + Penalty 2763.307808 = -325104.558556 nChanged 226 SP:Iteration 4Q (1985.930730 sec): 3 clusters Score: Raw -327979.087490 + Penalty 2763.307808 = -325215.779682 nChanged 175 SP:Iteration 5Q (1985.951699 sec): 3 clusters Score: Raw -328080.362364 + Penalty 2763.307808 = -325317.054556 nChanged 163 SP:Iteration 6Q (1985.972396 sec): 3 clusters Score: Raw -328170.189808 + Penalty 2763.307808 = -325406.882000 nChanged 163 SP:Iteration 7Q (1985.993280 sec): 3 clusters Score: Raw -328266.894708 + Penalty 2763.307808 = -325503.586900 nChanged 169 SP:Iteration 8Q (1986.014142 sec): 3 clusters Score: Raw -328378.606414 + Penalty 2763.307808 = -325615.298606 nChanged 185 SP:Iteration 9Q (1986.034500 sec): 3 clusters Score: Raw -328503.408003 + Penalty 2763.307808 = -325740.100196 nChanged 157 SP:Iteration 10Q (1986.055194 sec): 3 clusters Score: Raw -328604.533479 + Penalty 2763.307808 = -325841.225671 nChanged 138 SP:Iteration 11Q (1986.075788 sec): 3 clusters Score: Raw -328692.118868 + Penalty 2763.307808 = -325928.811060 nChanged 137 SP:Iteration 12Q (1986.096224 sec): 3 clusters Score: Raw -328795.582449 + Penalty 2763.307808 = -326032.274641 nChanged 122 SP:Iteration 13Q (1986.116380 sec): 3 clusters Score: Raw -328881.766798 + Penalty 2763.307808 = -326118.458990 nChanged 96 SP:Iteration 14Q (1986.136647 sec): 3 clusters Score: Raw -328947.892203 + Penalty 2763.307808 = -326184.584395 nChanged 77 SP:Iteration 15Q (1986.156623 sec): 3 clusters Score: Raw -329001.991496 + Penalty 2763.307808 = -326238.683688 nChanged 59 SP:Iteration 16Q (1986.176366 sec): 3 clusters Score: Raw -329055.166589 + Penalty 2763.307808 = -326291.858782 nChanged 55 SP:Iteration 17Q (1986.196151 sec): 3 clusters Score: Raw -329099.638780 + Penalty 2763.307808 = -326336.330973 nChanged 32 SP:Iteration 18Q (1986.216128 sec): 3 clusters Score: Raw -329124.483021 + Penalty 2763.307808 = -326361.175213 nChanged 25 SP:Iteration 19Q (1986.236053 sec): 3 clusters Score: Raw -329142.041536 + Penalty 2763.307808 = -326378.733728 nChanged 13 SP:Iteration 20F (1986.256575 sec): 3 clusters Score: Raw -329151.286437 + Penalty 2763.307808 = -326387.978629 nChanged 11 SP:Iteration 21Q (1986.276136 sec): 3 clusters Score: Raw -329159.259211 + Penalty 2763.307808 = -326395.951403 nChanged 11 SP:Iteration 22Q (1986.296008 sec): 3 clusters Score: Raw -329172.257476 + Penalty 2763.307808 = -326408.949668 nChanged 10 SP:Iteration 23Q (1986.315494 sec): 3 clusters Score: Raw -329180.669908 + Penalty 2763.307808 = -326417.362100 nChanged 8 SP:Iteration 24Q (1986.335144 sec): 3 clusters Score: Raw -329186.402807 + Penalty 2763.307808 = -326423.094999 nChanged 9 SP:Iteration 25Q (1986.354867 sec): 3 clusters Score: Raw -329191.835016 + Penalty 2763.307808 = -326428.527209 nChanged 8 SP:Iteration 26Q (1986.374355 sec): 3 clusters Score: Raw -329198.264855 + Penalty 2763.307808 = -326434.957048 nChanged 7 SP:Iteration 27Q (1986.393943 sec): 3 clusters Score: Raw -329205.280030 + Penalty 2763.307808 = -326441.972222 nChanged 6 SP:Iteration 28Q (1986.413614 sec): 3 clusters Score: Raw -329211.503443 + Penalty 2763.307808 = -326448.195635 nChanged 6 SP:Iteration 29Q (1986.433132 sec): 3 clusters Score: Raw -329221.935982 + Penalty 2763.307808 = -326458.628174 nChanged 6 SP:Iteration 30Q (1986.452485 sec): 3 clusters Score: Raw -329227.689978 + Penalty 2763.307808 = -326464.382170 nChanged 6 SP:Iteration 31Q (1986.471917 sec): 3 clusters Score: Raw -329231.729420 + Penalty 2763.307808 = -326468.421612 nChanged 6 SP:Iteration 32Q (1986.491436 sec): 3 clusters Score: Raw -329236.793400 + Penalty 2763.307808 = -326473.485592 nChanged 3 SP:Iteration 33Q (1986.510854 sec): 3 clusters Score: Raw -329238.665153 + Penalty 2763.307808 = -326475.357345 nChanged 0 SP:Iteration 34F (1986.531619 sec): 3 clusters Score: Raw -329238.665153 + Penalty 2763.307808 = -326475.357345 nChanged 0 Trying to split cluster 11 (7293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1986.552937 sec): 2 clusters Score: Raw -467106.384810 + Penalty 1445.383918 = -465661.000893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1986.577379 sec): 3 clusters Score: Raw -463117.076303 + Penalty 2890.767835 = -460226.308468 nChanged 3089 SP:Iteration 1F (1986.601213 sec): 3 clusters Score: Raw -464768.948493 + Penalty 2890.767835 = -461878.180657 nChanged 517 SP:Iteration 2F (1986.625245 sec): 3 clusters Score: Raw -465053.645175 + Penalty 2890.767835 = -462162.877340 nChanged 415 SP:Iteration 3F (1986.649183 sec): 3 clusters Score: Raw -465274.487416 + Penalty 2890.767835 = -462383.719581 nChanged 350 SP:Iteration 4Q (1986.673482 sec): 3 clusters Score: Raw -465470.173167 + Penalty 2890.767835 = -462579.405332 nChanged 300 SP:Iteration 5Q (1986.697722 sec): 3 clusters Score: Raw -465638.091968 + Penalty 2890.767835 = -462747.324133 nChanged 297 SP:Iteration 6Q (1986.721891 sec): 3 clusters Score: Raw -465807.840273 + Penalty 2890.767835 = -462917.072438 nChanged 291 SP:Iteration 7Q (1986.746213 sec): 3 clusters Score: Raw -465976.512788 + Penalty 2890.767835 = -463085.744952 nChanged 273 SP:Iteration 8Q (1986.770236 sec): 3 clusters Score: Raw -466134.722821 + Penalty 2890.767835 = -463243.954986 nChanged 290 SP:Iteration 9Q (1986.794443 sec): 3 clusters Score: Raw -466312.811867 + Penalty 2890.767835 = -463422.044031 nChanged 307 SP:Iteration 10Q (1986.818882 sec): 3 clusters Score: Raw -466518.082988 + Penalty 2890.767835 = -463627.315153 nChanged 276 SP:Iteration 11Q (1986.842990 sec): 3 clusters Score: Raw -466720.031078 + Penalty 2890.767835 = -463829.263243 nChanged 253 SP:Iteration 12Q (1986.867072 sec): 3 clusters Score: Raw -466877.077663 + Penalty 2890.767835 = -463986.309828 nChanged 213 SP:Iteration 13Q (1986.890818 sec): 3 clusters Score: Raw -467000.296979 + Penalty 2890.767835 = -464109.529144 nChanged 173 SP:Iteration 14Q (1986.914668 sec): 3 clusters Score: Raw -467092.651349 + Penalty 2890.767835 = -464201.883513 nChanged 149 SP:Iteration 15Q (1986.937997 sec): 3 clusters Score: Raw -467159.419761 + Penalty 2890.767835 = -464268.651926 nChanged 119 SP:Iteration 16Q (1986.961277 sec): 3 clusters Score: Raw -467214.956236 + Penalty 2890.767835 = -464324.188401 nChanged 112 SP:Iteration 17Q (1986.984705 sec): 3 clusters Score: Raw -467267.774157 + Penalty 2890.767835 = -464377.006321 nChanged 94 SP:Iteration 18Q (1987.007904 sec): 3 clusters Score: Raw -467299.819684 + Penalty 2890.767835 = -464409.051849 nChanged 64 SP:Iteration 19Q (1987.031134 sec): 3 clusters Score: Raw -467324.430745 + Penalty 2890.767835 = -464433.662910 nChanged 64 SP:Iteration 20F (1987.055118 sec): 3 clusters Score: Raw -467345.919975 + Penalty 2890.767835 = -464455.152139 nChanged 52 SP:Iteration 21Q (1987.078155 sec): 3 clusters Score: Raw -467364.327402 + Penalty 2890.767835 = -464473.559567 nChanged 53 SP:Iteration 22Q (1987.101244 sec): 3 clusters Score: Raw -467388.115687 + Penalty 2890.767835 = -464497.347852 nChanged 62 SP:Iteration 23Q (1987.124643 sec): 3 clusters Score: Raw -467414.406964 + Penalty 2890.767835 = -464523.639128 nChanged 75 SP:Iteration 24Q (1987.147821 sec): 3 clusters Score: Raw -467447.126417 + Penalty 2890.767835 = -464556.358581 nChanged 79 SP:Iteration 25Q (1987.170980 sec): 3 clusters Score: Raw -467479.481173 + Penalty 2890.767835 = -464588.713337 nChanged 72 SP:Iteration 26Q (1987.194241 sec): 3 clusters Score: Raw -467508.709214 + Penalty 2890.767835 = -464617.941379 nChanged 58 SP:Iteration 27Q (1987.216933 sec): 3 clusters Score: Raw -467529.066511 + Penalty 2890.767835 = -464638.298676 nChanged 62 SP:Iteration 28Q (1987.239884 sec): 3 clusters Score: Raw -467549.339721 + Penalty 2890.767835 = -464658.571885 nChanged 49 SP:Iteration 29Q (1987.262712 sec): 3 clusters Score: Raw -467566.243933 + Penalty 2890.767835 = -464675.476098 nChanged 52 SP:Iteration 30Q (1987.285424 sec): 3 clusters Score: Raw -467581.715073 + Penalty 2890.767835 = -464690.947237 nChanged 44 SP:Iteration 31Q (1987.308195 sec): 3 clusters Score: Raw -467595.941557 + Penalty 2890.767835 = -464705.173722 nChanged 43 SP:Iteration 32Q (1987.330856 sec): 3 clusters Score: Raw -467610.854945 + Penalty 2890.767835 = -464720.087110 nChanged 41 SP:Iteration 33Q (1987.353462 sec): 3 clusters Score: Raw -467625.021499 + Penalty 2890.767835 = -464734.253664 nChanged 42 SP:Iteration 34Q (1987.376384 sec): 3 clusters Score: Raw -467637.693078 + Penalty 2890.767835 = -464746.925243 nChanged 44 SP:Iteration 35Q (1987.399244 sec): 3 clusters Score: Raw -467653.403542 + Penalty 2890.767835 = -464762.635707 nChanged 51 SP:Iteration 36Q (1987.422070 sec): 3 clusters Score: Raw -467677.929103 + Penalty 2890.767835 = -464787.161267 nChanged 58 SP:Iteration 37Q (1987.444805 sec): 3 clusters Score: Raw -467707.516684 + Penalty 2890.767835 = -464816.748848 nChanged 72 SP:Iteration 38Q (1987.467764 sec): 3 clusters Score: Raw -467757.239314 + Penalty 2890.767835 = -464866.471479 nChanged 93 SP:Iteration 39Q (1987.490796 sec): 3 clusters Score: Raw -467844.544409 + Penalty 2890.767835 = -464953.776574 nChanged 124 SP:Iteration 40F (1987.514847 sec): 3 clusters Score: Raw -467979.194113 + Penalty 2890.767835 = -465088.426277 nChanged 121 SP:Iteration 41Q (1987.537295 sec): 3 clusters Score: Raw -468156.579252 + Penalty 2890.767835 = -465265.811417 nChanged 111 SP:Iteration 42Q (1987.559797 sec): 3 clusters Score: Raw -468328.200535 + Penalty 2890.767835 = -465437.432699 nChanged 76 SP:Iteration 43Q (1987.582011 sec): 3 clusters Score: Raw -468377.995271 + Penalty 2890.767835 = -465487.227436 nChanged 29 SP:Iteration 44Q (1987.604229 sec): 3 clusters Score: Raw -468384.934679 + Penalty 2890.767835 = -465494.166843 nChanged 18 SP:Iteration 45Q (1987.626398 sec): 3 clusters Score: Raw -468388.663408 + Penalty 2890.767835 = -465497.895572 nChanged 8 SP:Iteration 46Q (1987.648501 sec): 3 clusters Score: Raw -468390.450038 + Penalty 2890.767835 = -465499.682202 nChanged 6 SP:Iteration 47Q (1987.670780 sec): 3 clusters Score: Raw -468391.390369 + Penalty 2890.767835 = -465500.622533 nChanged 4 SP:Iteration 48Q (1987.692918 sec): 3 clusters Score: Raw -468392.339655 + Penalty 2890.767835 = -465501.571820 nChanged 3 SP:Iteration 49Q (1987.715078 sec): 3 clusters Score: Raw -468392.868802 + Penalty 2890.767835 = -465502.100966 nChanged 3 SP:Iteration 50Q (1987.737308 sec): 3 clusters Score: Raw -468393.538752 + Penalty 2890.767835 = -465502.770916 nChanged 3 SP:Iteration 51Q (1987.759380 sec): 3 clusters Score: Raw -468393.995224 + Penalty 2890.767835 = -465503.227388 nChanged 1 SP:Iteration 52Q (1987.781787 sec): 3 clusters Score: Raw -468394.092533 + Penalty 2890.767835 = -465503.324697 nChanged 0 SP:Iteration 53F (1987.805653 sec): 3 clusters Score: Raw -468394.092533 + Penalty 2890.767835 = -465503.324697 nChanged 0 Trying to split cluster 12 (1618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1987.820395 sec): 2 clusters Score: Raw -86890.314648 + Penalty 1200.703741 = -85689.610907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1987.829209 sec): 3 clusters Score: Raw -86242.446691 + Penalty 2401.407482 = -83841.039210 nChanged 534 SP:Iteration 1F (1987.837605 sec): 3 clusters Score: Raw -86682.109048 + Penalty 2401.407482 = -84280.701566 nChanged 144 SP:Iteration 2F (1987.845933 sec): 3 clusters Score: Raw -86838.828109 + Penalty 2401.407482 = -84437.420628 nChanged 91 SP:Iteration 3F (1987.854258 sec): 3 clusters Score: Raw -86944.456051 + Penalty 2401.407482 = -84543.048570 nChanged 76 SP:Iteration 4Q (1987.863015 sec): 3 clusters Score: Raw -87033.675789 + Penalty 2401.407482 = -84632.268307 nChanged 75 SP:Iteration 5Q (1987.871289 sec): 3 clusters Score: Raw -87118.848458 + Penalty 2401.407482 = -84717.440976 nChanged 69 SP:Iteration 6Q (1987.879525 sec): 3 clusters Score: Raw -87190.964221 + Penalty 2401.407482 = -84789.556740 nChanged 43 SP:Iteration 7Q (1987.909815 sec): 3 clusters Score: Raw -87232.612519 + Penalty 2401.407482 = -84831.205037 nChanged 35 SP:Iteration 8Q (1987.922578 sec): 3 clusters Score: Raw -87265.939402 + Penalty 2401.407482 = -84864.531921 nChanged 30 SP:Iteration 9Q (1987.930825 sec): 3 clusters Score: Raw -87301.204635 + Penalty 2401.407482 = -84899.797153 nChanged 26 SP:Iteration 10Q (1987.938948 sec): 3 clusters Score: Raw -87331.421956 + Penalty 2401.407482 = -84930.014475 nChanged 19 SP:Iteration 11Q (1987.947118 sec): 3 clusters Score: Raw -87349.161532 + Penalty 2401.407482 = -84947.754050 nChanged 18 SP:Iteration 12Q (1987.955345 sec): 3 clusters Score: Raw -87364.056048 + Penalty 2401.407482 = -84962.648566 nChanged 9 SP:Iteration 13Q (1987.963437 sec): 3 clusters Score: Raw -87371.027041 + Penalty 2401.407482 = -84969.619560 nChanged 4 SP:Iteration 14Q (1987.971524 sec): 3 clusters Score: Raw -87373.473362 + Penalty 2401.407482 = -84972.065880 nChanged 3 SP:Iteration 15Q (1987.979644 sec): 3 clusters Score: Raw -87375.603548 + Penalty 2401.407482 = -84974.196066 nChanged 3 SP:Iteration 16Q (1987.987770 sec): 3 clusters Score: Raw -87377.529623 + Penalty 2401.407482 = -84976.122142 nChanged 3 SP:Iteration 17Q (1987.995906 sec): 3 clusters Score: Raw -87378.472885 + Penalty 2401.407482 = -84977.065403 nChanged 3 SP:Iteration 18Q (1988.011276 sec): 3 clusters Score: Raw -87379.248075 + Penalty 2401.407482 = -84977.840593 nChanged 1 SP:Iteration 19Q (1988.019462 sec): 3 clusters Score: Raw -87379.755711 + Penalty 2401.407482 = -84978.348229 nChanged 0 SP:Iteration 20F (1988.027663 sec): 3 clusters Score: Raw -87379.755711 + Penalty 2401.407482 = -84978.348229 nChanged 0 Trying to split cluster 13 (7171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1988.048810 sec): 2 clusters Score: Raw -493264.018653 + Penalty 1442.642564 = -491821.376089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1988.074113 sec): 3 clusters Score: Raw -489361.977596 + Penalty 2885.285128 = -486476.692468 nChanged 2968 SP:Iteration 1F (1988.098604 sec): 3 clusters Score: Raw -490949.929254 + Penalty 2885.285128 = -488064.644126 nChanged 454 SP:Iteration 2F (1988.123298 sec): 3 clusters Score: Raw -491160.684534 + Penalty 2885.285128 = -488275.399406 nChanged 362 SP:Iteration 3F (1988.147925 sec): 3 clusters Score: Raw -491329.821586 + Penalty 2885.285128 = -488444.536458 nChanged 308 SP:Iteration 4Q (1988.172599 sec): 3 clusters Score: Raw -491487.538980 + Penalty 2885.285128 = -488602.253852 nChanged 282 SP:Iteration 5Q (1988.197101 sec): 3 clusters Score: Raw -491611.946381 + Penalty 2885.285128 = -488726.661253 nChanged 245 SP:Iteration 6Q (1988.221663 sec): 3 clusters Score: Raw -491720.298535 + Penalty 2885.285128 = -488835.013407 nChanged 239 SP:Iteration 7Q (1988.246158 sec): 3 clusters Score: Raw -491839.004219 + Penalty 2885.285128 = -488953.719091 nChanged 231 SP:Iteration 8Q (1988.270740 sec): 3 clusters Score: Raw -491943.651519 + Penalty 2885.285128 = -489058.366391 nChanged 191 SP:Iteration 9Q (1988.295151 sec): 3 clusters Score: Raw -492021.103867 + Penalty 2885.285128 = -489135.818739 nChanged 218 SP:Iteration 10Q (1988.319677 sec): 3 clusters Score: Raw -492112.319885 + Penalty 2885.285128 = -489227.034757 nChanged 206 SP:Iteration 11Q (1988.344083 sec): 3 clusters Score: Raw -492202.668429 + Penalty 2885.285128 = -489317.383301 nChanged 201 SP:Iteration 12Q (1988.368627 sec): 3 clusters Score: Raw -492299.605747 + Penalty 2885.285128 = -489414.320619 nChanged 196 SP:Iteration 13Q (1988.392939 sec): 3 clusters Score: Raw -492384.967049 + Penalty 2885.285128 = -489499.681921 nChanged 177 SP:Iteration 14Q (1988.417286 sec): 3 clusters Score: Raw -492459.381385 + Penalty 2885.285128 = -489574.096257 nChanged 169 SP:Iteration 15Q (1988.441683 sec): 3 clusters Score: Raw -492542.820027 + Penalty 2885.285128 = -489657.534899 nChanged 169 SP:Iteration 16Q (1988.466261 sec): 3 clusters Score: Raw -492624.105395 + Penalty 2885.285128 = -489738.820267 nChanged 154 SP:Iteration 17Q (1988.490849 sec): 3 clusters Score: Raw -492693.110130 + Penalty 2885.285128 = -489807.825002 nChanged 125 SP:Iteration 18Q (1988.515211 sec): 3 clusters Score: Raw -492745.590021 + Penalty 2885.285128 = -489860.304893 nChanged 101 SP:Iteration 19Q (1988.539458 sec): 3 clusters Score: Raw -492782.245643 + Penalty 2885.285128 = -489896.960515 nChanged 97 SP:Iteration 20F (1988.564024 sec): 3 clusters Score: Raw -492823.107057 + Penalty 2885.285128 = -489937.821929 nChanged 90 SP:Iteration 21Q (1988.588321 sec): 3 clusters Score: Raw -492860.228927 + Penalty 2885.285128 = -489974.943799 nChanged 75 SP:Iteration 22Q (1988.612520 sec): 3 clusters Score: Raw -492887.259386 + Penalty 2885.285128 = -490001.974258 nChanged 62 SP:Iteration 23Q (1988.636820 sec): 3 clusters Score: Raw -492908.767994 + Penalty 2885.285128 = -490023.482866 nChanged 48 SP:Iteration 24Q (1988.661137 sec): 3 clusters Score: Raw -492926.716000 + Penalty 2885.285128 = -490041.430872 nChanged 60 SP:Iteration 25Q (1988.685341 sec): 3 clusters Score: Raw -492944.636043 + Penalty 2885.285128 = -490059.350915 nChanged 50 SP:Iteration 26Q (1988.709462 sec): 3 clusters Score: Raw -492960.058317 + Penalty 2885.285128 = -490074.773189 nChanged 56 SP:Iteration 27Q (1988.733577 sec): 3 clusters Score: Raw -492977.230645 + Penalty 2885.285128 = -490091.945517 nChanged 44 SP:Iteration 28Q (1988.757689 sec): 3 clusters Score: Raw -492989.430632 + Penalty 2885.285128 = -490104.145504 nChanged 47 SP:Iteration 29Q (1988.781588 sec): 3 clusters Score: Raw -493001.459672 + Penalty 2885.285128 = -490116.174544 nChanged 45 SP:Iteration 30Q (1988.805529 sec): 3 clusters Score: Raw -493011.421992 + Penalty 2885.285128 = -490126.136864 nChanged 40 SP:Iteration 31Q (1988.829226 sec): 3 clusters Score: Raw -493022.327455 + Penalty 2885.285128 = -490137.042327 nChanged 37 SP:Iteration 32Q (1988.852893 sec): 3 clusters Score: Raw -493032.458269 + Penalty 2885.285128 = -490147.173141 nChanged 36 SP:Iteration 33Q (1988.876602 sec): 3 clusters Score: Raw -493039.931244 + Penalty 2885.285128 = -490154.646115 nChanged 36 SP:Iteration 34Q (1988.900487 sec): 3 clusters Score: Raw -493048.174084 + Penalty 2885.285128 = -490162.888956 nChanged 33 SP:Iteration 35Q (1988.924016 sec): 3 clusters Score: Raw -493056.837504 + Penalty 2885.285128 = -490171.552376 nChanged 30 SP:Iteration 36Q (1988.947854 sec): 3 clusters Score: Raw -493063.683308 + Penalty 2885.285128 = -490178.398180 nChanged 31 SP:Iteration 37Q (1988.971615 sec): 3 clusters Score: Raw -493070.593847 + Penalty 2885.285128 = -490185.308719 nChanged 36 SP:Iteration 38Q (1988.995510 sec): 3 clusters Score: Raw -493079.719847 + Penalty 2885.285128 = -490194.434719 nChanged 27 SP:Iteration 39Q (1989.021402 sec): 3 clusters Score: Raw -493085.949208 + Penalty 2885.285128 = -490200.664080 nChanged 26 SP:Iteration 40F (1989.045848 sec): 3 clusters Score: Raw -493091.245176 + Penalty 2885.285128 = -490205.960048 nChanged 25 SP:Iteration 41Q (1989.069639 sec): 3 clusters Score: Raw -493097.473115 + Penalty 2885.285128 = -490212.187987 nChanged 32 SP:Iteration 42Q (1989.093286 sec): 3 clusters Score: Raw -493106.129832 + Penalty 2885.285128 = -490220.844704 nChanged 31 SP:Iteration 43Q (1989.117097 sec): 3 clusters Score: Raw -493113.978264 + Penalty 2885.285128 = -490228.693136 nChanged 27 SP:Iteration 44Q (1989.140814 sec): 3 clusters Score: Raw -493122.490870 + Penalty 2885.285128 = -490237.205742 nChanged 23 SP:Iteration 45Q (1989.164306 sec): 3 clusters Score: Raw -493129.384394 + Penalty 2885.285128 = -490244.099266 nChanged 19 SP:Iteration 46Q (1989.187845 sec): 3 clusters Score: Raw -493134.004256 + Penalty 2885.285128 = -490248.719128 nChanged 17 SP:Iteration 47Q (1989.211250 sec): 3 clusters Score: Raw -493138.430243 + Penalty 2885.285128 = -490253.145115 nChanged 16 SP:Iteration 48Q (1989.234507 sec): 3 clusters Score: Raw -493144.761776 + Penalty 2885.285128 = -490259.476648 nChanged 27 SP:Iteration 49Q (1989.257852 sec): 3 clusters Score: Raw -493154.806583 + Penalty 2885.285128 = -490269.521455 nChanged 31 SP:Iteration 50Q (1989.281160 sec): 3 clusters Score: Raw -493165.833281 + Penalty 2885.285128 = -490280.548152 nChanged 26 SP:Iteration 51Q (1989.304691 sec): 3 clusters Score: Raw -493173.815684 + Penalty 2885.285128 = -490288.530556 nChanged 28 SP:Iteration 52Q (1989.328195 sec): 3 clusters Score: Raw -493182.085904 + Penalty 2885.285128 = -490296.800776 nChanged 21 SP:Iteration 53Q (1989.351395 sec): 3 clusters Score: Raw -493188.173909 + Penalty 2885.285128 = -490302.888781 nChanged 28 SP:Iteration 54Q (1989.374891 sec): 3 clusters Score: Raw -493197.262031 + Penalty 2885.285128 = -490311.976903 nChanged 26 SP:Iteration 55Q (1989.398342 sec): 3 clusters Score: Raw -493204.819865 + Penalty 2885.285128 = -490319.534737 nChanged 26 SP:Iteration 56Q (1989.421832 sec): 3 clusters Score: Raw -493212.860759 + Penalty 2885.285128 = -490327.575631 nChanged 26 SP:Iteration 57Q (1989.445306 sec): 3 clusters Score: Raw -493222.523299 + Penalty 2885.285128 = -490337.238171 nChanged 30 SP:Iteration 58Q (1989.468656 sec): 3 clusters Score: Raw -493233.947956 + Penalty 2885.285128 = -490348.662828 nChanged 34 SP:Iteration 59Q (1989.491982 sec): 3 clusters Score: Raw -493249.100224 + Penalty 2885.285128 = -490363.815096 nChanged 38 SP:Iteration 60F (1989.516483 sec): 3 clusters Score: Raw -493267.901152 + Penalty 2885.285128 = -490382.616024 nChanged 38 SP:Iteration 61Q (1989.539478 sec): 3 clusters Score: Raw -493286.692225 + Penalty 2885.285128 = -490401.407097 nChanged 38 SP:Iteration 62Q (1989.562675 sec): 3 clusters Score: Raw -493303.714531 + Penalty 2885.285128 = -490418.429403 nChanged 38 SP:Iteration 63Q (1989.585712 sec): 3 clusters Score: Raw -493318.146554 + Penalty 2885.285128 = -490432.861426 nChanged 26 SP:Iteration 64Q (1989.608676 sec): 3 clusters Score: Raw -493328.511001 + Penalty 2885.285128 = -490443.225873 nChanged 28 SP:Iteration 65Q (1989.631468 sec): 3 clusters Score: Raw -493338.426442 + Penalty 2885.285128 = -490453.141314 nChanged 29 SP:Iteration 66Q (1989.654428 sec): 3 clusters Score: Raw -493347.335063 + Penalty 2885.285128 = -490462.049935 nChanged 29 SP:Iteration 67Q (1989.677438 sec): 3 clusters Score: Raw -493358.322003 + Penalty 2885.285128 = -490473.036875 nChanged 25 SP:Iteration 68Q (1989.700410 sec): 3 clusters Score: Raw -493368.256866 + Penalty 2885.285128 = -490482.971738 nChanged 25 SP:Iteration 69Q (1989.723357 sec): 3 clusters Score: Raw -493378.545464 + Penalty 2885.285128 = -490493.260336 nChanged 17 SP:Iteration 70Q (1989.746249 sec): 3 clusters Score: Raw -493385.603587 + Penalty 2885.285128 = -490500.318459 nChanged 20 SP:Iteration 71Q (1989.768807 sec): 3 clusters Score: Raw -493395.445678 + Penalty 2885.285128 = -490510.160550 nChanged 18 SP:Iteration 72Q (1989.791561 sec): 3 clusters Score: Raw -493402.526182 + Penalty 2885.285128 = -490517.241054 nChanged 13 SP:Iteration 73Q (1989.814209 sec): 3 clusters Score: Raw -493407.058228 + Penalty 2885.285128 = -490521.773100 nChanged 11 SP:Iteration 74Q (1989.837149 sec): 3 clusters Score: Raw -493411.662147 + Penalty 2885.285128 = -490526.377019 nChanged 13 SP:Iteration 75Q (1989.859745 sec): 3 clusters Score: Raw -493418.138503 + Penalty 2885.285128 = -490532.853375 nChanged 12 SP:Iteration 76Q (1989.882450 sec): 3 clusters Score: Raw -493424.214488 + Penalty 2885.285128 = -490538.929360 nChanged 10 SP:Iteration 77Q (1989.905075 sec): 3 clusters Score: Raw -493429.698408 + Penalty 2885.285128 = -490544.413280 nChanged 11 SP:Iteration 78Q (1989.927923 sec): 3 clusters Score: Raw -493434.370426 + Penalty 2885.285128 = -490549.085298 nChanged 11 SP:Iteration 79Q (1989.950496 sec): 3 clusters Score: Raw -493440.311026 + Penalty 2885.285128 = -490555.025898 nChanged 11 SP:Iteration 80F (1989.975260 sec): 3 clusters Score: Raw -493446.194311 + Penalty 2885.285128 = -490560.909183 nChanged 14 SP:Iteration 81Q (1989.997882 sec): 3 clusters Score: Raw -493453.641677 + Penalty 2885.285128 = -490568.356549 nChanged 9 SP:Iteration 82Q (1990.020744 sec): 3 clusters Score: Raw -493457.204285 + Penalty 2885.285128 = -490571.919157 nChanged 8 SP:Iteration 83Q (1990.043210 sec): 3 clusters Score: Raw -493460.208687 + Penalty 2885.285128 = -490574.923559 nChanged 2 SP:Iteration 84Q (1990.065649 sec): 3 clusters Score: Raw -493460.561047 + Penalty 2885.285128 = -490575.275919 nChanged 1 SP:Iteration 85Q (1990.088165 sec): 3 clusters Score: Raw -493460.868788 + Penalty 2885.285128 = -490575.583660 nChanged 3 SP:Iteration 86Q (1990.110755 sec): 3 clusters Score: Raw -493462.266658 + Penalty 2885.285128 = -490576.981530 nChanged 3 SP:Iteration 87Q (1990.133329 sec): 3 clusters Score: Raw -493463.720309 + Penalty 2885.285128 = -490578.435181 nChanged 5 SP:Iteration 88Q (1990.155892 sec): 3 clusters Score: Raw -493466.520685 + Penalty 2885.285128 = -490581.235557 nChanged 9 SP:Iteration 89Q (1990.178255 sec): 3 clusters Score: Raw -493469.998235 + Penalty 2885.285128 = -490584.713107 nChanged 9 SP:Iteration 90Q (1990.200742 sec): 3 clusters Score: Raw -493474.478664 + Penalty 2885.285128 = -490589.193536 nChanged 9 SP:Iteration 91Q (1990.223296 sec): 3 clusters Score: Raw -493479.298027 + Penalty 2885.285128 = -490594.012899 nChanged 6 SP:Iteration 92Q (1990.245637 sec): 3 clusters Score: Raw -493483.341391 + Penalty 2885.285128 = -490598.056263 nChanged 6 SP:Iteration 93Q (1990.268121 sec): 3 clusters Score: Raw -493486.465760 + Penalty 2885.285128 = -490601.180632 nChanged 7 SP:Iteration 94Q (1990.290628 sec): 3 clusters Score: Raw -493490.462905 + Penalty 2885.285128 = -490605.177777 nChanged 6 SP:Iteration 95Q (1990.313399 sec): 3 clusters Score: Raw -493492.871764 + Penalty 2885.285128 = -490607.586636 nChanged 2 SP:Iteration 96Q (1990.335878 sec): 3 clusters Score: Raw -493493.766912 + Penalty 2885.285128 = -490608.481784 nChanged 1 SP:Iteration 97Q (1990.358527 sec): 3 clusters Score: Raw -493494.109979 + Penalty 2885.285128 = -490608.824851 nChanged 1 SP:Iteration 98Q (1990.381149 sec): 3 clusters Score: Raw -493494.451677 + Penalty 2885.285128 = -490609.166549 nChanged 0 SP:Iteration 99F (1990.405725 sec): 3 clusters Score: Raw -493494.451677 + Penalty 2885.285128 = -490609.166549 nChanged 0 Trying to split cluster 14 (22053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1990.443699 sec): 2 clusters Score: Raw -1472661.905853 + Penalty 1625.195638 = -1471036.710215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1990.491988 sec): 3 clusters Score: Raw -1459239.855782 + Penalty 3250.391276 = -1455989.464506 nChanged 10009 SP:Iteration 1F (1990.538588 sec): 3 clusters Score: Raw -1464802.123849 + Penalty 3250.391276 = -1461551.732573 nChanged 1115 SP:Iteration 2F (1990.584943 sec): 3 clusters Score: Raw -1465229.930240 + Penalty 3250.391276 = -1461979.538964 nChanged 1104 SP:Iteration 3F (1990.631587 sec): 3 clusters Score: Raw -1465736.255472 + Penalty 3250.391276 = -1462485.864196 nChanged 1193 SP:Iteration 4F (1990.678588 sec): 3 clusters Score: Raw -1466409.724440 + Penalty 3250.391276 = -1463159.333164 nChanged 1325 SP:Iteration 5F (1990.725182 sec): 3 clusters Score: Raw -1467312.792676 + Penalty 3250.391276 = -1464062.401400 nChanged 1470 SP:Iteration 6F (1990.772112 sec): 3 clusters Score: Raw -1468456.253981 + Penalty 3250.391276 = -1465205.862705 nChanged 1498 SP:Iteration 7F (1990.818798 sec): 3 clusters Score: Raw -1469638.464745 + Penalty 3250.391276 = -1466388.073469 nChanged 1344 SP:Iteration 8F (1990.865683 sec): 3 clusters Score: Raw -1470517.666305 + Penalty 3250.391276 = -1467267.275029 nChanged 1028 SP:Iteration 9Q (1990.912788 sec): 3 clusters Score: Raw -1471015.409192 + Penalty 3250.391276 = -1467765.017916 nChanged 775 SP:Iteration 10Q (1990.959452 sec): 3 clusters Score: Raw -1471339.011075 + Penalty 3250.391276 = -1468088.619799 nChanged 602 SP:Iteration 11Q (1991.028527 sec): 3 clusters Score: Raw -1471565.396005 + Penalty 3250.391276 = -1468315.004729 nChanged 487 SP:Iteration 12Q (1991.074359 sec): 3 clusters Score: Raw -1471725.899774 + Penalty 3250.391276 = -1468475.508498 nChanged 433 SP:Iteration 13Q (1991.120106 sec): 3 clusters Score: Raw -1471851.417374 + Penalty 3250.391276 = -1468601.026098 nChanged 380 SP:Iteration 14Q (1991.166199 sec): 3 clusters Score: Raw -1471953.214170 + Penalty 3250.391276 = -1468702.822894 nChanged 347 SP:Iteration 15Q (1991.211578 sec): 3 clusters Score: Raw -1472043.102672 + Penalty 3250.391276 = -1468792.711396 nChanged 315 SP:Iteration 16Q (1991.256831 sec): 3 clusters Score: Raw -1472122.777007 + Penalty 3250.391276 = -1468872.385731 nChanged 310 SP:Iteration 17Q (1991.301812 sec): 3 clusters Score: Raw -1472199.980052 + Penalty 3250.391276 = -1468949.588776 nChanged 309 SP:Iteration 18Q (1991.346750 sec): 3 clusters Score: Raw -1472277.372180 + Penalty 3250.391276 = -1469026.980904 nChanged 315 SP:Iteration 19Q (1991.391308 sec): 3 clusters Score: Raw -1472369.799949 + Penalty 3250.391276 = -1469119.408674 nChanged 343 SP:Iteration 20F (1991.437705 sec): 3 clusters Score: Raw -1472468.563184 + Penalty 3250.391276 = -1469218.171908 nChanged 315 SP:Iteration 21Q (1991.482322 sec): 3 clusters Score: Raw -1472555.444206 + Penalty 3250.391276 = -1469305.052930 nChanged 282 SP:Iteration 22Q (1991.526469 sec): 3 clusters Score: Raw -1472623.907140 + Penalty 3250.391276 = -1469373.515864 nChanged 259 SP:Iteration 23Q (1991.570534 sec): 3 clusters Score: Raw -1472687.861432 + Penalty 3250.391276 = -1469437.470157 nChanged 255 SP:Iteration 24Q (1991.614308 sec): 3 clusters Score: Raw -1472754.347651 + Penalty 3250.391276 = -1469503.956375 nChanged 238 SP:Iteration 25Q (1991.658118 sec): 3 clusters Score: Raw -1472819.074161 + Penalty 3250.391276 = -1469568.682885 nChanged 246 SP:Iteration 26Q (1991.701550 sec): 3 clusters Score: Raw -1472885.561032 + Penalty 3250.391276 = -1469635.169756 nChanged 227 SP:Iteration 27Q (1991.744566 sec): 3 clusters Score: Raw -1472942.349765 + Penalty 3250.391276 = -1469691.958489 nChanged 227 SP:Iteration 28Q (1991.787659 sec): 3 clusters Score: Raw -1472995.497985 + Penalty 3250.391276 = -1469745.106709 nChanged 218 SP:Iteration 29Q (1991.830393 sec): 3 clusters Score: Raw -1473046.993210 + Penalty 3250.391276 = -1469796.601934 nChanged 184 SP:Iteration 30Q (1991.873172 sec): 3 clusters Score: Raw -1473085.819252 + Penalty 3250.391276 = -1469835.427976 nChanged 170 SP:Iteration 31Q (1991.915644 sec): 3 clusters Score: Raw -1473122.921195 + Penalty 3250.391276 = -1469872.529919 nChanged 152 SP:Iteration 32Q (1991.957903 sec): 3 clusters Score: Raw -1473158.358861 + Penalty 3250.391276 = -1469907.967585 nChanged 148 SP:Iteration 33Q (1992.000295 sec): 3 clusters Score: Raw -1473192.850046 + Penalty 3250.391276 = -1469942.458770 nChanged 140 SP:Iteration 34Q (1992.042419 sec): 3 clusters Score: Raw -1473224.006925 + Penalty 3250.391276 = -1469973.615649 nChanged 145 SP:Iteration 35Q (1992.084356 sec): 3 clusters Score: Raw -1473257.109573 + Penalty 3250.391276 = -1470006.718297 nChanged 128 SP:Iteration 36Q (1992.126511 sec): 3 clusters Score: Raw -1473286.436118 + Penalty 3250.391276 = -1470036.044842 nChanged 118 SP:Iteration 37Q (1992.168210 sec): 3 clusters Score: Raw -1473311.752197 + Penalty 3250.391276 = -1470061.360921 nChanged 99 SP:Iteration 38Q (1992.209888 sec): 3 clusters Score: Raw -1473335.343099 + Penalty 3250.391276 = -1470084.951823 nChanged 104 SP:Iteration 39Q (1992.252049 sec): 3 clusters Score: Raw -1473360.228998 + Penalty 3250.391276 = -1470109.837722 nChanged 103 SP:Iteration 40F (1992.298071 sec): 3 clusters Score: Raw -1473385.839231 + Penalty 3250.391276 = -1470135.447955 nChanged 115 SP:Iteration 41Q (1992.339671 sec): 3 clusters Score: Raw -1473409.660895 + Penalty 3250.391276 = -1470159.269619 nChanged 91 SP:Iteration 42Q (1992.380859 sec): 3 clusters Score: Raw -1473426.739216 + Penalty 3250.391276 = -1470176.347940 nChanged 82 SP:Iteration 43Q (1992.421861 sec): 3 clusters Score: Raw -1473441.634021 + Penalty 3250.391276 = -1470191.242745 nChanged 59 SP:Iteration 44Q (1992.463116 sec): 3 clusters Score: Raw -1473451.985536 + Penalty 3250.391276 = -1470201.594260 nChanged 50 SP:Iteration 45Q (1992.504296 sec): 3 clusters Score: Raw -1473461.702888 + Penalty 3250.391276 = -1470211.311612 nChanged 51 SP:Iteration 46Q (1992.545284 sec): 3 clusters Score: Raw -1473472.529716 + Penalty 3250.391276 = -1470222.138440 nChanged 44 SP:Iteration 47Q (1992.586285 sec): 3 clusters Score: Raw -1473479.422793 + Penalty 3250.391276 = -1470229.031517 nChanged 41 SP:Iteration 48Q (1992.627134 sec): 3 clusters Score: Raw -1473486.769837 + Penalty 3250.391276 = -1470236.378561 nChanged 40 SP:Iteration 49Q (1992.668019 sec): 3 clusters Score: Raw -1473492.676185 + Penalty 3250.391276 = -1470242.284909 nChanged 33 SP:Iteration 50Q (1992.709084 sec): 3 clusters Score: Raw -1473497.748978 + Penalty 3250.391276 = -1470247.357702 nChanged 30 SP:Iteration 51Q (1992.749812 sec): 3 clusters Score: Raw -1473502.816898 + Penalty 3250.391276 = -1470252.425622 nChanged 31 SP:Iteration 52Q (1992.790540 sec): 3 clusters Score: Raw -1473507.978311 + Penalty 3250.391276 = -1470257.587035 nChanged 24 SP:Iteration 53Q (1992.831111 sec): 3 clusters Score: Raw -1473510.748869 + Penalty 3250.391276 = -1470260.357593 nChanged 28 SP:Iteration 54Q (1992.871896 sec): 3 clusters Score: Raw -1473513.686044 + Penalty 3250.391276 = -1470263.294768 nChanged 26 SP:Iteration 55Q (1992.912549 sec): 3 clusters Score: Raw -1473517.828111 + Penalty 3250.391276 = -1470267.436835 nChanged 24 SP:Iteration 56Q (1992.953236 sec): 3 clusters Score: Raw -1473521.579127 + Penalty 3250.391276 = -1470271.187851 nChanged 23 SP:Iteration 57Q (1992.993905 sec): 3 clusters Score: Raw -1473524.532108 + Penalty 3250.391276 = -1470274.140832 nChanged 25 SP:Iteration 58Q (1993.034655 sec): 3 clusters Score: Raw -1473527.567858 + Penalty 3250.391276 = -1470277.176582 nChanged 17 SP:Iteration 59Q (1993.075126 sec): 3 clusters Score: Raw -1473529.894754 + Penalty 3250.391276 = -1470279.503478 nChanged 15 SP:Iteration 60F (1993.121831 sec): 3 clusters Score: Raw -1473531.539753 + Penalty 3250.391276 = -1470281.148477 nChanged 9 SP:Iteration 61Q (1993.163430 sec): 3 clusters Score: Raw -1473532.627975 + Penalty 3250.391276 = -1470282.236699 nChanged 7 SP:Iteration 62Q (1993.204270 sec): 3 clusters Score: Raw -1473533.506943 + Penalty 3250.391276 = -1470283.115667 nChanged 6 SP:Iteration 63Q (1993.244631 sec): 3 clusters Score: Raw -1473534.361509 + Penalty 3250.391276 = -1470283.970233 nChanged 6 SP:Iteration 64Q (1993.285008 sec): 3 clusters Score: Raw -1473535.180468 + Penalty 3250.391276 = -1470284.789192 nChanged 6 SP:Iteration 65Q (1993.325733 sec): 3 clusters Score: Raw -1473535.875538 + Penalty 3250.391276 = -1470285.484262 nChanged 6 SP:Iteration 66Q (1993.366228 sec): 3 clusters Score: Raw -1473536.700186 + Penalty 3250.391276 = -1470286.308910 nChanged 5 SP:Iteration 67Q (1993.406557 sec): 3 clusters Score: Raw -1473537.322922 + Penalty 3250.391276 = -1470286.931646 nChanged 6 SP:Iteration 68Q (1993.447032 sec): 3 clusters Score: Raw -1473538.173815 + Penalty 3250.391276 = -1470287.782539 nChanged 5 SP:Iteration 69Q (1993.487318 sec): 3 clusters Score: Raw -1473539.059369 + Penalty 3250.391276 = -1470288.668093 nChanged 7 SP:Iteration 70Q (1993.527740 sec): 3 clusters Score: Raw -1473539.768380 + Penalty 3250.391276 = -1470289.377104 nChanged 8 SP:Iteration 71Q (1993.568191 sec): 3 clusters Score: Raw -1473540.464817 + Penalty 3250.391276 = -1470290.073541 nChanged 7 SP:Iteration 72Q (1993.608843 sec): 3 clusters Score: Raw -1473541.267670 + Penalty 3250.391276 = -1470290.876394 nChanged 5 SP:Iteration 73Q (1993.649196 sec): 3 clusters Score: Raw -1473542.101223 + Penalty 3250.391276 = -1470291.709947 nChanged 11 SP:Iteration 74Q (1993.689690 sec): 3 clusters Score: Raw -1473544.320185 + Penalty 3250.391276 = -1470293.928909 nChanged 11 SP:Iteration 75Q (1993.730213 sec): 3 clusters Score: Raw -1473545.740123 + Penalty 3250.391276 = -1470295.348847 nChanged 8 SP:Iteration 76Q (1993.770488 sec): 3 clusters Score: Raw -1473546.906063 + Penalty 3250.391276 = -1470296.514787 nChanged 6 SP:Iteration 77Q (1993.810908 sec): 3 clusters Score: Raw -1473547.703171 + Penalty 3250.391276 = -1470297.311895 nChanged 3 SP:Iteration 78Q (1993.851322 sec): 3 clusters Score: Raw -1473548.118818 + Penalty 3250.391276 = -1470297.727542 nChanged 4 SP:Iteration 79Q (1993.891658 sec): 3 clusters Score: Raw -1473548.992474 + Penalty 3250.391276 = -1470298.601198 nChanged 2 SP:Iteration 80F (1993.937805 sec): 3 clusters Score: Raw -1473549.158360 + Penalty 3250.391276 = -1470298.767084 nChanged 1 SP:Iteration 81Q (1993.978459 sec): 3 clusters Score: Raw -1473549.196274 + Penalty 3250.391276 = -1470298.804998 nChanged 0 SP:Iteration 82F (1994.024715 sec): 3 clusters Score: Raw -1473549.196274 + Penalty 3250.391276 = -1470298.804998 nChanged 0 Trying to split cluster 15 (11357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1994.048759 sec): 2 clusters Score: Raw -750117.806986 + Penalty 1517.358306 = -748600.448680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1994.079918 sec): 3 clusters Score: Raw -743580.520292 + Penalty 3034.716611 = -740545.803681 nChanged 4980 SP:Iteration 1F (1994.111414 sec): 3 clusters Score: Raw -746685.877828 + Penalty 3034.716611 = -743651.161216 nChanged 977 SP:Iteration 2F (1994.142882 sec): 3 clusters Score: Raw -747457.748868 + Penalty 3034.716611 = -744423.032257 nChanged 918 SP:Iteration 3F (1994.174439 sec): 3 clusters Score: Raw -748204.208759 + Penalty 3034.716611 = -745169.492148 nChanged 879 SP:Iteration 4F (1994.206023 sec): 3 clusters Score: Raw -748847.486763 + Penalty 3034.716611 = -745812.770152 nChanged 741 SP:Iteration 5F (1994.237868 sec): 3 clusters Score: Raw -749309.217485 + Penalty 3034.716611 = -746274.500874 nChanged 529 SP:Iteration 6Q (1994.269377 sec): 3 clusters Score: Raw -749584.643777 + Penalty 3034.716611 = -746549.927166 nChanged 421 SP:Iteration 7Q (1994.300662 sec): 3 clusters Score: Raw -749767.315057 + Penalty 3034.716611 = -746732.598445 nChanged 288 SP:Iteration 8Q (1994.332126 sec): 3 clusters Score: Raw -749855.258305 + Penalty 3034.716611 = -746820.541693 nChanged 186 SP:Iteration 9Q (1994.363298 sec): 3 clusters Score: Raw -749900.763581 + Penalty 3034.716611 = -746866.046970 nChanged 138 SP:Iteration 10Q (1994.394697 sec): 3 clusters Score: Raw -749930.641578 + Penalty 3034.716611 = -746895.924966 nChanged 113 SP:Iteration 11Q (1994.426134 sec): 3 clusters Score: Raw -749949.154680 + Penalty 3034.716611 = -746914.438069 nChanged 79 SP:Iteration 12Q (1994.457741 sec): 3 clusters Score: Raw -749959.976008 + Penalty 3034.716611 = -746925.259397 nChanged 62 SP:Iteration 13Q (1994.489163 sec): 3 clusters Score: Raw -749967.682333 + Penalty 3034.716611 = -746932.965721 nChanged 41 SP:Iteration 14Q (1994.520619 sec): 3 clusters Score: Raw -749973.306364 + Penalty 3034.716611 = -746938.589753 nChanged 38 SP:Iteration 15Q (1994.552112 sec): 3 clusters Score: Raw -749978.402866 + Penalty 3034.716611 = -746943.686255 nChanged 33 SP:Iteration 16Q (1994.583456 sec): 3 clusters Score: Raw -749981.907094 + Penalty 3034.716611 = -746947.190482 nChanged 24 SP:Iteration 17Q (1994.615002 sec): 3 clusters Score: Raw -749984.544319 + Penalty 3034.716611 = -746949.827708 nChanged 23 SP:Iteration 18Q (1994.646296 sec): 3 clusters Score: Raw -749986.509099 + Penalty 3034.716611 = -746951.792488 nChanged 11 SP:Iteration 19Q (1994.677626 sec): 3 clusters Score: Raw -749987.833853 + Penalty 3034.716611 = -746953.117242 nChanged 9 SP:Iteration 20F (1994.709392 sec): 3 clusters Score: Raw -749988.783424 + Penalty 3034.716611 = -746954.066813 nChanged 12 SP:Iteration 21Q (1994.740765 sec): 3 clusters Score: Raw -749989.759420 + Penalty 3034.716611 = -746955.042809 nChanged 7 SP:Iteration 22Q (1994.772231 sec): 3 clusters Score: Raw -749990.385646 + Penalty 3034.716611 = -746955.669035 nChanged 3 SP:Iteration 23Q (1994.803543 sec): 3 clusters Score: Raw -749990.640046 + Penalty 3034.716611 = -746955.923435 nChanged 2 SP:Iteration 24Q (1994.834841 sec): 3 clusters Score: Raw -749990.748216 + Penalty 3034.716611 = -746956.031604 nChanged 2 SP:Iteration 25Q (1994.866474 sec): 3 clusters Score: Raw -749990.947826 + Penalty 3034.716611 = -746956.231215 nChanged 1 SP:Iteration 26Q (1994.897863 sec): 3 clusters Score: Raw -749991.023810 + Penalty 3034.716611 = -746956.307199 nChanged 2 SP:Iteration 27Q (1994.929344 sec): 3 clusters Score: Raw -749991.129683 + Penalty 3034.716611 = -746956.413072 nChanged 1 SP:Iteration 28Q (1994.960636 sec): 3 clusters Score: Raw -749991.225151 + Penalty 3034.716611 = -746956.508540 nChanged 0 SP:Iteration 29F (1994.992500 sec): 3 clusters Score: Raw -749991.225151 + Penalty 3034.716611 = -746956.508540 nChanged 0 Trying to split cluster 16 (6659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1995.012743 sec): 2 clusters Score: Raw -437733.889963 + Penalty 1430.605248 = -436303.284715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1995.037065 sec): 3 clusters Score: Raw -434169.048790 + Penalty 2861.210496 = -431307.838294 nChanged 2738 SP:Iteration 1F (1995.060551 sec): 3 clusters Score: Raw -435694.561429 + Penalty 2861.210496 = -432833.350933 nChanged 525 SP:Iteration 2F (1995.083918 sec): 3 clusters Score: Raw -435985.225675 + Penalty 2861.210496 = -433124.015180 nChanged 400 SP:Iteration 3F (1995.107278 sec): 3 clusters Score: Raw -436192.308154 + Penalty 2861.210496 = -433331.097659 nChanged 350 SP:Iteration 4F (1995.130978 sec): 3 clusters Score: Raw -436378.280232 + Penalty 2861.210496 = -433517.069736 nChanged 312 SP:Iteration 5Q (1995.154447 sec): 3 clusters Score: Raw -436547.309038 + Penalty 2861.210496 = -433686.098542 nChanged 282 SP:Iteration 6Q (1995.178188 sec): 3 clusters Score: Raw -436703.681346 + Penalty 2861.210496 = -433842.470850 nChanged 275 SP:Iteration 7Q (1995.201981 sec): 3 clusters Score: Raw -436844.311544 + Penalty 2861.210496 = -433983.101048 nChanged 222 SP:Iteration 8Q (1995.225584 sec): 3 clusters Score: Raw -436961.103318 + Penalty 2861.210496 = -434099.892822 nChanged 267 SP:Iteration 9Q (1995.249246 sec): 3 clusters Score: Raw -437127.885294 + Penalty 2861.210496 = -434266.674798 nChanged 260 SP:Iteration 10Q (1995.272775 sec): 3 clusters Score: Raw -437299.340609 + Penalty 2861.210496 = -434438.130114 nChanged 254 SP:Iteration 11Q (1995.296372 sec): 3 clusters Score: Raw -437478.618188 + Penalty 2861.210496 = -434617.407692 nChanged 238 SP:Iteration 12Q (1995.319826 sec): 3 clusters Score: Raw -437666.784992 + Penalty 2861.210496 = -434805.574496 nChanged 211 SP:Iteration 13Q (1995.343612 sec): 3 clusters Score: Raw -437839.170816 + Penalty 2861.210496 = -434977.960321 nChanged 186 SP:Iteration 14Q (1995.367004 sec): 3 clusters Score: Raw -438023.484431 + Penalty 2861.210496 = -435162.273935 nChanged 171 SP:Iteration 15Q (1995.390409 sec): 3 clusters Score: Raw -438212.723695 + Penalty 2861.210496 = -435351.513200 nChanged 145 SP:Iteration 16Q (1995.413945 sec): 3 clusters Score: Raw -438406.005939 + Penalty 2861.210496 = -435544.795443 nChanged 132 SP:Iteration 17Q (1995.437145 sec): 3 clusters Score: Raw -438563.765999 + Penalty 2861.210496 = -435702.555503 nChanged 95 SP:Iteration 18Q (1995.460504 sec): 3 clusters Score: Raw -438639.079413 + Penalty 2861.210496 = -435777.868917 nChanged 78 SP:Iteration 19Q (1995.483605 sec): 3 clusters Score: Raw -438683.523548 + Penalty 2861.210496 = -435822.313052 nChanged 59 SP:Iteration 20F (1995.507350 sec): 3 clusters Score: Raw -438718.831958 + Penalty 2861.210496 = -435857.621462 nChanged 60 SP:Iteration 21Q (1995.530696 sec): 3 clusters Score: Raw -438752.233306 + Penalty 2861.210496 = -435891.022810 nChanged 46 SP:Iteration 22Q (1995.554057 sec): 3 clusters Score: Raw -438769.968979 + Penalty 2861.210496 = -435908.758484 nChanged 41 SP:Iteration 23Q (1995.577416 sec): 3 clusters Score: Raw -438785.463487 + Penalty 2861.210496 = -435924.252992 nChanged 29 SP:Iteration 24Q (1995.600600 sec): 3 clusters Score: Raw -438796.529974 + Penalty 2861.210496 = -435935.319478 nChanged 28 SP:Iteration 25Q (1995.623785 sec): 3 clusters Score: Raw -438807.705560 + Penalty 2861.210496 = -435946.495064 nChanged 30 SP:Iteration 26Q (1995.647178 sec): 3 clusters Score: Raw -438819.199957 + Penalty 2861.210496 = -435957.989462 nChanged 34 SP:Iteration 27Q (1995.670168 sec): 3 clusters Score: Raw -438832.467863 + Penalty 2861.210496 = -435971.257367 nChanged 26 SP:Iteration 28Q (1995.693435 sec): 3 clusters Score: Raw -438840.005942 + Penalty 2861.210496 = -435978.795446 nChanged 11 SP:Iteration 29Q (1995.716753 sec): 3 clusters Score: Raw -438842.253282 + Penalty 2861.210496 = -435981.042786 nChanged 8 SP:Iteration 30Q (1995.739975 sec): 3 clusters Score: Raw -438844.106040 + Penalty 2861.210496 = -435982.895545 nChanged 7 SP:Iteration 31Q (1995.763019 sec): 3 clusters Score: Raw -438845.736624 + Penalty 2861.210496 = -435984.526128 nChanged 3 SP:Iteration 32Q (1995.786026 sec): 3 clusters Score: Raw -438846.885093 + Penalty 2861.210496 = -435985.674597 nChanged 8 SP:Iteration 33Q (1995.809235 sec): 3 clusters Score: Raw -438848.845814 + Penalty 2861.210496 = -435987.635318 nChanged 8 SP:Iteration 34Q (1995.832479 sec): 3 clusters Score: Raw -438850.628446 + Penalty 2861.210496 = -435989.417950 nChanged 6 SP:Iteration 35Q (1995.855795 sec): 3 clusters Score: Raw -438851.992648 + Penalty 2861.210496 = -435990.782153 nChanged 4 SP:Iteration 36Q (1995.879079 sec): 3 clusters Score: Raw -438852.521789 + Penalty 2861.210496 = -435991.311293 nChanged 2 SP:Iteration 37Q (1995.902353 sec): 3 clusters Score: Raw -438852.945677 + Penalty 2861.210496 = -435991.735181 nChanged 3 SP:Iteration 38Q (1995.925325 sec): 3 clusters Score: Raw -438853.431374 + Penalty 2861.210496 = -435992.220878 nChanged 3 SP:Iteration 39Q (1995.948520 sec): 3 clusters Score: Raw -438853.813688 + Penalty 2861.210496 = -435992.603192 nChanged 0 SP:Iteration 40F (1995.972353 sec): 3 clusters Score: Raw -438853.813688 + Penalty 2861.210496 = -435992.603192 nChanged 0 Trying to split cluster 17 (2248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1995.987734 sec): 2 clusters Score: Raw -135870.973391 + Penalty 1254.141884 = -134616.831507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1995.999692 sec): 3 clusters Score: Raw -134897.567898 + Penalty 2508.283769 = -132389.284129 nChanged 799 SP:Iteration 1F (1996.010845 sec): 3 clusters Score: Raw -135406.480972 + Penalty 2508.283769 = -132898.197203 nChanged 177 SP:Iteration 2F (1996.022015 sec): 3 clusters Score: Raw -135544.302779 + Penalty 2508.283769 = -133036.019010 nChanged 124 SP:Iteration 3F (1996.033210 sec): 3 clusters Score: Raw -135631.508071 + Penalty 2508.283769 = -133123.224303 nChanged 84 SP:Iteration 4Q (1996.044286 sec): 3 clusters Score: Raw -135694.619796 + Penalty 2508.283769 = -133186.336028 nChanged 78 SP:Iteration 5Q (1996.055316 sec): 3 clusters Score: Raw -135754.619591 + Penalty 2508.283769 = -133246.335822 nChanged 74 SP:Iteration 6Q (1996.066456 sec): 3 clusters Score: Raw -135810.476268 + Penalty 2508.283769 = -133302.192499 nChanged 58 SP:Iteration 7Q (1996.077460 sec): 3 clusters Score: Raw -135850.244809 + Penalty 2508.283769 = -133341.961040 nChanged 57 SP:Iteration 8Q (1996.088459 sec): 3 clusters Score: Raw -135890.273193 + Penalty 2508.283769 = -133381.989424 nChanged 60 SP:Iteration 9Q (1996.099475 sec): 3 clusters Score: Raw -135939.954123 + Penalty 2508.283769 = -133431.670355 nChanged 67 SP:Iteration 10Q (1996.110545 sec): 3 clusters Score: Raw -135995.495438 + Penalty 2508.283769 = -133487.211670 nChanged 57 SP:Iteration 11Q (1996.121497 sec): 3 clusters Score: Raw -136033.353773 + Penalty 2508.283769 = -133525.070005 nChanged 43 SP:Iteration 12Q (1996.132560 sec): 3 clusters Score: Raw -136062.601374 + Penalty 2508.283769 = -133554.317606 nChanged 39 SP:Iteration 13Q (1996.143608 sec): 3 clusters Score: Raw -136092.078164 + Penalty 2508.283769 = -133583.794395 nChanged 43 SP:Iteration 14Q (1996.154538 sec): 3 clusters Score: Raw -136127.062728 + Penalty 2508.283769 = -133618.778960 nChanged 49 SP:Iteration 15Q (1996.167683 sec): 3 clusters Score: Raw -136154.114696 + Penalty 2508.283769 = -133645.830927 nChanged 31 SP:Iteration 16Q (1996.178688 sec): 3 clusters Score: Raw -136171.881688 + Penalty 2508.283769 = -133663.597919 nChanged 34 SP:Iteration 17Q (1996.189712 sec): 3 clusters Score: Raw -136194.174105 + Penalty 2508.283769 = -133685.890337 nChanged 30 SP:Iteration 18Q (1996.200710 sec): 3 clusters Score: Raw -136212.174201 + Penalty 2508.283769 = -133703.890432 nChanged 33 SP:Iteration 19Q (1996.211688 sec): 3 clusters Score: Raw -136231.759400 + Penalty 2508.283769 = -133723.475632 nChanged 38 SP:Iteration 20F (1996.222758 sec): 3 clusters Score: Raw -136258.117631 + Penalty 2508.283769 = -133749.833862 nChanged 29 SP:Iteration 21Q (1996.233745 sec): 3 clusters Score: Raw -136281.117610 + Penalty 2508.283769 = -133772.833842 nChanged 37 SP:Iteration 22Q (1996.244721 sec): 3 clusters Score: Raw -136301.683502 + Penalty 2508.283769 = -133793.399733 nChanged 25 SP:Iteration 23Q (1996.255718 sec): 3 clusters Score: Raw -136314.167496 + Penalty 2508.283769 = -133805.883727 nChanged 26 SP:Iteration 24Q (1996.266585 sec): 3 clusters Score: Raw -136327.566931 + Penalty 2508.283769 = -133819.283162 nChanged 13 SP:Iteration 25Q (1996.277535 sec): 3 clusters Score: Raw -136333.999871 + Penalty 2508.283769 = -133825.716103 nChanged 14 SP:Iteration 26Q (1996.288502 sec): 3 clusters Score: Raw -136341.012874 + Penalty 2508.283769 = -133832.729105 nChanged 10 SP:Iteration 27Q (1996.299451 sec): 3 clusters Score: Raw -136346.234885 + Penalty 2508.283769 = -133837.951117 nChanged 9 SP:Iteration 28Q (1996.310385 sec): 3 clusters Score: Raw -136349.833611 + Penalty 2508.283769 = -133841.549842 nChanged 6 SP:Iteration 29Q (1996.321272 sec): 3 clusters Score: Raw -136353.286558 + Penalty 2508.283769 = -133845.002789 nChanged 7 SP:Iteration 30Q (1996.332199 sec): 3 clusters Score: Raw -136357.848423 + Penalty 2508.283769 = -133849.564655 nChanged 13 SP:Iteration 31Q (1996.343026 sec): 3 clusters Score: Raw -136365.581458 + Penalty 2508.283769 = -133857.297689 nChanged 14 SP:Iteration 32Q (1996.353966 sec): 3 clusters Score: Raw -136372.510445 + Penalty 2508.283769 = -133864.226676 nChanged 10 SP:Iteration 33Q (1996.364883 sec): 3 clusters Score: Raw -136379.239658 + Penalty 2508.283769 = -133870.955889 nChanged 14 SP:Iteration 34Q (1996.375785 sec): 3 clusters Score: Raw -136387.783139 + Penalty 2508.283769 = -133879.499370 nChanged 15 SP:Iteration 35Q (1996.386705 sec): 3 clusters Score: Raw -136399.045873 + Penalty 2508.283769 = -133890.762105 nChanged 15 SP:Iteration 36Q (1996.397574 sec): 3 clusters Score: Raw -136407.853994 + Penalty 2508.283769 = -133899.570225 nChanged 9 SP:Iteration 37Q (1996.408453 sec): 3 clusters Score: Raw -136413.805912 + Penalty 2508.283769 = -133905.522144 nChanged 13 SP:Iteration 38Q (1996.419367 sec): 3 clusters Score: Raw -136423.145965 + Penalty 2508.283769 = -133914.862196 nChanged 19 SP:Iteration 39Q (1996.430226 sec): 3 clusters Score: Raw -136437.044701 + Penalty 2508.283769 = -133928.760933 nChanged 20 SP:Iteration 40F (1996.441253 sec): 3 clusters Score: Raw -136451.618690 + Penalty 2508.283769 = -133943.334921 nChanged 20 SP:Iteration 41Q (1996.452019 sec): 3 clusters Score: Raw -136465.948633 + Penalty 2508.283769 = -133957.664865 nChanged 22 SP:Iteration 42Q (1996.462739 sec): 3 clusters Score: Raw -136480.913903 + Penalty 2508.283769 = -133972.630135 nChanged 12 SP:Iteration 43Q (1996.473526 sec): 3 clusters Score: Raw -136486.798074 + Penalty 2508.283769 = -133978.514305 nChanged 9 SP:Iteration 44Q (1996.484362 sec): 3 clusters Score: Raw -136489.333905 + Penalty 2508.283769 = -133981.050136 nChanged 3 SP:Iteration 45Q (1996.495036 sec): 3 clusters Score: Raw -136490.946590 + Penalty 2508.283769 = -133982.662821 nChanged 2 SP:Iteration 46Q (1996.505805 sec): 3 clusters Score: Raw -136491.512352 + Penalty 2508.283769 = -133983.228584 nChanged 0 SP:Iteration 47F (1996.516855 sec): 3 clusters Score: Raw -136491.512352 + Penalty 2508.283769 = -133983.228584 nChanged 0 Trying to split cluster 18 (6431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1996.537705 sec): 2 clusters Score: Raw -431251.678416 + Penalty 1424.943865 = -429826.734551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1996.561564 sec): 3 clusters Score: Raw -427772.038479 + Penalty 2849.887731 = -424922.150748 nChanged 2644 SP:Iteration 1F (1996.584877 sec): 3 clusters Score: Raw -429145.673255 + Penalty 2849.887731 = -426295.785524 nChanged 392 SP:Iteration 2F (1996.608191 sec): 3 clusters Score: Raw -429300.193911 + Penalty 2849.887731 = -426450.306180 nChanged 273 SP:Iteration 3Q (1996.631720 sec): 3 clusters Score: Raw -429419.018921 + Penalty 2849.887731 = -426569.131190 nChanged 274 SP:Iteration 4Q (1996.655166 sec): 3 clusters Score: Raw -429552.233065 + Penalty 2849.887731 = -426702.345334 nChanged 267 SP:Iteration 5Q (1996.678645 sec): 3 clusters Score: Raw -429676.318311 + Penalty 2849.887731 = -426826.430580 nChanged 241 SP:Iteration 6Q (1996.702270 sec): 3 clusters Score: Raw -429794.007427 + Penalty 2849.887731 = -426944.119696 nChanged 253 SP:Iteration 7Q (1996.725736 sec): 3 clusters Score: Raw -429933.380557 + Penalty 2849.887731 = -427083.492826 nChanged 253 SP:Iteration 8Q (1996.749296 sec): 3 clusters Score: Raw -430078.768695 + Penalty 2849.887731 = -427228.880964 nChanged 271 SP:Iteration 9Q (1996.772611 sec): 3 clusters Score: Raw -430256.623939 + Penalty 2849.887731 = -427406.736208 nChanged 276 SP:Iteration 10Q (1996.795653 sec): 3 clusters Score: Raw -430445.606245 + Penalty 2849.887731 = -427595.718514 nChanged 272 SP:Iteration 11Q (1996.818810 sec): 3 clusters Score: Raw -430631.661328 + Penalty 2849.887731 = -427781.773597 nChanged 231 SP:Iteration 12Q (1996.842072 sec): 3 clusters Score: Raw -430796.737874 + Penalty 2849.887731 = -427946.850144 nChanged 204 SP:Iteration 13Q (1996.865199 sec): 3 clusters Score: Raw -430946.506681 + Penalty 2849.887731 = -428096.618950 nChanged 197 SP:Iteration 14Q (1996.888212 sec): 3 clusters Score: Raw -431113.089053 + Penalty 2849.887731 = -428263.201322 nChanged 160 SP:Iteration 15Q (1996.910916 sec): 3 clusters Score: Raw -431244.085955 + Penalty 2849.887731 = -428394.198224 nChanged 105 SP:Iteration 16Q (1996.933601 sec): 3 clusters Score: Raw -431321.273574 + Penalty 2849.887731 = -428471.385843 nChanged 73 SP:Iteration 17Q (1996.956082 sec): 3 clusters Score: Raw -431358.590060 + Penalty 2849.887731 = -428508.702329 nChanged 53 SP:Iteration 18Q (1996.978385 sec): 3 clusters Score: Raw -431386.197768 + Penalty 2849.887731 = -428536.310037 nChanged 35 SP:Iteration 19Q (1997.000031 sec): 3 clusters Score: Raw -431400.145823 + Penalty 2849.887731 = -428550.258092 nChanged 17 SP:Iteration 20F (1997.023206 sec): 3 clusters Score: Raw -431409.859546 + Penalty 2849.887731 = -428559.971815 nChanged 27 SP:Iteration 21Q (1997.045007 sec): 3 clusters Score: Raw -431420.163685 + Penalty 2849.887731 = -428570.275954 nChanged 21 SP:Iteration 22Q (1997.066911 sec): 3 clusters Score: Raw -431430.106586 + Penalty 2849.887731 = -428580.218855 nChanged 20 SP:Iteration 23Q (1997.088907 sec): 3 clusters Score: Raw -431440.174660 + Penalty 2849.887731 = -428590.286929 nChanged 23 SP:Iteration 24Q (1997.110751 sec): 3 clusters Score: Raw -431450.323418 + Penalty 2849.887731 = -428600.435687 nChanged 19 SP:Iteration 25Q (1997.132418 sec): 3 clusters Score: Raw -431456.985457 + Penalty 2849.887731 = -428607.097726 nChanged 18 SP:Iteration 26Q (1997.154091 sec): 3 clusters Score: Raw -431463.338768 + Penalty 2849.887731 = -428613.451037 nChanged 17 SP:Iteration 27Q (1997.175732 sec): 3 clusters Score: Raw -431470.027147 + Penalty 2849.887731 = -428620.139416 nChanged 12 SP:Iteration 28Q (1997.197119 sec): 3 clusters Score: Raw -431476.684411 + Penalty 2849.887731 = -428626.796680 nChanged 15 SP:Iteration 29Q (1997.218610 sec): 3 clusters Score: Raw -431481.774521 + Penalty 2849.887731 = -428631.886790 nChanged 13 SP:Iteration 30Q (1997.250976 sec): 3 clusters Score: Raw -431488.364854 + Penalty 2849.887731 = -428638.477123 nChanged 21 SP:Iteration 31Q (1997.272563 sec): 3 clusters Score: Raw -431495.875871 + Penalty 2849.887731 = -428645.988140 nChanged 13 SP:Iteration 32Q (1997.294107 sec): 3 clusters Score: Raw -431501.768425 + Penalty 2849.887731 = -428651.880694 nChanged 14 SP:Iteration 33Q (1997.315460 sec): 3 clusters Score: Raw -431508.809068 + Penalty 2849.887731 = -428658.921337 nChanged 10 SP:Iteration 34Q (1997.336826 sec): 3 clusters Score: Raw -431511.942340 + Penalty 2849.887731 = -428662.054609 nChanged 2 SP:Iteration 35Q (1997.358292 sec): 3 clusters Score: Raw -431512.466794 + Penalty 2849.887731 = -428662.579063 nChanged 2 SP:Iteration 36Q (1997.380037 sec): 3 clusters Score: Raw -431512.926209 + Penalty 2849.887731 = -428663.038478 nChanged 2 SP:Iteration 37Q (1997.401454 sec): 3 clusters Score: Raw -431513.697121 + Penalty 2849.887731 = -428663.809390 nChanged 3 SP:Iteration 38Q (1997.423241 sec): 3 clusters Score: Raw -431514.985046 + Penalty 2849.887731 = -428665.097315 nChanged 7 SP:Iteration 39Q (1997.444868 sec): 3 clusters Score: Raw -431517.513206 + Penalty 2849.887731 = -428667.625475 nChanged 8 SP:Iteration 40F (1997.467994 sec): 3 clusters Score: Raw -431520.460622 + Penalty 2849.887731 = -428670.572891 nChanged 6 SP:Iteration 41Q (1997.489791 sec): 3 clusters Score: Raw -431522.237631 + Penalty 2849.887731 = -428672.349900 nChanged 3 SP:Iteration 42Q (1997.511561 sec): 3 clusters Score: Raw -431522.990118 + Penalty 2849.887731 = -428673.102387 nChanged 0 SP:Iteration 43F (1997.534793 sec): 3 clusters Score: Raw -431522.990118 + Penalty 2849.887731 = -428673.102387 nChanged 0 Trying to split cluster 19 (15128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1997.563773 sec): 2 clusters Score: Raw -878720.594903 + Penalty 1563.949174 = -877156.645729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1997.600685 sec): 3 clusters Score: Raw -869739.559049 + Penalty 3127.898348 = -866611.660701 nChanged 6723 SP:Iteration 1F (1997.636097 sec): 3 clusters Score: Raw -873639.519117 + Penalty 3127.898348 = -870511.620768 nChanged 1011 SP:Iteration 2F (1997.671459 sec): 3 clusters Score: Raw -874116.311891 + Penalty 3127.898348 = -870988.413543 nChanged 876 SP:Iteration 3F (1997.706705 sec): 3 clusters Score: Raw -874584.281823 + Penalty 3127.898348 = -871456.383475 nChanged 848 SP:Iteration 4F (1997.742203 sec): 3 clusters Score: Raw -875066.217188 + Penalty 3127.898348 = -871938.318840 nChanged 809 SP:Iteration 5F (1997.777669 sec): 3 clusters Score: Raw -875572.526770 + Penalty 3127.898348 = -872444.628422 nChanged 811 SP:Iteration 6F (1997.812899 sec): 3 clusters Score: Raw -876050.210185 + Penalty 3127.898348 = -872922.311837 nChanged 785 SP:Iteration 7F (1997.848638 sec): 3 clusters Score: Raw -876525.590330 + Penalty 3127.898348 = -873397.691981 nChanged 745 SP:Iteration 8Q (1997.884424 sec): 3 clusters Score: Raw -876989.825667 + Penalty 3127.898348 = -873861.927318 nChanged 639 SP:Iteration 9Q (1997.919643 sec): 3 clusters Score: Raw -877357.839525 + Penalty 3127.898348 = -874229.941176 nChanged 552 SP:Iteration 10Q (1997.954704 sec): 3 clusters Score: Raw -877665.692537 + Penalty 3127.898348 = -874537.794189 nChanged 488 SP:Iteration 11Q (1997.989541 sec): 3 clusters Score: Raw -877919.207181 + Penalty 3127.898348 = -874791.308832 nChanged 364 SP:Iteration 12Q (1998.024297 sec): 3 clusters Score: Raw -878082.495073 + Penalty 3127.898348 = -874954.596725 nChanged 285 SP:Iteration 13Q (1998.058788 sec): 3 clusters Score: Raw -878175.909442 + Penalty 3127.898348 = -875048.011094 nChanged 191 SP:Iteration 14Q (1998.093044 sec): 3 clusters Score: Raw -878220.144680 + Penalty 3127.898348 = -875092.246331 nChanged 127 SP:Iteration 15Q (1998.127246 sec): 3 clusters Score: Raw -878252.385285 + Penalty 3127.898348 = -875124.486937 nChanged 107 SP:Iteration 16Q (1998.161371 sec): 3 clusters Score: Raw -878277.968902 + Penalty 3127.898348 = -875150.070553 nChanged 98 SP:Iteration 17Q (1998.195300 sec): 3 clusters Score: Raw -878299.110711 + Penalty 3127.898348 = -875171.212362 nChanged 87 SP:Iteration 18Q (1998.229144 sec): 3 clusters Score: Raw -878313.817781 + Penalty 3127.898348 = -875185.919433 nChanged 85 SP:Iteration 19Q (1998.263203 sec): 3 clusters Score: Raw -878329.862050 + Penalty 3127.898348 = -875201.963701 nChanged 91 SP:Iteration 20F (1998.298402 sec): 3 clusters Score: Raw -878346.194134 + Penalty 3127.898348 = -875218.295786 nChanged 89 SP:Iteration 21Q (1998.332090 sec): 3 clusters Score: Raw -878361.740101 + Penalty 3127.898348 = -875233.841753 nChanged 87 SP:Iteration 22Q (1998.365748 sec): 3 clusters Score: Raw -878381.101347 + Penalty 3127.898348 = -875253.202998 nChanged 80 SP:Iteration 23Q (1998.399438 sec): 3 clusters Score: Raw -878402.062787 + Penalty 3127.898348 = -875274.164439 nChanged 99 SP:Iteration 24Q (1998.432948 sec): 3 clusters Score: Raw -878429.942208 + Penalty 3127.898348 = -875302.043860 nChanged 92 SP:Iteration 25Q (1998.466469 sec): 3 clusters Score: Raw -878451.610377 + Penalty 3127.898348 = -875323.712028 nChanged 92 SP:Iteration 26Q (1998.500029 sec): 3 clusters Score: Raw -878475.463604 + Penalty 3127.898348 = -875347.565256 nChanged 86 SP:Iteration 27Q (1998.533344 sec): 3 clusters Score: Raw -878495.474637 + Penalty 3127.898348 = -875367.576288 nChanged 78 SP:Iteration 28Q (1998.566551 sec): 3 clusters Score: Raw -878513.410403 + Penalty 3127.898348 = -875385.512055 nChanged 72 SP:Iteration 29Q (1998.599698 sec): 3 clusters Score: Raw -878530.825143 + Penalty 3127.898348 = -875402.926794 nChanged 74 SP:Iteration 30Q (1998.632896 sec): 3 clusters Score: Raw -878549.796840 + Penalty 3127.898348 = -875421.898491 nChanged 61 SP:Iteration 31Q (1998.666004 sec): 3 clusters Score: Raw -878564.363438 + Penalty 3127.898348 = -875436.465090 nChanged 74 SP:Iteration 32Q (1998.699202 sec): 3 clusters Score: Raw -878582.592631 + Penalty 3127.898348 = -875454.694282 nChanged 80 SP:Iteration 33Q (1998.752901 sec): 3 clusters Score: Raw -878601.252528 + Penalty 3127.898348 = -875473.354180 nChanged 75 SP:Iteration 34Q (1998.809846 sec): 3 clusters Score: Raw -878621.460523 + Penalty 3127.898348 = -875493.562174 nChanged 83 SP:Iteration 35Q (1998.843628 sec): 3 clusters Score: Raw -878642.886220 + Penalty 3127.898348 = -875514.987871 nChanged 85 SP:Iteration 36Q (1998.876660 sec): 3 clusters Score: Raw -878663.257879 + Penalty 3127.898348 = -875535.359530 nChanged 70 SP:Iteration 37Q (1998.909462 sec): 3 clusters Score: Raw -878681.001875 + Penalty 3127.898348 = -875553.103526 nChanged 71 SP:Iteration 38Q (1998.942166 sec): 3 clusters Score: Raw -878697.881438 + Penalty 3127.898348 = -875569.983089 nChanged 70 SP:Iteration 39Q (1998.974823 sec): 3 clusters Score: Raw -878714.489646 + Penalty 3127.898348 = -875586.591297 nChanged 68 SP:Iteration 40F (1999.010264 sec): 3 clusters Score: Raw -878728.733553 + Penalty 3127.898348 = -875600.835205 nChanged 67 SP:Iteration 41Q (1999.042812 sec): 3 clusters Score: Raw -878749.069077 + Penalty 3127.898348 = -875621.170728 nChanged 77 SP:Iteration 42Q (1999.075106 sec): 3 clusters Score: Raw -878775.802783 + Penalty 3127.898348 = -875647.904435 nChanged 78 SP:Iteration 43Q (1999.107587 sec): 3 clusters Score: Raw -878797.846660 + Penalty 3127.898348 = -875669.948311 nChanged 67 SP:Iteration 44Q (1999.139950 sec): 3 clusters Score: Raw -878814.559161 + Penalty 3127.898348 = -875686.660813 nChanged 61 SP:Iteration 45Q (1999.172109 sec): 3 clusters Score: Raw -878831.741669 + Penalty 3127.898348 = -875703.843321 nChanged 45 SP:Iteration 46Q (1999.204324 sec): 3 clusters Score: Raw -878840.984321 + Penalty 3127.898348 = -875713.085973 nChanged 40 SP:Iteration 47Q (1999.236437 sec): 3 clusters Score: Raw -878851.703968 + Penalty 3127.898348 = -875723.805619 nChanged 38 SP:Iteration 48Q (1999.268491 sec): 3 clusters Score: Raw -878860.708222 + Penalty 3127.898348 = -875732.809874 nChanged 34 SP:Iteration 49Q (1999.300634 sec): 3 clusters Score: Raw -878868.388198 + Penalty 3127.898348 = -875740.489850 nChanged 30 SP:Iteration 50Q (1999.332581 sec): 3 clusters Score: Raw -878877.145687 + Penalty 3127.898348 = -875749.247338 nChanged 35 SP:Iteration 51Q (1999.364605 sec): 3 clusters Score: Raw -878885.840196 + Penalty 3127.898348 = -875757.941848 nChanged 31 SP:Iteration 52Q (1999.396605 sec): 3 clusters Score: Raw -878897.756707 + Penalty 3127.898348 = -875769.858358 nChanged 43 SP:Iteration 53Q (1999.428511 sec): 3 clusters Score: Raw -878910.537778 + Penalty 3127.898348 = -875782.639430 nChanged 41 SP:Iteration 54Q (1999.460437 sec): 3 clusters Score: Raw -878921.704245 + Penalty 3127.898348 = -875793.805896 nChanged 45 SP:Iteration 55Q (1999.492295 sec): 3 clusters Score: Raw -878935.495490 + Penalty 3127.898348 = -875807.597141 nChanged 42 SP:Iteration 56Q (1999.524247 sec): 3 clusters Score: Raw -878948.148312 + Penalty 3127.898348 = -875820.249964 nChanged 50 SP:Iteration 57Q (1999.556108 sec): 3 clusters Score: Raw -878965.482955 + Penalty 3127.898348 = -875837.584606 nChanged 61 SP:Iteration 58Q (1999.587925 sec): 3 clusters Score: Raw -878986.842672 + Penalty 3127.898348 = -875858.944324 nChanged 63 SP:Iteration 59Q (1999.619697 sec): 3 clusters Score: Raw -879009.566116 + Penalty 3127.898348 = -875881.667768 nChanged 59 SP:Iteration 60F (1999.654996 sec): 3 clusters Score: Raw -879031.789118 + Penalty 3127.898348 = -875903.890769 nChanged 55 SP:Iteration 61Q (1999.686710 sec): 3 clusters Score: Raw -879050.050397 + Penalty 3127.898348 = -875922.152049 nChanged 44 SP:Iteration 62Q (1999.718206 sec): 3 clusters Score: Raw -879063.489481 + Penalty 3127.898348 = -875935.591133 nChanged 38 SP:Iteration 63Q (1999.749869 sec): 3 clusters Score: Raw -879072.869400 + Penalty 3127.898348 = -875944.971052 nChanged 24 SP:Iteration 64Q (1999.781268 sec): 3 clusters Score: Raw -879077.681391 + Penalty 3127.898348 = -875949.783042 nChanged 26 SP:Iteration 65Q (1999.812843 sec): 3 clusters Score: Raw -879084.592380 + Penalty 3127.898348 = -875956.694032 nChanged 24 SP:Iteration 66Q (1999.844365 sec): 3 clusters Score: Raw -879090.185395 + Penalty 3127.898348 = -875962.287046 nChanged 32 SP:Iteration 67Q (1999.875713 sec): 3 clusters Score: Raw -879098.693493 + Penalty 3127.898348 = -875970.795144 nChanged 33 SP:Iteration 68Q (1999.907153 sec): 3 clusters Score: Raw -879108.047640 + Penalty 3127.898348 = -875980.149292 nChanged 37 SP:Iteration 69Q (1999.938480 sec): 3 clusters Score: Raw -879117.564492 + Penalty 3127.898348 = -875989.666143 nChanged 37 SP:Iteration 70Q (1999.969726 sec): 3 clusters Score: Raw -879127.683570 + Penalty 3127.898348 = -875999.785222 nChanged 26 SP:Iteration 71Q (2000.001074 sec): 3 clusters Score: Raw -879135.206213 + Penalty 3127.898348 = -876007.307865 nChanged 28 SP:Iteration 72Q (2000.032324 sec): 3 clusters Score: Raw -879145.143846 + Penalty 3127.898348 = -876017.245497 nChanged 30 SP:Iteration 73Q (2000.063598 sec): 3 clusters Score: Raw -879153.707251 + Penalty 3127.898348 = -876025.808903 nChanged 28 SP:Iteration 74Q (2000.094905 sec): 3 clusters Score: Raw -879161.132664 + Penalty 3127.898348 = -876033.234315 nChanged 22 SP:Iteration 75Q (2000.125907 sec): 3 clusters Score: Raw -879168.615538 + Penalty 3127.898348 = -876040.717190 nChanged 28 SP:Iteration 76Q (2000.156979 sec): 3 clusters Score: Raw -879175.564068 + Penalty 3127.898348 = -876047.665719 nChanged 29 SP:Iteration 77Q (2000.188143 sec): 3 clusters Score: Raw -879182.320994 + Penalty 3127.898348 = -876054.422646 nChanged 21 SP:Iteration 78Q (2000.219093 sec): 3 clusters Score: Raw -879188.783928 + Penalty 3127.898348 = -876060.885580 nChanged 29 SP:Iteration 79Q (2000.250295 sec): 3 clusters Score: Raw -879197.663322 + Penalty 3127.898348 = -876069.764974 nChanged 33 SP:Iteration 80F (2000.285623 sec): 3 clusters Score: Raw -879208.104109 + Penalty 3127.898348 = -876080.205760 nChanged 34 SP:Iteration 81Q (2000.316711 sec): 3 clusters Score: Raw -879219.035512 + Penalty 3127.898348 = -876091.137164 nChanged 45 SP:Iteration 82Q (2000.347888 sec): 3 clusters Score: Raw -879234.833699 + Penalty 3127.898348 = -876106.935351 nChanged 40 SP:Iteration 83Q (2000.378781 sec): 3 clusters Score: Raw -879248.419604 + Penalty 3127.898348 = -876120.521255 nChanged 48 SP:Iteration 84Q (2000.409719 sec): 3 clusters Score: Raw -879267.748736 + Penalty 3127.898348 = -876139.850387 nChanged 51 SP:Iteration 85Q (2000.440638 sec): 3 clusters Score: Raw -879287.226726 + Penalty 3127.898348 = -876159.328378 nChanged 54 SP:Iteration 86Q (2000.471468 sec): 3 clusters Score: Raw -879307.825798 + Penalty 3127.898348 = -876179.927450 nChanged 46 SP:Iteration 87Q (2000.502408 sec): 3 clusters Score: Raw -879321.958045 + Penalty 3127.898348 = -876194.059696 nChanged 40 SP:Iteration 88Q (2000.533168 sec): 3 clusters Score: Raw -879336.115475 + Penalty 3127.898348 = -876208.217126 nChanged 53 SP:Iteration 89Q (2000.563923 sec): 3 clusters Score: Raw -879357.775461 + Penalty 3127.898348 = -876229.877113 nChanged 54 SP:Iteration 90Q (2000.594540 sec): 3 clusters Score: Raw -879382.525522 + Penalty 3127.898348 = -876254.627174 nChanged 50 SP:Iteration 91Q (2000.625204 sec): 3 clusters Score: Raw -879398.967978 + Penalty 3127.898348 = -876271.069630 nChanged 48 SP:Iteration 92Q (2000.655804 sec): 3 clusters Score: Raw -879416.298743 + Penalty 3127.898348 = -876288.400395 nChanged 47 SP:Iteration 93Q (2000.686338 sec): 3 clusters Score: Raw -879433.722993 + Penalty 3127.898348 = -876305.824644 nChanged 36 SP:Iteration 94Q (2000.716957 sec): 3 clusters Score: Raw -879449.825724 + Penalty 3127.898348 = -876321.927375 nChanged 41 SP:Iteration 95Q (2000.747539 sec): 3 clusters Score: Raw -879465.213627 + Penalty 3127.898348 = -876337.315278 nChanged 38 SP:Iteration 96Q (2000.778042 sec): 3 clusters Score: Raw -879479.684558 + Penalty 3127.898348 = -876351.786210 nChanged 29 SP:Iteration 97Q (2000.808413 sec): 3 clusters Score: Raw -879493.341626 + Penalty 3127.898348 = -876365.443278 nChanged 36 SP:Iteration 98Q (2000.838813 sec): 3 clusters Score: Raw -879508.442744 + Penalty 3127.898348 = -876380.544396 nChanged 39 SP:Iteration 99Q (2000.869129 sec): 3 clusters Score: Raw -879521.938887 + Penalty 3127.898348 = -876394.040539 nChanged 35 SP:Iteration 100F (2000.904450 sec): 3 clusters Score: Raw -879537.670551 + Penalty 3127.898348 = -876409.772202 nChanged 35 SP:Iteration 101Q (2000.935056 sec): 3 clusters Score: Raw -879551.274457 + Penalty 3127.898348 = -876423.376109 nChanged 31 SP:Iteration 102Q (2000.965555 sec): 3 clusters Score: Raw -879566.043308 + Penalty 3127.898348 = -876438.144959 nChanged 34 SP:Iteration 103Q (2000.995899 sec): 3 clusters Score: Raw -879579.229305 + Penalty 3127.898348 = -876451.330957 nChanged 32 SP:Iteration 104Q (2001.026261 sec): 3 clusters Score: Raw -879589.839041 + Penalty 3127.898348 = -876461.940693 nChanged 30 SP:Iteration 105Q (2001.056748 sec): 3 clusters Score: Raw -879601.010039 + Penalty 3127.898348 = -876473.111690 nChanged 23 SP:Iteration 106Q (2001.087064 sec): 3 clusters Score: Raw -879606.268846 + Penalty 3127.898348 = -876478.370498 nChanged 8 SP:Iteration 107Q (2001.117463 sec): 3 clusters Score: Raw -879608.132675 + Penalty 3127.898348 = -876480.234327 nChanged 11 SP:Iteration 108Q (2001.147852 sec): 3 clusters Score: Raw -879612.514284 + Penalty 3127.898348 = -876484.615936 nChanged 17 SP:Iteration 109Q (2001.178011 sec): 3 clusters Score: Raw -879618.819355 + Penalty 3127.898348 = -876490.921007 nChanged 16 SP:Iteration 110Q (2001.208383 sec): 3 clusters Score: Raw -879625.388494 + Penalty 3127.898348 = -876497.490146 nChanged 17 SP:Iteration 111Q (2001.238544 sec): 3 clusters Score: Raw -879631.612631 + Penalty 3127.898348 = -876503.714283 nChanged 11 SP:Iteration 112Q (2001.268694 sec): 3 clusters Score: Raw -879634.543711 + Penalty 3127.898348 = -876506.645363 nChanged 13 SP:Iteration 113Q (2001.298733 sec): 3 clusters Score: Raw -879637.216663 + Penalty 3127.898348 = -876509.318314 nChanged 8 SP:Iteration 114Q (2001.329043 sec): 3 clusters Score: Raw -879638.980596 + Penalty 3127.898348 = -876511.082247 nChanged 6 SP:Iteration 115Q (2001.359441 sec): 3 clusters Score: Raw -879640.200538 + Penalty 3127.898348 = -876512.302190 nChanged 6 SP:Iteration 116Q (2001.389632 sec): 3 clusters Score: Raw -879641.136695 + Penalty 3127.898348 = -876513.238347 nChanged 3 SP:Iteration 117Q (2001.419849 sec): 3 clusters Score: Raw -879641.675426 + Penalty 3127.898348 = -876513.777078 nChanged 3 SP:Iteration 118Q (2001.450008 sec): 3 clusters Score: Raw -879642.632290 + Penalty 3127.898348 = -876514.733941 nChanged 4 SP:Iteration 119Q (2001.480321 sec): 3 clusters Score: Raw -879643.586709 + Penalty 3127.898348 = -876515.688361 nChanged 2 SP:Iteration 120F (2001.515642 sec): 3 clusters Score: Raw -879643.790892 + Penalty 3127.898348 = -876515.892543 nChanged 0 Trying to split cluster 20 (3581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2001.532228 sec): 2 clusters Score: Raw -235928.703102 + Penalty 1329.802073 = -234598.901029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2001.550857 sec): 3 clusters Score: Raw -234155.663128 + Penalty 2659.604145 = -231496.058983 nChanged 1391 SP:Iteration 1F (2001.568258 sec): 3 clusters Score: Raw -234900.285779 + Penalty 2659.604145 = -232240.681634 nChanged 232 SP:Iteration 2F (2001.585877 sec): 3 clusters Score: Raw -235008.550070 + Penalty 2659.604145 = -232348.945924 nChanged 157 SP:Iteration 3Q (2001.603478 sec): 3 clusters Score: Raw -235097.440712 + Penalty 2659.604145 = -232437.836567 nChanged 152 SP:Iteration 4Q (2001.621028 sec): 3 clusters Score: Raw -235184.390598 + Penalty 2659.604145 = -232524.786453 nChanged 114 SP:Iteration 5Q (2001.638582 sec): 3 clusters Score: Raw -235259.194303 + Penalty 2659.604145 = -232599.590158 nChanged 123 SP:Iteration 6Q (2001.656133 sec): 3 clusters Score: Raw -235329.211732 + Penalty 2659.604145 = -232669.607587 nChanged 122 SP:Iteration 7Q (2001.673731 sec): 3 clusters Score: Raw -235389.936525 + Penalty 2659.604145 = -232730.332380 nChanged 106 SP:Iteration 8Q (2001.691260 sec): 3 clusters Score: Raw -235437.572984 + Penalty 2659.604145 = -232777.968838 nChanged 91 SP:Iteration 9Q (2001.708782 sec): 3 clusters Score: Raw -235484.345700 + Penalty 2659.604145 = -232824.741555 nChanged 96 SP:Iteration 10Q (2001.726322 sec): 3 clusters Score: Raw -235537.379698 + Penalty 2659.604145 = -232877.775553 nChanged 87 SP:Iteration 11Q (2001.743841 sec): 3 clusters Score: Raw -235581.807041 + Penalty 2659.604145 = -232922.202895 nChanged 83 SP:Iteration 12Q (2001.761181 sec): 3 clusters Score: Raw -235621.491671 + Penalty 2659.604145 = -232961.887526 nChanged 65 SP:Iteration 13Q (2001.778470 sec): 3 clusters Score: Raw -235655.561648 + Penalty 2659.604145 = -232995.957503 nChanged 54 SP:Iteration 14Q (2001.795943 sec): 3 clusters Score: Raw -235683.535005 + Penalty 2659.604145 = -233023.930860 nChanged 64 SP:Iteration 15Q (2001.813371 sec): 3 clusters Score: Raw -235718.874950 + Penalty 2659.604145 = -233059.270804 nChanged 69 SP:Iteration 16Q (2001.830814 sec): 3 clusters Score: Raw -235759.498222 + Penalty 2659.604145 = -233099.894076 nChanged 64 SP:Iteration 17Q (2001.848278 sec): 3 clusters Score: Raw -235799.965281 + Penalty 2659.604145 = -233140.361135 nChanged 64 SP:Iteration 18Q (2001.865496 sec): 3 clusters Score: Raw -235841.253612 + Penalty 2659.604145 = -233181.649467 nChanged 47 SP:Iteration 19Q (2001.882853 sec): 3 clusters Score: Raw -235868.036679 + Penalty 2659.604145 = -233208.432534 nChanged 53 SP:Iteration 20F (2001.900125 sec): 3 clusters Score: Raw -235902.324755 + Penalty 2659.604145 = -233242.720610 nChanged 49 SP:Iteration 21Q (2001.917439 sec): 3 clusters Score: Raw -235938.150194 + Penalty 2659.604145 = -233278.546049 nChanged 60 SP:Iteration 22Q (2001.934699 sec): 3 clusters Score: Raw -235984.927127 + Penalty 2659.604145 = -233325.322981 nChanged 51 SP:Iteration 23Q (2001.952058 sec): 3 clusters Score: Raw -236027.534331 + Penalty 2659.604145 = -233367.930186 nChanged 53 SP:Iteration 24Q (2001.969058 sec): 3 clusters Score: Raw -236070.773671 + Penalty 2659.604145 = -233411.169526 nChanged 49 SP:Iteration 25Q (2001.986076 sec): 3 clusters Score: Raw -236106.636209 + Penalty 2659.604145 = -233447.032064 nChanged 38 SP:Iteration 26Q (2002.003141 sec): 3 clusters Score: Raw -236128.903698 + Penalty 2659.604145 = -233469.299552 nChanged 21 SP:Iteration 27Q (2002.020151 sec): 3 clusters Score: Raw -236145.514618 + Penalty 2659.604145 = -233485.910473 nChanged 26 SP:Iteration 28Q (2002.036880 sec): 3 clusters Score: Raw -236160.592098 + Penalty 2659.604145 = -233500.987953 nChanged 14 SP:Iteration 29Q (2002.053579 sec): 3 clusters Score: Raw -236177.584813 + Penalty 2659.604145 = -233517.980668 nChanged 21 SP:Iteration 30Q (2002.070210 sec): 3 clusters Score: Raw -236204.530821 + Penalty 2659.604145 = -233544.926676 nChanged 32 SP:Iteration 31Q (2002.086699 sec): 3 clusters Score: Raw -236227.571625 + Penalty 2659.604145 = -233567.967480 nChanged 20 SP:Iteration 32Q (2002.103295 sec): 3 clusters Score: Raw -236245.550334 + Penalty 2659.604145 = -233585.946189 nChanged 29 SP:Iteration 33Q (2002.119900 sec): 3 clusters Score: Raw -236267.912397 + Penalty 2659.604145 = -233608.308251 nChanged 26 SP:Iteration 34Q (2002.136400 sec): 3 clusters Score: Raw -236283.905245 + Penalty 2659.604145 = -233624.301100 nChanged 19 SP:Iteration 35Q (2002.152681 sec): 3 clusters Score: Raw -236297.035360 + Penalty 2659.604145 = -233637.431215 nChanged 15 SP:Iteration 36Q (2002.169069 sec): 3 clusters Score: Raw -236308.260039 + Penalty 2659.604145 = -233648.655894 nChanged 13 SP:Iteration 37Q (2002.185384 sec): 3 clusters Score: Raw -236317.110233 + Penalty 2659.604145 = -233657.506088 nChanged 12 SP:Iteration 38Q (2002.201721 sec): 3 clusters Score: Raw -236323.031556 + Penalty 2659.604145 = -233663.427411 nChanged 9 SP:Iteration 39Q (2002.218011 sec): 3 clusters Score: Raw -236327.835447 + Penalty 2659.604145 = -233668.231302 nChanged 6 SP:Iteration 40F (2002.235417 sec): 3 clusters Score: Raw -236332.233004 + Penalty 2659.604145 = -233672.628858 nChanged 6 SP:Iteration 41Q (2002.251619 sec): 3 clusters Score: Raw -236335.224470 + Penalty 2659.604145 = -233675.620324 nChanged 4 SP:Iteration 42Q (2002.267798 sec): 3 clusters Score: Raw -236336.689197 + Penalty 2659.604145 = -233677.085052 nChanged 1 SP:Iteration 43Q (2002.286303 sec): 3 clusters Score: Raw -236336.804584 + Penalty 2659.604145 = -233677.200438 nChanged 0 SP:Iteration 44F (2002.303566 sec): 3 clusters Score: Raw -236336.804584 + Penalty 2659.604145 = -233677.200438 nChanged 0 Trying to split cluster 21 (1655 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2002.318571 sec): 2 clusters Score: Raw -105976.513522 + Penalty 1204.377897 = -104772.135625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2002.327437 sec): 3 clusters Score: Raw -105283.942904 + Penalty 2408.755794 = -102875.187111 nChanged 592 SP:Iteration 1F (2002.335674 sec): 3 clusters Score: Raw -105669.540106 + Penalty 2408.755794 = -103260.784313 nChanged 118 SP:Iteration 2F (2002.343956 sec): 3 clusters Score: Raw -105767.633708 + Penalty 2408.755794 = -103358.877915 nChanged 80 SP:Iteration 3Q (2002.352265 sec): 3 clusters Score: Raw -105831.067722 + Penalty 2408.755794 = -103422.311928 nChanged 64 SP:Iteration 4Q (2002.360608 sec): 3 clusters Score: Raw -105892.719292 + Penalty 2408.755794 = -103483.963499 nChanged 58 SP:Iteration 5Q (2002.368881 sec): 3 clusters Score: Raw -105944.717171 + Penalty 2408.755794 = -103535.961378 nChanged 50 SP:Iteration 6Q (2002.377242 sec): 3 clusters Score: Raw -105987.847106 + Penalty 2408.755794 = -103579.091312 nChanged 47 SP:Iteration 7Q (2002.385434 sec): 3 clusters Score: Raw -106031.474077 + Penalty 2408.755794 = -103622.718283 nChanged 52 SP:Iteration 8Q (2002.393704 sec): 3 clusters Score: Raw -106067.487960 + Penalty 2408.755794 = -103658.732166 nChanged 35 SP:Iteration 9Q (2002.401953 sec): 3 clusters Score: Raw -106089.532636 + Penalty 2408.755794 = -103680.776842 nChanged 37 SP:Iteration 10Q (2002.410114 sec): 3 clusters Score: Raw -106121.262294 + Penalty 2408.755794 = -103712.506500 nChanged 37 SP:Iteration 11Q (2002.418355 sec): 3 clusters Score: Raw -106146.770861 + Penalty 2408.755794 = -103738.015068 nChanged 36 SP:Iteration 12Q (2002.426714 sec): 3 clusters Score: Raw -106176.571431 + Penalty 2408.755794 = -103767.815637 nChanged 36 SP:Iteration 13Q (2002.434870 sec): 3 clusters Score: Raw -106209.895692 + Penalty 2408.755794 = -103801.139898 nChanged 29 SP:Iteration 14Q (2002.443077 sec): 3 clusters Score: Raw -106235.529764 + Penalty 2408.755794 = -103826.773970 nChanged 23 SP:Iteration 15Q (2002.451204 sec): 3 clusters Score: Raw -106256.640913 + Penalty 2408.755794 = -103847.885119 nChanged 22 SP:Iteration 16Q (2002.459424 sec): 3 clusters Score: Raw -106277.055108 + Penalty 2408.755794 = -103868.299315 nChanged 22 SP:Iteration 17Q (2002.467616 sec): 3 clusters Score: Raw -106297.700675 + Penalty 2408.755794 = -103888.944882 nChanged 16 SP:Iteration 18Q (2002.475803 sec): 3 clusters Score: Raw -106308.306757 + Penalty 2408.755794 = -103899.550963 nChanged 13 SP:Iteration 19Q (2002.484009 sec): 3 clusters Score: Raw -106318.349765 + Penalty 2408.755794 = -103909.593971 nChanged 16 SP:Iteration 20F (2002.492271 sec): 3 clusters Score: Raw -106332.847770 + Penalty 2408.755794 = -103924.091977 nChanged 11 SP:Iteration 21Q (2002.500371 sec): 3 clusters Score: Raw -106343.516953 + Penalty 2408.755794 = -103934.761160 nChanged 13 SP:Iteration 22Q (2002.508591 sec): 3 clusters Score: Raw -106355.715955 + Penalty 2408.755794 = -103946.960162 nChanged 12 SP:Iteration 23Q (2002.516767 sec): 3 clusters Score: Raw -106364.245421 + Penalty 2408.755794 = -103955.489628 nChanged 12 SP:Iteration 24Q (2002.524917 sec): 3 clusters Score: Raw -106372.250765 + Penalty 2408.755794 = -103963.494971 nChanged 9 SP:Iteration 25Q (2002.532993 sec): 3 clusters Score: Raw -106378.028188 + Penalty 2408.755794 = -103969.272395 nChanged 9 SP:Iteration 26Q (2002.541125 sec): 3 clusters Score: Raw -106382.247082 + Penalty 2408.755794 = -103973.491288 nChanged 6 SP:Iteration 27Q (2002.549280 sec): 3 clusters Score: Raw -106386.204357 + Penalty 2408.755794 = -103977.448564 nChanged 6 SP:Iteration 28Q (2002.557416 sec): 3 clusters Score: Raw -106389.996792 + Penalty 2408.755794 = -103981.240999 nChanged 9 SP:Iteration 29Q (2002.565552 sec): 3 clusters Score: Raw -106394.624419 + Penalty 2408.755794 = -103985.868625 nChanged 6 SP:Iteration 30Q (2002.573672 sec): 3 clusters Score: Raw -106398.155604 + Penalty 2408.755794 = -103989.399811 nChanged 4 SP:Iteration 31Q (2002.581842 sec): 3 clusters Score: Raw -106400.369153 + Penalty 2408.755794 = -103991.613360 nChanged 4 SP:Iteration 32Q (2002.589961 sec): 3 clusters Score: Raw -106403.636131 + Penalty 2408.755794 = -103994.880337 nChanged 2 SP:Iteration 33Q (2002.597999 sec): 3 clusters Score: Raw -106404.857814 + Penalty 2408.755794 = -103996.102021 nChanged 1 SP:Iteration 34Q (2002.606092 sec): 3 clusters Score: Raw -106405.620167 + Penalty 2408.755794 = -103996.864373 nChanged 1 SP:Iteration 35Q (2002.614167 sec): 3 clusters Score: Raw -106406.033289 + Penalty 2408.755794 = -103997.277495 nChanged 0 SP:Iteration 36F (2002.622436 sec): 3 clusters Score: Raw -106406.033289 + Penalty 2408.755794 = -103997.277495 nChanged 0 Trying to split cluster 22 (6873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2002.643000 sec): 2 clusters Score: Raw -415723.287282 + Penalty 1435.745345 = -414287.541937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2002.667129 sec): 3 clusters Score: Raw -411932.290634 + Penalty 2871.490691 = -409060.799944 nChanged 2934 SP:Iteration 1F (2002.690867 sec): 3 clusters Score: Raw -413397.009151 + Penalty 2871.490691 = -410525.518461 nChanged 446 SP:Iteration 2F (2002.714647 sec): 3 clusters Score: Raw -413606.761490 + Penalty 2871.490691 = -410735.270799 nChanged 362 SP:Iteration 3F (2002.738243 sec): 3 clusters Score: Raw -413772.549222 + Penalty 2871.490691 = -410901.058532 nChanged 301 SP:Iteration 4Q (2002.761835 sec): 3 clusters Score: Raw -413898.304814 + Penalty 2871.490691 = -411026.814124 nChanged 254 SP:Iteration 5Q (2002.785355 sec): 3 clusters Score: Raw -414014.789110 + Penalty 2871.490691 = -411143.298419 nChanged 239 SP:Iteration 6Q (2002.809016 sec): 3 clusters Score: Raw -414123.270483 + Penalty 2871.490691 = -411251.779793 nChanged 240 SP:Iteration 7Q (2002.832526 sec): 3 clusters Score: Raw -414232.098376 + Penalty 2871.490691 = -411360.607686 nChanged 206 SP:Iteration 8Q (2002.856240 sec): 3 clusters Score: Raw -414313.482134 + Penalty 2871.490691 = -411441.991443 nChanged 180 SP:Iteration 9Q (2002.879860 sec): 3 clusters Score: Raw -414388.627944 + Penalty 2871.490691 = -411517.137253 nChanged 182 SP:Iteration 10Q (2002.903257 sec): 3 clusters Score: Raw -414466.588323 + Penalty 2871.490691 = -411595.097633 nChanged 171 SP:Iteration 11Q (2002.926631 sec): 3 clusters Score: Raw -414537.489830 + Penalty 2871.490691 = -411665.999140 nChanged 168 SP:Iteration 12Q (2002.950069 sec): 3 clusters Score: Raw -414608.615419 + Penalty 2871.490691 = -411737.124729 nChanged 153 SP:Iteration 13Q (2002.973745 sec): 3 clusters Score: Raw -414668.413327 + Penalty 2871.490691 = -411796.922637 nChanged 139 SP:Iteration 14Q (2002.997398 sec): 3 clusters Score: Raw -414719.238936 + Penalty 2871.490691 = -411847.748246 nChanged 149 SP:Iteration 15Q (2003.020783 sec): 3 clusters Score: Raw -414784.145997 + Penalty 2871.490691 = -411912.655306 nChanged 139 SP:Iteration 16Q (2003.044245 sec): 3 clusters Score: Raw -414848.897763 + Penalty 2871.490691 = -411977.407073 nChanged 158 SP:Iteration 17Q (2003.067991 sec): 3 clusters Score: Raw -414921.923370 + Penalty 2871.490691 = -412050.432680 nChanged 146 SP:Iteration 18Q (2003.091383 sec): 3 clusters Score: Raw -414981.035192 + Penalty 2871.490691 = -412109.544501 nChanged 126 SP:Iteration 19Q (2003.114939 sec): 3 clusters Score: Raw -415027.342060 + Penalty 2871.490691 = -412155.851370 nChanged 104 SP:Iteration 20F (2003.138475 sec): 3 clusters Score: Raw -415064.065386 + Penalty 2871.490691 = -412192.574695 nChanged 98 SP:Iteration 21Q (2003.162014 sec): 3 clusters Score: Raw -415095.934434 + Penalty 2871.490691 = -412224.443743 nChanged 96 SP:Iteration 22Q (2003.185491 sec): 3 clusters Score: Raw -415125.427772 + Penalty 2871.490691 = -412253.937081 nChanged 90 SP:Iteration 23Q (2003.208788 sec): 3 clusters Score: Raw -415151.555333 + Penalty 2871.490691 = -412280.064643 nChanged 85 SP:Iteration 24Q (2003.231986 sec): 3 clusters Score: Raw -415181.662115 + Penalty 2871.490691 = -412310.171424 nChanged 81 SP:Iteration 25Q (2003.255294 sec): 3 clusters Score: Raw -415208.913535 + Penalty 2871.490691 = -412337.422844 nChanged 77 SP:Iteration 26Q (2003.278301 sec): 3 clusters Score: Raw -415233.668673 + Penalty 2871.490691 = -412362.177983 nChanged 89 SP:Iteration 27Q (2003.301430 sec): 3 clusters Score: Raw -415269.718886 + Penalty 2871.490691 = -412398.228195 nChanged 100 SP:Iteration 28Q (2003.324507 sec): 3 clusters Score: Raw -415304.887533 + Penalty 2871.490691 = -412433.396843 nChanged 88 SP:Iteration 29Q (2003.347738 sec): 3 clusters Score: Raw -415334.660217 + Penalty 2871.490691 = -412463.169527 nChanged 83 SP:Iteration 30Q (2003.370792 sec): 3 clusters Score: Raw -415361.535668 + Penalty 2871.490691 = -412490.044978 nChanged 72 SP:Iteration 31Q (2003.393996 sec): 3 clusters Score: Raw -415385.387638 + Penalty 2871.490691 = -412513.896947 nChanged 67 SP:Iteration 32Q (2003.416978 sec): 3 clusters Score: Raw -415403.820305 + Penalty 2871.490691 = -412532.329614 nChanged 50 SP:Iteration 33Q (2003.439967 sec): 3 clusters Score: Raw -415418.183421 + Penalty 2871.490691 = -412546.692731 nChanged 45 SP:Iteration 34Q (2003.462857 sec): 3 clusters Score: Raw -415432.017751 + Penalty 2871.490691 = -412560.527060 nChanged 55 SP:Iteration 35Q (2003.485776 sec): 3 clusters Score: Raw -415446.389816 + Penalty 2871.490691 = -412574.899126 nChanged 46 SP:Iteration 36Q (2003.508700 sec): 3 clusters Score: Raw -415458.440534 + Penalty 2871.490691 = -412586.949844 nChanged 46 SP:Iteration 37Q (2003.531632 sec): 3 clusters Score: Raw -415472.695080 + Penalty 2871.490691 = -412601.204389 nChanged 51 SP:Iteration 38Q (2003.554534 sec): 3 clusters Score: Raw -415489.479340 + Penalty 2871.490691 = -412617.988649 nChanged 47 SP:Iteration 39Q (2003.577497 sec): 3 clusters Score: Raw -415501.474581 + Penalty 2871.490691 = -412629.983890 nChanged 46 SP:Iteration 40F (2003.601149 sec): 3 clusters Score: Raw -415512.649704 + Penalty 2871.490691 = -412641.159014 nChanged 40 SP:Iteration 41Q (2003.624291 sec): 3 clusters Score: Raw -415523.111644 + Penalty 2871.490691 = -412651.620954 nChanged 37 SP:Iteration 42Q (2003.647667 sec): 3 clusters Score: Raw -415530.809515 + Penalty 2871.490691 = -412659.318825 nChanged 40 SP:Iteration 43Q (2003.670981 sec): 3 clusters Score: Raw -415540.019930 + Penalty 2871.490691 = -412668.529239 nChanged 35 SP:Iteration 44Q (2003.694208 sec): 3 clusters Score: Raw -415547.126519 + Penalty 2871.490691 = -412675.635828 nChanged 27 SP:Iteration 45Q (2003.717510 sec): 3 clusters Score: Raw -415553.479533 + Penalty 2871.490691 = -412681.988842 nChanged 32 SP:Iteration 46Q (2003.740531 sec): 3 clusters Score: Raw -415561.548146 + Penalty 2871.490691 = -412690.057455 nChanged 36 SP:Iteration 47Q (2003.763547 sec): 3 clusters Score: Raw -415570.077457 + Penalty 2871.490691 = -412698.586766 nChanged 27 SP:Iteration 48Q (2003.786555 sec): 3 clusters Score: Raw -415575.131900 + Penalty 2871.490691 = -412703.641209 nChanged 21 SP:Iteration 49Q (2003.809615 sec): 3 clusters Score: Raw -415579.517792 + Penalty 2871.490691 = -412708.027102 nChanged 19 SP:Iteration 50Q (2003.832648 sec): 3 clusters Score: Raw -415582.392933 + Penalty 2871.490691 = -412710.902242 nChanged 17 SP:Iteration 51Q (2003.855866 sec): 3 clusters Score: Raw -415586.403658 + Penalty 2871.490691 = -412714.912967 nChanged 23 SP:Iteration 52Q (2003.879214 sec): 3 clusters Score: Raw -415590.286266 + Penalty 2871.490691 = -412718.795575 nChanged 12 SP:Iteration 53Q (2003.902334 sec): 3 clusters Score: Raw -415592.351319 + Penalty 2871.490691 = -412720.860629 nChanged 11 SP:Iteration 54Q (2003.925697 sec): 3 clusters Score: Raw -415594.049502 + Penalty 2871.490691 = -412722.558811 nChanged 13 SP:Iteration 55Q (2003.949023 sec): 3 clusters Score: Raw -415596.149318 + Penalty 2871.490691 = -412724.658628 nChanged 13 SP:Iteration 56Q (2003.971948 sec): 3 clusters Score: Raw -415598.021266 + Penalty 2871.490691 = -412726.530575 nChanged 10 SP:Iteration 57Q (2003.994933 sec): 3 clusters Score: Raw -415599.443334 + Penalty 2871.490691 = -412727.952644 nChanged 7 SP:Iteration 58Q (2004.017896 sec): 3 clusters Score: Raw -415600.387099 + Penalty 2871.490691 = -412728.896408 nChanged 3 SP:Iteration 59Q (2004.041099 sec): 3 clusters Score: Raw -415600.633376 + Penalty 2871.490691 = -412729.142685 nChanged 0 SP:Iteration 60F (2004.064523 sec): 3 clusters Score: Raw -415600.633376 + Penalty 2871.490691 = -412729.142685 nChanged 0 Trying to split cluster 23 (39465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2004.121966 sec): 2 clusters Score: Raw -2650162.430153 + Penalty 1719.765041 = -2648442.665112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2004.197760 sec): 3 clusters Score: Raw -2625414.907551 + Penalty 3439.530082 = -2621975.377470 nChanged 18480 SP:Iteration 1F (2004.270372 sec): 3 clusters Score: Raw -2635759.833788 + Penalty 3439.530082 = -2632320.303706 nChanged 1647 SP:Iteration 2Q (2004.369443 sec): 3 clusters Score: Raw -2636244.925994 + Penalty 3439.530082 = -2632805.395912 nChanged 1576 SP:Iteration 3Q (2004.444992 sec): 3 clusters Score: Raw -2636750.105719 + Penalty 3439.530082 = -2633310.575637 nChanged 1612 SP:Iteration 4Q (2004.517625 sec): 3 clusters Score: Raw -2637393.964406 + Penalty 3439.530082 = -2633954.434325 nChanged 1866 SP:Iteration 5Q (2004.590709 sec): 3 clusters Score: Raw -2638320.155862 + Penalty 3439.530082 = -2634880.625780 nChanged 2036 SP:Iteration 6F (2004.659407 sec): 3 clusters Score: Raw -2639574.008104 + Penalty 3439.530082 = -2636134.478023 nChanged 2345 SP:Iteration 7F (2004.729419 sec): 3 clusters Score: Raw -2641171.693175 + Penalty 3439.530082 = -2637732.163094 nChanged 2429 SP:Iteration 8F (2004.799412 sec): 3 clusters Score: Raw -2642843.049513 + Penalty 3439.530082 = -2639403.519432 nChanged 2304 SP:Iteration 9F (2004.869391 sec): 3 clusters Score: Raw -2644246.373669 + Penalty 3439.530082 = -2640806.843587 nChanged 1850 SP:Iteration 10Q (2004.941157 sec): 3 clusters Score: Raw -2645121.150488 + Penalty 3439.530082 = -2641681.620407 nChanged 1251 SP:Iteration 11Q (2005.011695 sec): 3 clusters Score: Raw -2645547.555444 + Penalty 3439.530082 = -2642108.025362 nChanged 833 SP:Iteration 12Q (2005.081560 sec): 3 clusters Score: Raw -2645786.076876 + Penalty 3439.530082 = -2642346.546795 nChanged 651 SP:Iteration 13Q (2005.150992 sec): 3 clusters Score: Raw -2646002.877995 + Penalty 3439.530082 = -2642563.347914 nChanged 648 SP:Iteration 14Q (2005.220426 sec): 3 clusters Score: Raw -2646258.667246 + Penalty 3439.530082 = -2642819.137164 nChanged 684 SP:Iteration 15Q (2005.289303 sec): 3 clusters Score: Raw -2646553.837742 + Penalty 3439.530082 = -2643114.307660 nChanged 748 SP:Iteration 16Q (2005.357977 sec): 3 clusters Score: Raw -2646903.164943 + Penalty 3439.530082 = -2643463.634862 nChanged 746 SP:Iteration 17Q (2005.426397 sec): 3 clusters Score: Raw -2647329.292988 + Penalty 3439.530082 = -2643889.762907 nChanged 821 SP:Iteration 18Q (2005.494556 sec): 3 clusters Score: Raw -2647895.734019 + Penalty 3439.530082 = -2644456.203937 nChanged 779 SP:Iteration 19Q (2005.562184 sec): 3 clusters Score: Raw -2648427.544470 + Penalty 3439.530082 = -2644988.014388 nChanged 781 SP:Iteration 20F (2005.631236 sec): 3 clusters Score: Raw -2648945.616892 + Penalty 3439.530082 = -2645506.086810 nChanged 742 SP:Iteration 21Q (2005.698628 sec): 3 clusters Score: Raw -2649376.170710 + Penalty 3439.530082 = -2645936.640628 nChanged 636 SP:Iteration 22Q (2005.764337 sec): 3 clusters Score: Raw -2649701.271913 + Penalty 3439.530082 = -2646261.741831 nChanged 585 SP:Iteration 23Q (2005.829468 sec): 3 clusters Score: Raw -2649957.906398 + Penalty 3439.530082 = -2646518.376317 nChanged 481 SP:Iteration 24Q (2005.894320 sec): 3 clusters Score: Raw -2650124.260508 + Penalty 3439.530082 = -2646684.730426 nChanged 396 SP:Iteration 25Q (2005.958659 sec): 3 clusters Score: Raw -2650238.531617 + Penalty 3439.530082 = -2646799.001535 nChanged 353 SP:Iteration 26Q (2006.022309 sec): 3 clusters Score: Raw -2650348.626878 + Penalty 3439.530082 = -2646909.096797 nChanged 293 SP:Iteration 27Q (2006.085973 sec): 3 clusters Score: Raw -2650434.198752 + Penalty 3439.530082 = -2646994.668670 nChanged 279 SP:Iteration 28Q (2006.149491 sec): 3 clusters Score: Raw -2650513.638749 + Penalty 3439.530082 = -2647074.108667 nChanged 253 SP:Iteration 29Q (2006.212806 sec): 3 clusters Score: Raw -2650567.701037 + Penalty 3439.530082 = -2647128.170956 nChanged 214 SP:Iteration 30Q (2006.275808 sec): 3 clusters Score: Raw -2650610.435730 + Penalty 3439.530082 = -2647170.905648 nChanged 179 SP:Iteration 31Q (2006.377916 sec): 3 clusters Score: Raw -2650644.858343 + Penalty 3439.530082 = -2647205.328261 nChanged 163 SP:Iteration 32Q (2006.439238 sec): 3 clusters Score: Raw -2650674.483902 + Penalty 3439.530082 = -2647234.953820 nChanged 143 SP:Iteration 33Q (2006.502429 sec): 3 clusters Score: Raw -2650697.366118 + Penalty 3439.530082 = -2647257.836037 nChanged 124 SP:Iteration 34Q (2006.565153 sec): 3 clusters Score: Raw -2650717.307290 + Penalty 3439.530082 = -2647277.777208 nChanged 121 SP:Iteration 35Q (2006.627627 sec): 3 clusters Score: Raw -2650737.000563 + Penalty 3439.530082 = -2647297.470481 nChanged 115 SP:Iteration 36Q (2006.690051 sec): 3 clusters Score: Raw -2650752.124324 + Penalty 3439.530082 = -2647312.594242 nChanged 75 SP:Iteration 37Q (2006.752118 sec): 3 clusters Score: Raw -2650758.755877 + Penalty 3439.530082 = -2647319.225795 nChanged 60 SP:Iteration 38Q (2006.814040 sec): 3 clusters Score: Raw -2650764.177986 + Penalty 3439.530082 = -2647324.647904 nChanged 60 SP:Iteration 39Q (2006.876265 sec): 3 clusters Score: Raw -2650769.957531 + Penalty 3439.530082 = -2647330.427449 nChanged 59 SP:Iteration 40F (2006.945495 sec): 3 clusters Score: Raw -2650776.343504 + Penalty 3439.530082 = -2647336.813422 nChanged 56 SP:Iteration 41Q (2007.008224 sec): 3 clusters Score: Raw -2650782.760526 + Penalty 3439.530082 = -2647343.230444 nChanged 70 SP:Iteration 42Q (2007.070746 sec): 3 clusters Score: Raw -2650790.068461 + Penalty 3439.530082 = -2647350.538380 nChanged 66 SP:Iteration 43Q (2007.132998 sec): 3 clusters Score: Raw -2650796.684584 + Penalty 3439.530082 = -2647357.154503 nChanged 54 SP:Iteration 44Q (2007.195462 sec): 3 clusters Score: Raw -2650801.511899 + Penalty 3439.530082 = -2647361.981817 nChanged 59 SP:Iteration 45Q (2007.257821 sec): 3 clusters Score: Raw -2650808.183265 + Penalty 3439.530082 = -2647368.653183 nChanged 57 SP:Iteration 46Q (2007.319954 sec): 3 clusters Score: Raw -2650814.583842 + Penalty 3439.530082 = -2647375.053760 nChanged 53 SP:Iteration 47Q (2007.381920 sec): 3 clusters Score: Raw -2650820.299359 + Penalty 3439.530082 = -2647380.769277 nChanged 47 SP:Iteration 48Q (2007.444051 sec): 3 clusters Score: Raw -2650824.403711 + Penalty 3439.530082 = -2647384.873629 nChanged 42 SP:Iteration 49Q (2007.505979 sec): 3 clusters Score: Raw -2650828.413176 + Penalty 3439.530082 = -2647388.883095 nChanged 50 SP:Iteration 50Q (2007.568229 sec): 3 clusters Score: Raw -2650832.787062 + Penalty 3439.530082 = -2647393.256980 nChanged 39 SP:Iteration 51Q (2007.630387 sec): 3 clusters Score: Raw -2650835.549167 + Penalty 3439.530082 = -2647396.019085 nChanged 24 SP:Iteration 52Q (2007.692420 sec): 3 clusters Score: Raw -2650838.033416 + Penalty 3439.530082 = -2647398.503335 nChanged 25 SP:Iteration 53Q (2007.754153 sec): 3 clusters Score: Raw -2650840.911178 + Penalty 3439.530082 = -2647401.381096 nChanged 35 SP:Iteration 54Q (2007.815941 sec): 3 clusters Score: Raw -2650844.349855 + Penalty 3439.530082 = -2647404.819773 nChanged 28 SP:Iteration 55Q (2007.877895 sec): 3 clusters Score: Raw -2650847.992936 + Penalty 3439.530082 = -2647408.462855 nChanged 38 SP:Iteration 56Q (2007.939883 sec): 3 clusters Score: Raw -2650851.999125 + Penalty 3439.530082 = -2647412.469043 nChanged 29 SP:Iteration 57Q (2008.001884 sec): 3 clusters Score: Raw -2650854.851489 + Penalty 3439.530082 = -2647415.321407 nChanged 25 SP:Iteration 58Q (2008.063477 sec): 3 clusters Score: Raw -2650856.684362 + Penalty 3439.530082 = -2647417.154281 nChanged 20 SP:Iteration 59Q (2008.125545 sec): 3 clusters Score: Raw -2650858.053216 + Penalty 3439.530082 = -2647418.523134 nChanged 14 SP:Iteration 60F (2008.195681 sec): 3 clusters Score: Raw -2650859.576373 + Penalty 3439.530082 = -2647420.046292 nChanged 27 SP:Iteration 61Q (2008.258065 sec): 3 clusters Score: Raw -2650861.988928 + Penalty 3439.530082 = -2647422.458847 nChanged 19 SP:Iteration 62Q (2008.319668 sec): 3 clusters Score: Raw -2650863.089705 + Penalty 3439.530082 = -2647423.559623 nChanged 12 SP:Iteration 63Q (2008.381452 sec): 3 clusters Score: Raw -2650864.056651 + Penalty 3439.530082 = -2647424.526569 nChanged 15 SP:Iteration 64Q (2008.443220 sec): 3 clusters Score: Raw -2650864.835691 + Penalty 3439.530082 = -2647425.305610 nChanged 6 SP:Iteration 65Q (2008.505165 sec): 3 clusters Score: Raw -2650865.169206 + Penalty 3439.530082 = -2647425.639124 nChanged 8 SP:Iteration 66Q (2008.566960 sec): 3 clusters Score: Raw -2650865.665701 + Penalty 3439.530082 = -2647426.135619 nChanged 10 SP:Iteration 67Q (2008.628531 sec): 3 clusters Score: Raw -2650866.214785 + Penalty 3439.530082 = -2647426.684703 nChanged 7 SP:Iteration 68Q (2008.690166 sec): 3 clusters Score: Raw -2650866.670022 + Penalty 3439.530082 = -2647427.139940 nChanged 9 SP:Iteration 69Q (2008.751750 sec): 3 clusters Score: Raw -2650867.308129 + Penalty 3439.530082 = -2647427.778048 nChanged 9 SP:Iteration 70Q (2008.813565 sec): 3 clusters Score: Raw -2650867.842875 + Penalty 3439.530082 = -2647428.312793 nChanged 10 SP:Iteration 71Q (2008.875274 sec): 3 clusters Score: Raw -2650868.343541 + Penalty 3439.530082 = -2647428.813459 nChanged 2 SP:Iteration 72Q (2008.937104 sec): 3 clusters Score: Raw -2650868.596161 + Penalty 3439.530082 = -2647429.066079 nChanged 5 SP:Iteration 73Q (2008.998922 sec): 3 clusters Score: Raw -2650869.003706 + Penalty 3439.530082 = -2647429.473624 nChanged 6 SP:Iteration 74Q (2009.060531 sec): 3 clusters Score: Raw -2650869.305302 + Penalty 3439.530082 = -2647429.775220 nChanged 6 SP:Iteration 75Q (2009.122081 sec): 3 clusters Score: Raw -2650869.577450 + Penalty 3439.530082 = -2647430.047369 nChanged 5 SP:Iteration 76Q (2009.183842 sec): 3 clusters Score: Raw -2650869.717271 + Penalty 3439.530082 = -2647430.187189 nChanged 3 SP:Iteration 77Q (2009.245704 sec): 3 clusters Score: Raw -2650869.863194 + Penalty 3439.530082 = -2647430.333112 nChanged 5 SP:Iteration 78Q (2009.307475 sec): 3 clusters Score: Raw -2650870.107324 + Penalty 3439.530082 = -2647430.577242 nChanged 2 SP:Iteration 79Q (2009.369300 sec): 3 clusters Score: Raw -2650870.184658 + Penalty 3439.530082 = -2647430.654576 nChanged 4 SP:Iteration 80F (2009.438655 sec): 3 clusters Score: Raw -2650870.340635 + Penalty 3439.530082 = -2647430.810553 nChanged 1 SP:Iteration 81Q (2009.500713 sec): 3 clusters Score: Raw -2650870.369373 + Penalty 3439.530082 = -2647430.839291 nChanged 1 SP:Iteration 82Q (2009.562698 sec): 3 clusters Score: Raw -2650870.400070 + Penalty 3439.530082 = -2647430.869988 nChanged 0 SP:Iteration 83F (2009.632040 sec): 3 clusters Score: Raw -2650870.400070 + Penalty 3439.530082 = -2647430.869988 nChanged 0 Trying to split cluster 24 (2813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2009.642862 sec): 2 clusters Score: Raw -164238.825752 + Penalty 1290.576106 = -162948.249645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2009.657536 sec): 3 clusters Score: Raw -162939.725352 + Penalty 2581.152213 = -160358.573139 nChanged 1056 SP:Iteration 1F (2009.671244 sec): 3 clusters Score: Raw -163610.798427 + Penalty 2581.152213 = -161029.646214 nChanged 245 SP:Iteration 2F (2009.684921 sec): 3 clusters Score: Raw -163798.124893 + Penalty 2581.152213 = -161216.972680 nChanged 156 SP:Iteration 3F (2009.698551 sec): 3 clusters Score: Raw -163910.470898 + Penalty 2581.152213 = -161329.318685 nChanged 122 SP:Iteration 4Q (2009.712207 sec): 3 clusters Score: Raw -163987.534579 + Penalty 2581.152213 = -161406.382366 nChanged 79 SP:Iteration 5Q (2009.725715 sec): 3 clusters Score: Raw -164045.929950 + Penalty 2581.152213 = -161464.777737 nChanged 77 SP:Iteration 6Q (2009.739304 sec): 3 clusters Score: Raw -164104.136262 + Penalty 2581.152213 = -161522.984049 nChanged 78 SP:Iteration 7Q (2009.752914 sec): 3 clusters Score: Raw -164171.273054 + Penalty 2581.152213 = -161590.120841 nChanged 95 SP:Iteration 8Q (2009.766502 sec): 3 clusters Score: Raw -164250.199889 + Penalty 2581.152213 = -161669.047676 nChanged 97 SP:Iteration 9Q (2009.780104 sec): 3 clusters Score: Raw -164331.904815 + Penalty 2581.152213 = -161750.752603 nChanged 92 SP:Iteration 10Q (2009.793657 sec): 3 clusters Score: Raw -164439.060884 + Penalty 2581.152213 = -161857.908671 nChanged 92 SP:Iteration 11Q (2009.807201 sec): 3 clusters Score: Raw -164532.679104 + Penalty 2581.152213 = -161951.526892 nChanged 105 SP:Iteration 12Q (2009.820635 sec): 3 clusters Score: Raw -164615.437390 + Penalty 2581.152213 = -162034.285178 nChanged 85 SP:Iteration 13Q (2009.834083 sec): 3 clusters Score: Raw -164673.725285 + Penalty 2581.152213 = -162092.573073 nChanged 56 SP:Iteration 14Q (2009.847565 sec): 3 clusters Score: Raw -164717.415273 + Penalty 2581.152213 = -162136.263060 nChanged 42 SP:Iteration 15Q (2009.860963 sec): 3 clusters Score: Raw -164753.252469 + Penalty 2581.152213 = -162172.100256 nChanged 48 SP:Iteration 16Q (2009.874406 sec): 3 clusters Score: Raw -164791.946381 + Penalty 2581.152213 = -162210.794169 nChanged 36 SP:Iteration 17Q (2009.887611 sec): 3 clusters Score: Raw -164814.878222 + Penalty 2581.152213 = -162233.726009 nChanged 28 SP:Iteration 18Q (2009.900922 sec): 3 clusters Score: Raw -164830.350582 + Penalty 2581.152213 = -162249.198369 nChanged 29 SP:Iteration 19Q (2009.914302 sec): 3 clusters Score: Raw -164842.553270 + Penalty 2581.152213 = -162261.401057 nChanged 20 SP:Iteration 20F (2009.927897 sec): 3 clusters Score: Raw -164862.685547 + Penalty 2581.152213 = -162281.533334 nChanged 17 SP:Iteration 21Q (2009.941249 sec): 3 clusters Score: Raw -164873.819432 + Penalty 2581.152213 = -162292.667219 nChanged 13 SP:Iteration 22Q (2009.954557 sec): 3 clusters Score: Raw -164880.603014 + Penalty 2581.152213 = -162299.450801 nChanged 10 SP:Iteration 23Q (2009.967866 sec): 3 clusters Score: Raw -164884.632252 + Penalty 2581.152213 = -162303.480039 nChanged 8 SP:Iteration 24Q (2009.981149 sec): 3 clusters Score: Raw -164887.295193 + Penalty 2581.152213 = -162306.142980 nChanged 5 SP:Iteration 25Q (2009.994280 sec): 3 clusters Score: Raw -164889.984664 + Penalty 2581.152213 = -162308.832452 nChanged 11 SP:Iteration 26Q (2010.007578 sec): 3 clusters Score: Raw -164897.161867 + Penalty 2581.152213 = -162316.009655 nChanged 11 SP:Iteration 27Q (2010.020711 sec): 3 clusters Score: Raw -164901.176147 + Penalty 2581.152213 = -162320.023934 nChanged 7 SP:Iteration 28Q (2010.033960 sec): 3 clusters Score: Raw -164903.822816 + Penalty 2581.152213 = -162322.670603 nChanged 4 SP:Iteration 29Q (2010.047216 sec): 3 clusters Score: Raw -164905.968841 + Penalty 2581.152213 = -162324.816629 nChanged 4 SP:Iteration 30Q (2010.060449 sec): 3 clusters Score: Raw -164908.204430 + Penalty 2581.152213 = -162327.052217 nChanged 2 SP:Iteration 31Q (2010.073715 sec): 3 clusters Score: Raw -164908.766303 + Penalty 2581.152213 = -162327.614090 nChanged 3 SP:Iteration 32Q (2010.086964 sec): 3 clusters Score: Raw -164909.920123 + Penalty 2581.152213 = -162328.767911 nChanged 1 SP:Iteration 33Q (2010.100212 sec): 3 clusters Score: Raw -164910.637778 + Penalty 2581.152213 = -162329.485565 nChanged 3 SP:Iteration 34Q (2010.113454 sec): 3 clusters Score: Raw -164911.981364 + Penalty 2581.152213 = -162330.829151 nChanged 5 SP:Iteration 35Q (2010.126689 sec): 3 clusters Score: Raw -164913.137369 + Penalty 2581.152213 = -162331.985156 nChanged 1 SP:Iteration 36Q (2010.139971 sec): 3 clusters Score: Raw -164913.481926 + Penalty 2581.152213 = -162332.329713 nChanged 1 SP:Iteration 37Q (2010.153228 sec): 3 clusters Score: Raw -164914.119029 + Penalty 2581.152213 = -162332.966816 nChanged 2 SP:Iteration 38Q (2010.166483 sec): 3 clusters Score: Raw -164915.006630 + Penalty 2581.152213 = -162333.854418 nChanged 2 SP:Iteration 39Q (2010.179594 sec): 3 clusters Score: Raw -164916.478829 + Penalty 2581.152213 = -162335.326616 nChanged 2 SP:Iteration 40F (2010.193176 sec): 3 clusters Score: Raw -164917.144957 + Penalty 2581.152213 = -162335.992745 nChanged 1 SP:Iteration 41Q (2010.206280 sec): 3 clusters Score: Raw -164917.603103 + Penalty 2581.152213 = -162336.450890 nChanged 1 SP:Iteration 42Q (2010.219477 sec): 3 clusters Score: Raw -164917.729180 + Penalty 2581.152213 = -162336.576967 nChanged 1 SP:Iteration 43Q (2010.232751 sec): 3 clusters Score: Raw -164918.424305 + Penalty 2581.152213 = -162337.272092 nChanged 3 SP:Iteration 44Q (2010.245984 sec): 3 clusters Score: Raw -164919.893918 + Penalty 2581.152213 = -162338.741706 nChanged 5 SP:Iteration 45Q (2010.259237 sec): 3 clusters Score: Raw -164923.341896 + Penalty 2581.152213 = -162342.189684 nChanged 7 SP:Iteration 46Q (2010.272321 sec): 3 clusters Score: Raw -164934.370621 + Penalty 2581.152213 = -162353.218408 nChanged 12 SP:Iteration 47Q (2010.285510 sec): 3 clusters Score: Raw -164941.056550 + Penalty 2581.152213 = -162359.904338 nChanged 5 SP:Iteration 48Q (2010.298611 sec): 3 clusters Score: Raw -164943.477818 + Penalty 2581.152213 = -162362.325605 nChanged 7 SP:Iteration 49Q (2010.311817 sec): 3 clusters Score: Raw -164947.207597 + Penalty 2581.152213 = -162366.055384 nChanged 8 SP:Iteration 50Q (2010.325023 sec): 3 clusters Score: Raw -164950.511486 + Penalty 2581.152213 = -162369.359273 nChanged 6 SP:Iteration 51Q (2010.338183 sec): 3 clusters Score: Raw -164953.810187 + Penalty 2581.152213 = -162372.657974 nChanged 6 SP:Iteration 52Q (2010.351204 sec): 3 clusters Score: Raw -164957.202239 + Penalty 2581.152213 = -162376.050026 nChanged 6 SP:Iteration 53Q (2010.364362 sec): 3 clusters Score: Raw -164959.110324 + Penalty 2581.152213 = -162377.958111 nChanged 5 SP:Iteration 54Q (2010.377512 sec): 3 clusters Score: Raw -164962.948194 + Penalty 2581.152213 = -162381.795981 nChanged 5 SP:Iteration 55Q (2010.390661 sec): 3 clusters Score: Raw -164965.618386 + Penalty 2581.152213 = -162384.466173 nChanged 4 SP:Iteration 56Q (2010.403782 sec): 3 clusters Score: Raw -164968.060757 + Penalty 2581.152213 = -162386.908544 nChanged 4 SP:Iteration 57Q (2010.416901 sec): 3 clusters Score: Raw -164968.866549 + Penalty 2581.152213 = -162387.714336 nChanged 1 SP:Iteration 58Q (2010.429894 sec): 3 clusters Score: Raw -164969.050679 + Penalty 2581.152213 = -162387.898466 nChanged 1 SP:Iteration 59Q (2010.442896 sec): 3 clusters Score: Raw -164969.172233 + Penalty 2581.152213 = -162388.020021 nChanged 0 SP:Iteration 60F (2010.456507 sec): 3 clusters Score: Raw -164969.172233 + Penalty 2581.152213 = -162388.020021 nChanged 0 Trying to split cluster 25 (13108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2010.485687 sec): 2 clusters Score: Raw -876617.759495 + Penalty 1540.658927 = -875077.100568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2010.520225 sec): 3 clusters Score: Raw -868970.749549 + Penalty 3081.317853 = -865889.431696 nChanged 5812 SP:Iteration 1F (2010.553321 sec): 3 clusters Score: Raw -872132.559791 + Penalty 3081.317853 = -869051.241937 nChanged 748 SP:Iteration 2F (2010.586661 sec): 3 clusters Score: Raw -872431.398804 + Penalty 3081.317853 = -869350.080951 nChanged 639 SP:Iteration 3Q (2010.620638 sec): 3 clusters Score: Raw -872732.515741 + Penalty 3081.317853 = -869651.197888 nChanged 660 SP:Iteration 4F (2010.654305 sec): 3 clusters Score: Raw -873102.528336 + Penalty 3081.317853 = -870021.210483 nChanged 739 SP:Iteration 5F (2010.696555 sec): 3 clusters Score: Raw -873567.619614 + Penalty 3081.317853 = -870486.301761 nChanged 799 SP:Iteration 6F (2010.729938 sec): 3 clusters Score: Raw -874121.234683 + Penalty 3081.317853 = -871039.916830 nChanged 765 SP:Iteration 7F (2010.763302 sec): 3 clusters Score: Raw -874746.329858 + Penalty 3081.317853 = -871665.012005 nChanged 676 SP:Iteration 8F (2010.796515 sec): 3 clusters Score: Raw -875312.570532 + Penalty 3081.317853 = -872231.252679 nChanged 588 SP:Iteration 9Q (2010.829458 sec): 3 clusters Score: Raw -875812.460451 + Penalty 3081.317853 = -872731.142598 nChanged 422 SP:Iteration 10Q (2010.861831 sec): 3 clusters Score: Raw -876177.554902 + Penalty 3081.317853 = -873096.237049 nChanged 305 SP:Iteration 11Q (2010.893308 sec): 3 clusters Score: Raw -876444.490269 + Penalty 3081.317853 = -873363.172416 nChanged 201 SP:Iteration 12Q (2010.924517 sec): 3 clusters Score: Raw -876580.883733 + Penalty 3081.317853 = -873499.565880 nChanged 123 SP:Iteration 13Q (2010.955289 sec): 3 clusters Score: Raw -876676.602503 + Penalty 3081.317853 = -873595.284650 nChanged 99 SP:Iteration 14Q (2010.985820 sec): 3 clusters Score: Raw -876766.906308 + Penalty 3081.317853 = -873685.588455 nChanged 76 SP:Iteration 15Q (2011.015982 sec): 3 clusters Score: Raw -876821.466491 + Penalty 3081.317853 = -873740.148637 nChanged 50 SP:Iteration 16Q (2011.046200 sec): 3 clusters Score: Raw -876855.078284 + Penalty 3081.317853 = -873773.760430 nChanged 38 SP:Iteration 17Q (2011.075917 sec): 3 clusters Score: Raw -876880.687978 + Penalty 3081.317853 = -873799.370124 nChanged 19 SP:Iteration 18Q (2011.105553 sec): 3 clusters Score: Raw -876893.548468 + Penalty 3081.317853 = -873812.230615 nChanged 16 SP:Iteration 19Q (2011.135301 sec): 3 clusters Score: Raw -876903.686475 + Penalty 3081.317853 = -873822.368622 nChanged 17 SP:Iteration 20F (2011.168691 sec): 3 clusters Score: Raw -876914.272231 + Penalty 3081.317853 = -873832.954378 nChanged 10 SP:Iteration 21Q (2011.198265 sec): 3 clusters Score: Raw -876919.834270 + Penalty 3081.317853 = -873838.516417 nChanged 9 SP:Iteration 22Q (2011.227675 sec): 3 clusters Score: Raw -876923.990782 + Penalty 3081.317853 = -873842.672929 nChanged 5 SP:Iteration 23Q (2011.257594 sec): 3 clusters Score: Raw -876926.905352 + Penalty 3081.317853 = -873845.587498 nChanged 4 SP:Iteration 24Q (2011.287296 sec): 3 clusters Score: Raw -876929.856547 + Penalty 3081.317853 = -873848.538694 nChanged 3 SP:Iteration 25Q (2011.316672 sec): 3 clusters Score: Raw -876932.160232 + Penalty 3081.317853 = -873850.842379 nChanged 2 SP:Iteration 26Q (2011.346173 sec): 3 clusters Score: Raw -876933.709544 + Penalty 3081.317853 = -873852.391690 nChanged 1 SP:Iteration 27Q (2011.375525 sec): 3 clusters Score: Raw -876934.213783 + Penalty 3081.317853 = -873852.895929 nChanged 2 SP:Iteration 28Q (2011.404986 sec): 3 clusters Score: Raw -876936.552307 + Penalty 3081.317853 = -873855.234454 nChanged 3 SP:Iteration 29Q (2011.437773 sec): 3 clusters Score: Raw -876937.889329 + Penalty 3081.317853 = -873856.571476 nChanged 2 SP:Iteration 30Q (2011.467314 sec): 3 clusters Score: Raw -876939.094920 + Penalty 3081.317853 = -873857.777067 nChanged 1 SP:Iteration 31Q (2011.496757 sec): 3 clusters Score: Raw -876940.856222 + Penalty 3081.317853 = -873859.538369 nChanged 1 SP:Iteration 32Q (2011.526003 sec): 3 clusters Score: Raw -876941.514437 + Penalty 3081.317853 = -873860.196584 nChanged 4 SP:Iteration 33Q (2011.555610 sec): 3 clusters Score: Raw -876944.629041 + Penalty 3081.317853 = -873863.311188 nChanged 5 SP:Iteration 34Q (2011.585127 sec): 3 clusters Score: Raw -876946.832076 + Penalty 3081.317853 = -873865.514223 nChanged 4 SP:Iteration 35Q (2011.614675 sec): 3 clusters Score: Raw -876950.003841 + Penalty 3081.317853 = -873868.685988 nChanged 6 SP:Iteration 36Q (2011.644118 sec): 3 clusters Score: Raw -876953.679939 + Penalty 3081.317853 = -873872.362085 nChanged 5 SP:Iteration 37Q (2011.673625 sec): 3 clusters Score: Raw -876956.978494 + Penalty 3081.317853 = -873875.660640 nChanged 6 SP:Iteration 38Q (2011.702811 sec): 3 clusters Score: Raw -876959.030866 + Penalty 3081.317853 = -873877.713013 nChanged 4 SP:Iteration 39Q (2011.732113 sec): 3 clusters Score: Raw -876960.713223 + Penalty 3081.317853 = -873879.395370 nChanged 1 SP:Iteration 40F (2011.765330 sec): 3 clusters Score: Raw -876961.041616 + Penalty 3081.317853 = -873879.723763 nChanged 2 SP:Iteration 41Q (2011.794623 sec): 3 clusters Score: Raw -876962.393416 + Penalty 3081.317853 = -873881.075562 nChanged 3 SP:Iteration 42Q (2011.824158 sec): 3 clusters Score: Raw -876965.225608 + Penalty 3081.317853 = -873883.907754 nChanged 2 SP:Iteration 43Q (2011.853439 sec): 3 clusters Score: Raw -876966.281269 + Penalty 3081.317853 = -873884.963415 nChanged 3 SP:Iteration 44Q (2011.882725 sec): 3 clusters Score: Raw -876968.195619 + Penalty 3081.317853 = -873886.877765 nChanged 1 SP:Iteration 45Q (2011.912007 sec): 3 clusters Score: Raw -876968.507306 + Penalty 3081.317853 = -873887.189453 nChanged 1 SP:Iteration 46Q (2011.941476 sec): 3 clusters Score: Raw -876968.753541 + Penalty 3081.317853 = -873887.435688 nChanged 0 SP:Iteration 47F (2011.974627 sec): 3 clusters Score: Raw -876968.753541 + Penalty 3081.317853 = -873887.435688 nChanged 0 Trying to split cluster 26 (7791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2011.995890 sec): 2 clusters Score: Raw -505107.163277 + Penalty 1456.117731 = -503651.045546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2012.021028 sec): 3 clusters Score: Raw -500795.494715 + Penalty 2912.235463 = -497883.259252 nChanged 3310 SP:Iteration 1F (2012.045538 sec): 3 clusters Score: Raw -502624.382997 + Penalty 2912.235463 = -499712.147534 nChanged 565 SP:Iteration 2F (2012.070069 sec): 3 clusters Score: Raw -502947.232124 + Penalty 2912.235463 = -500034.996661 nChanged 526 SP:Iteration 3F (2012.094597 sec): 3 clusters Score: Raw -503352.957306 + Penalty 2912.235463 = -500440.721844 nChanged 611 SP:Iteration 4F (2012.119166 sec): 3 clusters Score: Raw -503890.858980 + Penalty 2912.235463 = -500978.623517 nChanged 638 SP:Iteration 5F (2012.143705 sec): 3 clusters Score: Raw -504492.986776 + Penalty 2912.235463 = -501580.751313 nChanged 533 SP:Iteration 6F (2012.168697 sec): 3 clusters Score: Raw -504930.892424 + Penalty 2912.235463 = -502018.656961 nChanged 375 SP:Iteration 7Q (2012.193421 sec): 3 clusters Score: Raw -505165.975544 + Penalty 2912.235463 = -502253.740081 nChanged 220 SP:Iteration 8Q (2012.218095 sec): 3 clusters Score: Raw -505283.459956 + Penalty 2912.235463 = -502371.224493 nChanged 149 SP:Iteration 9Q (2012.243069 sec): 3 clusters Score: Raw -505358.491935 + Penalty 2912.235463 = -502446.256472 nChanged 98 SP:Iteration 10Q (2012.267815 sec): 3 clusters Score: Raw -505397.677971 + Penalty 2912.235463 = -502485.442509 nChanged 64 SP:Iteration 11Q (2012.292689 sec): 3 clusters Score: Raw -505418.179552 + Penalty 2912.235463 = -502505.944089 nChanged 42 SP:Iteration 12Q (2012.317308 sec): 3 clusters Score: Raw -505431.146938 + Penalty 2912.235463 = -502518.911476 nChanged 33 SP:Iteration 13Q (2012.341804 sec): 3 clusters Score: Raw -505441.067635 + Penalty 2912.235463 = -502528.832172 nChanged 28 SP:Iteration 14Q (2012.366321 sec): 3 clusters Score: Raw -505449.832342 + Penalty 2912.235463 = -502537.596879 nChanged 26 SP:Iteration 15Q (2012.391001 sec): 3 clusters Score: Raw -505458.676183 + Penalty 2912.235463 = -502546.440720 nChanged 23 SP:Iteration 16Q (2012.415484 sec): 3 clusters Score: Raw -505465.337869 + Penalty 2912.235463 = -502553.102406 nChanged 18 SP:Iteration 17Q (2012.440017 sec): 3 clusters Score: Raw -505469.688980 + Penalty 2912.235463 = -502557.453517 nChanged 14 SP:Iteration 18Q (2012.464677 sec): 3 clusters Score: Raw -505474.966628 + Penalty 2912.235463 = -502562.731165 nChanged 17 SP:Iteration 19Q (2012.489275 sec): 3 clusters Score: Raw -505479.309550 + Penalty 2912.235463 = -502567.074087 nChanged 12 SP:Iteration 20F (2012.513827 sec): 3 clusters Score: Raw -505483.264130 + Penalty 2912.235463 = -502571.028667 nChanged 12 SP:Iteration 21Q (2012.538257 sec): 3 clusters Score: Raw -505485.565234 + Penalty 2912.235463 = -502573.329771 nChanged 4 SP:Iteration 22Q (2012.562854 sec): 3 clusters Score: Raw -505486.227242 + Penalty 2912.235463 = -502573.991780 nChanged 7 SP:Iteration 23Q (2012.587417 sec): 3 clusters Score: Raw -505487.876612 + Penalty 2912.235463 = -502575.641149 nChanged 4 SP:Iteration 24Q (2012.612076 sec): 3 clusters Score: Raw -505488.780357 + Penalty 2912.235463 = -502576.544894 nChanged 2 SP:Iteration 25Q (2012.636525 sec): 3 clusters Score: Raw -505489.247553 + Penalty 2912.235463 = -502577.012090 nChanged 3 SP:Iteration 26Q (2012.661074 sec): 3 clusters Score: Raw -505489.797827 + Penalty 2912.235463 = -502577.562364 nChanged 3 SP:Iteration 27Q (2012.685606 sec): 3 clusters Score: Raw -505490.357996 + Penalty 2912.235463 = -502578.122534 nChanged 2 SP:Iteration 28Q (2012.710029 sec): 3 clusters Score: Raw -505490.710291 + Penalty 2912.235463 = -502578.474828 nChanged 0 SP:Iteration 29F (2012.734652 sec): 3 clusters Score: Raw -505490.710291 + Penalty 2912.235463 = -502578.474828 nChanged 0 Trying to split cluster 27 (8119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2012.757013 sec): 2 clusters Score: Raw -567055.734404 + Penalty 1462.818869 = -565592.915534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2012.782599 sec): 3 clusters Score: Raw -562545.453895 + Penalty 2925.637739 = -559619.816157 nChanged 3452 SP:Iteration 1F (2012.807325 sec): 3 clusters Score: Raw -564445.393157 + Penalty 2925.637739 = -561519.755419 nChanged 588 SP:Iteration 2F (2012.832653 sec): 3 clusters Score: Raw -564772.983067 + Penalty 2925.637739 = -561847.345328 nChanged 507 SP:Iteration 3F (2012.857812 sec): 3 clusters Score: Raw -565047.486311 + Penalty 2925.637739 = -562121.848572 nChanged 436 SP:Iteration 4F (2012.883007 sec): 3 clusters Score: Raw -565298.600234 + Penalty 2925.637739 = -562372.962495 nChanged 447 SP:Iteration 5F (2012.908255 sec): 3 clusters Score: Raw -565554.052050 + Penalty 2925.637739 = -562628.414312 nChanged 410 SP:Iteration 6F (2012.933743 sec): 3 clusters Score: Raw -565811.398802 + Penalty 2925.637739 = -562885.761063 nChanged 368 SP:Iteration 7Q (2012.959171 sec): 3 clusters Score: Raw -566033.289004 + Penalty 2925.637739 = -563107.651265 nChanged 351 SP:Iteration 8Q (2012.984806 sec): 3 clusters Score: Raw -566267.481035 + Penalty 2925.637739 = -563341.843296 nChanged 320 SP:Iteration 9Q (2013.010396 sec): 3 clusters Score: Raw -566481.181408 + Penalty 2925.637739 = -563555.543669 nChanged 240 SP:Iteration 10Q (2013.035764 sec): 3 clusters Score: Raw -566623.452403 + Penalty 2925.637739 = -563697.814664 nChanged 178 SP:Iteration 11Q (2013.094198 sec): 3 clusters Score: Raw -566712.473492 + Penalty 2925.637739 = -563786.835753 nChanged 148 SP:Iteration 12Q (2013.119336 sec): 3 clusters Score: Raw -566796.343133 + Penalty 2925.637739 = -563870.705394 nChanged 119 SP:Iteration 13Q (2013.144164 sec): 3 clusters Score: Raw -566860.766842 + Penalty 2925.637739 = -563935.129103 nChanged 96 SP:Iteration 14Q (2013.168698 sec): 3 clusters Score: Raw -566911.470327 + Penalty 2925.637739 = -563985.832588 nChanged 89 SP:Iteration 15Q (2013.193166 sec): 3 clusters Score: Raw -566967.913068 + Penalty 2925.637739 = -564042.275329 nChanged 83 SP:Iteration 16Q (2013.217592 sec): 3 clusters Score: Raw -567014.243424 + Penalty 2925.637739 = -564088.605685 nChanged 60 SP:Iteration 17Q (2013.241651 sec): 3 clusters Score: Raw -567044.369433 + Penalty 2925.637739 = -564118.731694 nChanged 50 SP:Iteration 18Q (2013.265762 sec): 3 clusters Score: Raw -567067.170856 + Penalty 2925.637739 = -564141.533117 nChanged 31 SP:Iteration 19Q (2013.289590 sec): 3 clusters Score: Raw -567082.353913 + Penalty 2925.637739 = -564156.716174 nChanged 24 SP:Iteration 20F (2013.314868 sec): 3 clusters Score: Raw -567093.473944 + Penalty 2925.637739 = -564167.836205 nChanged 19 SP:Iteration 21Q (2013.338874 sec): 3 clusters Score: Raw -567104.786182 + Penalty 2925.637739 = -564179.148443 nChanged 22 SP:Iteration 22Q (2013.362890 sec): 3 clusters Score: Raw -567117.705426 + Penalty 2925.637739 = -564192.067687 nChanged 22 SP:Iteration 23Q (2013.386424 sec): 3 clusters Score: Raw -567129.363320 + Penalty 2925.637739 = -564203.725581 nChanged 21 SP:Iteration 24Q (2013.409965 sec): 3 clusters Score: Raw -567143.061038 + Penalty 2925.637739 = -564217.423299 nChanged 24 SP:Iteration 25Q (2013.433417 sec): 3 clusters Score: Raw -567154.708790 + Penalty 2925.637739 = -564229.071052 nChanged 21 SP:Iteration 26Q (2013.456879 sec): 3 clusters Score: Raw -567165.960849 + Penalty 2925.637739 = -564240.323110 nChanged 16 SP:Iteration 27Q (2013.480289 sec): 3 clusters Score: Raw -567173.417873 + Penalty 2925.637739 = -564247.780134 nChanged 14 SP:Iteration 28Q (2013.503492 sec): 3 clusters Score: Raw -567178.785701 + Penalty 2925.637739 = -564253.147963 nChanged 18 SP:Iteration 29Q (2013.526877 sec): 3 clusters Score: Raw -567186.433452 + Penalty 2925.637739 = -564260.795713 nChanged 16 SP:Iteration 30Q (2013.550179 sec): 3 clusters Score: Raw -567194.536826 + Penalty 2925.637739 = -564268.899087 nChanged 14 SP:Iteration 31Q (2013.573437 sec): 3 clusters Score: Raw -567201.458582 + Penalty 2925.637739 = -564275.820843 nChanged 11 SP:Iteration 32Q (2013.596494 sec): 3 clusters Score: Raw -567205.380986 + Penalty 2925.637739 = -564279.743248 nChanged 10 SP:Iteration 33Q (2013.619720 sec): 3 clusters Score: Raw -567209.594284 + Penalty 2925.637739 = -564283.956545 nChanged 8 SP:Iteration 34Q (2013.642730 sec): 3 clusters Score: Raw -567213.167285 + Penalty 2925.637739 = -564287.529546 nChanged 9 SP:Iteration 35Q (2013.665875 sec): 3 clusters Score: Raw -567217.269562 + Penalty 2925.637739 = -564291.631824 nChanged 6 SP:Iteration 36Q (2013.688965 sec): 3 clusters Score: Raw -567219.300601 + Penalty 2925.637739 = -564293.662862 nChanged 5 SP:Iteration 37Q (2013.711959 sec): 3 clusters Score: Raw -567222.180142 + Penalty 2925.637739 = -564296.542403 nChanged 2 SP:Iteration 38Q (2013.735077 sec): 3 clusters Score: Raw -567223.128967 + Penalty 2925.637739 = -564297.491228 nChanged 1 SP:Iteration 39Q (2013.758053 sec): 3 clusters Score: Raw -567223.366070 + Penalty 2925.637739 = -564297.728332 nChanged 2 SP:Iteration 40F (2013.783224 sec): 3 clusters Score: Raw -567223.790326 + Penalty 2925.637739 = -564298.152587 nChanged 1 SP:Iteration 41Q (2013.806248 sec): 3 clusters Score: Raw -567224.492813 + Penalty 2925.637739 = -564298.855074 nChanged 6 SP:Iteration 42Q (2013.829282 sec): 3 clusters Score: Raw -567228.694609 + Penalty 2925.637739 = -564303.056870 nChanged 8 SP:Iteration 43Q (2013.852238 sec): 3 clusters Score: Raw -567233.479145 + Penalty 2925.637739 = -564307.841407 nChanged 7 SP:Iteration 44Q (2013.875338 sec): 3 clusters Score: Raw -567237.641821 + Penalty 2925.637739 = -564312.004082 nChanged 7 SP:Iteration 45Q (2013.898441 sec): 3 clusters Score: Raw -567241.080775 + Penalty 2925.637739 = -564315.443036 nChanged 5 SP:Iteration 46Q (2013.921699 sec): 3 clusters Score: Raw -567243.438939 + Penalty 2925.637739 = -564317.801201 nChanged 5 SP:Iteration 47Q (2013.944792 sec): 3 clusters Score: Raw -567244.992156 + Penalty 2925.637739 = -564319.354417 nChanged 4 SP:Iteration 48Q (2013.968053 sec): 3 clusters Score: Raw -567245.812626 + Penalty 2925.637739 = -564320.174888 nChanged 1 SP:Iteration 49Q (2013.990954 sec): 3 clusters Score: Raw -567246.226140 + Penalty 2925.637739 = -564320.588402 nChanged 1 SP:Iteration 50Q (2014.013914 sec): 3 clusters Score: Raw -567246.661212 + Penalty 2925.637739 = -564321.023474 nChanged 1 SP:Iteration 51Q (2014.037112 sec): 3 clusters Score: Raw -567246.819654 + Penalty 2925.637739 = -564321.181915 nChanged 0 SP:Iteration 52F (2014.062620 sec): 3 clusters Score: Raw -567246.819654 + Penalty 2925.637739 = -564321.181915 nChanged 0 Trying to split cluster 28 (2073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2014.077954 sec): 2 clusters Score: Raw -134102.072464 + Penalty 1240.972218 = -132861.100245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2014.089069 sec): 3 clusters Score: Raw -133264.007197 + Penalty 2481.944437 = -130782.062760 nChanged 734 SP:Iteration 1F (2014.099499 sec): 3 clusters Score: Raw -133766.723568 + Penalty 2481.944437 = -131284.779132 nChanged 151 SP:Iteration 2F (2014.109893 sec): 3 clusters Score: Raw -133896.254837 + Penalty 2481.944437 = -131414.310401 nChanged 109 SP:Iteration 3F (2014.123645 sec): 3 clusters Score: Raw -133992.381084 + Penalty 2481.944437 = -131510.436648 nChanged 100 SP:Iteration 4Q (2014.133960 sec): 3 clusters Score: Raw -134094.506871 + Penalty 2481.944437 = -131612.562434 nChanged 102 SP:Iteration 5Q (2014.144334 sec): 3 clusters Score: Raw -134186.308421 + Penalty 2481.944437 = -131704.363985 nChanged 73 SP:Iteration 6Q (2014.154602 sec): 3 clusters Score: Raw -134237.961313 + Penalty 2481.944437 = -131756.016877 nChanged 59 SP:Iteration 7Q (2014.164931 sec): 3 clusters Score: Raw -134281.811694 + Penalty 2481.944437 = -131799.867257 nChanged 58 SP:Iteration 8Q (2014.175161 sec): 3 clusters Score: Raw -134325.950226 + Penalty 2481.944437 = -131844.005790 nChanged 49 SP:Iteration 9Q (2014.185355 sec): 3 clusters Score: Raw -134360.281682 + Penalty 2481.944437 = -131878.337246 nChanged 39 SP:Iteration 10Q (2014.195656 sec): 3 clusters Score: Raw -134385.971363 + Penalty 2481.944437 = -131904.026927 nChanged 34 SP:Iteration 11Q (2014.205923 sec): 3 clusters Score: Raw -134405.863834 + Penalty 2481.944437 = -131923.919398 nChanged 18 SP:Iteration 12Q (2014.216151 sec): 3 clusters Score: Raw -134418.146186 + Penalty 2481.944437 = -131936.201750 nChanged 14 SP:Iteration 13Q (2014.226301 sec): 3 clusters Score: Raw -134426.931157 + Penalty 2481.944437 = -131944.986720 nChanged 18 SP:Iteration 14Q (2014.236492 sec): 3 clusters Score: Raw -134436.805660 + Penalty 2481.944437 = -131954.861223 nChanged 15 SP:Iteration 15Q (2014.246712 sec): 3 clusters Score: Raw -134447.127883 + Penalty 2481.944437 = -131965.183447 nChanged 14 SP:Iteration 16Q (2014.256842 sec): 3 clusters Score: Raw -134456.520179 + Penalty 2481.944437 = -131974.575742 nChanged 12 SP:Iteration 17Q (2014.267094 sec): 3 clusters Score: Raw -134464.745145 + Penalty 2481.944437 = -131982.800709 nChanged 15 SP:Iteration 18Q (2014.277319 sec): 3 clusters Score: Raw -134474.828418 + Penalty 2481.944437 = -131992.883981 nChanged 15 SP:Iteration 19Q (2014.287541 sec): 3 clusters Score: Raw -134485.665030 + Penalty 2481.944437 = -132003.720593 nChanged 5 SP:Iteration 20F (2014.297927 sec): 3 clusters Score: Raw -134489.999530 + Penalty 2481.944437 = -132008.055093 nChanged 10 SP:Iteration 21Q (2014.308188 sec): 3 clusters Score: Raw -134497.302655 + Penalty 2481.944437 = -132015.358219 nChanged 13 SP:Iteration 22Q (2014.318331 sec): 3 clusters Score: Raw -134503.416219 + Penalty 2481.944437 = -132021.471782 nChanged 10 SP:Iteration 23Q (2014.328504 sec): 3 clusters Score: Raw -134509.553841 + Penalty 2481.944437 = -132027.609404 nChanged 7 SP:Iteration 24Q (2014.338651 sec): 3 clusters Score: Raw -134512.649072 + Penalty 2481.944437 = -132030.704636 nChanged 6 SP:Iteration 25Q (2014.348857 sec): 3 clusters Score: Raw -134515.304567 + Penalty 2481.944437 = -132033.360130 nChanged 5 SP:Iteration 26Q (2014.359109 sec): 3 clusters Score: Raw -134518.148795 + Penalty 2481.944437 = -132036.204358 nChanged 1 SP:Iteration 27Q (2014.369313 sec): 3 clusters Score: Raw -134518.736421 + Penalty 2481.944437 = -132036.791985 nChanged 3 SP:Iteration 28Q (2014.379525 sec): 3 clusters Score: Raw -134519.710494 + Penalty 2481.944437 = -132037.766058 nChanged 1 SP:Iteration 29Q (2014.389744 sec): 3 clusters Score: Raw -134519.949188 + Penalty 2481.944437 = -132038.004752 nChanged 1 SP:Iteration 30Q (2014.399863 sec): 3 clusters Score: Raw -134520.127378 + Penalty 2481.944437 = -132038.182942 nChanged 2 SP:Iteration 31Q (2014.410042 sec): 3 clusters Score: Raw -134520.613512 + Penalty 2481.944437 = -132038.669075 nChanged 1 SP:Iteration 32Q (2014.420188 sec): 3 clusters Score: Raw -134521.350231 + Penalty 2481.944437 = -132039.405794 nChanged 2 SP:Iteration 33Q (2014.430384 sec): 3 clusters Score: Raw -134522.300213 + Penalty 2481.944437 = -132040.355776 nChanged 1 SP:Iteration 34Q (2014.440589 sec): 3 clusters Score: Raw -134522.831465 + Penalty 2481.944437 = -132040.887029 nChanged 1 SP:Iteration 35Q (2014.450791 sec): 3 clusters Score: Raw -134523.579407 + Penalty 2481.944437 = -132041.634970 nChanged 2 SP:Iteration 36Q (2014.460900 sec): 3 clusters Score: Raw -134524.797443 + Penalty 2481.944437 = -132042.853007 nChanged 1 SP:Iteration 37Q (2014.471103 sec): 3 clusters Score: Raw -134524.934740 + Penalty 2481.944437 = -132042.990303 nChanged 0 SP:Iteration 38F (2014.481493 sec): 3 clusters Score: Raw -134524.934740 + Penalty 2481.944437 = -132042.990303 nChanged 0 Trying to split cluster 29 (5940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2014.501267 sec): 2 clusters Score: Raw -404172.398772 + Penalty 1412.037967 = -402760.360805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2014.531168 sec): 3 clusters Score: Raw -401058.009187 + Penalty 2824.075934 = -398233.933253 nChanged 2428 SP:Iteration 1F (2014.553397 sec): 3 clusters Score: Raw -402437.669426 + Penalty 2824.075934 = -399613.593492 nChanged 424 SP:Iteration 2F (2014.575495 sec): 3 clusters Score: Raw -402675.588804 + Penalty 2824.075934 = -399851.512870 nChanged 345 SP:Iteration 3F (2014.597875 sec): 3 clusters Score: Raw -402917.970748 + Penalty 2824.075934 = -400093.894814 nChanged 369 SP:Iteration 4F (2014.620191 sec): 3 clusters Score: Raw -403164.261289 + Penalty 2824.075934 = -400340.185355 nChanged 334 SP:Iteration 5F (2014.642576 sec): 3 clusters Score: Raw -403430.912623 + Penalty 2824.075934 = -400606.836689 nChanged 332 SP:Iteration 6F (2014.664858 sec): 3 clusters Score: Raw -403711.696793 + Penalty 2824.075934 = -400887.620859 nChanged 312 SP:Iteration 7F (2014.687080 sec): 3 clusters Score: Raw -403976.986840 + Penalty 2824.075934 = -401152.910906 nChanged 269 SP:Iteration 8Q (2014.709260 sec): 3 clusters Score: Raw -404194.834449 + Penalty 2824.075934 = -401370.758515 nChanged 202 SP:Iteration 9Q (2014.731632 sec): 3 clusters Score: Raw -404331.301709 + Penalty 2824.075934 = -401507.225775 nChanged 131 SP:Iteration 10Q (2014.753771 sec): 3 clusters Score: Raw -404398.274150 + Penalty 2824.075934 = -401574.198216 nChanged 92 SP:Iteration 11Q (2014.775849 sec): 3 clusters Score: Raw -404438.533973 + Penalty 2824.075934 = -401614.458039 nChanged 58 SP:Iteration 12Q (2014.798010 sec): 3 clusters Score: Raw -404466.048411 + Penalty 2824.075934 = -401641.972477 nChanged 42 SP:Iteration 13Q (2014.820011 sec): 3 clusters Score: Raw -404490.449012 + Penalty 2824.075934 = -401666.373078 nChanged 45 SP:Iteration 14Q (2014.841871 sec): 3 clusters Score: Raw -404511.994565 + Penalty 2824.075934 = -401687.918631 nChanged 38 SP:Iteration 15Q (2014.863504 sec): 3 clusters Score: Raw -404528.342818 + Penalty 2824.075934 = -401704.266884 nChanged 39 SP:Iteration 16Q (2014.885481 sec): 3 clusters Score: Raw -404541.563921 + Penalty 2824.075934 = -401717.487987 nChanged 31 SP:Iteration 17Q (2014.907293 sec): 3 clusters Score: Raw -404549.319848 + Penalty 2824.075934 = -401725.243914 nChanged 23 SP:Iteration 18Q (2014.929154 sec): 3 clusters Score: Raw -404555.578124 + Penalty 2824.075934 = -401731.502190 nChanged 15 SP:Iteration 19Q (2014.950808 sec): 3 clusters Score: Raw -404559.634840 + Penalty 2824.075934 = -401735.558906 nChanged 10 SP:Iteration 20F (2014.973196 sec): 3 clusters Score: Raw -404562.110994 + Penalty 2824.075934 = -401738.035060 nChanged 8 SP:Iteration 21Q (2014.994880 sec): 3 clusters Score: Raw -404564.577662 + Penalty 2824.075934 = -401740.501728 nChanged 5 SP:Iteration 22Q (2015.016568 sec): 3 clusters Score: Raw -404565.829081 + Penalty 2824.075934 = -401741.753147 nChanged 7 SP:Iteration 23Q (2015.038175 sec): 3 clusters Score: Raw -404568.008292 + Penalty 2824.075934 = -401743.932358 nChanged 12 SP:Iteration 24Q (2015.059659 sec): 3 clusters Score: Raw -404571.394751 + Penalty 2824.075934 = -401747.318817 nChanged 11 SP:Iteration 25Q (2015.081461 sec): 3 clusters Score: Raw -404574.361944 + Penalty 2824.075934 = -401750.286010 nChanged 9 SP:Iteration 26Q (2015.102962 sec): 3 clusters Score: Raw -404576.019827 + Penalty 2824.075934 = -401751.943893 nChanged 0 SP:Iteration 27F (2015.125456 sec): 3 clusters Score: Raw -404576.019827 + Penalty 2824.075934 = -401751.943893 nChanged 0 Trying to split cluster 30 (1536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2015.140176 sec): 2 clusters Score: Raw -82201.151158 + Penalty 1192.252248 = -81008.898909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2015.148532 sec): 3 clusters Score: Raw -81695.114341 + Penalty 2384.504497 = -79310.609844 nChanged 581 SP:Iteration 1F (2015.156389 sec): 3 clusters Score: Raw -82358.181329 + Penalty 2384.504497 = -79973.676832 nChanged 165 SP:Iteration 2F (2015.164685 sec): 3 clusters Score: Raw -82673.084451 + Penalty 2384.504497 = -80288.579954 nChanged 126 SP:Iteration 3F (2015.172434 sec): 3 clusters Score: Raw -82833.818679 + Penalty 2384.504497 = -80449.314182 nChanged 69 SP:Iteration 4Q (2015.180066 sec): 3 clusters Score: Raw -82932.264008 + Penalty 2384.504497 = -80547.759512 nChanged 41 SP:Iteration 5Q (2015.187743 sec): 3 clusters Score: Raw -82994.735398 + Penalty 2384.504497 = -80610.230901 nChanged 35 SP:Iteration 6Q (2015.195431 sec): 3 clusters Score: Raw -83063.240319 + Penalty 2384.504497 = -80678.735822 nChanged 25 SP:Iteration 7Q (2015.202786 sec): 3 clusters Score: Raw -83088.821930 + Penalty 2384.504497 = -80704.317433 nChanged 17 SP:Iteration 8Q (2015.210368 sec): 3 clusters Score: Raw -83110.108432 + Penalty 2384.504497 = -80725.603935 nChanged 10 SP:Iteration 9Q (2015.217944 sec): 3 clusters Score: Raw -83120.074369 + Penalty 2384.504497 = -80735.569872 nChanged 7 SP:Iteration 10Q (2015.225507 sec): 3 clusters Score: Raw -83126.806987 + Penalty 2384.504497 = -80742.302490 nChanged 8 SP:Iteration 11Q (2015.233040 sec): 3 clusters Score: Raw -83135.072857 + Penalty 2384.504497 = -80750.568360 nChanged 5 SP:Iteration 12Q (2015.240603 sec): 3 clusters Score: Raw -83139.952613 + Penalty 2384.504497 = -80755.448116 nChanged 3 SP:Iteration 13Q (2015.248144 sec): 3 clusters Score: Raw -83142.408250 + Penalty 2384.504497 = -80757.903753 nChanged 7 SP:Iteration 14Q (2015.255733 sec): 3 clusters Score: Raw -83157.922449 + Penalty 2384.504497 = -80773.417952 nChanged 10 SP:Iteration 15Q (2015.263289 sec): 3 clusters Score: Raw -83180.464059 + Penalty 2384.504497 = -80795.959562 nChanged 12 SP:Iteration 16Q (2015.270839 sec): 3 clusters Score: Raw -83197.326421 + Penalty 2384.504497 = -80812.821924 nChanged 14 SP:Iteration 17Q (2015.278310 sec): 3 clusters Score: Raw -83209.193941 + Penalty 2384.504497 = -80824.689444 nChanged 9 SP:Iteration 18Q (2015.285900 sec): 3 clusters Score: Raw -83214.957986 + Penalty 2384.504497 = -80830.453489 nChanged 7 SP:Iteration 19Q (2015.293417 sec): 3 clusters Score: Raw -83218.308911 + Penalty 2384.504497 = -80833.804414 nChanged 3 SP:Iteration 20F (2015.301093 sec): 3 clusters Score: Raw -83219.359107 + Penalty 2384.504497 = -80834.854610 nChanged 2 SP:Iteration 21Q (2015.308634 sec): 3 clusters Score: Raw -83220.256629 + Penalty 2384.504497 = -80835.752132 nChanged 0 SP:Iteration 22F (2015.316387 sec): 3 clusters Score: Raw -83220.256629 + Penalty 2384.504497 = -80835.752132 nChanged 0 Trying to split cluster 31 (12560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2015.344145 sec): 2 clusters Score: Raw -851518.194526 + Penalty 1533.719272 = -849984.475255 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2015.377655 sec): 3 clusters Score: Raw -844255.975772 + Penalty 3067.438543 = -841188.537229 nChanged 5494 SP:Iteration 1F (2015.409600 sec): 3 clusters Score: Raw -847220.119244 + Penalty 3067.438543 = -844152.680701 nChanged 746 SP:Iteration 2F (2015.441840 sec): 3 clusters Score: Raw -847500.977341 + Penalty 3067.438543 = -844433.538798 nChanged 587 SP:Iteration 3Q (2015.474138 sec): 3 clusters Score: Raw -847724.946066 + Penalty 3067.438543 = -844657.507523 nChanged 522 SP:Iteration 4Q (2015.506567 sec): 3 clusters Score: Raw -847911.436207 + Penalty 3067.438543 = -844843.997664 nChanged 498 SP:Iteration 5Q (2015.538996 sec): 3 clusters Score: Raw -848108.602173 + Penalty 3067.438543 = -845041.163630 nChanged 512 SP:Iteration 6Q (2015.571404 sec): 3 clusters Score: Raw -848359.145142 + Penalty 3067.438543 = -845291.706599 nChanged 597 SP:Iteration 7Q (2015.603901 sec): 3 clusters Score: Raw -848670.156771 + Penalty 3067.438543 = -845602.718228 nChanged 646 SP:Iteration 8F (2015.636008 sec): 3 clusters Score: Raw -849065.953956 + Penalty 3067.438543 = -845998.515413 nChanged 705 SP:Iteration 9F (2015.667950 sec): 3 clusters Score: Raw -849572.272845 + Penalty 3067.438543 = -846504.834302 nChanged 705 SP:Iteration 10F (2015.699925 sec): 3 clusters Score: Raw -850106.610302 + Penalty 3067.438543 = -847039.171759 nChanged 607 SP:Iteration 11Q (2015.732225 sec): 3 clusters Score: Raw -850600.928262 + Penalty 3067.438543 = -847533.489719 nChanged 528 SP:Iteration 12Q (2015.764069 sec): 3 clusters Score: Raw -850985.237220 + Penalty 3067.438543 = -847917.798677 nChanged 350 SP:Iteration 13Q (2015.795265 sec): 3 clusters Score: Raw -851218.037895 + Penalty 3067.438543 = -848150.599352 nChanged 251 SP:Iteration 14Q (2015.826317 sec): 3 clusters Score: Raw -851368.965520 + Penalty 3067.438543 = -848301.526977 nChanged 182 SP:Iteration 15Q (2015.856656 sec): 3 clusters Score: Raw -851459.368327 + Penalty 3067.438543 = -848391.929784 nChanged 137 SP:Iteration 16Q (2015.886707 sec): 3 clusters Score: Raw -851524.589103 + Penalty 3067.438543 = -848457.150560 nChanged 116 SP:Iteration 17Q (2015.916395 sec): 3 clusters Score: Raw -851582.492176 + Penalty 3067.438543 = -848515.053633 nChanged 96 SP:Iteration 18Q (2015.946144 sec): 3 clusters Score: Raw -851637.444089 + Penalty 3067.438543 = -848570.005546 nChanged 84 SP:Iteration 19Q (2015.975430 sec): 3 clusters Score: Raw -851683.270679 + Penalty 3067.438543 = -848615.832136 nChanged 74 SP:Iteration 20F (2016.007519 sec): 3 clusters Score: Raw -851719.188518 + Penalty 3067.438543 = -848651.749975 nChanged 61 SP:Iteration 21Q (2016.036552 sec): 3 clusters Score: Raw -851751.217570 + Penalty 3067.438543 = -848683.779027 nChanged 54 SP:Iteration 22Q (2016.065569 sec): 3 clusters Score: Raw -851781.821616 + Penalty 3067.438543 = -848714.383073 nChanged 49 SP:Iteration 23Q (2016.094613 sec): 3 clusters Score: Raw -851803.107567 + Penalty 3067.438543 = -848735.669024 nChanged 37 SP:Iteration 24Q (2016.123582 sec): 3 clusters Score: Raw -851818.985755 + Penalty 3067.438543 = -848751.547212 nChanged 37 SP:Iteration 25Q (2016.152489 sec): 3 clusters Score: Raw -851831.245704 + Penalty 3067.438543 = -848763.807161 nChanged 19 SP:Iteration 26Q (2016.181157 sec): 3 clusters Score: Raw -851838.596538 + Penalty 3067.438543 = -848771.157995 nChanged 19 SP:Iteration 27Q (2016.209887 sec): 3 clusters Score: Raw -851846.438773 + Penalty 3067.438543 = -848779.000230 nChanged 18 SP:Iteration 28Q (2016.238702 sec): 3 clusters Score: Raw -851852.044807 + Penalty 3067.438543 = -848784.606264 nChanged 12 SP:Iteration 29Q (2016.267351 sec): 3 clusters Score: Raw -851854.937410 + Penalty 3067.438543 = -848787.498867 nChanged 11 SP:Iteration 30Q (2016.295990 sec): 3 clusters Score: Raw -851858.395556 + Penalty 3067.438543 = -848790.957013 nChanged 17 SP:Iteration 31Q (2016.324694 sec): 3 clusters Score: Raw -851863.591415 + Penalty 3067.438543 = -848796.152872 nChanged 11 SP:Iteration 32Q (2016.353384 sec): 3 clusters Score: Raw -851866.784327 + Penalty 3067.438543 = -848799.345784 nChanged 9 SP:Iteration 33Q (2016.382291 sec): 3 clusters Score: Raw -851869.237982 + Penalty 3067.438543 = -848801.799439 nChanged 6 SP:Iteration 34Q (2016.410965 sec): 3 clusters Score: Raw -851871.131277 + Penalty 3067.438543 = -848803.692733 nChanged 6 SP:Iteration 35Q (2016.439548 sec): 3 clusters Score: Raw -851872.448204 + Penalty 3067.438543 = -848805.009661 nChanged 5 SP:Iteration 36Q (2016.468231 sec): 3 clusters Score: Raw -851873.546111 + Penalty 3067.438543 = -848806.107568 nChanged 3 SP:Iteration 37Q (2016.497042 sec): 3 clusters Score: Raw -851873.991866 + Penalty 3067.438543 = -848806.553323 nChanged 3 SP:Iteration 38Q (2016.525809 sec): 3 clusters Score: Raw -851875.002598 + Penalty 3067.438543 = -848807.564055 nChanged 4 SP:Iteration 39Q (2016.554398 sec): 3 clusters Score: Raw -851876.096089 + Penalty 3067.438543 = -848808.657546 nChanged 3 SP:Iteration 40F (2016.586445 sec): 3 clusters Score: Raw -851876.890174 + Penalty 3067.438543 = -848809.451631 nChanged 3 SP:Iteration 41Q (2016.615106 sec): 3 clusters Score: Raw -851877.510340 + Penalty 3067.438543 = -848810.071797 nChanged 4 SP:Iteration 42Q (2016.643655 sec): 3 clusters Score: Raw -851878.521961 + Penalty 3067.438543 = -848811.083418 nChanged 2 SP:Iteration 43Q (2016.672519 sec): 3 clusters Score: Raw -851878.932896 + Penalty 3067.438543 = -848811.494353 nChanged 2 SP:Iteration 44Q (2016.701091 sec): 3 clusters Score: Raw -851879.527341 + Penalty 3067.438543 = -848812.088798 nChanged 1 SP:Iteration 45Q (2016.729751 sec): 3 clusters Score: Raw -851879.659368 + Penalty 3067.438543 = -848812.220825 nChanged 0 SP:Iteration 46F (2016.761989 sec): 3 clusters Score: Raw -851879.659368 + Penalty 3067.438543 = -848812.220825 nChanged 0 Trying to split cluster 32 (5325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2016.780555 sec): 2 clusters Score: Raw -369399.931911 + Penalty 1394.277298 = -368005.654612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2016.802472 sec): 3 clusters Score: Raw -366584.659589 + Penalty 2788.554597 = -363796.104992 nChanged 2194 SP:Iteration 1F (2016.823876 sec): 3 clusters Score: Raw -367790.051472 + Penalty 2788.554597 = -365001.496875 nChanged 384 SP:Iteration 2F (2016.845322 sec): 3 clusters Score: Raw -367983.919440 + Penalty 2788.554597 = -365195.364843 nChanged 273 SP:Iteration 3F (2016.866905 sec): 3 clusters Score: Raw -368131.288947 + Penalty 2788.554597 = -365342.734350 nChanged 244 SP:Iteration 4Q (2016.888426 sec): 3 clusters Score: Raw -368254.805956 + Penalty 2788.554597 = -365466.251359 nChanged 230 SP:Iteration 5Q (2016.909987 sec): 3 clusters Score: Raw -368376.971244 + Penalty 2788.554597 = -365588.416648 nChanged 201 SP:Iteration 6Q (2016.931509 sec): 3 clusters Score: Raw -368496.511593 + Penalty 2788.554597 = -365707.956996 nChanged 185 SP:Iteration 7Q (2016.952854 sec): 3 clusters Score: Raw -368616.102654 + Penalty 2788.554597 = -365827.548057 nChanged 202 SP:Iteration 8Q (2016.974277 sec): 3 clusters Score: Raw -368743.605650 + Penalty 2788.554597 = -365955.051053 nChanged 188 SP:Iteration 9Q (2016.995692 sec): 3 clusters Score: Raw -368845.806643 + Penalty 2788.554597 = -366057.252046 nChanged 153 SP:Iteration 10Q (2017.017266 sec): 3 clusters Score: Raw -368938.108095 + Penalty 2788.554597 = -366149.553498 nChanged 140 SP:Iteration 11Q (2017.038652 sec): 3 clusters Score: Raw -369041.133932 + Penalty 2788.554597 = -366252.579335 nChanged 134 SP:Iteration 12Q (2017.060109 sec): 3 clusters Score: Raw -369136.718974 + Penalty 2788.554597 = -366348.164377 nChanged 115 SP:Iteration 13Q (2017.081356 sec): 3 clusters Score: Raw -369217.920208 + Penalty 2788.554597 = -366429.365611 nChanged 103 SP:Iteration 14Q (2017.102432 sec): 3 clusters Score: Raw -369283.489964 + Penalty 2788.554597 = -366494.935367 nChanged 83 SP:Iteration 15Q (2017.123391 sec): 3 clusters Score: Raw -369342.150032 + Penalty 2788.554597 = -366553.595435 nChanged 58 SP:Iteration 16Q (2017.144159 sec): 3 clusters Score: Raw -369386.812258 + Penalty 2788.554597 = -366598.257661 nChanged 49 SP:Iteration 17Q (2017.165131 sec): 3 clusters Score: Raw -369422.340205 + Penalty 2788.554597 = -366633.785609 nChanged 34 SP:Iteration 18Q (2017.185576 sec): 3 clusters Score: Raw -369443.094476 + Penalty 2788.554597 = -366654.539879 nChanged 24 SP:Iteration 19Q (2017.205960 sec): 3 clusters Score: Raw -369460.873856 + Penalty 2788.554597 = -366672.319259 nChanged 28 SP:Iteration 20F (2017.227346 sec): 3 clusters Score: Raw -369481.932418 + Penalty 2788.554597 = -366693.377821 nChanged 36 SP:Iteration 21Q (2017.247870 sec): 3 clusters Score: Raw -369508.108367 + Penalty 2788.554597 = -366719.553770 nChanged 33 SP:Iteration 22Q (2017.268301 sec): 3 clusters Score: Raw -369525.783368 + Penalty 2788.554597 = -366737.228771 nChanged 19 SP:Iteration 23Q (2017.288817 sec): 3 clusters Score: Raw -369536.577668 + Penalty 2788.554597 = -366748.023071 nChanged 15 SP:Iteration 24Q (2017.309300 sec): 3 clusters Score: Raw -369545.797227 + Penalty 2788.554597 = -366757.242630 nChanged 14 SP:Iteration 25Q (2017.329770 sec): 3 clusters Score: Raw -369554.281361 + Penalty 2788.554597 = -366765.726764 nChanged 19 SP:Iteration 26Q (2017.349964 sec): 3 clusters Score: Raw -369566.850124 + Penalty 2788.554597 = -366778.295527 nChanged 14 SP:Iteration 27Q (2017.370053 sec): 3 clusters Score: Raw -369576.139585 + Penalty 2788.554597 = -366787.584988 nChanged 16 SP:Iteration 28Q (2017.390394 sec): 3 clusters Score: Raw -369587.994537 + Penalty 2788.554597 = -366799.439940 nChanged 21 SP:Iteration 29Q (2017.410715 sec): 3 clusters Score: Raw -369602.395258 + Penalty 2788.554597 = -366813.840661 nChanged 14 SP:Iteration 30Q (2017.430995 sec): 3 clusters Score: Raw -369610.578361 + Penalty 2788.554597 = -366822.023764 nChanged 12 SP:Iteration 31Q (2017.451148 sec): 3 clusters Score: Raw -369618.231506 + Penalty 2788.554597 = -366829.676909 nChanged 12 SP:Iteration 32Q (2017.471442 sec): 3 clusters Score: Raw -369630.539956 + Penalty 2788.554597 = -366841.985359 nChanged 13 SP:Iteration 33Q (2017.491569 sec): 3 clusters Score: Raw -369640.087377 + Penalty 2788.554597 = -366851.532780 nChanged 16 SP:Iteration 34Q (2017.511594 sec): 3 clusters Score: Raw -369653.627962 + Penalty 2788.554597 = -366865.073365 nChanged 15 SP:Iteration 35Q (2017.531681 sec): 3 clusters Score: Raw -369662.851536 + Penalty 2788.554597 = -366874.296939 nChanged 8 SP:Iteration 36Q (2017.551825 sec): 3 clusters Score: Raw -369666.063717 + Penalty 2788.554597 = -366877.509120 nChanged 6 SP:Iteration 37Q (2017.571964 sec): 3 clusters Score: Raw -369668.450308 + Penalty 2788.554597 = -366879.895712 nChanged 2 SP:Iteration 38Q (2017.592010 sec): 3 clusters Score: Raw -369669.716968 + Penalty 2788.554597 = -366881.162371 nChanged 2 SP:Iteration 39Q (2017.612149 sec): 3 clusters Score: Raw -369670.367782 + Penalty 2788.554597 = -366881.813185 nChanged 1 SP:Iteration 40F (2017.633426 sec): 3 clusters Score: Raw -369670.690149 + Penalty 2788.554597 = -366882.135552 nChanged 1 SP:Iteration 41Q (2017.653348 sec): 3 clusters Score: Raw -369671.378965 + Penalty 2788.554597 = -366882.824368 nChanged 2 SP:Iteration 42Q (2017.673353 sec): 3 clusters Score: Raw -369672.866358 + Penalty 2788.554597 = -366884.311761 nChanged 1 SP:Iteration 43Q (2017.693402 sec): 3 clusters Score: Raw -369673.078438 + Penalty 2788.554597 = -366884.523841 nChanged 0 SP:Iteration 44F (2017.714926 sec): 3 clusters Score: Raw -369673.078438 + Penalty 2788.554597 = -366884.523841 nChanged 0 Trying to split cluster 34 (2046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2017.730416 sec): 2 clusters Score: Raw -102583.729540 + Penalty 1238.841816 = -101344.887724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2017.741271 sec): 3 clusters Score: Raw -101740.212988 + Penalty 2477.683633 = -99262.529356 nChanged 750 SP:Iteration 1F (2017.751485 sec): 3 clusters Score: Raw -102346.856744 + Penalty 2477.683633 = -99869.173112 nChanged 204 SP:Iteration 2F (2017.761638 sec): 3 clusters Score: Raw -102590.452007 + Penalty 2477.683633 = -100112.768374 nChanged 149 SP:Iteration 3F (2017.771734 sec): 3 clusters Score: Raw -102775.742115 + Penalty 2477.683633 = -100298.058483 nChanged 131 SP:Iteration 4F (2017.781940 sec): 3 clusters Score: Raw -102938.338171 + Penalty 2477.683633 = -100460.654539 nChanged 101 SP:Iteration 5Q (2017.792027 sec): 3 clusters Score: Raw -103040.727688 + Penalty 2477.683633 = -100563.044055 nChanged 80 SP:Iteration 6Q (2017.801991 sec): 3 clusters Score: Raw -103122.215224 + Penalty 2477.683633 = -100644.531591 nChanged 66 SP:Iteration 7Q (2017.812026 sec): 3 clusters Score: Raw -103196.473369 + Penalty 2477.683633 = -100718.789736 nChanged 67 SP:Iteration 8Q (2017.822030 sec): 3 clusters Score: Raw -103279.422800 + Penalty 2477.683633 = -100801.739167 nChanged 65 SP:Iteration 9Q (2017.831991 sec): 3 clusters Score: Raw -103353.969960 + Penalty 2477.683633 = -100876.286327 nChanged 58 SP:Iteration 10Q (2017.841916 sec): 3 clusters Score: Raw -103415.192394 + Penalty 2477.683633 = -100937.508761 nChanged 38 SP:Iteration 11Q (2017.851848 sec): 3 clusters Score: Raw -103457.448104 + Penalty 2477.683633 = -100979.764471 nChanged 35 SP:Iteration 12Q (2017.861752 sec): 3 clusters Score: Raw -103494.649674 + Penalty 2477.683633 = -101016.966041 nChanged 30 SP:Iteration 13Q (2017.871614 sec): 3 clusters Score: Raw -103523.959730 + Penalty 2477.683633 = -101046.276098 nChanged 20 SP:Iteration 14Q (2017.881393 sec): 3 clusters Score: Raw -103539.779072 + Penalty 2477.683633 = -101062.095439 nChanged 19 SP:Iteration 15Q (2017.891192 sec): 3 clusters Score: Raw -103552.645404 + Penalty 2477.683633 = -101074.961772 nChanged 14 SP:Iteration 16Q (2017.900954 sec): 3 clusters Score: Raw -103562.728326 + Penalty 2477.683633 = -101085.044694 nChanged 10 SP:Iteration 17Q (2017.910790 sec): 3 clusters Score: Raw -103568.936764 + Penalty 2477.683633 = -101091.253132 nChanged 5 SP:Iteration 18Q (2017.920660 sec): 3 clusters Score: Raw -103570.345827 + Penalty 2477.683633 = -101092.662194 nChanged 3 SP:Iteration 19Q (2017.930490 sec): 3 clusters Score: Raw -103573.924802 + Penalty 2477.683633 = -101096.241169 nChanged 6 SP:Iteration 20F (2017.940648 sec): 3 clusters Score: Raw -103577.459724 + Penalty 2477.683633 = -101099.776091 nChanged 4 SP:Iteration 21Q (2017.950513 sec): 3 clusters Score: Raw -103579.133794 + Penalty 2477.683633 = -101101.450161 nChanged 3 SP:Iteration 22Q (2017.960368 sec): 3 clusters Score: Raw -103579.774606 + Penalty 2477.683633 = -101102.090973 nChanged 0 SP:Iteration 23F (2017.970449 sec): 3 clusters Score: Raw -103579.774606 + Penalty 2477.683633 = -101102.090973 nChanged 0 Time taken for this iteration:2015.120492 seconds. 20->34 Clusters: Score -27468952.482785, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 436666 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 9 (15070 points): Lose 770.809214 but Gain 2110.375130 Iteration 0F (2023.684126 sec): 20 clusters Score: Raw -24721604.486945 + Penalty 40097.127479 = -24681507.359466 nChanged 410814 Iteration 1F (2028.606093 sec): 20 clusters Score: Raw -26109049.441539 + Penalty 40097.127479 = -26068952.314060 nChanged 159449 Iteration 2F (2033.505037 sec): 20 clusters Score: Raw -26509361.812102 + Penalty 40097.127479 = -26469264.684623 nChanged 128177 Iteration 3F (2038.414280 sec): 20 clusters Score: Raw -26789854.524198 + Penalty 40097.127479 = -26749757.396719 nChanged 98088 Iteration 4F (2043.335823 sec): 20 clusters Score: Raw -26949626.072259 + Penalty 40097.127479 = -26909528.944780 nChanged 71510 Iteration 5F (2048.246044 sec): 20 clusters Score: Raw -27047112.099685 + Penalty 40097.127479 = -27007014.972206 nChanged 55094 Iteration 6F (2053.145119 sec): 20 clusters Score: Raw -27124640.222069 + Penalty 40097.127479 = -27084543.094590 nChanged 46100 Iteration 7F (2058.047615 sec): 20 clusters Score: Raw -27186316.806637 + Penalty 40097.127479 = -27146219.679158 nChanged 40925 Iteration 8F (2062.945389 sec): 20 clusters Score: Raw -27245266.412064 + Penalty 40097.127479 = -27205169.284585 nChanged 37417 Iteration 9F (2067.858992 sec): 20 clusters Score: Raw -27303851.008739 + Penalty 40097.127479 = -27263753.881260 nChanged 29986 Iteration 10F (2072.754115 sec): 20 clusters Score: Raw -27342428.264042 + Penalty 40097.127479 = -27302331.136563 nChanged 22365 Iteration 11F (2077.651123 sec): 20 clusters Score: Raw -27361382.032081 + Penalty 40097.127479 = -27321284.904603 nChanged 16568 Iteration 12Q (2080.310171 sec): 20 clusters Score: Raw -27373113.504721 + Penalty 40097.127479 = -27333016.377242 nChanged 12319 Iteration 13Q (2082.945435 sec): 20 clusters Score: Raw -27381016.334311 + Penalty 40097.127479 = -27340919.206832 nChanged 9479 Iteration 14Q (2085.522271 sec): 20 clusters Score: Raw -27385905.283714 + Penalty 40097.127479 = -27345808.156235 nChanged 7580 Iteration 15Q (2088.090856 sec): 20 clusters Score: Raw -27389594.877942 + Penalty 40097.127479 = -27349497.750463 nChanged 6476 Iteration 16Q (2090.633751 sec): 20 clusters Score: Raw -27392259.769424 + Penalty 40097.127479 = -27352162.641945 nChanged 5790 Iteration 17Q (2093.169654 sec): 20 clusters Score: Raw -27394255.679072 + Penalty 40097.127479 = -27354158.551593 nChanged 5367 Iteration 18Q (2095.699599 sec): 20 clusters Score: Raw -27396029.205700 + Penalty 40097.127479 = -27355932.078221 nChanged 5145 Iteration 19Q (2098.225020 sec): 20 clusters Score: Raw -27397811.300792 + Penalty 40097.127479 = -27357714.173313 nChanged 5049 Writing temp clu file Because OldScore, -27355932.078221, is greater than current (better) Score,-27357714.173313 Compute initial score before splitting: Score: Raw -27397811.300792 + Penalty 40097.127479 = -27357714.173313 Trying to split cluster 1 (16876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2098.327478 sec): 2 clusters Score: Raw -1105547.630701 + Penalty 1581.717763 = -1103965.912938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2098.367136 sec): 3 clusters Score: Raw -1095543.621368 + Penalty 3163.435526 = -1092380.185842 nChanged 7557 SP:Iteration 1F (2098.405188 sec): 3 clusters Score: Raw -1099784.563331 + Penalty 3163.435526 = -1096621.127805 nChanged 965 SP:Iteration 2F (2098.443228 sec): 3 clusters Score: Raw -1100308.076184 + Penalty 3163.435526 = -1097144.640657 nChanged 1010 SP:Iteration 3F (2098.481164 sec): 3 clusters Score: Raw -1101122.113333 + Penalty 3163.435526 = -1097958.677807 nChanged 1231 SP:Iteration 4F (2098.519360 sec): 3 clusters Score: Raw -1102602.468640 + Penalty 3163.435526 = -1099439.033114 nChanged 1587 SP:Iteration 5F (2098.557487 sec): 3 clusters Score: Raw -1104915.812257 + Penalty 3163.435526 = -1101752.376731 nChanged 1698 SP:Iteration 6F (2098.595656 sec): 3 clusters Score: Raw -1106931.810976 + Penalty 3163.435526 = -1103768.375449 nChanged 1190 SP:Iteration 7F (2098.633895 sec): 3 clusters Score: Raw -1107827.589991 + Penalty 3163.435526 = -1104664.154465 nChanged 685 SP:Iteration 8Q (2098.670681 sec): 3 clusters Score: Raw -1108188.247668 + Penalty 3163.435526 = -1105024.812142 nChanged 409 SP:Iteration 9Q (2098.707282 sec): 3 clusters Score: Raw -1108453.275786 + Penalty 3163.435526 = -1105289.840260 nChanged 343 SP:Iteration 10Q (2098.743769 sec): 3 clusters Score: Raw -1108814.057314 + Penalty 3163.435526 = -1105650.621788 nChanged 339 SP:Iteration 11Q (2098.779919 sec): 3 clusters Score: Raw -1109302.408313 + Penalty 3163.435526 = -1106138.972787 nChanged 305 SP:Iteration 12Q (2098.815352 sec): 3 clusters Score: Raw -1109755.649109 + Penalty 3163.435526 = -1106592.213583 nChanged 325 SP:Iteration 13Q (2098.850408 sec): 3 clusters Score: Raw -1110152.846802 + Penalty 3163.435526 = -1106989.411276 nChanged 290 SP:Iteration 14Q (2098.885003 sec): 3 clusters Score: Raw -1110530.879119 + Penalty 3163.435526 = -1107367.443592 nChanged 266 SP:Iteration 15Q (2098.919257 sec): 3 clusters Score: Raw -1110908.144557 + Penalty 3163.435526 = -1107744.709031 nChanged 225 SP:Iteration 16Q (2098.953510 sec): 3 clusters Score: Raw -1111123.344612 + Penalty 3163.435526 = -1107959.909085 nChanged 158 SP:Iteration 17Q (2098.987408 sec): 3 clusters Score: Raw -1111246.214515 + Penalty 3163.435526 = -1108082.778988 nChanged 104 SP:Iteration 18Q (2099.021184 sec): 3 clusters Score: Raw -1111304.137465 + Penalty 3163.435526 = -1108140.701939 nChanged 79 SP:Iteration 19Q (2099.054773 sec): 3 clusters Score: Raw -1111334.478299 + Penalty 3163.435526 = -1108171.042773 nChanged 54 SP:Iteration 20F (2099.092732 sec): 3 clusters Score: Raw -1111388.260767 + Penalty 3163.435526 = -1108224.825241 nChanged 63 SP:Iteration 21Q (2099.126662 sec): 3 clusters Score: Raw -1111411.875762 + Penalty 3163.435526 = -1108248.440236 nChanged 60 SP:Iteration 22Q (2099.160457 sec): 3 clusters Score: Raw -1111424.044253 + Penalty 3163.435526 = -1108260.608726 nChanged 58 SP:Iteration 23Q (2099.193961 sec): 3 clusters Score: Raw -1111431.597779 + Penalty 3163.435526 = -1108268.162253 nChanged 41 SP:Iteration 24Q (2099.227656 sec): 3 clusters Score: Raw -1111435.676872 + Penalty 3163.435526 = -1108272.241345 nChanged 31 SP:Iteration 25Q (2099.261251 sec): 3 clusters Score: Raw -1111438.498782 + Penalty 3163.435526 = -1108275.063256 nChanged 25 SP:Iteration 26Q (2099.294733 sec): 3 clusters Score: Raw -1111441.068789 + Penalty 3163.435526 = -1108277.633263 nChanged 23 SP:Iteration 27Q (2099.328296 sec): 3 clusters Score: Raw -1111443.235708 + Penalty 3163.435526 = -1108279.800181 nChanged 19 SP:Iteration 28Q (2099.361931 sec): 3 clusters Score: Raw -1111445.054775 + Penalty 3163.435526 = -1108281.619249 nChanged 21 SP:Iteration 29Q (2099.395497 sec): 3 clusters Score: Raw -1111446.386304 + Penalty 3163.435526 = -1108282.950778 nChanged 11 SP:Iteration 30Q (2099.428936 sec): 3 clusters Score: Raw -1111447.088241 + Penalty 3163.435526 = -1108283.652715 nChanged 6 SP:Iteration 31Q (2099.462442 sec): 3 clusters Score: Raw -1111447.592248 + Penalty 3163.435526 = -1108284.156722 nChanged 6 SP:Iteration 32Q (2099.496000 sec): 3 clusters Score: Raw -1111448.287196 + Penalty 3163.435526 = -1108284.851670 nChanged 5 SP:Iteration 33Q (2099.529466 sec): 3 clusters Score: Raw -1111448.517932 + Penalty 3163.435526 = -1108285.082406 nChanged 2 SP:Iteration 34Q (2099.562960 sec): 3 clusters Score: Raw -1111448.587140 + Penalty 3163.435526 = -1108285.151613 nChanged 4 SP:Iteration 35Q (2099.596377 sec): 3 clusters Score: Raw -1111448.892944 + Penalty 3163.435526 = -1108285.457418 nChanged 1 SP:Iteration 36Q (2099.629752 sec): 3 clusters Score: Raw -1111449.051633 + Penalty 3163.435526 = -1108285.616107 nChanged 2 SP:Iteration 37Q (2099.663326 sec): 3 clusters Score: Raw -1111449.098231 + Penalty 3163.435526 = -1108285.662705 nChanged 1 SP:Iteration 38Q (2099.696898 sec): 3 clusters Score: Raw -1111449.269648 + Penalty 3163.435526 = -1108285.834121 nChanged 2 SP:Iteration 39Q (2099.730533 sec): 3 clusters Score: Raw -1111449.540117 + Penalty 3163.435526 = -1108286.104591 nChanged 0 SP:Iteration 40F (2099.768234 sec): 3 clusters Score: Raw -1111449.540117 + Penalty 3163.435526 = -1108286.104591 nChanged 0 Score: Raw -27404661.571680 + Penalty 42207.502609 = -27362454.069070 Splitting cluster 1 changes total score from -27357714.173313 to -27362454.069070 So it's getting split into cluster 9. Trying to split cluster 2 (44389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2105.086664 sec): 2 clusters Score: Raw -2957574.722685 + Penalty 1738.871383 = -2955835.851302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2105.169420 sec): 3 clusters Score: Raw -2929602.553951 + Penalty 3477.742765 = -2926124.811186 nChanged 20708 SP:Iteration 1F (2105.247926 sec): 3 clusters Score: Raw -2942034.438652 + Penalty 3477.742765 = -2938556.695886 nChanged 2507 SP:Iteration 2F (2105.324495 sec): 3 clusters Score: Raw -2943396.659480 + Penalty 3477.742765 = -2939918.916715 nChanged 2710 SP:Iteration 3F (2105.407554 sec): 3 clusters Score: Raw -2945175.026387 + Penalty 3477.742765 = -2941697.283622 nChanged 2931 SP:Iteration 4F (2105.490797 sec): 3 clusters Score: Raw -2947350.680753 + Penalty 3477.742765 = -2943872.937988 nChanged 3092 SP:Iteration 5F (2105.574030 sec): 3 clusters Score: Raw -2949813.030561 + Penalty 3477.742765 = -2946335.287796 nChanged 3020 SP:Iteration 6F (2105.657579 sec): 3 clusters Score: Raw -2952039.061568 + Penalty 3477.742765 = -2948561.318803 nChanged 2588 SP:Iteration 7F (2105.740969 sec): 3 clusters Score: Raw -2953553.404541 + Penalty 3477.742765 = -2950075.661776 nChanged 1996 SP:Iteration 8Q (2105.825577 sec): 3 clusters Score: Raw -2954387.525035 + Penalty 3477.742765 = -2950909.782270 nChanged 1393 SP:Iteration 9Q (2105.908675 sec): 3 clusters Score: Raw -2954817.660095 + Penalty 3477.742765 = -2951339.917330 nChanged 1005 SP:Iteration 10Q (2105.991626 sec): 3 clusters Score: Raw -2955137.290974 + Penalty 3477.742765 = -2951659.548209 nChanged 955 SP:Iteration 11Q (2106.074504 sec): 3 clusters Score: Raw -2955495.689439 + Penalty 3477.742765 = -2952017.946674 nChanged 988 SP:Iteration 12Q (2106.157032 sec): 3 clusters Score: Raw -2955947.683472 + Penalty 3477.742765 = -2952469.940707 nChanged 1089 SP:Iteration 13Q (2106.239045 sec): 3 clusters Score: Raw -2956529.959000 + Penalty 3477.742765 = -2953052.216235 nChanged 1104 SP:Iteration 14Q (2106.321187 sec): 3 clusters Score: Raw -2957193.126791 + Penalty 3477.742765 = -2953715.384025 nChanged 1072 SP:Iteration 15Q (2106.403566 sec): 3 clusters Score: Raw -2957904.137945 + Penalty 3477.742765 = -2954426.395179 nChanged 1033 SP:Iteration 16Q (2106.485290 sec): 3 clusters Score: Raw -2958592.263264 + Penalty 3477.742765 = -2955114.520499 nChanged 875 SP:Iteration 17Q (2106.566538 sec): 3 clusters Score: Raw -2959115.486439 + Penalty 3477.742765 = -2955637.743674 nChanged 738 SP:Iteration 18Q (2106.647000 sec): 3 clusters Score: Raw -2959519.696260 + Penalty 3477.742765 = -2956041.953495 nChanged 610 SP:Iteration 19Q (2106.726493 sec): 3 clusters Score: Raw -2959796.106502 + Penalty 3477.742765 = -2956318.363737 nChanged 527 SP:Iteration 20F (2106.808918 sec): 3 clusters Score: Raw -2960000.268538 + Penalty 3477.742765 = -2956522.525773 nChanged 450 SP:Iteration 21Q (2106.887395 sec): 3 clusters Score: Raw -2960156.268366 + Penalty 3477.742765 = -2956678.525601 nChanged 372 SP:Iteration 22Q (2106.963946 sec): 3 clusters Score: Raw -2960275.878028 + Penalty 3477.742765 = -2956798.135263 nChanged 291 SP:Iteration 23Q (2107.039186 sec): 3 clusters Score: Raw -2960349.822751 + Penalty 3477.742765 = -2956872.079985 nChanged 230 SP:Iteration 24Q (2107.114154 sec): 3 clusters Score: Raw -2960399.725035 + Penalty 3477.742765 = -2956921.982270 nChanged 200 SP:Iteration 25Q (2107.188123 sec): 3 clusters Score: Raw -2960438.439673 + Penalty 3477.742765 = -2956960.696908 nChanged 158 SP:Iteration 26Q (2107.261207 sec): 3 clusters Score: Raw -2960465.365392 + Penalty 3477.742765 = -2956987.622627 nChanged 138 SP:Iteration 27Q (2107.333959 sec): 3 clusters Score: Raw -2960486.979369 + Penalty 3477.742765 = -2957009.236604 nChanged 111 SP:Iteration 28Q (2107.406292 sec): 3 clusters Score: Raw -2960503.975179 + Penalty 3477.742765 = -2957026.232414 nChanged 109 SP:Iteration 29Q (2107.478535 sec): 3 clusters Score: Raw -2960518.675971 + Penalty 3477.742765 = -2957040.933206 nChanged 99 SP:Iteration 30Q (2107.550689 sec): 3 clusters Score: Raw -2960529.692781 + Penalty 3477.742765 = -2957051.950016 nChanged 82 SP:Iteration 31Q (2107.622176 sec): 3 clusters Score: Raw -2960537.421810 + Penalty 3477.742765 = -2957059.679045 nChanged 49 SP:Iteration 32Q (2107.693652 sec): 3 clusters Score: Raw -2960541.438273 + Penalty 3477.742765 = -2957063.695508 nChanged 44 SP:Iteration 33Q (2107.764922 sec): 3 clusters Score: Raw -2960544.694074 + Penalty 3477.742765 = -2957066.951309 nChanged 29 SP:Iteration 34Q (2107.836186 sec): 3 clusters Score: Raw -2960546.917142 + Penalty 3477.742765 = -2957069.174377 nChanged 23 SP:Iteration 35Q (2107.907154 sec): 3 clusters Score: Raw -2960548.378125 + Penalty 3477.742765 = -2957070.635360 nChanged 22 SP:Iteration 36Q (2107.978264 sec): 3 clusters Score: Raw -2960550.504791 + Penalty 3477.742765 = -2957072.762026 nChanged 25 SP:Iteration 37Q (2108.049349 sec): 3 clusters Score: Raw -2960552.353510 + Penalty 3477.742765 = -2957074.610745 nChanged 22 SP:Iteration 38Q (2108.120127 sec): 3 clusters Score: Raw -2960553.983522 + Penalty 3477.742765 = -2957076.240757 nChanged 23 SP:Iteration 39Q (2108.190872 sec): 3 clusters Score: Raw -2960555.657591 + Penalty 3477.742765 = -2957077.914826 nChanged 19 SP:Iteration 40F (2108.273634 sec): 3 clusters Score: Raw -2960556.541182 + Penalty 3477.742765 = -2957078.798417 nChanged 14 SP:Iteration 41Q (2108.345322 sec): 3 clusters Score: Raw -2960557.345507 + Penalty 3477.742765 = -2957079.602742 nChanged 13 SP:Iteration 42Q (2108.417055 sec): 3 clusters Score: Raw -2960558.213320 + Penalty 3477.742765 = -2957080.470555 nChanged 12 SP:Iteration 43Q (2108.488686 sec): 3 clusters Score: Raw -2960558.932857 + Penalty 3477.742765 = -2957081.190092 nChanged 13 SP:Iteration 44Q (2108.559757 sec): 3 clusters Score: Raw -2960559.868720 + Penalty 3477.742765 = -2957082.125954 nChanged 12 SP:Iteration 45Q (2108.630736 sec): 3 clusters Score: Raw -2960560.484924 + Penalty 3477.742765 = -2957082.742159 nChanged 12 SP:Iteration 46Q (2108.701884 sec): 3 clusters Score: Raw -2960561.038149 + Penalty 3477.742765 = -2957083.295384 nChanged 15 SP:Iteration 47Q (2108.772751 sec): 3 clusters Score: Raw -2960562.243225 + Penalty 3477.742765 = -2957084.500460 nChanged 12 SP:Iteration 48Q (2108.843623 sec): 3 clusters Score: Raw -2960563.355363 + Penalty 3477.742765 = -2957085.612598 nChanged 9 SP:Iteration 49Q (2108.914774 sec): 3 clusters Score: Raw -2960564.052962 + Penalty 3477.742765 = -2957086.310196 nChanged 4 SP:Iteration 50Q (2108.985715 sec): 3 clusters Score: Raw -2960564.310040 + Penalty 3477.742765 = -2957086.567274 nChanged 3 SP:Iteration 51Q (2109.056507 sec): 3 clusters Score: Raw -2960564.408909 + Penalty 3477.742765 = -2957086.666144 nChanged 4 SP:Iteration 52Q (2109.127290 sec): 3 clusters Score: Raw -2960564.614345 + Penalty 3477.742765 = -2957086.871579 nChanged 3 SP:Iteration 53Q (2109.197962 sec): 3 clusters Score: Raw -2960564.767709 + Penalty 3477.742765 = -2957087.024943 nChanged 1 SP:Iteration 54Q (2109.268972 sec): 3 clusters Score: Raw -2960564.797570 + Penalty 3477.742765 = -2957087.054805 nChanged 0 SP:Iteration 55F (2109.351586 sec): 3 clusters Score: Raw -2960564.797570 + Penalty 3477.742765 = -2957087.054805 nChanged 0 Score: Raw -27407651.646565 + Penalty 44317.877740 = -27363333.768825 Splitting cluster 2 changes total score from -27357714.173313 to -27363333.768825 So it's getting split into cluster 21. Trying to split cluster 3 (3868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2114.946128 sec): 2 clusters Score: Raw -240835.027388 + Penalty 1342.330089 = -239492.697299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2114.965988 sec): 3 clusters Score: Raw -238964.968921 + Penalty 2684.660178 = -236280.308743 nChanged 1495 SP:Iteration 1F (2114.985320 sec): 3 clusters Score: Raw -239956.491317 + Penalty 2684.660178 = -237271.831138 nChanged 331 SP:Iteration 2F (2115.004529 sec): 3 clusters Score: Raw -240250.898384 + Penalty 2684.660178 = -237566.238205 nChanged 305 SP:Iteration 3F (2115.023455 sec): 3 clusters Score: Raw -240618.856052 + Penalty 2684.660178 = -237934.195874 nChanged 302 SP:Iteration 4F (2115.042351 sec): 3 clusters Score: Raw -241013.744601 + Penalty 2684.660178 = -238329.084423 nChanged 265 SP:Iteration 5F (2115.061252 sec): 3 clusters Score: Raw -241447.687191 + Penalty 2684.660178 = -238763.027013 nChanged 226 SP:Iteration 6F (2115.080315 sec): 3 clusters Score: Raw -241793.227091 + Penalty 2684.660178 = -239108.566913 nChanged 216 SP:Iteration 7F (2115.099210 sec): 3 clusters Score: Raw -242079.657839 + Penalty 2684.660178 = -239394.997661 nChanged 184 SP:Iteration 8Q (2115.117391 sec): 3 clusters Score: Raw -242285.962454 + Penalty 2684.660178 = -239601.302275 nChanged 179 SP:Iteration 9Q (2115.135405 sec): 3 clusters Score: Raw -242497.810485 + Penalty 2684.660178 = -239813.150307 nChanged 142 SP:Iteration 10Q (2115.153692 sec): 3 clusters Score: Raw -242676.075407 + Penalty 2684.660178 = -239991.415228 nChanged 97 SP:Iteration 11Q (2115.171950 sec): 3 clusters Score: Raw -242771.189550 + Penalty 2684.660178 = -240086.529372 nChanged 51 SP:Iteration 12Q (2115.189712 sec): 3 clusters Score: Raw -242804.965969 + Penalty 2684.660178 = -240120.305791 nChanged 18 SP:Iteration 13Q (2115.207601 sec): 3 clusters Score: Raw -242814.389223 + Penalty 2684.660178 = -240129.729044 nChanged 12 SP:Iteration 14Q (2115.225411 sec): 3 clusters Score: Raw -242819.230717 + Penalty 2684.660178 = -240134.570539 nChanged 9 SP:Iteration 15Q (2115.243062 sec): 3 clusters Score: Raw -242825.292287 + Penalty 2684.660178 = -240140.632109 nChanged 10 SP:Iteration 16Q (2115.260643 sec): 3 clusters Score: Raw -242828.278910 + Penalty 2684.660178 = -240143.618731 nChanged 1 SP:Iteration 17Q (2115.278573 sec): 3 clusters Score: Raw -242828.586236 + Penalty 2684.660178 = -240143.926058 nChanged 0 SP:Iteration 18F (2115.297403 sec): 3 clusters Score: Raw -242828.586236 + Penalty 2684.660178 = -240143.926058 nChanged 0 Score: Raw -27409645.205413 + Penalty 46428.252870 = -27363216.952543 Splitting cluster 3 changes total score from -27357714.173313 to -27363216.952543 So it's getting split into cluster 22. Trying to split cluster 4 (30727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2121.741827 sec): 2 clusters Score: Raw -2090605.425217 + Penalty 1679.095767 = -2088926.329450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2121.802549 sec): 3 clusters Score: Raw -2071674.067137 + Penalty 3358.191533 = -2068315.875603 nChanged 14221 SP:Iteration 1F (2121.859702 sec): 3 clusters Score: Raw -2079677.027251 + Penalty 3358.191533 = -2076318.835717 nChanged 1555 SP:Iteration 2F (2121.916897 sec): 3 clusters Score: Raw -2080290.017119 + Penalty 3358.191533 = -2076931.825586 nChanged 1555 SP:Iteration 3F (2121.974025 sec): 3 clusters Score: Raw -2080949.981653 + Penalty 3358.191533 = -2077591.790120 nChanged 1625 SP:Iteration 4F (2122.031057 sec): 3 clusters Score: Raw -2081676.937191 + Penalty 3358.191533 = -2078318.745658 nChanged 1651 SP:Iteration 5F (2122.088197 sec): 3 clusters Score: Raw -2082527.706057 + Penalty 3358.191533 = -2079169.514524 nChanged 1590 SP:Iteration 6F (2122.145384 sec): 3 clusters Score: Raw -2083389.920511 + Penalty 3358.191533 = -2080031.728978 nChanged 1598 SP:Iteration 7F (2122.202410 sec): 3 clusters Score: Raw -2084373.765324 + Penalty 3358.191533 = -2081015.573790 nChanged 1529 SP:Iteration 8Q (2122.261457 sec): 3 clusters Score: Raw -2085360.815426 + Penalty 3358.191533 = -2082002.623892 nChanged 1483 SP:Iteration 9Q (2122.318792 sec): 3 clusters Score: Raw -2086331.027612 + Penalty 3358.191533 = -2082972.836079 nChanged 1273 SP:Iteration 10Q (2122.375473 sec): 3 clusters Score: Raw -2087107.804870 + Penalty 3358.191533 = -2083749.613337 nChanged 1042 SP:Iteration 11Q (2122.430699 sec): 3 clusters Score: Raw -2087697.182857 + Penalty 3358.191533 = -2084338.991324 nChanged 857 SP:Iteration 12Q (2122.485508 sec): 3 clusters Score: Raw -2088127.112849 + Penalty 3358.191533 = -2084768.921316 nChanged 711 SP:Iteration 13Q (2122.539067 sec): 3 clusters Score: Raw -2088450.796512 + Penalty 3358.191533 = -2085092.604978 nChanged 586 SP:Iteration 14Q (2122.592005 sec): 3 clusters Score: Raw -2088695.903283 + Penalty 3358.191533 = -2085337.711750 nChanged 497 SP:Iteration 15Q (2122.644613 sec): 3 clusters Score: Raw -2088926.593509 + Penalty 3358.191533 = -2085568.401976 nChanged 478 SP:Iteration 16Q (2122.696657 sec): 3 clusters Score: Raw -2089144.542434 + Penalty 3358.191533 = -2085786.350900 nChanged 428 SP:Iteration 17Q (2122.748237 sec): 3 clusters Score: Raw -2089330.791554 + Penalty 3358.191533 = -2085972.600020 nChanged 395 SP:Iteration 18Q (2122.799604 sec): 3 clusters Score: Raw -2089502.562020 + Penalty 3358.191533 = -2086144.370487 nChanged 370 SP:Iteration 19Q (2122.850398 sec): 3 clusters Score: Raw -2089661.767048 + Penalty 3358.191533 = -2086303.575514 nChanged 334 SP:Iteration 20F (2122.906505 sec): 3 clusters Score: Raw -2089793.961056 + Penalty 3358.191533 = -2086435.769523 nChanged 302 SP:Iteration 21Q (2122.957788 sec): 3 clusters Score: Raw -2089908.301314 + Penalty 3358.191533 = -2086550.109781 nChanged 281 SP:Iteration 22Q (2123.007737 sec): 3 clusters Score: Raw -2090014.198830 + Penalty 3358.191533 = -2086656.007297 nChanged 242 SP:Iteration 23Q (2123.057372 sec): 3 clusters Score: Raw -2090118.094909 + Penalty 3358.191533 = -2086759.903375 nChanged 233 SP:Iteration 24Q (2123.107210 sec): 3 clusters Score: Raw -2090232.235231 + Penalty 3358.191533 = -2086874.043697 nChanged 227 SP:Iteration 25Q (2123.156225 sec): 3 clusters Score: Raw -2090343.832843 + Penalty 3358.191533 = -2086985.641310 nChanged 216 SP:Iteration 26Q (2123.205083 sec): 3 clusters Score: Raw -2090451.300086 + Penalty 3358.191533 = -2087093.108552 nChanged 164 SP:Iteration 27Q (2123.253752 sec): 3 clusters Score: Raw -2090531.159995 + Penalty 3358.191533 = -2087172.968462 nChanged 141 SP:Iteration 28Q (2123.302393 sec): 3 clusters Score: Raw -2090600.571482 + Penalty 3358.191533 = -2087242.379949 nChanged 110 SP:Iteration 29Q (2123.350702 sec): 3 clusters Score: Raw -2090653.445372 + Penalty 3358.191533 = -2087295.253838 nChanged 86 SP:Iteration 30Q (2123.399200 sec): 3 clusters Score: Raw -2090693.803980 + Penalty 3358.191533 = -2087335.612447 nChanged 62 SP:Iteration 31Q (2123.447248 sec): 3 clusters Score: Raw -2090717.076716 + Penalty 3358.191533 = -2087358.885182 nChanged 50 SP:Iteration 32Q (2123.495199 sec): 3 clusters Score: Raw -2090738.619723 + Penalty 3358.191533 = -2087380.428189 nChanged 60 SP:Iteration 33Q (2123.542984 sec): 3 clusters Score: Raw -2090767.142404 + Penalty 3358.191533 = -2087408.950870 nChanged 39 SP:Iteration 34Q (2123.590436 sec): 3 clusters Score: Raw -2090787.841615 + Penalty 3358.191533 = -2087429.650081 nChanged 42 SP:Iteration 35Q (2123.637819 sec): 3 clusters Score: Raw -2090813.560119 + Penalty 3358.191533 = -2087455.368585 nChanged 47 SP:Iteration 36Q (2123.685261 sec): 3 clusters Score: Raw -2090843.726459 + Penalty 3358.191533 = -2087485.534926 nChanged 42 SP:Iteration 37Q (2123.732298 sec): 3 clusters Score: Raw -2090865.016871 + Penalty 3358.191533 = -2087506.825338 nChanged 29 SP:Iteration 38Q (2123.779356 sec): 3 clusters Score: Raw -2090879.855510 + Penalty 3358.191533 = -2087521.663977 nChanged 26 SP:Iteration 39Q (2123.826530 sec): 3 clusters Score: Raw -2090891.603298 + Penalty 3358.191533 = -2087533.411765 nChanged 20 SP:Iteration 40F (2123.882242 sec): 3 clusters Score: Raw -2090902.145083 + Penalty 3358.191533 = -2087543.953549 nChanged 23 SP:Iteration 41Q (2123.930551 sec): 3 clusters Score: Raw -2090914.230103 + Penalty 3358.191533 = -2087556.038570 nChanged 24 SP:Iteration 42Q (2123.977540 sec): 3 clusters Score: Raw -2090927.523639 + Penalty 3358.191533 = -2087569.332105 nChanged 20 SP:Iteration 43Q (2124.024536 sec): 3 clusters Score: Raw -2090936.372027 + Penalty 3358.191533 = -2087578.180493 nChanged 18 SP:Iteration 44Q (2124.071413 sec): 3 clusters Score: Raw -2090947.577344 + Penalty 3358.191533 = -2087589.385811 nChanged 15 SP:Iteration 45Q (2124.118343 sec): 3 clusters Score: Raw -2090956.495508 + Penalty 3358.191533 = -2087598.303974 nChanged 18 SP:Iteration 46Q (2124.165519 sec): 3 clusters Score: Raw -2090966.936729 + Penalty 3358.191533 = -2087608.745196 nChanged 21 SP:Iteration 47Q (2124.212395 sec): 3 clusters Score: Raw -2090981.980091 + Penalty 3358.191533 = -2087623.788558 nChanged 23 SP:Iteration 48Q (2124.259213 sec): 3 clusters Score: Raw -2091008.445476 + Penalty 3358.191533 = -2087650.253942 nChanged 31 SP:Iteration 49Q (2124.305948 sec): 3 clusters Score: Raw -2091033.457549 + Penalty 3358.191533 = -2087675.266016 nChanged 26 SP:Iteration 50Q (2124.352675 sec): 3 clusters Score: Raw -2091050.051339 + Penalty 3358.191533 = -2087691.859806 nChanged 23 SP:Iteration 51Q (2124.399480 sec): 3 clusters Score: Raw -2091078.529804 + Penalty 3358.191533 = -2087720.338271 nChanged 30 SP:Iteration 52Q (2124.446328 sec): 3 clusters Score: Raw -2091115.564148 + Penalty 3358.191533 = -2087757.372614 nChanged 25 SP:Iteration 53Q (2124.493034 sec): 3 clusters Score: Raw -2091135.337322 + Penalty 3358.191533 = -2087777.145789 nChanged 16 SP:Iteration 54Q (2124.539791 sec): 3 clusters Score: Raw -2091142.446676 + Penalty 3358.191533 = -2087784.255142 nChanged 8 SP:Iteration 55Q (2124.586514 sec): 3 clusters Score: Raw -2091148.055770 + Penalty 3358.191533 = -2087789.864237 nChanged 16 SP:Iteration 56Q (2124.633282 sec): 3 clusters Score: Raw -2091156.446626 + Penalty 3358.191533 = -2087798.255092 nChanged 12 SP:Iteration 57Q (2124.679935 sec): 3 clusters Score: Raw -2091161.782509 + Penalty 3358.191533 = -2087803.590976 nChanged 7 SP:Iteration 58Q (2124.726610 sec): 3 clusters Score: Raw -2091167.273226 + Penalty 3358.191533 = -2087809.081692 nChanged 9 SP:Iteration 59Q (2124.773306 sec): 3 clusters Score: Raw -2091171.408121 + Penalty 3358.191533 = -2087813.216587 nChanged 8 SP:Iteration 60F (2124.829118 sec): 3 clusters Score: Raw -2091173.437807 + Penalty 3358.191533 = -2087815.246274 nChanged 5 SP:Iteration 61Q (2124.877203 sec): 3 clusters Score: Raw -2091175.590002 + Penalty 3358.191533 = -2087817.398468 nChanged 5 SP:Iteration 62Q (2124.923977 sec): 3 clusters Score: Raw -2091177.012200 + Penalty 3358.191533 = -2087818.820666 nChanged 4 SP:Iteration 63Q (2124.970775 sec): 3 clusters Score: Raw -2091178.656540 + Penalty 3358.191533 = -2087820.465007 nChanged 4 SP:Iteration 64Q (2125.017711 sec): 3 clusters Score: Raw -2091180.379379 + Penalty 3358.191533 = -2087822.187846 nChanged 0 SP:Iteration 65F (2125.073541 sec): 3 clusters Score: Raw -2091180.379379 + Penalty 3358.191533 = -2087822.187846 nChanged 0 Trying to split cluster 5 (5661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2125.090453 sec): 2 clusters Score: Raw -326110.416848 + Penalty 1404.220323 = -324706.196525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2125.113436 sec): 3 clusters Score: Raw -323099.910392 + Penalty 2808.440646 = -320291.469746 nChanged 2380 SP:Iteration 1F (2125.135964 sec): 3 clusters Score: Raw -324633.256809 + Penalty 2808.440646 = -321824.816163 nChanged 446 SP:Iteration 2F (2125.158551 sec): 3 clusters Score: Raw -324910.501656 + Penalty 2808.440646 = -322102.061010 nChanged 318 SP:Iteration 3F (2125.180891 sec): 3 clusters Score: Raw -325086.868971 + Penalty 2808.440646 = -322278.428325 nChanged 257 SP:Iteration 4Q (2125.203543 sec): 3 clusters Score: Raw -325244.566508 + Penalty 2808.440646 = -322436.125862 nChanged 248 SP:Iteration 5Q (2125.225804 sec): 3 clusters Score: Raw -325418.900189 + Penalty 2808.440646 = -322610.459543 nChanged 275 SP:Iteration 6Q (2125.248268 sec): 3 clusters Score: Raw -325647.422090 + Penalty 2808.440646 = -322838.981444 nChanged 260 SP:Iteration 7Q (2125.270717 sec): 3 clusters Score: Raw -325886.027366 + Penalty 2808.440646 = -323077.586720 nChanged 280 SP:Iteration 8Q (2125.293049 sec): 3 clusters Score: Raw -326174.924478 + Penalty 2808.440646 = -323366.483832 nChanged 271 SP:Iteration 9Q (2125.315432 sec): 3 clusters Score: Raw -326431.106948 + Penalty 2808.440646 = -323622.666302 nChanged 200 SP:Iteration 10Q (2125.337733 sec): 3 clusters Score: Raw -326586.587069 + Penalty 2808.440646 = -323778.146423 nChanged 177 SP:Iteration 11Q (2125.359880 sec): 3 clusters Score: Raw -326713.442393 + Penalty 2808.440646 = -323905.001746 nChanged 165 SP:Iteration 12Q (2125.381810 sec): 3 clusters Score: Raw -326810.892701 + Penalty 2808.440646 = -324002.452055 nChanged 130 SP:Iteration 13Q (2125.403569 sec): 3 clusters Score: Raw -326880.770251 + Penalty 2808.440646 = -324072.329605 nChanged 127 SP:Iteration 14Q (2125.425402 sec): 3 clusters Score: Raw -326954.575563 + Penalty 2808.440646 = -324146.134917 nChanged 116 SP:Iteration 15Q (2125.447307 sec): 3 clusters Score: Raw -327018.149900 + Penalty 2808.440646 = -324209.709254 nChanged 95 SP:Iteration 16Q (2125.469136 sec): 3 clusters Score: Raw -327061.995782 + Penalty 2808.440646 = -324253.555136 nChanged 83 SP:Iteration 17Q (2125.491145 sec): 3 clusters Score: Raw -327101.418034 + Penalty 2808.440646 = -324292.977388 nChanged 69 SP:Iteration 18Q (2125.513091 sec): 3 clusters Score: Raw -327128.884432 + Penalty 2808.440646 = -324320.443786 nChanged 69 SP:Iteration 19Q (2125.534966 sec): 3 clusters Score: Raw -327154.798542 + Penalty 2808.440646 = -324346.357896 nChanged 58 SP:Iteration 20F (2125.594277 sec): 3 clusters Score: Raw -327178.139622 + Penalty 2808.440646 = -324369.698976 nChanged 62 SP:Iteration 21Q (2125.615667 sec): 3 clusters Score: Raw -327203.100294 + Penalty 2808.440646 = -324394.659648 nChanged 62 SP:Iteration 22Q (2125.637487 sec): 3 clusters Score: Raw -327228.340278 + Penalty 2808.440646 = -324419.899632 nChanged 56 SP:Iteration 23Q (2125.659279 sec): 3 clusters Score: Raw -327246.129507 + Penalty 2808.440646 = -324437.688861 nChanged 42 SP:Iteration 24Q (2125.680103 sec): 3 clusters Score: Raw -327261.695047 + Penalty 2808.440646 = -324453.254401 nChanged 51 SP:Iteration 25Q (2125.701741 sec): 3 clusters Score: Raw -327284.136477 + Penalty 2808.440646 = -324475.695831 nChanged 47 SP:Iteration 26Q (2125.723513 sec): 3 clusters Score: Raw -327303.870452 + Penalty 2808.440646 = -324495.429806 nChanged 43 SP:Iteration 27Q (2125.745250 sec): 3 clusters Score: Raw -327320.019613 + Penalty 2808.440646 = -324511.578966 nChanged 35 SP:Iteration 28Q (2125.766963 sec): 3 clusters Score: Raw -327329.380444 + Penalty 2808.440646 = -324520.939798 nChanged 26 SP:Iteration 29Q (2125.788423 sec): 3 clusters Score: Raw -327337.657239 + Penalty 2808.440646 = -324529.216593 nChanged 26 SP:Iteration 30Q (2125.810119 sec): 3 clusters Score: Raw -327346.365510 + Penalty 2808.440646 = -324537.924864 nChanged 24 SP:Iteration 31Q (2125.831608 sec): 3 clusters Score: Raw -327352.452035 + Penalty 2808.440646 = -324544.011389 nChanged 20 SP:Iteration 32Q (2125.853205 sec): 3 clusters Score: Raw -327358.510694 + Penalty 2808.440646 = -324550.070048 nChanged 24 SP:Iteration 33Q (2125.874884 sec): 3 clusters Score: Raw -327365.169673 + Penalty 2808.440646 = -324556.729027 nChanged 20 SP:Iteration 34Q (2125.896518 sec): 3 clusters Score: Raw -327372.101883 + Penalty 2808.440646 = -324563.661237 nChanged 14 SP:Iteration 35Q (2125.918022 sec): 3 clusters Score: Raw -327375.888991 + Penalty 2808.440646 = -324567.448345 nChanged 19 SP:Iteration 36Q (2125.939563 sec): 3 clusters Score: Raw -327380.923162 + Penalty 2808.440646 = -324572.482516 nChanged 18 SP:Iteration 37Q (2125.961091 sec): 3 clusters Score: Raw -327385.547904 + Penalty 2808.440646 = -324577.107258 nChanged 17 SP:Iteration 38Q (2125.982603 sec): 3 clusters Score: Raw -327388.395149 + Penalty 2808.440646 = -324579.954503 nChanged 11 SP:Iteration 39Q (2126.003756 sec): 3 clusters Score: Raw -327391.010768 + Penalty 2808.440646 = -324582.570122 nChanged 11 SP:Iteration 40F (2126.026203 sec): 3 clusters Score: Raw -327393.514638 + Penalty 2808.440646 = -324585.073992 nChanged 8 SP:Iteration 41Q (2126.047443 sec): 3 clusters Score: Raw -327395.165421 + Penalty 2808.440646 = -324586.724775 nChanged 6 SP:Iteration 42Q (2126.068792 sec): 3 clusters Score: Raw -327397.092595 + Penalty 2808.440646 = -324588.651949 nChanged 6 SP:Iteration 43Q (2126.090132 sec): 3 clusters Score: Raw -327398.562628 + Penalty 2808.440646 = -324590.121981 nChanged 3 SP:Iteration 44Q (2126.111652 sec): 3 clusters Score: Raw -327399.553528 + Penalty 2808.440646 = -324591.112882 nChanged 7 SP:Iteration 45Q (2126.133532 sec): 3 clusters Score: Raw -327402.168739 + Penalty 2808.440646 = -324593.728093 nChanged 13 SP:Iteration 46Q (2126.155177 sec): 3 clusters Score: Raw -327406.291952 + Penalty 2808.440646 = -324597.851306 nChanged 12 SP:Iteration 47Q (2126.176857 sec): 3 clusters Score: Raw -327409.252850 + Penalty 2808.440646 = -324600.812204 nChanged 7 SP:Iteration 48Q (2126.198412 sec): 3 clusters Score: Raw -327412.126299 + Penalty 2808.440646 = -324603.685653 nChanged 10 SP:Iteration 49Q (2126.219948 sec): 3 clusters Score: Raw -327415.109982 + Penalty 2808.440646 = -324606.669336 nChanged 4 SP:Iteration 50Q (2126.241409 sec): 3 clusters Score: Raw -327415.465577 + Penalty 2808.440646 = -324607.024931 nChanged 1 SP:Iteration 51Q (2126.262932 sec): 3 clusters Score: Raw -327415.603596 + Penalty 2808.440646 = -324607.162950 nChanged 2 SP:Iteration 52Q (2126.284573 sec): 3 clusters Score: Raw -327416.004096 + Penalty 2808.440646 = -324607.563450 nChanged 1 SP:Iteration 53Q (2126.306161 sec): 3 clusters Score: Raw -327416.087366 + Penalty 2808.440646 = -324607.646720 nChanged 2 SP:Iteration 54Q (2126.327430 sec): 3 clusters Score: Raw -327416.292930 + Penalty 2808.440646 = -324607.852284 nChanged 2 SP:Iteration 55Q (2126.348821 sec): 3 clusters Score: Raw -327416.824409 + Penalty 2808.440646 = -324608.383763 nChanged 3 SP:Iteration 56Q (2126.370502 sec): 3 clusters Score: Raw -327417.389900 + Penalty 2808.440646 = -324608.949254 nChanged 2 SP:Iteration 57Q (2126.392198 sec): 3 clusters Score: Raw -327417.647793 + Penalty 2808.440646 = -324609.207147 nChanged 2 SP:Iteration 58Q (2126.413624 sec): 3 clusters Score: Raw -327417.848116 + Penalty 2808.440646 = -324609.407470 nChanged 1 SP:Iteration 59Q (2126.435238 sec): 3 clusters Score: Raw -327417.936075 + Penalty 2808.440646 = -324609.495429 nChanged 0 SP:Iteration 60F (2126.457701 sec): 3 clusters Score: Raw -327417.936075 + Penalty 2808.440646 = -324609.495429 nChanged 0 Trying to split cluster 6 (46732 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2126.530146 sec): 2 clusters Score: Raw -3138346.354225 + Penalty 1747.229970 = -3136599.124254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2126.616601 sec): 3 clusters Score: Raw -3108800.940435 + Penalty 3494.459941 = -3105306.480494 nChanged 21952 SP:Iteration 1F (2126.696853 sec): 3 clusters Score: Raw -3121699.018534 + Penalty 3494.459941 = -3118204.558593 nChanged 2529 SP:Iteration 2F (2126.780934 sec): 3 clusters Score: Raw -3123013.562055 + Penalty 3494.459941 = -3119519.102114 nChanged 2831 SP:Iteration 3F (2126.864322 sec): 3 clusters Score: Raw -3124826.746210 + Penalty 3494.459941 = -3121332.286269 nChanged 3224 SP:Iteration 4F (2126.947978 sec): 3 clusters Score: Raw -3127289.994965 + Penalty 3494.459941 = -3123795.535024 nChanged 3409 SP:Iteration 5F (2127.031492 sec): 3 clusters Score: Raw -3130121.286197 + Penalty 3494.459941 = -3126626.826256 nChanged 3201 SP:Iteration 6F (2127.114879 sec): 3 clusters Score: Raw -3132584.694460 + Penalty 3494.459941 = -3129090.234519 nChanged 2611 SP:Iteration 7F (2127.198445 sec): 3 clusters Score: Raw -3134278.445680 + Penalty 3494.459941 = -3130783.985739 nChanged 2053 SP:Iteration 8Q (2127.282710 sec): 3 clusters Score: Raw -3135280.333144 + Penalty 3494.459941 = -3131785.873203 nChanged 1400 SP:Iteration 9Q (2127.365713 sec): 3 clusters Score: Raw -3135781.036455 + Penalty 3494.459941 = -3132286.576514 nChanged 1029 SP:Iteration 10Q (2127.447829 sec): 3 clusters Score: Raw -3136086.328508 + Penalty 3494.459941 = -3132591.868567 nChanged 756 SP:Iteration 11Q (2127.529377 sec): 3 clusters Score: Raw -3136284.363807 + Penalty 3494.459941 = -3132789.903866 nChanged 617 SP:Iteration 12Q (2127.610596 sec): 3 clusters Score: Raw -3136441.307028 + Penalty 3494.459941 = -3132946.847087 nChanged 561 SP:Iteration 13Q (2127.691362 sec): 3 clusters Score: Raw -3136574.523291 + Penalty 3494.459941 = -3133080.063350 nChanged 537 SP:Iteration 14Q (2127.771840 sec): 3 clusters Score: Raw -3136705.355428 + Penalty 3494.459941 = -3133210.895487 nChanged 480 SP:Iteration 15Q (2127.852024 sec): 3 clusters Score: Raw -3136826.238128 + Penalty 3494.459941 = -3133331.778187 nChanged 472 SP:Iteration 16Q (2127.931791 sec): 3 clusters Score: Raw -3136941.936810 + Penalty 3494.459941 = -3133447.476869 nChanged 485 SP:Iteration 17Q (2128.011119 sec): 3 clusters Score: Raw -3137060.029319 + Penalty 3494.459941 = -3133565.569378 nChanged 484 SP:Iteration 18Q (2128.091877 sec): 3 clusters Score: Raw -3137184.684372 + Penalty 3494.459941 = -3133690.224431 nChanged 474 SP:Iteration 19Q (2128.172527 sec): 3 clusters Score: Raw -3137306.482644 + Penalty 3494.459941 = -3133812.022703 nChanged 454 SP:Iteration 20F (2128.267954 sec): 3 clusters Score: Raw -3137421.715776 + Penalty 3494.459941 = -3133927.255835 nChanged 466 SP:Iteration 21Q (2128.368979 sec): 3 clusters Score: Raw -3137552.168368 + Penalty 3494.459941 = -3134057.708427 nChanged 456 SP:Iteration 22Q (2128.447901 sec): 3 clusters Score: Raw -3137680.262044 + Penalty 3494.459941 = -3134185.802103 nChanged 459 SP:Iteration 23Q (2128.525316 sec): 3 clusters Score: Raw -3137818.243611 + Penalty 3494.459941 = -3134323.783670 nChanged 483 SP:Iteration 24Q (2128.602344 sec): 3 clusters Score: Raw -3137974.384655 + Penalty 3494.459941 = -3134479.924714 nChanged 497 SP:Iteration 25Q (2128.678850 sec): 3 clusters Score: Raw -3138149.671231 + Penalty 3494.459941 = -3134655.211290 nChanged 448 SP:Iteration 26Q (2128.755095 sec): 3 clusters Score: Raw -3138306.868973 + Penalty 3494.459941 = -3134812.409032 nChanged 476 SP:Iteration 27Q (2128.830827 sec): 3 clusters Score: Raw -3138494.524191 + Penalty 3494.459941 = -3135000.064250 nChanged 481 SP:Iteration 28Q (2128.906421 sec): 3 clusters Score: Raw -3138697.924325 + Penalty 3494.459941 = -3135203.464384 nChanged 437 SP:Iteration 29Q (2128.981394 sec): 3 clusters Score: Raw -3138871.171248 + Penalty 3494.459941 = -3135376.711307 nChanged 397 SP:Iteration 30Q (2129.056034 sec): 3 clusters Score: Raw -3139039.320776 + Penalty 3494.459941 = -3135544.860835 nChanged 367 SP:Iteration 31Q (2129.130037 sec): 3 clusters Score: Raw -3139208.131908 + Penalty 3494.459941 = -3135713.671967 nChanged 341 SP:Iteration 32Q (2129.203907 sec): 3 clusters Score: Raw -3139386.372313 + Penalty 3494.459941 = -3135891.912372 nChanged 315 SP:Iteration 33Q (2129.277199 sec): 3 clusters Score: Raw -3139562.329906 + Penalty 3494.459941 = -3136067.869965 nChanged 296 SP:Iteration 34Q (2129.350350 sec): 3 clusters Score: Raw -3139704.422025 + Penalty 3494.459941 = -3136209.962084 nChanged 260 SP:Iteration 35Q (2129.423014 sec): 3 clusters Score: Raw -3139831.377333 + Penalty 3494.459941 = -3136336.917392 nChanged 254 SP:Iteration 36Q (2129.495339 sec): 3 clusters Score: Raw -3139949.679875 + Penalty 3494.459941 = -3136455.219934 nChanged 206 SP:Iteration 37Q (2129.567345 sec): 3 clusters Score: Raw -3140028.490478 + Penalty 3494.459941 = -3136534.030537 nChanged 173 SP:Iteration 38Q (2129.639170 sec): 3 clusters Score: Raw -3140088.165348 + Penalty 3494.459941 = -3136593.705407 nChanged 160 SP:Iteration 39Q (2129.720938 sec): 3 clusters Score: Raw -3140138.707973 + Penalty 3494.459941 = -3136644.248032 nChanged 136 SP:Iteration 40F (2129.804236 sec): 3 clusters Score: Raw -3140173.510484 + Penalty 3494.459941 = -3136679.050543 nChanged 116 SP:Iteration 41Q (2129.875510 sec): 3 clusters Score: Raw -3140193.701007 + Penalty 3494.459941 = -3136699.241066 nChanged 77 SP:Iteration 42Q (2129.946862 sec): 3 clusters Score: Raw -3140207.144420 + Penalty 3494.459941 = -3136712.684479 nChanged 65 SP:Iteration 43Q (2130.018026 sec): 3 clusters Score: Raw -3140216.651517 + Penalty 3494.459941 = -3136722.191576 nChanged 54 SP:Iteration 44Q (2130.089321 sec): 3 clusters Score: Raw -3140224.445585 + Penalty 3494.459941 = -3136729.985644 nChanged 44 SP:Iteration 45Q (2130.160377 sec): 3 clusters Score: Raw -3140229.945108 + Penalty 3494.459941 = -3136735.485167 nChanged 36 SP:Iteration 46Q (2130.231518 sec): 3 clusters Score: Raw -3140233.656893 + Penalty 3494.459941 = -3136739.196952 nChanged 20 SP:Iteration 47Q (2130.302678 sec): 3 clusters Score: Raw -3140235.120163 + Penalty 3494.459941 = -3136740.660222 nChanged 14 SP:Iteration 48Q (2130.373771 sec): 3 clusters Score: Raw -3140236.313418 + Penalty 3494.459941 = -3136741.853477 nChanged 10 SP:Iteration 49Q (2130.445052 sec): 3 clusters Score: Raw -3140237.102305 + Penalty 3494.459941 = -3136742.642364 nChanged 7 SP:Iteration 50Q (2130.516230 sec): 3 clusters Score: Raw -3140237.784580 + Penalty 3494.459941 = -3136743.324639 nChanged 5 SP:Iteration 51Q (2130.587267 sec): 3 clusters Score: Raw -3140238.477595 + Penalty 3494.459941 = -3136744.017654 nChanged 4 SP:Iteration 52Q (2130.658275 sec): 3 clusters Score: Raw -3140238.806470 + Penalty 3494.459941 = -3136744.346529 nChanged 5 SP:Iteration 53Q (2130.729421 sec): 3 clusters Score: Raw -3140239.295943 + Penalty 3494.459941 = -3136744.836002 nChanged 7 SP:Iteration 54Q (2130.800438 sec): 3 clusters Score: Raw -3140239.743096 + Penalty 3494.459941 = -3136745.283155 nChanged 5 SP:Iteration 55Q (2130.871582 sec): 3 clusters Score: Raw -3140240.006049 + Penalty 3494.459941 = -3136745.546108 nChanged 4 SP:Iteration 56Q (2130.942659 sec): 3 clusters Score: Raw -3140240.204752 + Penalty 3494.459941 = -3136745.744811 nChanged 3 SP:Iteration 57Q (2131.013703 sec): 3 clusters Score: Raw -3140240.378244 + Penalty 3494.459941 = -3136745.918303 nChanged 3 SP:Iteration 58Q (2131.084721 sec): 3 clusters Score: Raw -3140240.525790 + Penalty 3494.459941 = -3136746.065849 nChanged 2 SP:Iteration 59Q (2131.155875 sec): 3 clusters Score: Raw -3140240.687135 + Penalty 3494.459941 = -3136746.227194 nChanged 1 SP:Iteration 60F (2131.239535 sec): 3 clusters Score: Raw -3140240.739895 + Penalty 3494.459941 = -3136746.279954 nChanged 4 SP:Iteration 61Q (2131.310478 sec): 3 clusters Score: Raw -3140240.905238 + Penalty 3494.459941 = -3136746.445297 nChanged 2 SP:Iteration 62Q (2131.381721 sec): 3 clusters Score: Raw -3140241.033994 + Penalty 3494.459941 = -3136746.574053 nChanged 4 SP:Iteration 63Q (2131.452865 sec): 3 clusters Score: Raw -3140241.219930 + Penalty 3494.459941 = -3136746.759989 nChanged 5 SP:Iteration 64Q (2131.524045 sec): 3 clusters Score: Raw -3140241.402803 + Penalty 3494.459941 = -3136746.942862 nChanged 4 SP:Iteration 65Q (2131.595368 sec): 3 clusters Score: Raw -3140241.618080 + Penalty 3494.459941 = -3136747.158139 nChanged 6 SP:Iteration 66Q (2131.666533 sec): 3 clusters Score: Raw -3140241.890270 + Penalty 3494.459941 = -3136747.430329 nChanged 3 SP:Iteration 67Q (2131.737816 sec): 3 clusters Score: Raw -3140242.106841 + Penalty 3494.459941 = -3136747.646900 nChanged 3 SP:Iteration 68Q (2131.809108 sec): 3 clusters Score: Raw -3140242.375120 + Penalty 3494.459941 = -3136747.915179 nChanged 5 SP:Iteration 69Q (2131.880519 sec): 3 clusters Score: Raw -3140242.693117 + Penalty 3494.459941 = -3136748.233176 nChanged 6 SP:Iteration 70Q (2131.951866 sec): 3 clusters Score: Raw -3140242.989205 + Penalty 3494.459941 = -3136748.529264 nChanged 0 SP:Iteration 71F (2132.035267 sec): 3 clusters Score: Raw -3140242.989205 + Penalty 3494.459941 = -3136748.529264 nChanged 0 Score: Raw -27411541.840393 + Penalty 48538.628001 = -27363003.212392 Splitting cluster 6 changes total score from -27357714.173313 to -27363003.212392 So it's getting split into cluster 23. Trying to split cluster 7 (8513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2138.276356 sec): 2 clusters Score: Raw -528808.839937 + Penalty 1470.519324 = -527338.320613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2138.303807 sec): 3 clusters Score: Raw -524037.827231 + Penalty 2941.038648 = -521096.788583 nChanged 3675 SP:Iteration 1F (2138.330263 sec): 3 clusters Score: Raw -526123.319960 + Penalty 2941.038648 = -523182.281312 nChanged 568 SP:Iteration 2F (2138.356875 sec): 3 clusters Score: Raw -526467.387977 + Penalty 2941.038648 = -523526.349329 nChanged 519 SP:Iteration 3F (2138.383461 sec): 3 clusters Score: Raw -526874.571029 + Penalty 2941.038648 = -523933.532381 nChanged 620 SP:Iteration 4F (2138.409890 sec): 3 clusters Score: Raw -527509.945302 + Penalty 2941.038648 = -524568.906654 nChanged 716 SP:Iteration 5F (2138.436168 sec): 3 clusters Score: Raw -528425.611949 + Penalty 2941.038648 = -525484.573301 nChanged 782 SP:Iteration 6F (2138.462613 sec): 3 clusters Score: Raw -529480.381829 + Penalty 2941.038648 = -526539.343181 nChanged 714 SP:Iteration 7F (2138.489019 sec): 3 clusters Score: Raw -530310.392395 + Penalty 2941.038648 = -527369.353747 nChanged 481 SP:Iteration 8F (2138.515743 sec): 3 clusters Score: Raw -530830.450227 + Penalty 2941.038648 = -527889.411579 nChanged 389 SP:Iteration 9Q (2138.541792 sec): 3 clusters Score: Raw -531199.373723 + Penalty 2941.038648 = -528258.335075 nChanged 293 SP:Iteration 10Q (2138.567661 sec): 3 clusters Score: Raw -531453.785952 + Penalty 2941.038648 = -528512.747304 nChanged 238 SP:Iteration 11Q (2138.593178 sec): 3 clusters Score: Raw -531634.899153 + Penalty 2941.038648 = -528693.860505 nChanged 153 SP:Iteration 12Q (2138.618574 sec): 3 clusters Score: Raw -531735.764073 + Penalty 2941.038648 = -528794.725425 nChanged 121 SP:Iteration 13Q (2138.643786 sec): 3 clusters Score: Raw -531789.770761 + Penalty 2941.038648 = -528848.732113 nChanged 81 SP:Iteration 14Q (2138.669042 sec): 3 clusters Score: Raw -531817.019231 + Penalty 2941.038648 = -528875.980583 nChanged 50 SP:Iteration 15Q (2138.694284 sec): 3 clusters Score: Raw -531829.265990 + Penalty 2941.038648 = -528888.227342 nChanged 29 SP:Iteration 16Q (2138.719562 sec): 3 clusters Score: Raw -531834.823357 + Penalty 2941.038648 = -528893.784710 nChanged 15 SP:Iteration 17Q (2138.744914 sec): 3 clusters Score: Raw -531836.986325 + Penalty 2941.038648 = -528895.947677 nChanged 8 SP:Iteration 18Q (2138.770250 sec): 3 clusters Score: Raw -531838.298991 + Penalty 2941.038648 = -528897.260343 nChanged 5 SP:Iteration 19Q (2138.795691 sec): 3 clusters Score: Raw -531839.136838 + Penalty 2941.038648 = -528898.098190 nChanged 5 SP:Iteration 20F (2138.822176 sec): 3 clusters Score: Raw -531839.846710 + Penalty 2941.038648 = -528898.808062 nChanged 6 SP:Iteration 21Q (2138.847477 sec): 3 clusters Score: Raw -531840.721537 + Penalty 2941.038648 = -528899.682889 nChanged 7 SP:Iteration 22Q (2138.872875 sec): 3 clusters Score: Raw -531841.801911 + Penalty 2941.038648 = -528900.763263 nChanged 5 SP:Iteration 23Q (2138.898349 sec): 3 clusters Score: Raw -531842.386113 + Penalty 2941.038648 = -528901.347465 nChanged 1 SP:Iteration 24Q (2138.923801 sec): 3 clusters Score: Raw -531842.496005 + Penalty 2941.038648 = -528901.457357 nChanged 1 SP:Iteration 25Q (2138.949093 sec): 3 clusters Score: Raw -531842.540766 + Penalty 2941.038648 = -528901.502118 nChanged 1 SP:Iteration 26Q (2138.974490 sec): 3 clusters Score: Raw -531842.648908 + Penalty 2941.038648 = -528901.610261 nChanged 0 SP:Iteration 27F (2139.000934 sec): 3 clusters Score: Raw -531842.648908 + Penalty 2941.038648 = -528901.610261 nChanged 0 Score: Raw -27414575.649365 + Penalty 50649.003131 = -27363926.646234 Splitting cluster 7 changes total score from -27357714.173313 to -27363926.646234 So it's getting split into cluster 24. Trying to split cluster 8 (24915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2145.916644 sec): 2 clusters Score: Raw -1672270.710770 + Penalty 1645.024113 = -1670625.686657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2145.969187 sec): 3 clusters Score: Raw -1657033.608859 + Penalty 3290.048226 = -1653743.560633 nChanged 11391 SP:Iteration 1F (2146.019417 sec): 3 clusters Score: Raw -1663458.245464 + Penalty 3290.048226 = -1660168.197238 nChanged 1427 SP:Iteration 2F (2146.069934 sec): 3 clusters Score: Raw -1664214.500979 + Penalty 3290.048226 = -1660924.452753 nChanged 1519 SP:Iteration 3F (2146.120233 sec): 3 clusters Score: Raw -1665209.862308 + Penalty 3290.048226 = -1661919.814082 nChanged 1588 SP:Iteration 4F (2146.170458 sec): 3 clusters Score: Raw -1666326.225450 + Penalty 3290.048226 = -1663036.177224 nChanged 1678 SP:Iteration 5F (2146.220795 sec): 3 clusters Score: Raw -1667538.029930 + Penalty 3290.048226 = -1664247.981704 nChanged 1719 SP:Iteration 6F (2146.271173 sec): 3 clusters Score: Raw -1668810.839771 + Penalty 3290.048226 = -1665520.791545 nChanged 1631 SP:Iteration 7F (2146.321664 sec): 3 clusters Score: Raw -1670115.662532 + Penalty 3290.048226 = -1666825.614306 nChanged 1540 SP:Iteration 8F (2146.371979 sec): 3 clusters Score: Raw -1671345.861560 + Penalty 3290.048226 = -1668055.813334 nChanged 1294 SP:Iteration 9F (2146.422144 sec): 3 clusters Score: Raw -1672280.977234 + Penalty 3290.048226 = -1668990.929008 nChanged 1045 SP:Iteration 10Q (2146.471864 sec): 3 clusters Score: Raw -1672947.567040 + Penalty 3290.048226 = -1669657.518814 nChanged 875 SP:Iteration 11Q (2146.520939 sec): 3 clusters Score: Raw -1673437.149030 + Penalty 3290.048226 = -1670147.100804 nChanged 712 SP:Iteration 12Q (2146.569214 sec): 3 clusters Score: Raw -1673784.102784 + Penalty 3290.048226 = -1670494.054558 nChanged 615 SP:Iteration 13Q (2146.617206 sec): 3 clusters Score: Raw -1674054.523256 + Penalty 3290.048226 = -1670764.475030 nChanged 488 SP:Iteration 14Q (2146.665126 sec): 3 clusters Score: Raw -1674256.536048 + Penalty 3290.048226 = -1670966.487822 nChanged 460 SP:Iteration 15Q (2146.712794 sec): 3 clusters Score: Raw -1674428.925033 + Penalty 3290.048226 = -1671138.876807 nChanged 393 SP:Iteration 16Q (2146.760303 sec): 3 clusters Score: Raw -1674557.750468 + Penalty 3290.048226 = -1671267.702242 nChanged 337 SP:Iteration 17Q (2146.807651 sec): 3 clusters Score: Raw -1674655.576541 + Penalty 3290.048226 = -1671365.528315 nChanged 328 SP:Iteration 18Q (2146.854764 sec): 3 clusters Score: Raw -1674742.992652 + Penalty 3290.048226 = -1671452.944426 nChanged 283 SP:Iteration 19Q (2146.902043 sec): 3 clusters Score: Raw -1674810.894754 + Penalty 3290.048226 = -1671520.846528 nChanged 234 SP:Iteration 20F (2146.951898 sec): 3 clusters Score: Raw -1674867.567740 + Penalty 3290.048226 = -1671577.519514 nChanged 189 SP:Iteration 21Q (2146.999321 sec): 3 clusters Score: Raw -1674904.030045 + Penalty 3290.048226 = -1671613.981819 nChanged 174 SP:Iteration 22Q (2147.046632 sec): 3 clusters Score: Raw -1674932.880526 + Penalty 3290.048226 = -1671642.832300 nChanged 135 SP:Iteration 23Q (2147.093938 sec): 3 clusters Score: Raw -1674951.888403 + Penalty 3290.048226 = -1671661.840177 nChanged 123 SP:Iteration 24Q (2147.140853 sec): 3 clusters Score: Raw -1674967.117380 + Penalty 3290.048226 = -1671677.069154 nChanged 97 SP:Iteration 25Q (2147.188015 sec): 3 clusters Score: Raw -1674979.312594 + Penalty 3290.048226 = -1671689.264368 nChanged 106 SP:Iteration 26Q (2147.234976 sec): 3 clusters Score: Raw -1674993.803162 + Penalty 3290.048226 = -1671703.754936 nChanged 103 SP:Iteration 27Q (2147.281985 sec): 3 clusters Score: Raw -1675006.813711 + Penalty 3290.048226 = -1671716.765485 nChanged 107 SP:Iteration 28Q (2147.341742 sec): 3 clusters Score: Raw -1675019.858079 + Penalty 3290.048226 = -1671729.809853 nChanged 99 SP:Iteration 29Q (2147.410235 sec): 3 clusters Score: Raw -1675033.316232 + Penalty 3290.048226 = -1671743.268006 nChanged 91 SP:Iteration 30Q (2147.456374 sec): 3 clusters Score: Raw -1675044.043013 + Penalty 3290.048226 = -1671753.994787 nChanged 77 SP:Iteration 31Q (2147.503177 sec): 3 clusters Score: Raw -1675052.491860 + Penalty 3290.048226 = -1671762.443634 nChanged 66 SP:Iteration 32Q (2147.550143 sec): 3 clusters Score: Raw -1675058.714241 + Penalty 3290.048226 = -1671768.666015 nChanged 52 SP:Iteration 33Q (2147.596871 sec): 3 clusters Score: Raw -1675063.874452 + Penalty 3290.048226 = -1671773.826226 nChanged 66 SP:Iteration 34Q (2147.643426 sec): 3 clusters Score: Raw -1675070.349865 + Penalty 3290.048226 = -1671780.301639 nChanged 64 SP:Iteration 35Q (2147.690423 sec): 3 clusters Score: Raw -1675077.935678 + Penalty 3290.048226 = -1671787.887452 nChanged 75 SP:Iteration 36Q (2147.737246 sec): 3 clusters Score: Raw -1675086.008410 + Penalty 3290.048226 = -1671795.960184 nChanged 66 SP:Iteration 37Q (2147.783977 sec): 3 clusters Score: Raw -1675093.766665 + Penalty 3290.048226 = -1671803.718439 nChanged 66 SP:Iteration 38Q (2147.830895 sec): 3 clusters Score: Raw -1675100.502006 + Penalty 3290.048226 = -1671810.453780 nChanged 62 SP:Iteration 39Q (2147.877661 sec): 3 clusters Score: Raw -1675106.713451 + Penalty 3290.048226 = -1671816.665225 nChanged 71 SP:Iteration 40F (2147.927516 sec): 3 clusters Score: Raw -1675113.325360 + Penalty 3290.048226 = -1671823.277134 nChanged 67 SP:Iteration 41Q (2147.974795 sec): 3 clusters Score: Raw -1675119.395533 + Penalty 3290.048226 = -1671829.347307 nChanged 61 SP:Iteration 42Q (2148.021786 sec): 3 clusters Score: Raw -1675124.644989 + Penalty 3290.048226 = -1671834.596763 nChanged 62 SP:Iteration 43Q (2148.068555 sec): 3 clusters Score: Raw -1675131.336442 + Penalty 3290.048226 = -1671841.288216 nChanged 63 SP:Iteration 44Q (2148.115188 sec): 3 clusters Score: Raw -1675139.410876 + Penalty 3290.048226 = -1671849.362650 nChanged 78 SP:Iteration 45Q (2148.161999 sec): 3 clusters Score: Raw -1675148.335976 + Penalty 3290.048226 = -1671858.287750 nChanged 82 SP:Iteration 46Q (2148.208917 sec): 3 clusters Score: Raw -1675157.330565 + Penalty 3290.048226 = -1671867.282339 nChanged 91 SP:Iteration 47Q (2148.255378 sec): 3 clusters Score: Raw -1675168.650626 + Penalty 3290.048226 = -1671878.602400 nChanged 100 SP:Iteration 48Q (2148.302345 sec): 3 clusters Score: Raw -1675183.321911 + Penalty 3290.048226 = -1671893.273685 nChanged 111 SP:Iteration 49Q (2148.348891 sec): 3 clusters Score: Raw -1675200.963609 + Penalty 3290.048226 = -1671910.915383 nChanged 117 SP:Iteration 50Q (2148.395591 sec): 3 clusters Score: Raw -1675218.280777 + Penalty 3290.048226 = -1671928.232551 nChanged 126 SP:Iteration 51Q (2148.442165 sec): 3 clusters Score: Raw -1675243.067410 + Penalty 3290.048226 = -1671953.019184 nChanged 152 SP:Iteration 52Q (2148.489017 sec): 3 clusters Score: Raw -1675279.472763 + Penalty 3290.048226 = -1671989.424537 nChanged 176 SP:Iteration 53Q (2148.535632 sec): 3 clusters Score: Raw -1675326.621799 + Penalty 3290.048226 = -1672036.573573 nChanged 176 SP:Iteration 54Q (2148.582006 sec): 3 clusters Score: Raw -1675376.587166 + Penalty 3290.048226 = -1672086.538940 nChanged 203 SP:Iteration 55Q (2148.628580 sec): 3 clusters Score: Raw -1675453.444356 + Penalty 3290.048226 = -1672163.396130 nChanged 232 SP:Iteration 56Q (2148.674943 sec): 3 clusters Score: Raw -1675573.804914 + Penalty 3290.048226 = -1672283.756688 nChanged 254 SP:Iteration 57Q (2148.721040 sec): 3 clusters Score: Raw -1675740.213144 + Penalty 3290.048226 = -1672450.164918 nChanged 288 SP:Iteration 58Q (2148.767160 sec): 3 clusters Score: Raw -1675981.889690 + Penalty 3290.048226 = -1672691.841464 nChanged 333 SP:Iteration 59Q (2148.813194 sec): 3 clusters Score: Raw -1676309.669392 + Penalty 3290.048226 = -1673019.621166 nChanged 313 SP:Iteration 60F (2148.863148 sec): 3 clusters Score: Raw -1676529.572150 + Penalty 3290.048226 = -1673239.523924 nChanged 246 SP:Iteration 61Q (2148.908761 sec): 3 clusters Score: Raw -1676627.502708 + Penalty 3290.048226 = -1673337.454482 nChanged 174 SP:Iteration 62Q (2148.953994 sec): 3 clusters Score: Raw -1676681.498064 + Penalty 3290.048226 = -1673391.449838 nChanged 129 SP:Iteration 63Q (2148.998837 sec): 3 clusters Score: Raw -1676711.615538 + Penalty 3290.048226 = -1673421.567312 nChanged 90 SP:Iteration 64Q (2149.043451 sec): 3 clusters Score: Raw -1676727.880704 + Penalty 3290.048226 = -1673437.832478 nChanged 60 SP:Iteration 65Q (2149.087998 sec): 3 clusters Score: Raw -1676735.229322 + Penalty 3290.048226 = -1673445.181096 nChanged 36 SP:Iteration 66Q (2149.132410 sec): 3 clusters Score: Raw -1676739.640883 + Penalty 3290.048226 = -1673449.592657 nChanged 36 SP:Iteration 67Q (2149.177181 sec): 3 clusters Score: Raw -1676743.517119 + Penalty 3290.048226 = -1673453.468893 nChanged 28 SP:Iteration 68Q (2149.221651 sec): 3 clusters Score: Raw -1676745.679278 + Penalty 3290.048226 = -1673455.631052 nChanged 20 SP:Iteration 69Q (2149.265872 sec): 3 clusters Score: Raw -1676746.852616 + Penalty 3290.048226 = -1673456.804390 nChanged 14 SP:Iteration 70Q (2149.310247 sec): 3 clusters Score: Raw -1676747.641975 + Penalty 3290.048226 = -1673457.593749 nChanged 9 SP:Iteration 71Q (2149.354594 sec): 3 clusters Score: Raw -1676748.040579 + Penalty 3290.048226 = -1673457.992353 nChanged 7 SP:Iteration 72Q (2149.398916 sec): 3 clusters Score: Raw -1676748.362588 + Penalty 3290.048226 = -1673458.314362 nChanged 8 SP:Iteration 73Q (2149.443267 sec): 3 clusters Score: Raw -1676748.697904 + Penalty 3290.048226 = -1673458.649678 nChanged 2 SP:Iteration 74Q (2149.487292 sec): 3 clusters Score: Raw -1676748.831778 + Penalty 3290.048226 = -1673458.783552 nChanged 4 SP:Iteration 75Q (2149.531724 sec): 3 clusters Score: Raw -1676749.037221 + Penalty 3290.048226 = -1673458.988995 nChanged 4 SP:Iteration 76Q (2149.576050 sec): 3 clusters Score: Raw -1676749.169240 + Penalty 3290.048226 = -1673459.121014 nChanged 2 SP:Iteration 77Q (2149.620225 sec): 3 clusters Score: Raw -1676749.278142 + Penalty 3290.048226 = -1673459.229916 nChanged 3 SP:Iteration 78Q (2149.664618 sec): 3 clusters Score: Raw -1676749.400353 + Penalty 3290.048226 = -1673459.352127 nChanged 3 SP:Iteration 79Q (2149.708783 sec): 3 clusters Score: Raw -1676749.524592 + Penalty 3290.048226 = -1673459.476366 nChanged 1 SP:Iteration 80F (2149.758596 sec): 3 clusters Score: Raw -1676749.551516 + Penalty 3290.048226 = -1673459.503290 nChanged 2 SP:Iteration 81Q (2149.803517 sec): 3 clusters Score: Raw -1676749.596545 + Penalty 3290.048226 = -1673459.548319 nChanged 1 SP:Iteration 82Q (2149.847833 sec): 3 clusters Score: Raw -1676749.624681 + Penalty 3290.048226 = -1673459.576455 nChanged 1 SP:Iteration 83Q (2149.892562 sec): 3 clusters Score: Raw -1676749.687094 + Penalty 3290.048226 = -1673459.638868 nChanged 3 SP:Iteration 84Q (2149.937024 sec): 3 clusters Score: Raw -1676749.829949 + Penalty 3290.048226 = -1673459.781723 nChanged 2 SP:Iteration 85Q (2149.981342 sec): 3 clusters Score: Raw -1676749.930294 + Penalty 3290.048226 = -1673459.882069 nChanged 3 SP:Iteration 86Q (2150.026091 sec): 3 clusters Score: Raw -1676750.006588 + Penalty 3290.048226 = -1673459.958362 nChanged 1 SP:Iteration 87Q (2150.070646 sec): 3 clusters Score: Raw -1676750.082649 + Penalty 3290.048226 = -1673460.034423 nChanged 0 SP:Iteration 88F (2150.120403 sec): 3 clusters Score: Raw -1676750.082649 + Penalty 3290.048226 = -1673460.034423 nChanged 0 Score: Raw -27419055.021244 + Penalty 52759.378262 = -27366295.642983 Splitting cluster 8 changes total score from -27357714.173313 to -27366295.642983 So it's getting split into cluster 25. Trying to split cluster 10 (28060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2156.797183 sec): 2 clusters Score: Raw -1865834.101278 + Penalty 1664.341307 = -1864169.759970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2156.852774 sec): 3 clusters Score: Raw -1848529.518111 + Penalty 3328.682615 = -1845200.835496 nChanged 12975 SP:Iteration 1F (2156.905681 sec): 3 clusters Score: Raw -1856610.835310 + Penalty 3328.682615 = -1853282.152695 nChanged 2184 SP:Iteration 2F (2156.960191 sec): 3 clusters Score: Raw -1859388.956180 + Penalty 3328.682615 = -1856060.273565 nChanged 3344 SP:Iteration 3F (2157.015727 sec): 3 clusters Score: Raw -1867087.685835 + Penalty 3328.682615 = -1863759.003220 nChanged 3891 SP:Iteration 4F (2157.073344 sec): 3 clusters Score: Raw -1877560.077425 + Penalty 3328.682615 = -1874231.394810 nChanged 2457 SP:Iteration 5F (2157.128134 sec): 3 clusters Score: Raw -1883358.878467 + Penalty 3328.682615 = -1880030.195852 nChanged 850 SP:Iteration 6Q (2157.174285 sec): 3 clusters Score: Raw -1886469.153135 + Penalty 3328.682615 = -1883140.470520 nChanged 371 SP:Iteration 7Q (2157.216767 sec): 3 clusters Score: Raw -1887336.557371 + Penalty 3328.682615 = -1884007.874756 nChanged 169 SP:Iteration 8Q (2157.259193 sec): 3 clusters Score: Raw -1887503.153666 + Penalty 3328.682615 = -1884174.471051 nChanged 62 SP:Iteration 9Q (2157.301112 sec): 3 clusters Score: Raw -1887529.014317 + Penalty 3328.682615 = -1884200.331702 nChanged 27 SP:Iteration 10Q (2157.343249 sec): 3 clusters Score: Raw -1887534.405077 + Penalty 3328.682615 = -1884205.722462 nChanged 11 SP:Iteration 11Q (2157.385113 sec): 3 clusters Score: Raw -1887535.552354 + Penalty 3328.682615 = -1884206.869739 nChanged 5 SP:Iteration 12Q (2157.426939 sec): 3 clusters Score: Raw -1887536.052981 + Penalty 3328.682615 = -1884207.370367 nChanged 4 SP:Iteration 13Q (2157.468933 sec): 3 clusters Score: Raw -1887536.338925 + Penalty 3328.682615 = -1884207.656310 nChanged 2 SP:Iteration 14Q (2157.510915 sec): 3 clusters Score: Raw -1887536.401450 + Penalty 3328.682615 = -1884207.718835 nChanged 0 SP:Iteration 15F (2157.564992 sec): 3 clusters Score: Raw -1887536.401450 + Penalty 3328.682615 = -1884207.718835 nChanged 0 Score: Raw -27440757.321416 + Penalty 54869.753392 = -27385887.568024 Splitting cluster 10 changes total score from -27357714.173313 to -27385887.568024 So it's getting split into cluster 26. Trying to split cluster 11 (45978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2164.567274 sec): 2 clusters Score: Raw -3056339.336006 + Penalty 1744.586724 = -3054594.749282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2164.654822 sec): 3 clusters Score: Raw -3027440.195304 + Penalty 3489.173448 = -3023951.021856 nChanged 21523 SP:Iteration 1F (2164.735468 sec): 3 clusters Score: Raw -3039601.242578 + Penalty 3489.173448 = -3036112.069130 nChanged 2349 SP:Iteration 2F (2164.815955 sec): 3 clusters Score: Raw -3040667.553768 + Penalty 3489.173448 = -3037178.380320 nChanged 2793 SP:Iteration 3F (2164.896667 sec): 3 clusters Score: Raw -3042151.679752 + Penalty 3489.173448 = -3038662.506304 nChanged 3126 SP:Iteration 4F (2164.977326 sec): 3 clusters Score: Raw -3043997.043357 + Penalty 3489.173448 = -3040507.869909 nChanged 3418 SP:Iteration 5F (2165.057713 sec): 3 clusters Score: Raw -3046206.545504 + Penalty 3489.173448 = -3042717.372057 nChanged 3424 SP:Iteration 6F (2165.138274 sec): 3 clusters Score: Raw -3048538.918142 + Penalty 3489.173448 = -3045049.744695 nChanged 3119 SP:Iteration 7F (2165.218500 sec): 3 clusters Score: Raw -3050598.157767 + Penalty 3489.173448 = -3047108.984319 nChanged 2562 SP:Iteration 8F (2165.309134 sec): 3 clusters Score: Raw -3052109.539144 + Penalty 3489.173448 = -3048620.365696 nChanged 1988 SP:Iteration 9Q (2165.394089 sec): 3 clusters Score: Raw -3053145.141770 + Penalty 3489.173448 = -3049655.968322 nChanged 1570 SP:Iteration 10Q (2165.478281 sec): 3 clusters Score: Raw -3053927.541017 + Penalty 3489.173448 = -3050438.367569 nChanged 1293 SP:Iteration 11Q (2165.562248 sec): 3 clusters Score: Raw -3054522.888839 + Penalty 3489.173448 = -3051033.715392 nChanged 1083 SP:Iteration 12Q (2165.646469 sec): 3 clusters Score: Raw -3055006.707303 + Penalty 3489.173448 = -3051517.533856 nChanged 919 SP:Iteration 13Q (2165.730407 sec): 3 clusters Score: Raw -3055414.912115 + Penalty 3489.173448 = -3051925.738667 nChanged 827 SP:Iteration 14Q (2165.814500 sec): 3 clusters Score: Raw -3055766.573265 + Penalty 3489.173448 = -3052277.399818 nChanged 701 SP:Iteration 15Q (2165.898541 sec): 3 clusters Score: Raw -3056072.058985 + Penalty 3489.173448 = -3052582.885538 nChanged 574 SP:Iteration 16Q (2165.982245 sec): 3 clusters Score: Raw -3056328.037977 + Penalty 3489.173448 = -3052838.864529 nChanged 513 SP:Iteration 17Q (2166.065756 sec): 3 clusters Score: Raw -3056556.005706 + Penalty 3489.173448 = -3053066.832258 nChanged 388 SP:Iteration 18Q (2166.148577 sec): 3 clusters Score: Raw -3056713.068062 + Penalty 3489.173448 = -3053223.894614 nChanged 285 SP:Iteration 19Q (2166.230162 sec): 3 clusters Score: Raw -3056821.273041 + Penalty 3489.173448 = -3053332.099594 nChanged 207 SP:Iteration 20F (2166.309221 sec): 3 clusters Score: Raw -3056897.668479 + Penalty 3489.173448 = -3053408.495032 nChanged 145 SP:Iteration 21Q (2166.389817 sec): 3 clusters Score: Raw -3056944.723654 + Penalty 3489.173448 = -3053455.550206 nChanged 97 SP:Iteration 22Q (2166.468518 sec): 3 clusters Score: Raw -3056975.457585 + Penalty 3489.173448 = -3053486.284138 nChanged 81 SP:Iteration 23Q (2166.546734 sec): 3 clusters Score: Raw -3056999.869334 + Penalty 3489.173448 = -3053510.695886 nChanged 65 SP:Iteration 24Q (2166.623644 sec): 3 clusters Score: Raw -3057017.067525 + Penalty 3489.173448 = -3053527.894077 nChanged 47 SP:Iteration 25Q (2166.699992 sec): 3 clusters Score: Raw -3057027.363202 + Penalty 3489.173448 = -3053538.189754 nChanged 35 SP:Iteration 26Q (2166.776244 sec): 3 clusters Score: Raw -3057035.881822 + Penalty 3489.173448 = -3053546.708374 nChanged 35 SP:Iteration 27Q (2166.851793 sec): 3 clusters Score: Raw -3057045.974068 + Penalty 3489.173448 = -3053556.800620 nChanged 38 SP:Iteration 28Q (2166.927150 sec): 3 clusters Score: Raw -3057055.707685 + Penalty 3489.173448 = -3053566.534238 nChanged 28 SP:Iteration 29Q (2167.002518 sec): 3 clusters Score: Raw -3057062.254645 + Penalty 3489.173448 = -3053573.081197 nChanged 27 SP:Iteration 30Q (2167.077229 sec): 3 clusters Score: Raw -3057068.068054 + Penalty 3489.173448 = -3053578.894606 nChanged 19 SP:Iteration 31Q (2167.151835 sec): 3 clusters Score: Raw -3057072.191484 + Penalty 3489.173448 = -3053583.018036 nChanged 10 SP:Iteration 32Q (2167.226461 sec): 3 clusters Score: Raw -3057074.018039 + Penalty 3489.173448 = -3053584.844592 nChanged 10 SP:Iteration 33Q (2167.300657 sec): 3 clusters Score: Raw -3057075.914125 + Penalty 3489.173448 = -3053586.740678 nChanged 7 SP:Iteration 34Q (2167.374975 sec): 3 clusters Score: Raw -3057077.191880 + Penalty 3489.173448 = -3053588.018433 nChanged 4 SP:Iteration 35Q (2167.449366 sec): 3 clusters Score: Raw -3057077.851399 + Penalty 3489.173448 = -3053588.677952 nChanged 4 SP:Iteration 36Q (2167.523321 sec): 3 clusters Score: Raw -3057078.314963 + Penalty 3489.173448 = -3053589.141516 nChanged 1 SP:Iteration 37Q (2167.597486 sec): 3 clusters Score: Raw -3057078.401919 + Penalty 3489.173448 = -3053589.228471 nChanged 0 SP:Iteration 38F (2167.676738 sec): 3 clusters Score: Raw -3057078.401919 + Penalty 3489.173448 = -3053589.228471 nChanged 0 Trying to split cluster 12 (3733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2167.686356 sec): 2 clusters Score: Raw -245314.795030 + Penalty 1336.557215 = -243978.237815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2167.705495 sec): 3 clusters Score: Raw -243450.735334 + Penalty 2673.114431 = -240777.620903 nChanged 1446 SP:Iteration 1F (2167.723359 sec): 3 clusters Score: Raw -244294.511602 + Penalty 2673.114431 = -241621.397171 nChanged 288 SP:Iteration 2F (2167.741321 sec): 3 clusters Score: Raw -244515.771298 + Penalty 2673.114431 = -241842.656867 nChanged 234 SP:Iteration 3F (2167.759279 sec): 3 clusters Score: Raw -244731.702536 + Penalty 2673.114431 = -242058.588105 nChanged 238 SP:Iteration 4F (2167.777268 sec): 3 clusters Score: Raw -244999.538295 + Penalty 2673.114431 = -242326.423865 nChanged 302 SP:Iteration 5F (2167.795250 sec): 3 clusters Score: Raw -245502.833159 + Penalty 2673.114431 = -242829.718729 nChanged 394 SP:Iteration 6F (2167.813003 sec): 3 clusters Score: Raw -246390.686157 + Penalty 2673.114431 = -243717.571726 nChanged 388 SP:Iteration 7F (2167.830821 sec): 3 clusters Score: Raw -247607.536822 + Penalty 2673.114431 = -244934.422392 nChanged 261 SP:Iteration 8F (2167.848743 sec): 3 clusters Score: Raw -248434.230376 + Penalty 2673.114431 = -245761.115946 nChanged 128 SP:Iteration 9Q (2167.865774 sec): 3 clusters Score: Raw -248600.552494 + Penalty 2673.114431 = -245927.438063 nChanged 46 SP:Iteration 10Q (2167.882601 sec): 3 clusters Score: Raw -248639.477373 + Penalty 2673.114431 = -245966.362942 nChanged 19 SP:Iteration 11Q (2167.899119 sec): 3 clusters Score: Raw -248653.647403 + Penalty 2673.114431 = -245980.532972 nChanged 14 SP:Iteration 12Q (2167.915857 sec): 3 clusters Score: Raw -248666.950072 + Penalty 2673.114431 = -245993.835642 nChanged 14 SP:Iteration 13Q (2167.932515 sec): 3 clusters Score: Raw -248677.941049 + Penalty 2673.114431 = -246004.826618 nChanged 4 SP:Iteration 14Q (2167.949153 sec): 3 clusters Score: Raw -248680.067864 + Penalty 2673.114431 = -246006.953434 nChanged 1 SP:Iteration 15Q (2167.965549 sec): 3 clusters Score: Raw -248680.473742 + Penalty 2673.114431 = -246007.359312 nChanged 0 SP:Iteration 16F (2167.984992 sec): 3 clusters Score: Raw -248680.473742 + Penalty 2673.114431 = -246007.359312 nChanged 0 Score: Raw -27444123.000129 + Penalty 56980.128523 = -27387142.871606 Splitting cluster 12 changes total score from -27357714.173313 to -27387142.871606 So it's getting split into cluster 27. Trying to split cluster 13 (2549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2175.119703 sec): 2 clusters Score: Raw -166131.217891 + Penalty 1274.561666 = -164856.656225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2175.133407 sec): 3 clusters Score: Raw -164945.878375 + Penalty 2549.123331 = -162396.755043 nChanged 953 SP:Iteration 1F (2175.146083 sec): 3 clusters Score: Raw -165566.470972 + Penalty 2549.123331 = -163017.347641 nChanged 202 SP:Iteration 2F (2175.158745 sec): 3 clusters Score: Raw -165693.297297 + Penalty 2549.123331 = -163144.173965 nChanged 124 SP:Iteration 3Q (2175.171398 sec): 3 clusters Score: Raw -165771.218674 + Penalty 2549.123331 = -163222.095342 nChanged 97 SP:Iteration 4Q (2175.183963 sec): 3 clusters Score: Raw -165825.695815 + Penalty 2549.123331 = -163276.572484 nChanged 64 SP:Iteration 5Q (2175.196519 sec): 3 clusters Score: Raw -165857.646523 + Penalty 2549.123331 = -163308.523191 nChanged 50 SP:Iteration 6Q (2175.209162 sec): 3 clusters Score: Raw -165883.132176 + Penalty 2549.123331 = -163334.008845 nChanged 40 SP:Iteration 7Q (2175.221675 sec): 3 clusters Score: Raw -165900.874307 + Penalty 2549.123331 = -163351.750975 nChanged 28 SP:Iteration 8Q (2175.234288 sec): 3 clusters Score: Raw -165911.109684 + Penalty 2549.123331 = -163361.986353 nChanged 21 SP:Iteration 9Q (2175.246851 sec): 3 clusters Score: Raw -165917.754203 + Penalty 2549.123331 = -163368.630872 nChanged 15 SP:Iteration 10Q (2175.259463 sec): 3 clusters Score: Raw -165924.307398 + Penalty 2549.123331 = -163375.184067 nChanged 12 SP:Iteration 11Q (2175.272040 sec): 3 clusters Score: Raw -165927.463716 + Penalty 2549.123331 = -163378.340384 nChanged 7 SP:Iteration 12Q (2175.284578 sec): 3 clusters Score: Raw -165929.928133 + Penalty 2549.123331 = -163380.804802 nChanged 7 SP:Iteration 13Q (2175.297075 sec): 3 clusters Score: Raw -165932.309058 + Penalty 2549.123331 = -163383.185727 nChanged 9 SP:Iteration 14Q (2175.309719 sec): 3 clusters Score: Raw -165934.901548 + Penalty 2549.123331 = -163385.778216 nChanged 13 SP:Iteration 15Q (2175.322208 sec): 3 clusters Score: Raw -165939.647326 + Penalty 2549.123331 = -163390.523995 nChanged 16 SP:Iteration 16Q (2175.334828 sec): 3 clusters Score: Raw -165946.627193 + Penalty 2549.123331 = -163397.503861 nChanged 16 SP:Iteration 17Q (2175.347345 sec): 3 clusters Score: Raw -165953.221433 + Penalty 2549.123331 = -163404.098102 nChanged 19 SP:Iteration 18Q (2175.359830 sec): 3 clusters Score: Raw -165962.025888 + Penalty 2549.123331 = -163412.902557 nChanged 18 SP:Iteration 19Q (2175.372464 sec): 3 clusters Score: Raw -165969.906918 + Penalty 2549.123331 = -163420.783587 nChanged 17 SP:Iteration 20F (2175.385003 sec): 3 clusters Score: Raw -165976.677741 + Penalty 2549.123331 = -163427.554410 nChanged 22 SP:Iteration 21Q (2175.397612 sec): 3 clusters Score: Raw -165985.788315 + Penalty 2549.123331 = -163436.664983 nChanged 17 SP:Iteration 22Q (2175.410293 sec): 3 clusters Score: Raw -165993.214960 + Penalty 2549.123331 = -163444.091629 nChanged 13 SP:Iteration 23Q (2175.422916 sec): 3 clusters Score: Raw -165998.802605 + Penalty 2549.123331 = -163449.679273 nChanged 16 SP:Iteration 24Q (2175.435511 sec): 3 clusters Score: Raw -166004.674117 + Penalty 2549.123331 = -163455.550786 nChanged 15 SP:Iteration 25Q (2175.448103 sec): 3 clusters Score: Raw -166011.173796 + Penalty 2549.123331 = -163462.050464 nChanged 16 SP:Iteration 26Q (2175.460584 sec): 3 clusters Score: Raw -166020.722684 + Penalty 2549.123331 = -163471.599353 nChanged 22 SP:Iteration 27Q (2175.473240 sec): 3 clusters Score: Raw -166031.021856 + Penalty 2549.123331 = -163481.898524 nChanged 18 SP:Iteration 28Q (2175.485827 sec): 3 clusters Score: Raw -166040.520747 + Penalty 2549.123331 = -163491.397416 nChanged 23 SP:Iteration 29Q (2175.498322 sec): 3 clusters Score: Raw -166050.477187 + Penalty 2549.123331 = -163501.353856 nChanged 16 SP:Iteration 30Q (2175.510898 sec): 3 clusters Score: Raw -166057.785735 + Penalty 2549.123331 = -163508.662404 nChanged 13 SP:Iteration 31Q (2175.523460 sec): 3 clusters Score: Raw -166063.029823 + Penalty 2549.123331 = -163513.906492 nChanged 14 SP:Iteration 32Q (2175.536055 sec): 3 clusters Score: Raw -166069.050836 + Penalty 2549.123331 = -163519.927505 nChanged 11 SP:Iteration 33Q (2175.548619 sec): 3 clusters Score: Raw -166073.875969 + Penalty 2549.123331 = -163524.752637 nChanged 11 SP:Iteration 34Q (2175.561204 sec): 3 clusters Score: Raw -166078.467057 + Penalty 2549.123331 = -163529.343726 nChanged 10 SP:Iteration 35Q (2175.573683 sec): 3 clusters Score: Raw -166083.091625 + Penalty 2549.123331 = -163533.968293 nChanged 13 SP:Iteration 36Q (2175.586276 sec): 3 clusters Score: Raw -166087.683204 + Penalty 2549.123331 = -163538.559873 nChanged 15 SP:Iteration 37Q (2175.598903 sec): 3 clusters Score: Raw -166094.323584 + Penalty 2549.123331 = -163545.200252 nChanged 21 SP:Iteration 38Q (2175.611388 sec): 3 clusters Score: Raw -166104.498827 + Penalty 2549.123331 = -163555.375495 nChanged 22 SP:Iteration 39Q (2175.623955 sec): 3 clusters Score: Raw -166116.489422 + Penalty 2549.123331 = -163567.366091 nChanged 32 SP:Iteration 40F (2175.636593 sec): 3 clusters Score: Raw -166139.354883 + Penalty 2549.123331 = -163590.231551 nChanged 49 SP:Iteration 41Q (2175.649158 sec): 3 clusters Score: Raw -166186.806700 + Penalty 2549.123331 = -163637.683369 nChanged 56 SP:Iteration 42Q (2175.661793 sec): 3 clusters Score: Raw -166267.342229 + Penalty 2549.123331 = -163718.218897 nChanged 79 SP:Iteration 43Q (2175.674327 sec): 3 clusters Score: Raw -166405.946574 + Penalty 2549.123331 = -163856.823243 nChanged 89 SP:Iteration 44Q (2175.686711 sec): 3 clusters Score: Raw -166622.027875 + Penalty 2549.123331 = -164072.904543 nChanged 90 SP:Iteration 45Q (2175.699036 sec): 3 clusters Score: Raw -166749.244571 + Penalty 2549.123331 = -164200.121240 nChanged 61 SP:Iteration 46Q (2175.711240 sec): 3 clusters Score: Raw -166799.067746 + Penalty 2549.123331 = -164249.944415 nChanged 42 SP:Iteration 47Q (2175.723444 sec): 3 clusters Score: Raw -166820.098177 + Penalty 2549.123331 = -164270.974845 nChanged 39 SP:Iteration 48Q (2175.735647 sec): 3 clusters Score: Raw -166838.983074 + Penalty 2549.123331 = -164289.859742 nChanged 26 SP:Iteration 49Q (2175.747823 sec): 3 clusters Score: Raw -166854.532251 + Penalty 2549.123331 = -164305.408920 nChanged 25 SP:Iteration 50Q (2175.759974 sec): 3 clusters Score: Raw -166867.254115 + Penalty 2549.123331 = -164318.130784 nChanged 18 SP:Iteration 51Q (2175.772148 sec): 3 clusters Score: Raw -166878.763135 + Penalty 2549.123331 = -164329.639803 nChanged 22 SP:Iteration 52Q (2175.784301 sec): 3 clusters Score: Raw -166896.590042 + Penalty 2549.123331 = -164347.466710 nChanged 18 SP:Iteration 53Q (2175.796515 sec): 3 clusters Score: Raw -166907.234587 + Penalty 2549.123331 = -164358.111256 nChanged 15 SP:Iteration 54Q (2175.808704 sec): 3 clusters Score: Raw -166915.988117 + Penalty 2549.123331 = -164366.864785 nChanged 12 SP:Iteration 55Q (2175.820907 sec): 3 clusters Score: Raw -166923.010660 + Penalty 2549.123331 = -164373.887329 nChanged 11 SP:Iteration 56Q (2175.833067 sec): 3 clusters Score: Raw -166928.027442 + Penalty 2549.123331 = -164378.904110 nChanged 7 SP:Iteration 57Q (2175.845228 sec): 3 clusters Score: Raw -166930.085758 + Penalty 2549.123331 = -164380.962427 nChanged 5 SP:Iteration 58Q (2175.857430 sec): 3 clusters Score: Raw -166931.314397 + Penalty 2549.123331 = -164382.191066 nChanged 2 SP:Iteration 59Q (2175.869611 sec): 3 clusters Score: Raw -166931.937085 + Penalty 2549.123331 = -164382.813754 nChanged 2 SP:Iteration 60F (2175.882191 sec): 3 clusters Score: Raw -166932.410675 + Penalty 2549.123331 = -164383.287344 nChanged 1 SP:Iteration 61Q (2175.894259 sec): 3 clusters Score: Raw -166933.001826 + Penalty 2549.123331 = -164383.878495 nChanged 1 SP:Iteration 62Q (2175.906385 sec): 3 clusters Score: Raw -166933.169190 + Penalty 2549.123331 = -164384.045859 nChanged 0 SP:Iteration 63F (2175.918994 sec): 3 clusters Score: Raw -166933.169190 + Penalty 2549.123331 = -164384.045859 nChanged 0 Trying to split cluster 14 (11852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2175.945159 sec): 2 clusters Score: Raw -749595.683343 + Penalty 1524.290935 = -748071.392407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2175.976126 sec): 3 clusters Score: Raw -742875.353122 + Penalty 3048.581870 = -739826.771252 nChanged 5185 SP:Iteration 1F (2176.006123 sec): 3 clusters Score: Raw -746023.466371 + Penalty 3048.581870 = -742974.884500 nChanged 934 SP:Iteration 2F (2176.036171 sec): 3 clusters Score: Raw -746908.237504 + Penalty 3048.581870 = -743859.655634 nChanged 999 SP:Iteration 3F (2176.066156 sec): 3 clusters Score: Raw -748249.628985 + Penalty 3048.581870 = -745201.047115 nChanged 1085 SP:Iteration 4F (2176.096150 sec): 3 clusters Score: Raw -750102.281144 + Penalty 3048.581870 = -747053.699273 nChanged 1172 SP:Iteration 5F (2176.126229 sec): 3 clusters Score: Raw -752383.245740 + Penalty 3048.581870 = -749334.663870 nChanged 1048 SP:Iteration 6F (2176.156280 sec): 3 clusters Score: Raw -754359.290308 + Penalty 3048.581870 = -751310.708437 nChanged 712 SP:Iteration 7F (2176.186300 sec): 3 clusters Score: Raw -755769.985572 + Penalty 3048.581870 = -752721.403702 nChanged 371 SP:Iteration 8Q (2176.213524 sec): 3 clusters Score: Raw -757057.873733 + Penalty 3048.581870 = -754009.291862 nChanged 180 SP:Iteration 9Q (2176.239487 sec): 3 clusters Score: Raw -758001.164240 + Penalty 3048.581870 = -754952.582370 nChanged 58 SP:Iteration 10Q (2176.265107 sec): 3 clusters Score: Raw -758152.706532 + Penalty 3048.581870 = -755104.124662 nChanged 23 SP:Iteration 11Q (2176.290239 sec): 3 clusters Score: Raw -758172.898833 + Penalty 3048.581870 = -755124.316963 nChanged 13 SP:Iteration 12Q (2176.315591 sec): 3 clusters Score: Raw -758178.929686 + Penalty 3048.581870 = -755130.347815 nChanged 4 SP:Iteration 13Q (2176.340951 sec): 3 clusters Score: Raw -758180.334767 + Penalty 3048.581870 = -755131.752897 nChanged 2 SP:Iteration 14Q (2176.366458 sec): 3 clusters Score: Raw -758180.690106 + Penalty 3048.581870 = -755132.108236 nChanged 1 SP:Iteration 15Q (2176.391680 sec): 3 clusters Score: Raw -758180.854170 + Penalty 3048.581870 = -755132.272299 nChanged 0 SP:Iteration 16F (2176.421375 sec): 3 clusters Score: Raw -758180.854170 + Penalty 3048.581870 = -755132.272299 nChanged 0 Score: Raw -27452708.170956 + Penalty 59090.503653 = -27393617.667303 Splitting cluster 14 changes total score from -27357714.173313 to -27393617.667303 So it's getting split into cluster 28. Trying to split cluster 15 (9228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2183.428297 sec): 2 clusters Score: Raw -586676.861381 + Penalty 1483.624613 = -585193.236768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2183.457763 sec): 3 clusters Score: Raw -581476.637037 + Penalty 2967.249226 = -578509.387811 nChanged 3955 SP:Iteration 1F (2183.484010 sec): 3 clusters Score: Raw -583687.067063 + Penalty 2967.249226 = -580719.817836 nChanged 675 SP:Iteration 2F (2183.510161 sec): 3 clusters Score: Raw -584097.836319 + Penalty 2967.249226 = -581130.587093 nChanged 621 SP:Iteration 3F (2183.536912 sec): 3 clusters Score: Raw -584535.241840 + Penalty 2967.249226 = -581567.992614 nChanged 657 SP:Iteration 4F (2183.564011 sec): 3 clusters Score: Raw -585099.902408 + Penalty 2967.249226 = -582132.653182 nChanged 696 SP:Iteration 5F (2183.590824 sec): 3 clusters Score: Raw -585734.302576 + Penalty 2967.249226 = -582767.053350 nChanged 606 SP:Iteration 6F (2183.617653 sec): 3 clusters Score: Raw -586208.401160 + Penalty 2967.249226 = -583241.151934 nChanged 503 SP:Iteration 7F (2183.644555 sec): 3 clusters Score: Raw -586529.823538 + Penalty 2967.249226 = -583562.574312 nChanged 353 SP:Iteration 8Q (2183.671455 sec): 3 clusters Score: Raw -586725.837874 + Penalty 2967.249226 = -583758.588648 nChanged 275 SP:Iteration 9Q (2183.698213 sec): 3 clusters Score: Raw -586848.912675 + Penalty 2967.249226 = -583881.663449 nChanged 187 SP:Iteration 10Q (2183.725089 sec): 3 clusters Score: Raw -586927.806384 + Penalty 2967.249226 = -583960.557158 nChanged 141 SP:Iteration 11Q (2183.752154 sec): 3 clusters Score: Raw -586985.810131 + Penalty 2967.249226 = -584018.560905 nChanged 122 SP:Iteration 12Q (2183.779038 sec): 3 clusters Score: Raw -587033.814261 + Penalty 2967.249226 = -584066.565035 nChanged 107 SP:Iteration 13Q (2183.805935 sec): 3 clusters Score: Raw -587073.061160 + Penalty 2967.249226 = -584105.811934 nChanged 94 SP:Iteration 14Q (2183.832654 sec): 3 clusters Score: Raw -587104.245584 + Penalty 2967.249226 = -584136.996358 nChanged 69 SP:Iteration 15Q (2183.859256 sec): 3 clusters Score: Raw -587123.977353 + Penalty 2967.249226 = -584156.728127 nChanged 58 SP:Iteration 16Q (2183.885951 sec): 3 clusters Score: Raw -587140.682722 + Penalty 2967.249226 = -584173.433496 nChanged 65 SP:Iteration 17Q (2183.912797 sec): 3 clusters Score: Raw -587158.177304 + Penalty 2967.249226 = -584190.928077 nChanged 61 SP:Iteration 18Q (2183.939564 sec): 3 clusters Score: Raw -587175.655677 + Penalty 2967.249226 = -584208.406451 nChanged 65 SP:Iteration 19Q (2183.966158 sec): 3 clusters Score: Raw -587197.520915 + Penalty 2967.249226 = -584230.271689 nChanged 83 SP:Iteration 20F (2183.993044 sec): 3 clusters Score: Raw -587222.551176 + Penalty 2967.249226 = -584255.301950 nChanged 73 SP:Iteration 21Q (2184.054821 sec): 3 clusters Score: Raw -587245.990002 + Penalty 2967.249226 = -584278.740776 nChanged 61 SP:Iteration 22Q (2184.090910 sec): 3 clusters Score: Raw -587266.251406 + Penalty 2967.249226 = -584299.002180 nChanged 54 SP:Iteration 23Q (2184.117300 sec): 3 clusters Score: Raw -587283.303331 + Penalty 2967.249226 = -584316.054105 nChanged 55 SP:Iteration 24Q (2184.143905 sec): 3 clusters Score: Raw -587301.122930 + Penalty 2967.249226 = -584333.873703 nChanged 59 SP:Iteration 25Q (2184.170507 sec): 3 clusters Score: Raw -587318.360458 + Penalty 2967.249226 = -584351.111231 nChanged 51 SP:Iteration 26Q (2184.196977 sec): 3 clusters Score: Raw -587333.312913 + Penalty 2967.249226 = -584366.063686 nChanged 52 SP:Iteration 27Q (2184.223489 sec): 3 clusters Score: Raw -587348.149821 + Penalty 2967.249226 = -584380.900594 nChanged 45 SP:Iteration 28Q (2184.250016 sec): 3 clusters Score: Raw -587360.898553 + Penalty 2967.249226 = -584393.649326 nChanged 50 SP:Iteration 29Q (2184.276558 sec): 3 clusters Score: Raw -587375.503565 + Penalty 2967.249226 = -584408.254339 nChanged 42 SP:Iteration 30Q (2184.303012 sec): 3 clusters Score: Raw -587387.162415 + Penalty 2967.249226 = -584419.913188 nChanged 30 SP:Iteration 31Q (2184.329271 sec): 3 clusters Score: Raw -587395.343573 + Penalty 2967.249226 = -584428.094347 nChanged 33 SP:Iteration 32Q (2184.355576 sec): 3 clusters Score: Raw -587404.779123 + Penalty 2967.249226 = -584437.529897 nChanged 34 SP:Iteration 33Q (2184.381754 sec): 3 clusters Score: Raw -587417.869544 + Penalty 2967.249226 = -584450.620318 nChanged 32 SP:Iteration 34Q (2184.408265 sec): 3 clusters Score: Raw -587428.829083 + Penalty 2967.249226 = -584461.579857 nChanged 25 SP:Iteration 35Q (2184.434547 sec): 3 clusters Score: Raw -587436.209729 + Penalty 2967.249226 = -584468.960503 nChanged 15 SP:Iteration 36Q (2184.460887 sec): 3 clusters Score: Raw -587439.971206 + Penalty 2967.249226 = -584472.721979 nChanged 16 SP:Iteration 37Q (2184.487036 sec): 3 clusters Score: Raw -587444.123037 + Penalty 2967.249226 = -584476.873811 nChanged 11 SP:Iteration 38Q (2184.513139 sec): 3 clusters Score: Raw -587446.155104 + Penalty 2967.249226 = -584478.905878 nChanged 6 SP:Iteration 39Q (2184.539319 sec): 3 clusters Score: Raw -587447.438441 + Penalty 2967.249226 = -584480.189215 nChanged 6 SP:Iteration 40F (2184.566113 sec): 3 clusters Score: Raw -587448.535002 + Penalty 2967.249226 = -584481.285775 nChanged 9 SP:Iteration 41Q (2184.592345 sec): 3 clusters Score: Raw -587450.003598 + Penalty 2967.249226 = -584482.754372 nChanged 3 SP:Iteration 42Q (2184.618556 sec): 3 clusters Score: Raw -587450.540208 + Penalty 2967.249226 = -584483.290981 nChanged 5 SP:Iteration 43Q (2184.644632 sec): 3 clusters Score: Raw -587451.385139 + Penalty 2967.249226 = -584484.135912 nChanged 2 SP:Iteration 44Q (2184.670822 sec): 3 clusters Score: Raw -587451.770178 + Penalty 2967.249226 = -584484.520951 nChanged 2 SP:Iteration 45Q (2184.696972 sec): 3 clusters Score: Raw -587452.203887 + Penalty 2967.249226 = -584484.954660 nChanged 2 SP:Iteration 46Q (2184.723206 sec): 3 clusters Score: Raw -587452.642579 + Penalty 2967.249226 = -584485.393353 nChanged 1 SP:Iteration 47Q (2184.749613 sec): 3 clusters Score: Raw -587452.708874 + Penalty 2967.249226 = -584485.459648 nChanged 1 SP:Iteration 48Q (2184.775786 sec): 3 clusters Score: Raw -587452.818086 + Penalty 2967.249226 = -584485.568860 nChanged 3 SP:Iteration 49Q (2184.801981 sec): 3 clusters Score: Raw -587453.562978 + Penalty 2967.249226 = -584486.313752 nChanged 2 SP:Iteration 50Q (2184.828324 sec): 3 clusters Score: Raw -587454.014906 + Penalty 2967.249226 = -584486.765679 nChanged 1 SP:Iteration 51Q (2184.854581 sec): 3 clusters Score: Raw -587454.412720 + Penalty 2967.249226 = -584487.163494 nChanged 1 SP:Iteration 52Q (2184.880738 sec): 3 clusters Score: Raw -587454.663668 + Penalty 2967.249226 = -584487.414442 nChanged 3 SP:Iteration 53Q (2184.906773 sec): 3 clusters Score: Raw -587455.283902 + Penalty 2967.249226 = -584488.034676 nChanged 2 SP:Iteration 54Q (2184.932798 sec): 3 clusters Score: Raw -587455.586306 + Penalty 2967.249226 = -584488.337079 nChanged 2 SP:Iteration 55Q (2184.958743 sec): 3 clusters Score: Raw -587456.106264 + Penalty 2967.249226 = -584488.857038 nChanged 2 SP:Iteration 56Q (2184.984778 sec): 3 clusters Score: Raw -587456.769094 + Penalty 2967.249226 = -584489.519868 nChanged 2 SP:Iteration 57Q (2185.010879 sec): 3 clusters Score: Raw -587457.988776 + Penalty 2967.249226 = -584490.739550 nChanged 0 SP:Iteration 58F (2185.037860 sec): 3 clusters Score: Raw -587457.988776 + Penalty 2967.249226 = -584490.739550 nChanged 0 Trying to split cluster 16 (27517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2185.086359 sec): 2 clusters Score: Raw -1635335.904914 + Penalty 1661.165882 = -1633674.739032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2185.142787 sec): 3 clusters Score: Raw -1618443.144677 + Penalty 3322.331764 = -1615120.812913 nChanged 12652 SP:Iteration 1F (2185.197106 sec): 3 clusters Score: Raw -1626488.716580 + Penalty 3322.331764 = -1623166.384816 nChanged 2261 SP:Iteration 2F (2185.250055 sec): 3 clusters Score: Raw -1629673.686542 + Penalty 3322.331764 = -1626351.354778 nChanged 3190 SP:Iteration 3F (2185.302117 sec): 3 clusters Score: Raw -1635496.008014 + Penalty 3322.331764 = -1632173.676249 nChanged 3953 SP:Iteration 4F (2185.356657 sec): 3 clusters Score: Raw -1641564.309321 + Penalty 3322.331764 = -1638241.977557 nChanged 2687 SP:Iteration 5F (2185.409223 sec): 3 clusters Score: Raw -1644334.587978 + Penalty 3322.331764 = -1641012.256214 nChanged 1250 SP:Iteration 6Q (2185.461764 sec): 3 clusters Score: Raw -1645193.186088 + Penalty 3322.331764 = -1641870.854324 nChanged 648 SP:Iteration 7Q (2185.513732 sec): 3 clusters Score: Raw -1645570.813664 + Penalty 3322.331764 = -1642248.481900 nChanged 388 SP:Iteration 8Q (2185.565708 sec): 3 clusters Score: Raw -1645784.988427 + Penalty 3322.331764 = -1642462.656662 nChanged 282 SP:Iteration 9Q (2185.617639 sec): 3 clusters Score: Raw -1645947.432010 + Penalty 3322.331764 = -1642625.100246 nChanged 250 SP:Iteration 10Q (2185.669575 sec): 3 clusters Score: Raw -1646035.074492 + Penalty 3322.331764 = -1642712.742727 nChanged 184 SP:Iteration 11Q (2185.721518 sec): 3 clusters Score: Raw -1646081.168604 + Penalty 3322.331764 = -1642758.836840 nChanged 127 SP:Iteration 12Q (2185.773501 sec): 3 clusters Score: Raw -1646101.212743 + Penalty 3322.331764 = -1642778.880979 nChanged 79 SP:Iteration 13Q (2185.825311 sec): 3 clusters Score: Raw -1646110.479496 + Penalty 3322.331764 = -1642788.147732 nChanged 46 SP:Iteration 14Q (2185.877232 sec): 3 clusters Score: Raw -1646113.830480 + Penalty 3322.331764 = -1642791.498716 nChanged 20 SP:Iteration 15Q (2185.929193 sec): 3 clusters Score: Raw -1646115.317567 + Penalty 3322.331764 = -1642792.985803 nChanged 13 SP:Iteration 16Q (2185.981148 sec): 3 clusters Score: Raw -1646116.200592 + Penalty 3322.331764 = -1642793.868828 nChanged 8 SP:Iteration 17Q (2186.033029 sec): 3 clusters Score: Raw -1646116.608517 + Penalty 3322.331764 = -1642794.276753 nChanged 7 SP:Iteration 18Q (2186.085072 sec): 3 clusters Score: Raw -1646116.956924 + Penalty 3322.331764 = -1642794.625159 nChanged 8 SP:Iteration 19Q (2186.137027 sec): 3 clusters Score: Raw -1646117.422998 + Penalty 3322.331764 = -1642795.091234 nChanged 5 SP:Iteration 20F (2186.188968 sec): 3 clusters Score: Raw -1646117.722989 + Penalty 3322.331764 = -1642795.391225 nChanged 3 SP:Iteration 21Q (2186.241203 sec): 3 clusters Score: Raw -1646117.958330 + Penalty 3322.331764 = -1642795.626566 nChanged 6 SP:Iteration 22Q (2186.293378 sec): 3 clusters Score: Raw -1646118.587802 + Penalty 3322.331764 = -1642796.256038 nChanged 11 SP:Iteration 23Q (2186.345493 sec): 3 clusters Score: Raw -1646119.224581 + Penalty 3322.331764 = -1642796.892816 nChanged 7 SP:Iteration 24Q (2186.397423 sec): 3 clusters Score: Raw -1646119.775507 + Penalty 3322.331764 = -1642797.443742 nChanged 14 SP:Iteration 25Q (2186.449358 sec): 3 clusters Score: Raw -1646120.903085 + Penalty 3322.331764 = -1642798.571321 nChanged 9 SP:Iteration 26Q (2186.501188 sec): 3 clusters Score: Raw -1646121.342886 + Penalty 3322.331764 = -1642799.011122 nChanged 8 SP:Iteration 27Q (2186.553206 sec): 3 clusters Score: Raw -1646121.880217 + Penalty 3322.331764 = -1642799.548453 nChanged 6 SP:Iteration 28Q (2186.605013 sec): 3 clusters Score: Raw -1646122.214909 + Penalty 3322.331764 = -1642799.883145 nChanged 8 SP:Iteration 29Q (2186.658550 sec): 3 clusters Score: Raw -1646122.670246 + Penalty 3322.331764 = -1642800.338482 nChanged 8 SP:Iteration 30Q (2186.711610 sec): 3 clusters Score: Raw -1646123.165197 + Penalty 3322.331764 = -1642800.833433 nChanged 6 SP:Iteration 31Q (2186.763674 sec): 3 clusters Score: Raw -1646123.569715 + Penalty 3322.331764 = -1642801.237951 nChanged 11 SP:Iteration 32Q (2186.815726 sec): 3 clusters Score: Raw -1646124.284935 + Penalty 3322.331764 = -1642801.953171 nChanged 6 SP:Iteration 33Q (2186.868403 sec): 3 clusters Score: Raw -1646124.633334 + Penalty 3322.331764 = -1642802.301570 nChanged 4 SP:Iteration 34Q (2186.920123 sec): 3 clusters Score: Raw -1646124.816327 + Penalty 3322.331764 = -1642802.484563 nChanged 3 SP:Iteration 35Q (2186.973010 sec): 3 clusters Score: Raw -1646125.017057 + Penalty 3322.331764 = -1642802.685293 nChanged 4 SP:Iteration 36Q (2187.024638 sec): 3 clusters Score: Raw -1646125.235181 + Penalty 3322.331764 = -1642802.903416 nChanged 5 SP:Iteration 37Q (2187.076894 sec): 3 clusters Score: Raw -1646125.574068 + Penalty 3322.331764 = -1642803.242303 nChanged 4 SP:Iteration 38Q (2187.128650 sec): 3 clusters Score: Raw -1646125.819626 + Penalty 3322.331764 = -1642803.487862 nChanged 6 SP:Iteration 39Q (2187.181089 sec): 3 clusters Score: Raw -1646126.046587 + Penalty 3322.331764 = -1642803.714823 nChanged 3 SP:Iteration 40F (2187.232822 sec): 3 clusters Score: Raw -1646126.135030 + Penalty 3322.331764 = -1642803.803266 nChanged 3 SP:Iteration 41Q (2187.285573 sec): 3 clusters Score: Raw -1646126.279423 + Penalty 3322.331764 = -1642803.947658 nChanged 1 SP:Iteration 42Q (2187.337697 sec): 3 clusters Score: Raw -1646126.342389 + Penalty 3322.331764 = -1642804.010625 nChanged 1 SP:Iteration 43Q (2187.389709 sec): 3 clusters Score: Raw -1646126.378975 + Penalty 3322.331764 = -1642804.047210 nChanged 1 SP:Iteration 44Q (2187.441640 sec): 3 clusters Score: Raw -1646126.435196 + Penalty 3322.331764 = -1642804.103432 nChanged 0 SP:Iteration 45F (2187.493359 sec): 3 clusters Score: Raw -1646126.435196 + Penalty 3322.331764 = -1642804.103432 nChanged 0 Score: Raw -27463498.701238 + Penalty 61200.878784 = -27402297.822455 Splitting cluster 16 changes total score from -27357714.173313 to -27402297.822455 So it's getting split into cluster 29. Trying to split cluster 17 (92154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2195.018073 sec): 2 clusters Score: Raw -6077763.651840 + Penalty 1857.572660 = -6075906.079180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2195.165083 sec): 3 clusters Score: Raw -6018188.464779 + Penalty 3715.145320 = -6014473.319458 nChanged 43976 SP:Iteration 1F (2195.310040 sec): 3 clusters Score: Raw -6043883.735958 + Penalty 3715.145320 = -6040168.590638 nChanged 3981 SP:Iteration 2Q (2195.465268 sec): 3 clusters Score: Raw -6045526.215104 + Penalty 3715.145320 = -6041811.069784 nChanged 4613 SP:Iteration 3F (2195.611097 sec): 3 clusters Score: Raw -6048066.654573 + Penalty 3715.145320 = -6044351.509253 nChanged 5580 SP:Iteration 4F (2195.756099 sec): 3 clusters Score: Raw -6051756.463485 + Penalty 3715.145320 = -6048041.318165 nChanged 6599 SP:Iteration 5F (2195.901184 sec): 3 clusters Score: Raw -6056836.844484 + Penalty 3715.145320 = -6053121.699164 nChanged 7201 SP:Iteration 6F (2196.046122 sec): 3 clusters Score: Raw -6062927.380958 + Penalty 3715.145320 = -6059212.235638 nChanged 6900 SP:Iteration 7F (2196.191129 sec): 3 clusters Score: Raw -6068554.750614 + Penalty 3715.145320 = -6064839.605294 nChanged 5450 SP:Iteration 8F (2196.335809 sec): 3 clusters Score: Raw -6072209.101675 + Penalty 3715.145320 = -6068493.956354 nChanged 3672 SP:Iteration 9Q (2196.484678 sec): 3 clusters Score: Raw -6074213.553311 + Penalty 3715.145320 = -6070498.407991 nChanged 2542 SP:Iteration 10Q (2196.632115 sec): 3 clusters Score: Raw -6075524.328154 + Penalty 3715.145320 = -6071809.182834 nChanged 2166 SP:Iteration 11Q (2196.778527 sec): 3 clusters Score: Raw -6076726.936010 + Penalty 3715.145320 = -6073011.790690 nChanged 1955 SP:Iteration 12Q (2196.924070 sec): 3 clusters Score: Raw -6077797.626594 + Penalty 3715.145320 = -6074082.481274 nChanged 1754 SP:Iteration 13Q (2197.068371 sec): 3 clusters Score: Raw -6078718.081193 + Penalty 3715.145320 = -6075002.935873 nChanged 1495 SP:Iteration 14Q (2197.211317 sec): 3 clusters Score: Raw -6079416.460859 + Penalty 3715.145320 = -6075701.315538 nChanged 1197 SP:Iteration 15Q (2197.352512 sec): 3 clusters Score: Raw -6079900.694116 + Penalty 3715.145320 = -6076185.548796 nChanged 998 SP:Iteration 16Q (2197.492223 sec): 3 clusters Score: Raw -6080249.334744 + Penalty 3715.145320 = -6076534.189424 nChanged 864 SP:Iteration 17Q (2197.630640 sec): 3 clusters Score: Raw -6080510.876948 + Penalty 3715.145320 = -6076795.731628 nChanged 704 SP:Iteration 18Q (2197.780619 sec): 3 clusters Score: Raw -6080699.000174 + Penalty 3715.145320 = -6076983.854854 nChanged 614 SP:Iteration 19Q (2197.915816 sec): 3 clusters Score: Raw -6080839.858621 + Penalty 3715.145320 = -6077124.713301 nChanged 517 SP:Iteration 20F (2198.060998 sec): 3 clusters Score: Raw -6080953.733675 + Penalty 3715.145320 = -6077238.588355 nChanged 454 SP:Iteration 21Q (2198.211308 sec): 3 clusters Score: Raw -6081040.526901 + Penalty 3715.145320 = -6077325.381580 nChanged 406 SP:Iteration 22Q (2198.346354 sec): 3 clusters Score: Raw -6081114.088976 + Penalty 3715.145320 = -6077398.943656 nChanged 370 SP:Iteration 23Q (2198.480859 sec): 3 clusters Score: Raw -6081172.012110 + Penalty 3715.145320 = -6077456.866790 nChanged 318 SP:Iteration 24Q (2198.614549 sec): 3 clusters Score: Raw -6081213.540647 + Penalty 3715.145320 = -6077498.395327 nChanged 285 SP:Iteration 25Q (2198.747847 sec): 3 clusters Score: Raw -6081247.837695 + Penalty 3715.145320 = -6077532.692375 nChanged 241 SP:Iteration 26Q (2198.880895 sec): 3 clusters Score: Raw -6081273.343581 + Penalty 3715.145320 = -6077558.198261 nChanged 198 SP:Iteration 27Q (2199.014186 sec): 3 clusters Score: Raw -6081290.858078 + Penalty 3715.145320 = -6077575.712758 nChanged 160 SP:Iteration 28Q (2199.146529 sec): 3 clusters Score: Raw -6081302.493834 + Penalty 3715.145320 = -6077587.348514 nChanged 130 SP:Iteration 29Q (2199.278550 sec): 3 clusters Score: Raw -6081310.148429 + Penalty 3715.145320 = -6077595.003109 nChanged 115 SP:Iteration 30Q (2199.410112 sec): 3 clusters Score: Raw -6081317.669476 + Penalty 3715.145320 = -6077602.524156 nChanged 102 SP:Iteration 31Q (2199.541907 sec): 3 clusters Score: Raw -6081323.255733 + Penalty 3715.145320 = -6077608.110413 nChanged 80 SP:Iteration 32Q (2199.673574 sec): 3 clusters Score: Raw -6081327.058619 + Penalty 3715.145320 = -6077611.913299 nChanged 60 SP:Iteration 33Q (2199.805191 sec): 3 clusters Score: Raw -6081330.028648 + Penalty 3715.145320 = -6077614.883328 nChanged 54 SP:Iteration 34Q (2199.936683 sec): 3 clusters Score: Raw -6081332.466963 + Penalty 3715.145320 = -6077617.321643 nChanged 48 SP:Iteration 35Q (2200.068127 sec): 3 clusters Score: Raw -6081334.100904 + Penalty 3715.145320 = -6077618.955583 nChanged 39 SP:Iteration 36Q (2200.199460 sec): 3 clusters Score: Raw -6081335.465163 + Penalty 3715.145320 = -6077620.319843 nChanged 31 SP:Iteration 37Q (2200.330649 sec): 3 clusters Score: Raw -6081336.517416 + Penalty 3715.145320 = -6077621.372096 nChanged 31 SP:Iteration 38Q (2200.461841 sec): 3 clusters Score: Raw -6081337.603780 + Penalty 3715.145320 = -6077622.458460 nChanged 26 SP:Iteration 39Q (2200.592869 sec): 3 clusters Score: Raw -6081338.292899 + Penalty 3715.145320 = -6077623.147579 nChanged 20 SP:Iteration 40F (2200.737751 sec): 3 clusters Score: Raw -6081338.804764 + Penalty 3715.145320 = -6077623.659444 nChanged 16 SP:Iteration 41Q (2200.869624 sec): 3 clusters Score: Raw -6081339.206464 + Penalty 3715.145320 = -6077624.061144 nChanged 11 SP:Iteration 42Q (2201.001360 sec): 3 clusters Score: Raw -6081339.464190 + Penalty 3715.145320 = -6077624.318869 nChanged 12 SP:Iteration 43Q (2201.133124 sec): 3 clusters Score: Raw -6081339.742459 + Penalty 3715.145320 = -6077624.597139 nChanged 13 SP:Iteration 44Q (2201.264984 sec): 3 clusters Score: Raw -6081339.997390 + Penalty 3715.145320 = -6077624.852070 nChanged 17 SP:Iteration 45Q (2201.397796 sec): 3 clusters Score: Raw -6081340.358995 + Penalty 3715.145320 = -6077625.213675 nChanged 11 SP:Iteration 46Q (2201.529673 sec): 3 clusters Score: Raw -6081340.679052 + Penalty 3715.145320 = -6077625.533732 nChanged 14 SP:Iteration 47Q (2201.661274 sec): 3 clusters Score: Raw -6081341.031989 + Penalty 3715.145320 = -6077625.886669 nChanged 17 SP:Iteration 48Q (2201.792959 sec): 3 clusters Score: Raw -6081341.444593 + Penalty 3715.145320 = -6077626.299273 nChanged 15 SP:Iteration 49Q (2201.924614 sec): 3 clusters Score: Raw -6081341.821752 + Penalty 3715.145320 = -6077626.676432 nChanged 15 SP:Iteration 50Q (2202.056125 sec): 3 clusters Score: Raw -6081342.221785 + Penalty 3715.145320 = -6077627.076464 nChanged 11 SP:Iteration 51Q (2202.187744 sec): 3 clusters Score: Raw -6081342.465554 + Penalty 3715.145320 = -6077627.320234 nChanged 11 SP:Iteration 52Q (2202.320119 sec): 3 clusters Score: Raw -6081342.815351 + Penalty 3715.145320 = -6077627.670031 nChanged 16 SP:Iteration 53Q (2202.451747 sec): 3 clusters Score: Raw -6081343.249878 + Penalty 3715.145320 = -6077628.104558 nChanged 15 SP:Iteration 54Q (2202.583371 sec): 3 clusters Score: Raw -6081343.712663 + Penalty 3715.145320 = -6077628.567343 nChanged 19 SP:Iteration 55Q (2202.714853 sec): 3 clusters Score: Raw -6081344.291112 + Penalty 3715.145320 = -6077629.145792 nChanged 23 SP:Iteration 56Q (2202.846367 sec): 3 clusters Score: Raw -6081345.159367 + Penalty 3715.145320 = -6077630.014047 nChanged 23 SP:Iteration 57Q (2202.977903 sec): 3 clusters Score: Raw -6081345.920492 + Penalty 3715.145320 = -6077630.775171 nChanged 21 SP:Iteration 58Q (2203.109311 sec): 3 clusters Score: Raw -6081346.568703 + Penalty 3715.145320 = -6077631.423383 nChanged 20 SP:Iteration 59Q (2203.240666 sec): 3 clusters Score: Raw -6081347.139509 + Penalty 3715.145320 = -6077631.994189 nChanged 14 SP:Iteration 60F (2203.385355 sec): 3 clusters Score: Raw -6081347.372394 + Penalty 3715.145320 = -6077632.227074 nChanged 8 SP:Iteration 61Q (2203.516937 sec): 3 clusters Score: Raw -6081347.539100 + Penalty 3715.145320 = -6077632.393780 nChanged 9 SP:Iteration 62Q (2203.648457 sec): 3 clusters Score: Raw -6081347.741716 + Penalty 3715.145320 = -6077632.596396 nChanged 7 SP:Iteration 63Q (2203.779797 sec): 3 clusters Score: Raw -6081347.923065 + Penalty 3715.145320 = -6077632.777745 nChanged 11 SP:Iteration 64Q (2203.911327 sec): 3 clusters Score: Raw -6081348.262626 + Penalty 3715.145320 = -6077633.117306 nChanged 13 SP:Iteration 65Q (2204.042726 sec): 3 clusters Score: Raw -6081348.652637 + Penalty 3715.145320 = -6077633.507317 nChanged 13 SP:Iteration 66Q (2204.174144 sec): 3 clusters Score: Raw -6081349.023859 + Penalty 3715.145320 = -6077633.878539 nChanged 16 SP:Iteration 67Q (2204.305630 sec): 3 clusters Score: Raw -6081349.582537 + Penalty 3715.145320 = -6077634.437216 nChanged 22 SP:Iteration 68Q (2204.436998 sec): 3 clusters Score: Raw -6081350.291789 + Penalty 3715.145320 = -6077635.146469 nChanged 20 SP:Iteration 69Q (2204.568271 sec): 3 clusters Score: Raw -6081350.941245 + Penalty 3715.145320 = -6077635.795925 nChanged 19 SP:Iteration 70Q (2204.699776 sec): 3 clusters Score: Raw -6081351.494786 + Penalty 3715.145320 = -6077636.349466 nChanged 18 SP:Iteration 71Q (2204.831265 sec): 3 clusters Score: Raw -6081351.960646 + Penalty 3715.145320 = -6077636.815326 nChanged 13 SP:Iteration 72Q (2204.962474 sec): 3 clusters Score: Raw -6081352.363803 + Penalty 3715.145320 = -6077637.218483 nChanged 15 SP:Iteration 73Q (2205.093627 sec): 3 clusters Score: Raw -6081352.856434 + Penalty 3715.145320 = -6077637.711114 nChanged 11 SP:Iteration 74Q (2205.224586 sec): 3 clusters Score: Raw -6081353.124051 + Penalty 3715.145320 = -6077637.978731 nChanged 13 SP:Iteration 75Q (2205.355709 sec): 3 clusters Score: Raw -6081353.560430 + Penalty 3715.145320 = -6077638.415110 nChanged 11 SP:Iteration 76Q (2205.487089 sec): 3 clusters Score: Raw -6081353.896524 + Penalty 3715.145320 = -6077638.751204 nChanged 8 SP:Iteration 77Q (2205.625418 sec): 3 clusters Score: Raw -6081354.100651 + Penalty 3715.145320 = -6077638.955331 nChanged 9 SP:Iteration 78Q (2205.756835 sec): 3 clusters Score: Raw -6081354.366779 + Penalty 3715.145320 = -6077639.221459 nChanged 8 SP:Iteration 79Q (2205.887912 sec): 3 clusters Score: Raw -6081354.486176 + Penalty 3715.145320 = -6077639.340856 nChanged 8 SP:Iteration 80F (2206.032643 sec): 3 clusters Score: Raw -6081354.652022 + Penalty 3715.145320 = -6077639.506702 nChanged 5 SP:Iteration 81Q (2206.163777 sec): 3 clusters Score: Raw -6081354.764635 + Penalty 3715.145320 = -6077639.619315 nChanged 8 SP:Iteration 82Q (2206.294882 sec): 3 clusters Score: Raw -6081354.870438 + Penalty 3715.145320 = -6077639.725117 nChanged 1 SP:Iteration 83Q (2206.425952 sec): 3 clusters Score: Raw -6081354.878247 + Penalty 3715.145320 = -6077639.732927 nChanged 1 SP:Iteration 84Q (2206.557098 sec): 3 clusters Score: Raw -6081354.905634 + Penalty 3715.145320 = -6077639.760314 nChanged 1 SP:Iteration 85Q (2206.688316 sec): 3 clusters Score: Raw -6081354.930902 + Penalty 3715.145320 = -6077639.785582 nChanged 2 SP:Iteration 86Q (2206.819504 sec): 3 clusters Score: Raw -6081354.961622 + Penalty 3715.145320 = -6077639.816302 nChanged 4 SP:Iteration 87Q (2206.950734 sec): 3 clusters Score: Raw -6081355.049422 + Penalty 3715.145320 = -6077639.904102 nChanged 5 SP:Iteration 88Q (2207.081971 sec): 3 clusters Score: Raw -6081355.147039 + Penalty 3715.145320 = -6077640.001719 nChanged 5 SP:Iteration 89Q (2207.213029 sec): 3 clusters Score: Raw -6081355.239205 + Penalty 3715.145320 = -6077640.093885 nChanged 4 SP:Iteration 90Q (2207.344087 sec): 3 clusters Score: Raw -6081355.316075 + Penalty 3715.145320 = -6077640.170754 nChanged 7 SP:Iteration 91Q (2207.475960 sec): 3 clusters Score: Raw -6081355.433780 + Penalty 3715.145320 = -6077640.288460 nChanged 4 SP:Iteration 92Q (2207.609383 sec): 3 clusters Score: Raw -6081355.556658 + Penalty 3715.145320 = -6077640.411338 nChanged 6 SP:Iteration 93Q (2207.741492 sec): 3 clusters Score: Raw -6081355.678394 + Penalty 3715.145320 = -6077640.533074 nChanged 5 SP:Iteration 94Q (2207.875675 sec): 3 clusters Score: Raw -6081355.793275 + Penalty 3715.145320 = -6077640.647954 nChanged 6 SP:Iteration 95Q (2208.006870 sec): 3 clusters Score: Raw -6081355.921460 + Penalty 3715.145320 = -6077640.776140 nChanged 6 SP:Iteration 96Q (2208.138066 sec): 3 clusters Score: Raw -6081356.067856 + Penalty 3715.145320 = -6077640.922536 nChanged 7 SP:Iteration 97Q (2208.269162 sec): 3 clusters Score: Raw -6081356.310784 + Penalty 3715.145320 = -6077641.165464 nChanged 12 SP:Iteration 98Q (2208.400285 sec): 3 clusters Score: Raw -6081356.619854 + Penalty 3715.145320 = -6077641.474534 nChanged 9 SP:Iteration 99Q (2208.531076 sec): 3 clusters Score: Raw -6081356.874421 + Penalty 3715.145320 = -6077641.729101 nChanged 8 SP:Iteration 100F (2208.675926 sec): 3 clusters Score: Raw -6081357.111134 + Penalty 3715.145320 = -6077641.965814 nChanged 12 SP:Iteration 101Q (2208.807192 sec): 3 clusters Score: Raw -6081357.356749 + Penalty 3715.145320 = -6077642.211429 nChanged 9 SP:Iteration 102Q (2208.941686 sec): 3 clusters Score: Raw -6081357.534624 + Penalty 3715.145320 = -6077642.389304 nChanged 9 SP:Iteration 103Q (2209.073376 sec): 3 clusters Score: Raw -6081357.806162 + Penalty 3715.145320 = -6077642.660841 nChanged 8 SP:Iteration 104Q (2209.204481 sec): 3 clusters Score: Raw -6081358.006231 + Penalty 3715.145320 = -6077642.860911 nChanged 10 SP:Iteration 105Q (2209.335656 sec): 3 clusters Score: Raw -6081358.249826 + Penalty 3715.145320 = -6077643.104506 nChanged 13 SP:Iteration 106Q (2209.466810 sec): 3 clusters Score: Raw -6081358.781656 + Penalty 3715.145320 = -6077643.636336 nChanged 14 SP:Iteration 107Q (2209.597739 sec): 3 clusters Score: Raw -6081359.117631 + Penalty 3715.145320 = -6077643.972311 nChanged 13 SP:Iteration 108Q (2209.728686 sec): 3 clusters Score: Raw -6081359.533148 + Penalty 3715.145320 = -6077644.387828 nChanged 16 SP:Iteration 109Q (2209.859595 sec): 3 clusters Score: Raw -6081360.022450 + Penalty 3715.145320 = -6077644.877130 nChanged 16 SP:Iteration 110Q (2209.990557 sec): 3 clusters Score: Raw -6081360.547917 + Penalty 3715.145320 = -6077645.402597 nChanged 15 SP:Iteration 111Q (2210.121690 sec): 3 clusters Score: Raw -6081361.019174 + Penalty 3715.145320 = -6077645.873854 nChanged 14 SP:Iteration 112Q (2210.252750 sec): 3 clusters Score: Raw -6081361.372832 + Penalty 3715.145320 = -6077646.227512 nChanged 10 SP:Iteration 113Q (2210.383941 sec): 3 clusters Score: Raw -6081361.734029 + Penalty 3715.145320 = -6077646.588709 nChanged 9 SP:Iteration 114Q (2210.514874 sec): 3 clusters Score: Raw -6081361.993592 + Penalty 3715.145320 = -6077646.848272 nChanged 7 SP:Iteration 115Q (2210.645812 sec): 3 clusters Score: Raw -6081362.180808 + Penalty 3715.145320 = -6077647.035488 nChanged 4 SP:Iteration 116Q (2210.776789 sec): 3 clusters Score: Raw -6081362.300799 + Penalty 3715.145320 = -6077647.155478 nChanged 7 SP:Iteration 117Q (2210.907512 sec): 3 clusters Score: Raw -6081362.530044 + Penalty 3715.145320 = -6077647.384724 nChanged 9 SP:Iteration 118Q (2211.038344 sec): 3 clusters Score: Raw -6081362.806213 + Penalty 3715.145320 = -6077647.660893 nChanged 11 SP:Iteration 119Q (2211.169168 sec): 3 clusters Score: Raw -6081363.116118 + Penalty 3715.145320 = -6077647.970798 nChanged 9 SP:Iteration 120F (2211.312920 sec): 3 clusters Score: Raw -6081363.331056 + Penalty 3715.145320 = -6077648.185736 nChanged 10 SP:Iteration 121Q (2211.443720 sec): 3 clusters Score: Raw -6081363.570933 + Penalty 3715.145320 = -6077648.425612 nChanged 8 SP:Iteration 122Q (2211.574662 sec): 3 clusters Score: Raw -6081363.760723 + Penalty 3715.145320 = -6077648.615403 nChanged 3 SP:Iteration 123Q (2211.705476 sec): 3 clusters Score: Raw -6081363.821533 + Penalty 3715.145320 = -6077648.676213 nChanged 3 SP:Iteration 124Q (2211.836409 sec): 3 clusters Score: Raw -6081363.890162 + Penalty 3715.145320 = -6077648.744842 nChanged 2 SP:Iteration 125Q (2211.967340 sec): 3 clusters Score: Raw -6081363.918146 + Penalty 3715.145320 = -6077648.772826 nChanged 1 SP:Iteration 126Q (2212.098296 sec): 3 clusters Score: Raw -6081363.938712 + Penalty 3715.145320 = -6077648.793392 nChanged 0 SP:Iteration 127F (2212.242721 sec): 3 clusters Score: Raw -6081363.938712 + Penalty 3715.145320 = -6077648.793392 nChanged 0 Score: Raw -27467098.988110 + Penalty 63311.253914 = -27403787.734196 Splitting cluster 17 changes total score from -27357714.173313 to -27403787.734196 So it's getting split into cluster 30. Trying to split cluster 18 (13738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2219.796251 sec): 2 clusters Score: Raw -899621.778431 + Penalty 1548.287162 = -898073.491270 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2219.830246 sec): 3 clusters Score: Raw -891614.975397 + Penalty 3096.574323 = -888518.401073 nChanged 6138 SP:Iteration 1F (2219.863023 sec): 3 clusters Score: Raw -895296.792371 + Penalty 3096.574323 = -892200.218048 nChanged 958 SP:Iteration 2F (2219.895691 sec): 3 clusters Score: Raw -895878.746835 + Penalty 3096.574323 = -892782.172512 nChanged 890 SP:Iteration 3F (2219.928320 sec): 3 clusters Score: Raw -896486.189196 + Penalty 3096.574323 = -893389.614873 nChanged 862 SP:Iteration 4F (2219.961118 sec): 3 clusters Score: Raw -897141.495656 + Penalty 3096.574323 = -894044.921332 nChanged 860 SP:Iteration 5F (2219.993748 sec): 3 clusters Score: Raw -897876.354619 + Penalty 3096.574323 = -894779.780295 nChanged 830 SP:Iteration 6F (2220.026417 sec): 3 clusters Score: Raw -898646.834727 + Penalty 3096.574323 = -895550.260403 nChanged 815 SP:Iteration 7F (2220.059109 sec): 3 clusters Score: Raw -899392.459526 + Penalty 3096.574323 = -896295.885203 nChanged 734 SP:Iteration 8F (2220.091958 sec): 3 clusters Score: Raw -900086.448174 + Penalty 3096.574323 = -896989.873851 nChanged 642 SP:Iteration 9Q (2220.123820 sec): 3 clusters Score: Raw -900762.455103 + Penalty 3096.574323 = -897665.880780 nChanged 623 SP:Iteration 10Q (2220.155401 sec): 3 clusters Score: Raw -901620.626749 + Penalty 3096.574323 = -898524.052426 nChanged 608 SP:Iteration 11Q (2220.186449 sec): 3 clusters Score: Raw -902623.638434 + Penalty 3096.574323 = -899527.064111 nChanged 606 SP:Iteration 12Q (2220.217126 sec): 3 clusters Score: Raw -903485.746175 + Penalty 3096.574323 = -900389.171852 nChanged 554 SP:Iteration 13Q (2220.247178 sec): 3 clusters Score: Raw -904092.856081 + Penalty 3096.574323 = -900996.281757 nChanged 563 SP:Iteration 14Q (2220.276730 sec): 3 clusters Score: Raw -904704.442202 + Penalty 3096.574323 = -901607.867879 nChanged 564 SP:Iteration 15Q (2220.306243 sec): 3 clusters Score: Raw -905455.250210 + Penalty 3096.574323 = -902358.675887 nChanged 532 SP:Iteration 16Q (2220.335419 sec): 3 clusters Score: Raw -906369.990140 + Penalty 3096.574323 = -903273.415817 nChanged 441 SP:Iteration 17Q (2220.364417 sec): 3 clusters Score: Raw -907290.601615 + Penalty 3096.574323 = -904194.027292 nChanged 314 SP:Iteration 18Q (2220.392773 sec): 3 clusters Score: Raw -907740.139278 + Penalty 3096.574323 = -904643.564955 nChanged 173 SP:Iteration 19Q (2220.420773 sec): 3 clusters Score: Raw -907888.799429 + Penalty 3096.574323 = -904792.225106 nChanged 75 SP:Iteration 20F (2220.453375 sec): 3 clusters Score: Raw -907915.824982 + Penalty 3096.574323 = -904819.250659 nChanged 35 SP:Iteration 21Q (2220.481353 sec): 3 clusters Score: Raw -907925.940241 + Penalty 3096.574323 = -904829.365917 nChanged 19 SP:Iteration 22Q (2220.509058 sec): 3 clusters Score: Raw -907929.374518 + Penalty 3096.574323 = -904832.800195 nChanged 11 SP:Iteration 23Q (2220.537005 sec): 3 clusters Score: Raw -907930.470222 + Penalty 3096.574323 = -904833.895899 nChanged 3 SP:Iteration 24Q (2220.564818 sec): 3 clusters Score: Raw -907930.701541 + Penalty 3096.574323 = -904834.127218 nChanged 1 SP:Iteration 25Q (2220.592620 sec): 3 clusters Score: Raw -907930.776067 + Penalty 3096.574323 = -904834.201744 nChanged 0 SP:Iteration 26F (2220.625253 sec): 3 clusters Score: Raw -907930.776067 + Penalty 3096.574323 = -904834.201744 nChanged 0 Score: Raw -27475407.985746 + Penalty 65421.629044 = -27409986.356702 Splitting cluster 18 changes total score from -27357714.173313 to -27409986.356702 So it's getting split into cluster 31. Trying to split cluster 19 (5158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2229.611487 sec): 2 clusters Score: Raw -259920.151473 + Penalty 1389.099430 = -258531.052043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2229.633083 sec): 3 clusters Score: Raw -257352.238973 + Penalty 2778.198861 = -254574.040113 nChanged 2129 SP:Iteration 1F (2229.654297 sec): 3 clusters Score: Raw -259255.813253 + Penalty 2778.198861 = -256477.614393 nChanged 657 SP:Iteration 2F (2229.675348 sec): 3 clusters Score: Raw -260241.730113 + Penalty 2778.198861 = -257463.531253 nChanged 518 SP:Iteration 3F (2229.696623 sec): 3 clusters Score: Raw -260897.762825 + Penalty 2778.198861 = -258119.563965 nChanged 347 SP:Iteration 4F (2229.717835 sec): 3 clusters Score: Raw -261336.144283 + Penalty 2778.198861 = -258557.945422 nChanged 240 SP:Iteration 5Q (2229.738815 sec): 3 clusters Score: Raw -261699.605305 + Penalty 2778.198861 = -258921.406445 nChanged 206 SP:Iteration 6Q (2229.759353 sec): 3 clusters Score: Raw -261869.398707 + Penalty 2778.198861 = -259091.199847 nChanged 163 SP:Iteration 7Q (2229.780163 sec): 3 clusters Score: Raw -262013.743092 + Penalty 2778.198861 = -259235.544232 nChanged 172 SP:Iteration 8Q (2229.800637 sec): 3 clusters Score: Raw -262202.555694 + Penalty 2778.198861 = -259424.356833 nChanged 175 SP:Iteration 9Q (2229.821102 sec): 3 clusters Score: Raw -262387.238768 + Penalty 2778.198861 = -259609.039908 nChanged 185 SP:Iteration 10Q (2229.841600 sec): 3 clusters Score: Raw -262584.677487 + Penalty 2778.198861 = -259806.478626 nChanged 184 SP:Iteration 11Q (2229.862245 sec): 3 clusters Score: Raw -262760.414869 + Penalty 2778.198861 = -259982.216008 nChanged 142 SP:Iteration 12Q (2229.882795 sec): 3 clusters Score: Raw -262889.434769 + Penalty 2778.198861 = -260111.235909 nChanged 147 SP:Iteration 13Q (2229.903115 sec): 3 clusters Score: Raw -263013.502409 + Penalty 2778.198861 = -260235.303548 nChanged 150 SP:Iteration 14Q (2229.923402 sec): 3 clusters Score: Raw -263139.239851 + Penalty 2778.198861 = -260361.040990 nChanged 136 SP:Iteration 15Q (2229.943728 sec): 3 clusters Score: Raw -263246.228070 + Penalty 2778.198861 = -260468.029209 nChanged 140 SP:Iteration 16Q (2229.964035 sec): 3 clusters Score: Raw -263368.248543 + Penalty 2778.198861 = -260590.049682 nChanged 121 SP:Iteration 17Q (2229.984316 sec): 3 clusters Score: Raw -263473.173832 + Penalty 2778.198861 = -260694.974972 nChanged 95 SP:Iteration 18Q (2230.004628 sec): 3 clusters Score: Raw -263536.098246 + Penalty 2778.198861 = -260757.899385 nChanged 70 SP:Iteration 19Q (2230.024713 sec): 3 clusters Score: Raw -263569.627399 + Penalty 2778.198861 = -260791.428539 nChanged 53 SP:Iteration 20F (2230.045859 sec): 3 clusters Score: Raw -263594.506033 + Penalty 2778.198861 = -260816.307172 nChanged 45 SP:Iteration 21Q (2230.065958 sec): 3 clusters Score: Raw -263615.812837 + Penalty 2778.198861 = -260837.613977 nChanged 40 SP:Iteration 22Q (2230.085803 sec): 3 clusters Score: Raw -263634.195007 + Penalty 2778.198861 = -260855.996146 nChanged 42 SP:Iteration 23Q (2230.105829 sec): 3 clusters Score: Raw -263652.991101 + Penalty 2778.198861 = -260874.792240 nChanged 36 SP:Iteration 24Q (2230.125907 sec): 3 clusters Score: Raw -263667.883799 + Penalty 2778.198861 = -260889.684938 nChanged 38 SP:Iteration 25Q (2230.145935 sec): 3 clusters Score: Raw -263687.434644 + Penalty 2778.198861 = -260909.235783 nChanged 44 SP:Iteration 26Q (2230.165809 sec): 3 clusters Score: Raw -263720.168036 + Penalty 2778.198861 = -260941.969175 nChanged 35 SP:Iteration 27Q (2230.185685 sec): 3 clusters Score: Raw -263736.976079 + Penalty 2778.198861 = -260958.777218 nChanged 29 SP:Iteration 28Q (2230.205370 sec): 3 clusters Score: Raw -263747.113591 + Penalty 2778.198861 = -260968.914730 nChanged 24 SP:Iteration 29Q (2230.225509 sec): 3 clusters Score: Raw -263758.704824 + Penalty 2778.198861 = -260980.505963 nChanged 29 SP:Iteration 30Q (2230.245550 sec): 3 clusters Score: Raw -263772.000017 + Penalty 2778.198861 = -260993.801156 nChanged 22 SP:Iteration 31Q (2230.265663 sec): 3 clusters Score: Raw -263782.274824 + Penalty 2778.198861 = -261004.075963 nChanged 23 SP:Iteration 32Q (2230.285595 sec): 3 clusters Score: Raw -263790.343721 + Penalty 2778.198861 = -261012.144861 nChanged 17 SP:Iteration 33Q (2230.305452 sec): 3 clusters Score: Raw -263794.673811 + Penalty 2778.198861 = -261016.474951 nChanged 7 SP:Iteration 34Q (2230.325353 sec): 3 clusters Score: Raw -263797.395245 + Penalty 2778.198861 = -261019.196384 nChanged 3 SP:Iteration 35Q (2230.345195 sec): 3 clusters Score: Raw -263798.500539 + Penalty 2778.198861 = -261020.301678 nChanged 6 SP:Iteration 36Q (2230.365020 sec): 3 clusters Score: Raw -263800.073635 + Penalty 2778.198861 = -261021.874774 nChanged 3 SP:Iteration 37Q (2230.384817 sec): 3 clusters Score: Raw -263801.936014 + Penalty 2778.198861 = -261023.737153 nChanged 3 SP:Iteration 38Q (2230.404504 sec): 3 clusters Score: Raw -263802.590278 + Penalty 2778.198861 = -261024.391418 nChanged 5 SP:Iteration 39Q (2230.433728 sec): 3 clusters Score: Raw -263803.926623 + Penalty 2778.198861 = -261025.727762 nChanged 3 SP:Iteration 40F (2230.454797 sec): 3 clusters Score: Raw -263804.399936 + Penalty 2778.198861 = -261026.201076 nChanged 1 SP:Iteration 41Q (2230.474618 sec): 3 clusters Score: Raw -263804.515103 + Penalty 2778.198861 = -261026.316243 nChanged 0 SP:Iteration 42F (2230.495792 sec): 3 clusters Score: Raw -263804.515103 + Penalty 2778.198861 = -261026.316243 nChanged 0 Score: Raw -27479292.349376 + Penalty 67532.004175 = -27411760.345201 Splitting cluster 19 changes total score from -27357714.173313 to -27411760.345201 So it's getting split into cluster 32. Trying to split cluster 20 (14999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2239.032200 sec): 2 clusters Score: Raw -916569.956617 + Penalty 1562.557557 = -915007.399060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2239.068434 sec): 3 clusters Score: Raw -907760.760910 + Penalty 3125.115114 = -904635.645797 nChanged 6615 SP:Iteration 1F (2239.102651 sec): 3 clusters Score: Raw -912234.256808 + Penalty 3125.115114 = -909109.141695 nChanged 1407 SP:Iteration 2F (2239.137718 sec): 3 clusters Score: Raw -913593.093569 + Penalty 3125.115114 = -910467.978455 nChanged 1412 SP:Iteration 3F (2239.173152 sec): 3 clusters Score: Raw -915168.119594 + Penalty 3125.115114 = -912043.004481 nChanged 1285 SP:Iteration 4F (2239.208505 sec): 3 clusters Score: Raw -916713.467501 + Penalty 3125.115114 = -913588.352387 nChanged 1156 SP:Iteration 5F (2239.243679 sec): 3 clusters Score: Raw -918169.145178 + Penalty 3125.115114 = -915044.030064 nChanged 923 SP:Iteration 6F (2239.278933 sec): 3 clusters Score: Raw -919318.443581 + Penalty 3125.115114 = -916193.328468 nChanged 709 SP:Iteration 7Q (2239.312762 sec): 3 clusters Score: Raw -919991.436028 + Penalty 3125.115114 = -916866.320914 nChanged 489 SP:Iteration 8Q (2239.346227 sec): 3 clusters Score: Raw -920393.716629 + Penalty 3125.115114 = -917268.601515 nChanged 378 SP:Iteration 9Q (2239.379313 sec): 3 clusters Score: Raw -920659.929558 + Penalty 3125.115114 = -917534.814444 nChanged 309 SP:Iteration 10Q (2239.412072 sec): 3 clusters Score: Raw -920865.767174 + Penalty 3125.115114 = -917740.652060 nChanged 233 SP:Iteration 11Q (2239.444583 sec): 3 clusters Score: Raw -921002.461841 + Penalty 3125.115114 = -917877.346727 nChanged 206 SP:Iteration 12Q (2239.476903 sec): 3 clusters Score: Raw -921094.058525 + Penalty 3125.115114 = -917968.943412 nChanged 154 SP:Iteration 13Q (2239.509300 sec): 3 clusters Score: Raw -921143.173890 + Penalty 3125.115114 = -918018.058777 nChanged 126 SP:Iteration 14Q (2239.541377 sec): 3 clusters Score: Raw -921175.228598 + Penalty 3125.115114 = -918050.113484 nChanged 103 SP:Iteration 15Q (2239.573693 sec): 3 clusters Score: Raw -921195.719412 + Penalty 3125.115114 = -918070.604299 nChanged 62 SP:Iteration 16Q (2239.605886 sec): 3 clusters Score: Raw -921206.425321 + Penalty 3125.115114 = -918081.310207 nChanged 54 SP:Iteration 17Q (2239.637975 sec): 3 clusters Score: Raw -921214.399165 + Penalty 3125.115114 = -918089.284052 nChanged 45 SP:Iteration 18Q (2239.670074 sec): 3 clusters Score: Raw -921221.423757 + Penalty 3125.115114 = -918096.308643 nChanged 45 SP:Iteration 19Q (2239.702209 sec): 3 clusters Score: Raw -921227.789747 + Penalty 3125.115114 = -918102.674633 nChanged 44 SP:Iteration 20F (2239.737498 sec): 3 clusters Score: Raw -921233.917533 + Penalty 3125.115114 = -918108.802419 nChanged 37 SP:Iteration 21Q (2239.769993 sec): 3 clusters Score: Raw -921238.308061 + Penalty 3125.115114 = -918113.192947 nChanged 26 SP:Iteration 22Q (2239.802372 sec): 3 clusters Score: Raw -921242.697474 + Penalty 3125.115114 = -918117.582361 nChanged 33 SP:Iteration 23Q (2239.834663 sec): 3 clusters Score: Raw -921246.831285 + Penalty 3125.115114 = -918121.716171 nChanged 25 SP:Iteration 24Q (2239.866901 sec): 3 clusters Score: Raw -921250.307044 + Penalty 3125.115114 = -918125.191931 nChanged 25 SP:Iteration 25Q (2239.909479 sec): 3 clusters Score: Raw -921253.335352 + Penalty 3125.115114 = -918128.220238 nChanged 21 SP:Iteration 26Q (2239.951149 sec): 3 clusters Score: Raw -921255.484942 + Penalty 3125.115114 = -918130.369829 nChanged 19 SP:Iteration 27Q (2239.983270 sec): 3 clusters Score: Raw -921258.103197 + Penalty 3125.115114 = -918132.988083 nChanged 21 SP:Iteration 28Q (2240.015770 sec): 3 clusters Score: Raw -921260.907393 + Penalty 3125.115114 = -918135.792280 nChanged 22 SP:Iteration 29Q (2240.048109 sec): 3 clusters Score: Raw -921264.254258 + Penalty 3125.115114 = -918139.139145 nChanged 27 SP:Iteration 30Q (2240.080546 sec): 3 clusters Score: Raw -921267.954921 + Penalty 3125.115114 = -918142.839807 nChanged 29 SP:Iteration 31Q (2240.112711 sec): 3 clusters Score: Raw -921271.889339 + Penalty 3125.115114 = -918146.774225 nChanged 25 SP:Iteration 32Q (2240.145144 sec): 3 clusters Score: Raw -921274.507634 + Penalty 3125.115114 = -918149.392520 nChanged 19 SP:Iteration 33Q (2240.177610 sec): 3 clusters Score: Raw -921276.333174 + Penalty 3125.115114 = -918151.218060 nChanged 16 SP:Iteration 34Q (2240.209743 sec): 3 clusters Score: Raw -921277.955706 + Penalty 3125.115114 = -918152.840593 nChanged 17 SP:Iteration 35Q (2240.242252 sec): 3 clusters Score: Raw -921279.612315 + Penalty 3125.115114 = -918154.497201 nChanged 14 SP:Iteration 36Q (2240.274638 sec): 3 clusters Score: Raw -921280.983115 + Penalty 3125.115114 = -918155.868001 nChanged 9 SP:Iteration 37Q (2240.306956 sec): 3 clusters Score: Raw -921281.751376 + Penalty 3125.115114 = -918156.636262 nChanged 8 SP:Iteration 38Q (2240.339178 sec): 3 clusters Score: Raw -921282.242470 + Penalty 3125.115114 = -918157.127356 nChanged 2 SP:Iteration 39Q (2240.371397 sec): 3 clusters Score: Raw -921282.424121 + Penalty 3125.115114 = -918157.309008 nChanged 1 SP:Iteration 40F (2240.406609 sec): 3 clusters Score: Raw -921282.461274 + Penalty 3125.115114 = -918157.346160 nChanged 0 Score: Raw -27484004.854033 + Penalty 69642.379305 = -27414362.474728 Splitting cluster 20 changes total score from -27357714.173313 to -27414362.474728 So it's getting split into cluster 33. Iteration 20F (2259.163393 sec): 34 clusters Score: Raw -27500180.908800 + Penalty 69642.379305 = -27430538.529495 nChanged 20768 Iteration 21Q (2262.885856 sec): 34 clusters Score: Raw -27510705.368848 + Penalty 69642.379305 = -27441062.989543 nChanged 10255 Iteration 22Q (2266.706900 sec): 34 clusters Score: Raw -27514975.259538 + Penalty 69642.379305 = -27445332.880233 nChanged 7246 Iteration 23Q (2270.469340 sec): 34 clusters Score: Raw -27517496.411212 + Penalty 69642.379305 = -27447854.031907 nChanged 5713 Iteration 24Q (2274.423466 sec): 34 clusters Score: Raw -27519303.370467 + Penalty 69642.379305 = -27449660.991161 nChanged 4847 Iteration 25Q (2278.360000 sec): 34 clusters Score: Raw -27520838.323778 + Penalty 69642.379305 = -27451195.944473 nChanged 4365 Iteration 26Q (2282.287708 sec): 34 clusters Score: Raw -27522319.457118 + Penalty 69642.379305 = -27452677.077813 nChanged 4074 Iteration 27Q (2286.229756 sec): 34 clusters Score: Raw -27523709.961900 + Penalty 69642.379305 = -27454067.582594 nChanged 3767 Iteration 28Q (2290.141348 sec): 34 clusters Score: Raw -27524858.759882 + Penalty 69642.379305 = -27455216.380576 nChanged 3514 Iteration 29Q (2294.048655 sec): 34 clusters Score: Raw -27525804.848775 + Penalty 69642.379305 = -27456162.469470 nChanged 3190 Iteration 30Q (2297.948379 sec): 34 clusters Score: Raw -27526616.414165 + Penalty 69642.379305 = -27456974.034860 nChanged 2904 Iteration 31Q (2301.886637 sec): 34 clusters Score: Raw -27527334.488801 + Penalty 69642.379305 = -27457692.109495 nChanged 2600 Iteration 32Q (2305.779804 sec): 34 clusters Score: Raw -27527968.877701 + Penalty 69642.379305 = -27458326.498396 nChanged 2483 Iteration 33Q (2309.669422 sec): 34 clusters Score: Raw -27528583.843477 + Penalty 69642.379305 = -27458941.464172 nChanged 2333 Iteration 34Q (2313.553415 sec): 34 clusters Score: Raw -27529149.615935 + Penalty 69642.379305 = -27459507.236630 nChanged 2211 Iteration 35Q (2317.637698 sec): 34 clusters Score: Raw -27529673.655778 + Penalty 69642.379305 = -27460031.276473 nChanged 2025 Iteration 36Q (2321.536362 sec): 34 clusters Score: Raw -27530130.668579 + Penalty 69642.379305 = -27460488.289274 nChanged 1843 Iteration 37Q (2325.407717 sec): 34 clusters Score: Raw -27530571.078186 + Penalty 69642.379305 = -27460928.698880 nChanged 1806 Iteration 38Q (2329.276778 sec): 34 clusters Score: Raw -27530993.739856 + Penalty 69642.379305 = -27461351.360550 nChanged 1725 Iteration 39Q (2333.147852 sec): 34 clusters Score: Raw -27531404.163151 + Penalty 69642.379305 = -27461761.783846 nChanged 1622 Iteration 40F (2341.587265 sec): 34 clusters Score: Raw -27532037.862826 + Penalty 69642.379305 = -27462395.483521 nChanged 1734 Iteration 41Q (2345.499955 sec): 34 clusters Score: Raw -27532534.995911 + Penalty 69642.379305 = -27462892.616605 nChanged 1646 Iteration 42Q (2349.412448 sec): 34 clusters Score: Raw -27532915.159095 + Penalty 69642.379305 = -27463272.779789 nChanged 1549 Iteration 43Q (2353.317865 sec): 34 clusters Score: Raw -27533230.852198 + Penalty 69642.379305 = -27463588.472893 nChanged 1473 Iteration 44Q (2357.219618 sec): 34 clusters Score: Raw -27533509.126029 + Penalty 69642.379305 = -27463866.746724 nChanged 1414 Iteration 45Q (2361.126130 sec): 34 clusters Score: Raw -27533771.084915 + Penalty 69642.379305 = -27464128.705609 nChanged 1344 Iteration 46Q (2365.050048 sec): 34 clusters Score: Raw -27534010.947079 + Penalty 69642.379305 = -27464368.567774 nChanged 1229 Iteration 47Q (2368.947628 sec): 34 clusters Score: Raw -27534199.144014 + Penalty 69642.379305 = -27464556.764708 nChanged 1098 Iteration 48Q (2372.844288 sec): 34 clusters Score: Raw -27534363.631369 + Penalty 69642.379305 = -27464721.252064 nChanged 991 Iteration 49Q (2376.738160 sec): 34 clusters Score: Raw -27534493.753627 + Penalty 69642.379305 = -27464851.374321 nChanged 878 Iteration 50Q (2380.627869 sec): 34 clusters Score: Raw -27534587.899031 + Penalty 69642.379305 = -27464945.519726 nChanged 790 Iteration 51Q (2384.542495 sec): 34 clusters Score: Raw -27534676.297193 + Penalty 69642.379305 = -27465033.917888 nChanged 741 Iteration 52Q (2388.428175 sec): 34 clusters Score: Raw -27534750.703258 + Penalty 69642.379305 = -27465108.323952 nChanged 675 Iteration 53Q (2392.316162 sec): 34 clusters Score: Raw -27534822.279804 + Penalty 69642.379305 = -27465179.900499 nChanged 653 Iteration 54Q (2396.222434 sec): 34 clusters Score: Raw -27534885.716340 + Penalty 69642.379305 = -27465243.337034 nChanged 610 Iteration 55Q (2400.128644 sec): 34 clusters Score: Raw -27534946.140971 + Penalty 69642.379305 = -27465303.761666 nChanged 554 Iteration 56Q (2404.011921 sec): 34 clusters Score: Raw -27535001.141015 + Penalty 69642.379305 = -27465358.761709 nChanged 508 Iteration 57Q (2407.902365 sec): 34 clusters Score: Raw -27535053.543392 + Penalty 69642.379305 = -27465411.164087 nChanged 500 Iteration 58Q (2411.808581 sec): 34 clusters Score: Raw -27535101.659213 + Penalty 69642.379305 = -27465459.279907 nChanged 452 Writing temp clu file Because OldScore, -27465411.164087, is greater than current (better) Score,-27465459.279907 Compute initial score before splitting: Score: Raw -27535101.659213 + Penalty 69642.379305 = -27465459.279907 Trying to split cluster 1 (9616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2411.903091 sec): 2 clusters Score: Raw -641045.165569 + Penalty 1490.317344 = -639554.848224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2411.932401 sec): 3 clusters Score: Raw -635658.127956 + Penalty 2980.634688 = -632677.493268 nChanged 4123 SP:Iteration 1F (2411.960486 sec): 3 clusters Score: Raw -637962.417507 + Penalty 2980.634688 = -634981.782819 nChanged 632 SP:Iteration 2F (2411.988681 sec): 3 clusters Score: Raw -638279.548971 + Penalty 2980.634688 = -635298.914282 nChanged 523 SP:Iteration 3F (2412.017143 sec): 3 clusters Score: Raw -638543.064474 + Penalty 2980.634688 = -635562.429786 nChanged 480 SP:Iteration 4Q (2412.045411 sec): 3 clusters Score: Raw -638784.439853 + Penalty 2980.634688 = -635803.805164 nChanged 453 SP:Iteration 5Q (2412.073727 sec): 3 clusters Score: Raw -639012.974648 + Penalty 2980.634688 = -636032.339959 nChanged 402 SP:Iteration 6Q (2412.102008 sec): 3 clusters Score: Raw -639234.360313 + Penalty 2980.634688 = -636253.725624 nChanged 416 SP:Iteration 7Q (2412.130394 sec): 3 clusters Score: Raw -639484.398139 + Penalty 2980.634688 = -636503.763451 nChanged 413 SP:Iteration 8Q (2412.158549 sec): 3 clusters Score: Raw -639749.013407 + Penalty 2980.634688 = -636768.378718 nChanged 387 SP:Iteration 9Q (2412.186623 sec): 3 clusters Score: Raw -640010.047156 + Penalty 2980.634688 = -637029.412468 nChanged 357 SP:Iteration 10Q (2412.214750 sec): 3 clusters Score: Raw -640270.623106 + Penalty 2980.634688 = -637289.988417 nChanged 325 SP:Iteration 11Q (2412.242606 sec): 3 clusters Score: Raw -640502.713107 + Penalty 2980.634688 = -637522.078419 nChanged 266 SP:Iteration 12Q (2412.271826 sec): 3 clusters Score: Raw -640705.345241 + Penalty 2980.634688 = -637724.710553 nChanged 216 SP:Iteration 13Q (2412.299276 sec): 3 clusters Score: Raw -640924.700439 + Penalty 2980.634688 = -637944.065750 nChanged 199 SP:Iteration 14Q (2412.326125 sec): 3 clusters Score: Raw -641195.143222 + Penalty 2980.634688 = -638214.508533 nChanged 173 SP:Iteration 15Q (2412.352213 sec): 3 clusters Score: Raw -641368.968696 + Penalty 2980.634688 = -638388.334008 nChanged 127 SP:Iteration 16Q (2412.377861 sec): 3 clusters Score: Raw -641478.620148 + Penalty 2980.634688 = -638497.985459 nChanged 92 SP:Iteration 17Q (2412.403278 sec): 3 clusters Score: Raw -641525.827161 + Penalty 2980.634688 = -638545.192473 nChanged 67 SP:Iteration 18Q (2412.428555 sec): 3 clusters Score: Raw -641568.669372 + Penalty 2980.634688 = -638588.034684 nChanged 70 SP:Iteration 19Q (2412.453683 sec): 3 clusters Score: Raw -641607.208363 + Penalty 2980.634688 = -638626.573674 nChanged 47 SP:Iteration 20F (2412.481634 sec): 3 clusters Score: Raw -641631.981839 + Penalty 2980.634688 = -638651.347150 nChanged 37 SP:Iteration 21Q (2412.506795 sec): 3 clusters Score: Raw -641652.768800 + Penalty 2980.634688 = -638672.134111 nChanged 34 SP:Iteration 22Q (2412.531726 sec): 3 clusters Score: Raw -641665.788457 + Penalty 2980.634688 = -638685.153769 nChanged 21 SP:Iteration 23Q (2412.556849 sec): 3 clusters Score: Raw -641673.606230 + Penalty 2980.634688 = -638692.971541 nChanged 26 SP:Iteration 24Q (2412.581946 sec): 3 clusters Score: Raw -641683.693031 + Penalty 2980.634688 = -638703.058343 nChanged 23 SP:Iteration 25Q (2412.606967 sec): 3 clusters Score: Raw -641690.445962 + Penalty 2980.634688 = -638709.811274 nChanged 17 SP:Iteration 26Q (2412.631859 sec): 3 clusters Score: Raw -641695.494208 + Penalty 2980.634688 = -638714.859519 nChanged 9 SP:Iteration 27Q (2412.656798 sec): 3 clusters Score: Raw -641697.904774 + Penalty 2980.634688 = -638717.270086 nChanged 13 SP:Iteration 28Q (2412.681722 sec): 3 clusters Score: Raw -641700.433299 + Penalty 2980.634688 = -638719.798610 nChanged 8 SP:Iteration 29Q (2412.706452 sec): 3 clusters Score: Raw -641702.813897 + Penalty 2980.634688 = -638722.179209 nChanged 10 SP:Iteration 30Q (2412.731419 sec): 3 clusters Score: Raw -641705.931322 + Penalty 2980.634688 = -638725.296633 nChanged 13 SP:Iteration 31Q (2412.756274 sec): 3 clusters Score: Raw -641708.944731 + Penalty 2980.634688 = -638728.310043 nChanged 13 SP:Iteration 32Q (2412.780942 sec): 3 clusters Score: Raw -641712.828554 + Penalty 2980.634688 = -638732.193866 nChanged 8 SP:Iteration 33Q (2412.805749 sec): 3 clusters Score: Raw -641715.680158 + Penalty 2980.634688 = -638735.045470 nChanged 5 SP:Iteration 34Q (2412.830625 sec): 3 clusters Score: Raw -641716.982872 + Penalty 2980.634688 = -638736.348184 nChanged 5 SP:Iteration 35Q (2412.855291 sec): 3 clusters Score: Raw -641718.351491 + Penalty 2980.634688 = -638737.716802 nChanged 6 SP:Iteration 36Q (2412.879982 sec): 3 clusters Score: Raw -641719.622044 + Penalty 2980.634688 = -638738.987356 nChanged 4 SP:Iteration 37Q (2412.904605 sec): 3 clusters Score: Raw -641720.703225 + Penalty 2980.634688 = -638740.068537 nChanged 3 SP:Iteration 38Q (2412.929286 sec): 3 clusters Score: Raw -641721.245265 + Penalty 2980.634688 = -638740.610577 nChanged 2 SP:Iteration 39Q (2412.953871 sec): 3 clusters Score: Raw -641721.702726 + Penalty 2980.634688 = -638741.068038 nChanged 1 SP:Iteration 40F (2412.983928 sec): 3 clusters Score: Raw -641722.324826 + Penalty 2980.634688 = -638741.690137 nChanged 2 SP:Iteration 41Q (2413.008823 sec): 3 clusters Score: Raw -641723.276413 + Penalty 2980.634688 = -638742.641724 nChanged 2 SP:Iteration 42Q (2413.033447 sec): 3 clusters Score: Raw -641723.590975 + Penalty 2980.634688 = -638742.956287 nChanged 0 SP:Iteration 43F (2413.061690 sec): 3 clusters Score: Raw -641723.590975 + Penalty 2980.634688 = -638742.956287 nChanged 0 Trying to split cluster 2 (38431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2413.116851 sec): 2 clusters Score: Raw -2582981.112791 + Penalty 1715.450702 = -2581265.662089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2413.189965 sec): 3 clusters Score: Raw -2558646.383879 + Penalty 3430.901404 = -2555215.482475 nChanged 17981 SP:Iteration 1F (2413.257404 sec): 3 clusters Score: Raw -2569251.390466 + Penalty 3430.901404 = -2565820.489062 nChanged 1707 SP:Iteration 2Q (2413.328606 sec): 3 clusters Score: Raw -2569786.025534 + Penalty 3430.901404 = -2566355.124130 nChanged 1693 SP:Iteration 3Q (2413.398561 sec): 3 clusters Score: Raw -2570422.849758 + Penalty 3430.901404 = -2566991.948354 nChanged 1888 SP:Iteration 4Q (2413.468493 sec): 3 clusters Score: Raw -2571348.916942 + Penalty 3430.901404 = -2567918.015538 nChanged 2277 SP:Iteration 5F (2413.534593 sec): 3 clusters Score: Raw -2572759.554541 + Penalty 3430.901404 = -2569328.653137 nChanged 2538 SP:Iteration 6F (2413.601791 sec): 3 clusters Score: Raw -2574622.067822 + Penalty 3430.901404 = -2571191.166418 nChanged 2524 SP:Iteration 7F (2413.668966 sec): 3 clusters Score: Raw -2576642.577613 + Penalty 3430.901404 = -2573211.676209 nChanged 2351 SP:Iteration 8F (2413.736100 sec): 3 clusters Score: Raw -2578562.144414 + Penalty 3430.901404 = -2575131.243010 nChanged 1904 SP:Iteration 9Q (2413.804741 sec): 3 clusters Score: Raw -2580052.854167 + Penalty 3430.901404 = -2576621.952763 nChanged 1478 SP:Iteration 10Q (2413.870707 sec): 3 clusters Score: Raw -2581172.562284 + Penalty 3430.901404 = -2577741.660880 nChanged 1040 SP:Iteration 11Q (2413.934931 sec): 3 clusters Score: Raw -2581946.526847 + Penalty 3430.901404 = -2578515.625443 nChanged 800 SP:Iteration 12Q (2413.997508 sec): 3 clusters Score: Raw -2582513.318382 + Penalty 3430.901404 = -2579082.416978 nChanged 663 SP:Iteration 13Q (2414.059060 sec): 3 clusters Score: Raw -2582930.618958 + Penalty 3430.901404 = -2579499.717554 nChanged 537 SP:Iteration 14Q (2414.119676 sec): 3 clusters Score: Raw -2583209.052934 + Penalty 3430.901404 = -2579778.151530 nChanged 422 SP:Iteration 15Q (2414.180027 sec): 3 clusters Score: Raw -2583400.548941 + Penalty 3430.901404 = -2579969.647537 nChanged 345 SP:Iteration 16Q (2414.240109 sec): 3 clusters Score: Raw -2583529.023843 + Penalty 3430.901404 = -2580098.122439 nChanged 287 SP:Iteration 17Q (2414.299756 sec): 3 clusters Score: Raw -2583615.424084 + Penalty 3430.901404 = -2580184.522680 nChanged 210 SP:Iteration 18Q (2414.359216 sec): 3 clusters Score: Raw -2583673.474341 + Penalty 3430.901404 = -2580242.572937 nChanged 193 SP:Iteration 19Q (2414.420241 sec): 3 clusters Score: Raw -2583716.931839 + Penalty 3430.901404 = -2580286.030435 nChanged 132 SP:Iteration 20F (2414.487548 sec): 3 clusters Score: Raw -2583746.083053 + Penalty 3430.901404 = -2580315.181649 nChanged 125 SP:Iteration 21Q (2414.547120 sec): 3 clusters Score: Raw -2583766.595704 + Penalty 3430.901404 = -2580335.694300 nChanged 105 SP:Iteration 22Q (2414.606256 sec): 3 clusters Score: Raw -2583783.994860 + Penalty 3430.901404 = -2580353.093456 nChanged 104 SP:Iteration 23Q (2414.665051 sec): 3 clusters Score: Raw -2583802.781798 + Penalty 3430.901404 = -2580371.880394 nChanged 97 SP:Iteration 24Q (2414.723867 sec): 3 clusters Score: Raw -2583821.423198 + Penalty 3430.901404 = -2580390.521794 nChanged 76 SP:Iteration 25Q (2414.782652 sec): 3 clusters Score: Raw -2583830.751167 + Penalty 3430.901404 = -2580399.849763 nChanged 43 SP:Iteration 26Q (2414.841194 sec): 3 clusters Score: Raw -2583838.205131 + Penalty 3430.901404 = -2580407.303727 nChanged 51 SP:Iteration 27Q (2414.899967 sec): 3 clusters Score: Raw -2583845.595196 + Penalty 3430.901404 = -2580414.693792 nChanged 53 SP:Iteration 28Q (2414.958379 sec): 3 clusters Score: Raw -2583852.189014 + Penalty 3430.901404 = -2580421.287610 nChanged 35 SP:Iteration 29Q (2415.016885 sec): 3 clusters Score: Raw -2583855.289699 + Penalty 3430.901404 = -2580424.388295 nChanged 24 SP:Iteration 30Q (2415.075387 sec): 3 clusters Score: Raw -2583857.170009 + Penalty 3430.901404 = -2580426.268605 nChanged 25 SP:Iteration 31Q (2415.134034 sec): 3 clusters Score: Raw -2583859.064946 + Penalty 3430.901404 = -2580428.163542 nChanged 12 SP:Iteration 32Q (2415.192642 sec): 3 clusters Score: Raw -2583859.952739 + Penalty 3430.901404 = -2580429.051335 nChanged 11 SP:Iteration 33Q (2415.251064 sec): 3 clusters Score: Raw -2583860.683520 + Penalty 3430.901404 = -2580429.782116 nChanged 13 SP:Iteration 34Q (2415.309528 sec): 3 clusters Score: Raw -2583861.808805 + Penalty 3430.901404 = -2580430.907401 nChanged 19 SP:Iteration 35Q (2415.367940 sec): 3 clusters Score: Raw -2583863.315569 + Penalty 3430.901404 = -2580432.414165 nChanged 12 SP:Iteration 36Q (2415.426355 sec): 3 clusters Score: Raw -2583864.563672 + Penalty 3430.901404 = -2580433.662268 nChanged 15 SP:Iteration 37Q (2415.484716 sec): 3 clusters Score: Raw -2583865.646392 + Penalty 3430.901404 = -2580434.744988 nChanged 15 SP:Iteration 38Q (2415.543043 sec): 3 clusters Score: Raw -2583866.776371 + Penalty 3430.901404 = -2580435.874967 nChanged 11 SP:Iteration 39Q (2415.602943 sec): 3 clusters Score: Raw -2583867.708609 + Penalty 3430.901404 = -2580436.807205 nChanged 11 SP:Iteration 40F (2415.669230 sec): 3 clusters Score: Raw -2583868.600981 + Penalty 3430.901404 = -2580437.699577 nChanged 12 SP:Iteration 41Q (2415.728179 sec): 3 clusters Score: Raw -2583869.622536 + Penalty 3430.901404 = -2580438.721132 nChanged 12 SP:Iteration 42Q (2415.786865 sec): 3 clusters Score: Raw -2583870.410526 + Penalty 3430.901404 = -2580439.509122 nChanged 9 SP:Iteration 43Q (2415.845334 sec): 3 clusters Score: Raw -2583871.202400 + Penalty 3430.901404 = -2580440.300996 nChanged 10 SP:Iteration 44Q (2415.903810 sec): 3 clusters Score: Raw -2583871.962289 + Penalty 3430.901404 = -2580441.060885 nChanged 15 SP:Iteration 45Q (2415.962397 sec): 3 clusters Score: Raw -2583873.115710 + Penalty 3430.901404 = -2580442.214306 nChanged 10 SP:Iteration 46Q (2416.021084 sec): 3 clusters Score: Raw -2583873.857955 + Penalty 3430.901404 = -2580442.956551 nChanged 8 SP:Iteration 47Q (2416.079396 sec): 3 clusters Score: Raw -2583874.394845 + Penalty 3430.901404 = -2580443.493441 nChanged 5 SP:Iteration 48Q (2416.138007 sec): 3 clusters Score: Raw -2583874.832418 + Penalty 3430.901404 = -2580443.931014 nChanged 4 SP:Iteration 49Q (2416.196594 sec): 3 clusters Score: Raw -2583875.095225 + Penalty 3430.901404 = -2580444.193821 nChanged 2 SP:Iteration 50Q (2416.255051 sec): 3 clusters Score: Raw -2583875.263414 + Penalty 3430.901404 = -2580444.362010 nChanged 2 SP:Iteration 51Q (2416.313680 sec): 3 clusters Score: Raw -2583875.335766 + Penalty 3430.901404 = -2580444.434362 nChanged 2 SP:Iteration 52Q (2416.372137 sec): 3 clusters Score: Raw -2583875.561837 + Penalty 3430.901404 = -2580444.660433 nChanged 5 SP:Iteration 53Q (2416.430712 sec): 3 clusters Score: Raw -2583875.839469 + Penalty 3430.901404 = -2580444.938065 nChanged 0 SP:Iteration 54F (2416.497737 sec): 3 clusters Score: Raw -2583875.839469 + Penalty 3430.901404 = -2580444.938065 nChanged 0 Trying to split cluster 3 (2738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2416.508621 sec): 2 clusters Score: Raw -169249.949769 + Penalty 1286.184738 = -167963.765031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2416.523013 sec): 3 clusters Score: Raw -168013.377838 + Penalty 2572.369477 = -165441.008362 nChanged 1012 SP:Iteration 1F (2416.536646 sec): 3 clusters Score: Raw -168597.318054 + Penalty 2572.369477 = -166024.948577 nChanged 220 SP:Iteration 2F (2416.550296 sec): 3 clusters Score: Raw -168768.844139 + Penalty 2572.369477 = -166196.474662 nChanged 165 SP:Iteration 3F (2416.563904 sec): 3 clusters Score: Raw -168890.799101 + Penalty 2572.369477 = -166318.429624 nChanged 118 SP:Iteration 4Q (2416.577570 sec): 3 clusters Score: Raw -168960.231557 + Penalty 2572.369477 = -166387.862080 nChanged 84 SP:Iteration 5Q (2416.591140 sec): 3 clusters Score: Raw -169019.687240 + Penalty 2572.369477 = -166447.317763 nChanged 76 SP:Iteration 6Q (2416.604644 sec): 3 clusters Score: Raw -169067.916061 + Penalty 2572.369477 = -166495.546584 nChanged 62 SP:Iteration 7Q (2416.618296 sec): 3 clusters Score: Raw -169104.830531 + Penalty 2572.369477 = -166532.461054 nChanged 59 SP:Iteration 8Q (2416.631862 sec): 3 clusters Score: Raw -169140.230031 + Penalty 2572.369477 = -166567.860554 nChanged 60 SP:Iteration 9Q (2416.645455 sec): 3 clusters Score: Raw -169176.261911 + Penalty 2572.369477 = -166603.892434 nChanged 48 SP:Iteration 10Q (2416.659244 sec): 3 clusters Score: Raw -169201.540669 + Penalty 2572.369477 = -166629.171192 nChanged 46 SP:Iteration 11Q (2416.672814 sec): 3 clusters Score: Raw -169228.121197 + Penalty 2572.369477 = -166655.751720 nChanged 37 SP:Iteration 12Q (2416.686462 sec): 3 clusters Score: Raw -169247.141524 + Penalty 2572.369477 = -166674.772047 nChanged 33 SP:Iteration 13Q (2416.699915 sec): 3 clusters Score: Raw -169264.386928 + Penalty 2572.369477 = -166692.017451 nChanged 34 SP:Iteration 14Q (2416.713357 sec): 3 clusters Score: Raw -169284.257724 + Penalty 2572.369477 = -166711.888247 nChanged 41 SP:Iteration 15Q (2416.726886 sec): 3 clusters Score: Raw -169312.351006 + Penalty 2572.369477 = -166739.981529 nChanged 31 SP:Iteration 16Q (2416.740455 sec): 3 clusters Score: Raw -169340.546681 + Penalty 2572.369477 = -166768.177204 nChanged 42 SP:Iteration 17Q (2416.753971 sec): 3 clusters Score: Raw -169371.564327 + Penalty 2572.369477 = -166799.194850 nChanged 46 SP:Iteration 18Q (2416.767429 sec): 3 clusters Score: Raw -169400.296851 + Penalty 2572.369477 = -166827.927374 nChanged 40 SP:Iteration 19Q (2416.780934 sec): 3 clusters Score: Raw -169426.189156 + Penalty 2572.369477 = -166853.819679 nChanged 36 SP:Iteration 20F (2416.794537 sec): 3 clusters Score: Raw -169445.585566 + Penalty 2572.369477 = -166873.216089 nChanged 31 SP:Iteration 21Q (2416.808008 sec): 3 clusters Score: Raw -169464.732088 + Penalty 2572.369477 = -166892.362611 nChanged 29 SP:Iteration 22Q (2416.821453 sec): 3 clusters Score: Raw -169478.563546 + Penalty 2572.369477 = -166906.194069 nChanged 17 SP:Iteration 23Q (2416.834878 sec): 3 clusters Score: Raw -169488.116149 + Penalty 2572.369477 = -166915.746672 nChanged 23 SP:Iteration 24Q (2416.848319 sec): 3 clusters Score: Raw -169500.276583 + Penalty 2572.369477 = -166927.907106 nChanged 27 SP:Iteration 25Q (2416.861723 sec): 3 clusters Score: Raw -169518.153738 + Penalty 2572.369477 = -166945.784261 nChanged 33 SP:Iteration 26Q (2416.875134 sec): 3 clusters Score: Raw -169540.519092 + Penalty 2572.369477 = -166968.149615 nChanged 28 SP:Iteration 27Q (2416.888397 sec): 3 clusters Score: Raw -169560.227380 + Penalty 2572.369477 = -166987.857903 nChanged 23 SP:Iteration 28Q (2416.901757 sec): 3 clusters Score: Raw -169570.702020 + Penalty 2572.369477 = -166998.332543 nChanged 19 SP:Iteration 29Q (2416.915106 sec): 3 clusters Score: Raw -169578.932042 + Penalty 2572.369477 = -167006.562565 nChanged 15 SP:Iteration 30Q (2416.928422 sec): 3 clusters Score: Raw -169588.872311 + Penalty 2572.369477 = -167016.502834 nChanged 9 SP:Iteration 31Q (2416.941763 sec): 3 clusters Score: Raw -169592.086894 + Penalty 2572.369477 = -167019.717417 nChanged 4 SP:Iteration 32Q (2416.954981 sec): 3 clusters Score: Raw -169594.271123 + Penalty 2572.369477 = -167021.901647 nChanged 5 SP:Iteration 33Q (2416.968321 sec): 3 clusters Score: Raw -169596.832169 + Penalty 2572.369477 = -167024.462693 nChanged 8 SP:Iteration 34Q (2416.981529 sec): 3 clusters Score: Raw -169600.454335 + Penalty 2572.369477 = -167028.084858 nChanged 7 SP:Iteration 35Q (2416.994834 sec): 3 clusters Score: Raw -169603.448256 + Penalty 2572.369477 = -167031.078779 nChanged 11 SP:Iteration 36Q (2417.008034 sec): 3 clusters Score: Raw -169608.426569 + Penalty 2572.369477 = -167036.057092 nChanged 7 SP:Iteration 37Q (2417.021399 sec): 3 clusters Score: Raw -169611.325538 + Penalty 2572.369477 = -167038.956061 nChanged 6 SP:Iteration 38Q (2417.034658 sec): 3 clusters Score: Raw -169613.418855 + Penalty 2572.369477 = -167041.049378 nChanged 5 SP:Iteration 39Q (2417.047951 sec): 3 clusters Score: Raw -169615.092245 + Penalty 2572.369477 = -167042.722768 nChanged 3 SP:Iteration 40F (2417.061468 sec): 3 clusters Score: Raw -169615.570629 + Penalty 2572.369477 = -167043.201152 nChanged 1 SP:Iteration 41Q (2417.074706 sec): 3 clusters Score: Raw -169615.714760 + Penalty 2572.369477 = -167043.345283 nChanged 2 SP:Iteration 42Q (2417.088019 sec): 3 clusters Score: Raw -169616.079756 + Penalty 2572.369477 = -167043.710279 nChanged 1 SP:Iteration 43Q (2417.101374 sec): 3 clusters Score: Raw -169616.489354 + Penalty 2572.369477 = -167044.119877 nChanged 1 SP:Iteration 44Q (2417.114651 sec): 3 clusters Score: Raw -169616.592167 + Penalty 2572.369477 = -167044.222690 nChanged 0 SP:Iteration 45F (2417.128288 sec): 3 clusters Score: Raw -169616.592167 + Penalty 2572.369477 = -167044.222690 nChanged 0 Trying to split cluster 4 (13307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2417.156291 sec): 2 clusters Score: Raw -914297.490023 + Penalty 1543.107392 = -912754.382630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2417.191553 sec): 3 clusters Score: Raw -906485.704044 + Penalty 3086.214785 = -903399.489260 nChanged 5925 SP:Iteration 1F (2417.225511 sec): 3 clusters Score: Raw -909854.658598 + Penalty 3086.214785 = -906768.443813 nChanged 801 SP:Iteration 2F (2417.259125 sec): 3 clusters Score: Raw -910234.115276 + Penalty 3086.214785 = -907147.900491 nChanged 699 SP:Iteration 3F (2417.292961 sec): 3 clusters Score: Raw -910562.032006 + Penalty 3086.214785 = -907475.817221 nChanged 625 SP:Iteration 4Q (2417.327208 sec): 3 clusters Score: Raw -910837.575015 + Penalty 3086.214785 = -907751.360230 nChanged 585 SP:Iteration 5Q (2417.361306 sec): 3 clusters Score: Raw -911104.866533 + Penalty 3086.214785 = -908018.651748 nChanged 552 SP:Iteration 6Q (2417.395467 sec): 3 clusters Score: Raw -911366.485360 + Penalty 3086.214785 = -908280.270576 nChanged 543 SP:Iteration 7Q (2417.429472 sec): 3 clusters Score: Raw -911634.290313 + Penalty 3086.214785 = -908548.075528 nChanged 512 SP:Iteration 8Q (2417.463331 sec): 3 clusters Score: Raw -911881.895023 + Penalty 3086.214785 = -908795.680239 nChanged 501 SP:Iteration 9Q (2417.497223 sec): 3 clusters Score: Raw -912141.599302 + Penalty 3086.214785 = -909055.384517 nChanged 487 SP:Iteration 10Q (2417.530879 sec): 3 clusters Score: Raw -912391.423041 + Penalty 3086.214785 = -909305.208256 nChanged 446 SP:Iteration 11Q (2417.564487 sec): 3 clusters Score: Raw -912628.478889 + Penalty 3086.214785 = -909542.264105 nChanged 423 SP:Iteration 12Q (2417.597726 sec): 3 clusters Score: Raw -912832.738831 + Penalty 3086.214785 = -909746.524046 nChanged 355 SP:Iteration 13Q (2417.630602 sec): 3 clusters Score: Raw -912981.034663 + Penalty 3086.214785 = -909894.819878 nChanged 273 SP:Iteration 14Q (2417.663337 sec): 3 clusters Score: Raw -913090.620232 + Penalty 3086.214785 = -910004.405448 nChanged 262 SP:Iteration 15Q (2417.695970 sec): 3 clusters Score: Raw -913193.077694 + Penalty 3086.214785 = -910106.862909 nChanged 241 SP:Iteration 16Q (2417.728269 sec): 3 clusters Score: Raw -913289.405626 + Penalty 3086.214785 = -910203.190842 nChanged 226 SP:Iteration 17Q (2417.760283 sec): 3 clusters Score: Raw -913380.995469 + Penalty 3086.214785 = -910294.780684 nChanged 224 SP:Iteration 18Q (2417.792401 sec): 3 clusters Score: Raw -913478.938715 + Penalty 3086.214785 = -910392.723930 nChanged 214 SP:Iteration 19Q (2417.823979 sec): 3 clusters Score: Raw -913576.712687 + Penalty 3086.214785 = -910490.497903 nChanged 223 SP:Iteration 20F (2417.857884 sec): 3 clusters Score: Raw -913689.025595 + Penalty 3086.214785 = -910602.810810 nChanged 237 SP:Iteration 21Q (2417.889253 sec): 3 clusters Score: Raw -913833.400665 + Penalty 3086.214785 = -910747.185880 nChanged 213 SP:Iteration 22Q (2417.920225 sec): 3 clusters Score: Raw -913963.646167 + Penalty 3086.214785 = -910877.431382 nChanged 214 SP:Iteration 23Q (2417.951042 sec): 3 clusters Score: Raw -914105.172271 + Penalty 3086.214785 = -911018.957487 nChanged 195 SP:Iteration 24Q (2417.981430 sec): 3 clusters Score: Raw -914214.679394 + Penalty 3086.214785 = -911128.464609 nChanged 176 SP:Iteration 25Q (2418.011835 sec): 3 clusters Score: Raw -914309.221192 + Penalty 3086.214785 = -911223.006407 nChanged 125 SP:Iteration 26Q (2418.041600 sec): 3 clusters Score: Raw -914366.714360 + Penalty 3086.214785 = -911280.499575 nChanged 91 SP:Iteration 27Q (2418.071225 sec): 3 clusters Score: Raw -914412.626251 + Penalty 3086.214785 = -911326.411466 nChanged 87 SP:Iteration 28Q (2418.100763 sec): 3 clusters Score: Raw -914453.815629 + Penalty 3086.214785 = -911367.600844 nChanged 80 SP:Iteration 29Q (2418.130428 sec): 3 clusters Score: Raw -914490.976413 + Penalty 3086.214785 = -911404.761628 nChanged 68 SP:Iteration 30Q (2418.159524 sec): 3 clusters Score: Raw -914521.964778 + Penalty 3086.214785 = -911435.749994 nChanged 47 SP:Iteration 31Q (2418.188483 sec): 3 clusters Score: Raw -914547.674456 + Penalty 3086.214785 = -911461.459671 nChanged 41 SP:Iteration 32Q (2418.224930 sec): 3 clusters Score: Raw -914565.515321 + Penalty 3086.214785 = -911479.300536 nChanged 42 SP:Iteration 33Q (2418.253853 sec): 3 clusters Score: Raw -914583.782230 + Penalty 3086.214785 = -911497.567445 nChanged 31 SP:Iteration 34Q (2418.282881 sec): 3 clusters Score: Raw -914595.863638 + Penalty 3086.214785 = -911509.648853 nChanged 26 SP:Iteration 35Q (2418.311656 sec): 3 clusters Score: Raw -914605.618941 + Penalty 3086.214785 = -911519.404156 nChanged 23 SP:Iteration 36Q (2418.340484 sec): 3 clusters Score: Raw -914611.620941 + Penalty 3086.214785 = -911525.406157 nChanged 13 SP:Iteration 37Q (2418.369491 sec): 3 clusters Score: Raw -914616.233158 + Penalty 3086.214785 = -911530.018373 nChanged 12 SP:Iteration 38Q (2418.398321 sec): 3 clusters Score: Raw -914620.517976 + Penalty 3086.214785 = -911534.303191 nChanged 6 SP:Iteration 39Q (2418.427012 sec): 3 clusters Score: Raw -914622.364218 + Penalty 3086.214785 = -911536.149433 nChanged 6 SP:Iteration 40F (2418.460785 sec): 3 clusters Score: Raw -914624.662149 + Penalty 3086.214785 = -911538.447364 nChanged 5 SP:Iteration 41Q (2418.489710 sec): 3 clusters Score: Raw -914626.245586 + Penalty 3086.214785 = -911540.030802 nChanged 2 SP:Iteration 42Q (2418.518463 sec): 3 clusters Score: Raw -914626.875437 + Penalty 3086.214785 = -911540.660653 nChanged 5 SP:Iteration 43Q (2418.547344 sec): 3 clusters Score: Raw -914627.802801 + Penalty 3086.214785 = -911541.588016 nChanged 4 SP:Iteration 44Q (2418.576122 sec): 3 clusters Score: Raw -914628.163012 + Penalty 3086.214785 = -911541.948227 nChanged 5 SP:Iteration 45Q (2418.604750 sec): 3 clusters Score: Raw -914629.454469 + Penalty 3086.214785 = -911543.239685 nChanged 5 SP:Iteration 46Q (2418.633502 sec): 3 clusters Score: Raw -914631.080920 + Penalty 3086.214785 = -911544.866135 nChanged 6 SP:Iteration 47Q (2418.662091 sec): 3 clusters Score: Raw -914632.940558 + Penalty 3086.214785 = -911546.725773 nChanged 7 SP:Iteration 48Q (2418.690761 sec): 3 clusters Score: Raw -914635.891550 + Penalty 3086.214785 = -911549.676765 nChanged 2 SP:Iteration 49Q (2418.719769 sec): 3 clusters Score: Raw -914636.825207 + Penalty 3086.214785 = -911550.610422 nChanged 4 SP:Iteration 50Q (2418.748399 sec): 3 clusters Score: Raw -914637.765586 + Penalty 3086.214785 = -911551.550801 nChanged 3 SP:Iteration 51Q (2418.776999 sec): 3 clusters Score: Raw -914638.301713 + Penalty 3086.214785 = -911552.086928 nChanged 1 SP:Iteration 52Q (2418.805538 sec): 3 clusters Score: Raw -914638.449076 + Penalty 3086.214785 = -911552.234292 nChanged 1 SP:Iteration 53Q (2418.834088 sec): 3 clusters Score: Raw -914638.506250 + Penalty 3086.214785 = -911552.291465 nChanged 1 SP:Iteration 54Q (2418.862733 sec): 3 clusters Score: Raw -914638.811028 + Penalty 3086.214785 = -911552.596243 nChanged 1 SP:Iteration 55Q (2418.891426 sec): 3 clusters Score: Raw -914638.963342 + Penalty 3086.214785 = -911552.748557 nChanged 1 SP:Iteration 56Q (2418.919957 sec): 3 clusters Score: Raw -914639.152076 + Penalty 3086.214785 = -911552.937292 nChanged 1 SP:Iteration 57Q (2418.948425 sec): 3 clusters Score: Raw -914639.442472 + Penalty 3086.214785 = -911553.227687 nChanged 3 SP:Iteration 58Q (2419.011528 sec): 3 clusters Score: Raw -914640.471830 + Penalty 3086.214785 = -911554.257045 nChanged 4 SP:Iteration 59Q (2419.056560 sec): 3 clusters Score: Raw -914641.578261 + Penalty 3086.214785 = -911555.363476 nChanged 6 SP:Iteration 60F (2419.090436 sec): 3 clusters Score: Raw -914642.646750 + Penalty 3086.214785 = -911556.431965 nChanged 6 SP:Iteration 61Q (2419.119404 sec): 3 clusters Score: Raw -914644.240845 + Penalty 3086.214785 = -911558.026060 nChanged 3 SP:Iteration 62Q (2419.147901 sec): 3 clusters Score: Raw -914644.874325 + Penalty 3086.214785 = -911558.659541 nChanged 5 SP:Iteration 63Q (2419.176395 sec): 3 clusters Score: Raw -914646.135704 + Penalty 3086.214785 = -911559.920919 nChanged 1 SP:Iteration 64Q (2419.204771 sec): 3 clusters Score: Raw -914646.600658 + Penalty 3086.214785 = -911560.385873 nChanged 1 SP:Iteration 65Q (2419.233326 sec): 3 clusters Score: Raw -914646.732829 + Penalty 3086.214785 = -911560.518044 nChanged 1 SP:Iteration 66Q (2419.261999 sec): 3 clusters Score: Raw -914646.897038 + Penalty 3086.214785 = -911560.682253 nChanged 0 SP:Iteration 67F (2419.295735 sec): 3 clusters Score: Raw -914646.897038 + Penalty 3086.214785 = -911560.682253 nChanged 0 Trying to split cluster 5 (4485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2419.314091 sec): 2 clusters Score: Raw -268113.376736 + Penalty 1366.380238 = -266746.996497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2419.335499 sec): 3 clusters Score: Raw -265803.007632 + Penalty 2732.760477 = -263070.247156 nChanged 1834 SP:Iteration 1F (2419.356244 sec): 3 clusters Score: Raw -266909.184791 + Penalty 2732.760477 = -264176.424314 nChanged 362 SP:Iteration 2F (2419.377246 sec): 3 clusters Score: Raw -267157.239478 + Penalty 2732.760477 = -264424.479002 nChanged 273 SP:Iteration 3F (2419.398229 sec): 3 clusters Score: Raw -267368.276695 + Penalty 2732.760477 = -264635.516219 nChanged 244 SP:Iteration 4F (2419.419094 sec): 3 clusters Score: Raw -267582.831000 + Penalty 2732.760477 = -264850.070524 nChanged 237 SP:Iteration 5F (2419.439857 sec): 3 clusters Score: Raw -267797.331617 + Penalty 2732.760477 = -265064.571140 nChanged 236 SP:Iteration 6F (2419.460918 sec): 3 clusters Score: Raw -268016.636298 + Penalty 2732.760477 = -265283.875821 nChanged 229 SP:Iteration 7F (2419.481771 sec): 3 clusters Score: Raw -268198.585779 + Penalty 2732.760477 = -265465.825302 nChanged 180 SP:Iteration 8Q (2419.502441 sec): 3 clusters Score: Raw -268339.408150 + Penalty 2732.760477 = -265606.647673 nChanged 152 SP:Iteration 9Q (2419.522689 sec): 3 clusters Score: Raw -268446.145183 + Penalty 2732.760477 = -265713.384707 nChanged 103 SP:Iteration 10Q (2419.543354 sec): 3 clusters Score: Raw -268505.297952 + Penalty 2732.760477 = -265772.537475 nChanged 81 SP:Iteration 11Q (2419.563723 sec): 3 clusters Score: Raw -268555.574111 + Penalty 2732.760477 = -265822.813634 nChanged 78 SP:Iteration 12Q (2419.584353 sec): 3 clusters Score: Raw -268597.685734 + Penalty 2732.760477 = -265864.925257 nChanged 59 SP:Iteration 13Q (2419.604619 sec): 3 clusters Score: Raw -268625.471467 + Penalty 2732.760477 = -265892.710991 nChanged 55 SP:Iteration 14Q (2419.625113 sec): 3 clusters Score: Raw -268656.638112 + Penalty 2732.760477 = -265923.877636 nChanged 51 SP:Iteration 15Q (2419.645582 sec): 3 clusters Score: Raw -268693.799006 + Penalty 2732.760477 = -265961.038529 nChanged 43 SP:Iteration 16Q (2419.666070 sec): 3 clusters Score: Raw -268714.696681 + Penalty 2732.760477 = -265981.936204 nChanged 28 SP:Iteration 17Q (2419.686165 sec): 3 clusters Score: Raw -268728.449320 + Penalty 2732.760477 = -265995.688843 nChanged 33 SP:Iteration 18Q (2419.706139 sec): 3 clusters Score: Raw -268743.980501 + Penalty 2732.760477 = -266011.220024 nChanged 26 SP:Iteration 19Q (2419.726258 sec): 3 clusters Score: Raw -268754.204113 + Penalty 2732.760477 = -266021.443636 nChanged 23 SP:Iteration 20F (2419.747184 sec): 3 clusters Score: Raw -268762.036219 + Penalty 2732.760477 = -266029.275742 nChanged 23 SP:Iteration 21Q (2419.767370 sec): 3 clusters Score: Raw -268768.027700 + Penalty 2732.760477 = -266035.267223 nChanged 14 SP:Iteration 22Q (2419.787649 sec): 3 clusters Score: Raw -268770.809203 + Penalty 2732.760477 = -266038.048726 nChanged 14 SP:Iteration 23Q (2419.807814 sec): 3 clusters Score: Raw -268774.129385 + Penalty 2732.760477 = -266041.368909 nChanged 7 SP:Iteration 24Q (2419.827770 sec): 3 clusters Score: Raw -268776.222235 + Penalty 2732.760477 = -266043.461759 nChanged 7 SP:Iteration 25Q (2419.847737 sec): 3 clusters Score: Raw -268778.311392 + Penalty 2732.760477 = -266045.550915 nChanged 6 SP:Iteration 26Q (2419.867750 sec): 3 clusters Score: Raw -268779.939764 + Penalty 2732.760477 = -266047.179287 nChanged 5 SP:Iteration 27Q (2419.887923 sec): 3 clusters Score: Raw -268780.868457 + Penalty 2732.760477 = -266048.107980 nChanged 2 SP:Iteration 28Q (2419.907683 sec): 3 clusters Score: Raw -268781.086680 + Penalty 2732.760477 = -266048.326204 nChanged 1 SP:Iteration 29Q (2419.927759 sec): 3 clusters Score: Raw -268781.321477 + Penalty 2732.760477 = -266048.561000 nChanged 1 SP:Iteration 30Q (2419.947822 sec): 3 clusters Score: Raw -268781.388432 + Penalty 2732.760477 = -266048.627956 nChanged 0 SP:Iteration 31F (2419.968847 sec): 3 clusters Score: Raw -268781.388432 + Penalty 2732.760477 = -266048.627956 nChanged 0 Trying to split cluster 6 (39529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2420.026444 sec): 2 clusters Score: Raw -2672874.101964 + Penalty 1720.028352 = -2671154.073612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2420.101528 sec): 3 clusters Score: Raw -2648222.227988 + Penalty 3440.056704 = -2644782.171284 nChanged 18273 SP:Iteration 1F (2420.170759 sec): 3 clusters Score: Raw -2658560.219379 + Penalty 3440.056704 = -2655120.162675 nChanged 1907 SP:Iteration 2Q (2420.243818 sec): 3 clusters Score: Raw -2659385.645328 + Penalty 3440.056704 = -2655945.588624 nChanged 2081 SP:Iteration 3F (2420.311651 sec): 3 clusters Score: Raw -2660429.343826 + Penalty 3440.056704 = -2656989.287122 nChanged 2313 SP:Iteration 4F (2420.380606 sec): 3 clusters Score: Raw -2661748.975540 + Penalty 3440.056704 = -2658308.918836 nChanged 2402 SP:Iteration 5F (2420.449949 sec): 3 clusters Score: Raw -2663275.569098 + Penalty 3440.056704 = -2659835.512394 nChanged 2516 SP:Iteration 6F (2420.530538 sec): 3 clusters Score: Raw -2664968.328647 + Penalty 3440.056704 = -2661528.271943 nChanged 2397 SP:Iteration 7F (2420.598720 sec): 3 clusters Score: Raw -2666570.195615 + Penalty 3440.056704 = -2663130.138910 nChanged 2102 SP:Iteration 8F (2420.667808 sec): 3 clusters Score: Raw -2667846.103071 + Penalty 3440.056704 = -2664406.046367 nChanged 1645 SP:Iteration 9Q (2420.738657 sec): 3 clusters Score: Raw -2668633.158575 + Penalty 3440.056704 = -2665193.101871 nChanged 1165 SP:Iteration 10Q (2420.808018 sec): 3 clusters Score: Raw -2669030.090895 + Penalty 3440.056704 = -2665590.034191 nChanged 760 SP:Iteration 11Q (2420.876882 sec): 3 clusters Score: Raw -2669215.863995 + Penalty 3440.056704 = -2665775.807291 nChanged 528 SP:Iteration 12Q (2420.945590 sec): 3 clusters Score: Raw -2669317.486906 + Penalty 3440.056704 = -2665877.430202 nChanged 396 SP:Iteration 13Q (2421.014066 sec): 3 clusters Score: Raw -2669382.268269 + Penalty 3440.056704 = -2665942.211565 nChanged 338 SP:Iteration 14Q (2421.082254 sec): 3 clusters Score: Raw -2669435.271420 + Penalty 3440.056704 = -2665995.214716 nChanged 315 SP:Iteration 15Q (2421.150421 sec): 3 clusters Score: Raw -2669482.480553 + Penalty 3440.056704 = -2666042.423849 nChanged 269 SP:Iteration 16Q (2421.218756 sec): 3 clusters Score: Raw -2669521.705352 + Penalty 3440.056704 = -2666081.648648 nChanged 268 SP:Iteration 17Q (2421.286703 sec): 3 clusters Score: Raw -2669557.406181 + Penalty 3440.056704 = -2666117.349476 nChanged 233 SP:Iteration 18Q (2421.354632 sec): 3 clusters Score: Raw -2669582.004298 + Penalty 3440.056704 = -2666141.947594 nChanged 172 SP:Iteration 19Q (2421.422497 sec): 3 clusters Score: Raw -2669601.319669 + Penalty 3440.056704 = -2666161.262965 nChanged 159 SP:Iteration 20F (2421.490956 sec): 3 clusters Score: Raw -2669618.344626 + Penalty 3440.056704 = -2666178.287922 nChanged 156 SP:Iteration 21Q (2421.559564 sec): 3 clusters Score: Raw -2669632.056235 + Penalty 3440.056704 = -2666191.999530 nChanged 150 SP:Iteration 22Q (2421.627219 sec): 3 clusters Score: Raw -2669647.034120 + Penalty 3440.056704 = -2666206.977416 nChanged 146 SP:Iteration 23Q (2421.694995 sec): 3 clusters Score: Raw -2669661.605665 + Penalty 3440.056704 = -2666221.548961 nChanged 140 SP:Iteration 24Q (2421.763049 sec): 3 clusters Score: Raw -2669675.177800 + Penalty 3440.056704 = -2666235.121096 nChanged 164 SP:Iteration 25Q (2421.830572 sec): 3 clusters Score: Raw -2669691.028087 + Penalty 3440.056704 = -2666250.971383 nChanged 139 SP:Iteration 26Q (2421.898437 sec): 3 clusters Score: Raw -2669703.733544 + Penalty 3440.056704 = -2666263.676840 nChanged 136 SP:Iteration 27Q (2421.965965 sec): 3 clusters Score: Raw -2669715.824561 + Penalty 3440.056704 = -2666275.767856 nChanged 129 SP:Iteration 28Q (2422.033597 sec): 3 clusters Score: Raw -2669727.410399 + Penalty 3440.056704 = -2666287.353694 nChanged 141 SP:Iteration 29Q (2422.101058 sec): 3 clusters Score: Raw -2669740.757805 + Penalty 3440.056704 = -2666300.701101 nChanged 156 SP:Iteration 30Q (2422.168470 sec): 3 clusters Score: Raw -2669755.543917 + Penalty 3440.056704 = -2666315.487213 nChanged 155 SP:Iteration 31Q (2422.236062 sec): 3 clusters Score: Raw -2669768.720550 + Penalty 3440.056704 = -2666328.663846 nChanged 125 SP:Iteration 32Q (2422.303267 sec): 3 clusters Score: Raw -2669779.436447 + Penalty 3440.056704 = -2666339.379743 nChanged 115 SP:Iteration 33Q (2422.370592 sec): 3 clusters Score: Raw -2669788.750354 + Penalty 3440.056704 = -2666348.693650 nChanged 118 SP:Iteration 34Q (2422.437938 sec): 3 clusters Score: Raw -2669799.376819 + Penalty 3440.056704 = -2666359.320115 nChanged 124 SP:Iteration 35Q (2422.504819 sec): 3 clusters Score: Raw -2669809.710034 + Penalty 3440.056704 = -2666369.653330 nChanged 108 SP:Iteration 36Q (2422.571965 sec): 3 clusters Score: Raw -2669817.718090 + Penalty 3440.056704 = -2666377.661385 nChanged 109 SP:Iteration 37Q (2422.638911 sec): 3 clusters Score: Raw -2669826.395986 + Penalty 3440.056704 = -2666386.339282 nChanged 129 SP:Iteration 38Q (2422.705633 sec): 3 clusters Score: Raw -2669836.056846 + Penalty 3440.056704 = -2666396.000142 nChanged 113 SP:Iteration 39Q (2422.772748 sec): 3 clusters Score: Raw -2669843.944038 + Penalty 3440.056704 = -2666403.887334 nChanged 114 SP:Iteration 40F (2422.841167 sec): 3 clusters Score: Raw -2669853.924855 + Penalty 3440.056704 = -2666413.868151 nChanged 129 SP:Iteration 41Q (2422.908476 sec): 3 clusters Score: Raw -2669865.391351 + Penalty 3440.056704 = -2666425.334647 nChanged 138 SP:Iteration 42Q (2422.975391 sec): 3 clusters Score: Raw -2669877.456306 + Penalty 3440.056704 = -2666437.399602 nChanged 155 SP:Iteration 43Q (2423.042179 sec): 3 clusters Score: Raw -2669891.508252 + Penalty 3440.056704 = -2666451.451548 nChanged 156 SP:Iteration 44Q (2423.108763 sec): 3 clusters Score: Raw -2669906.317082 + Penalty 3440.056704 = -2666466.260378 nChanged 135 SP:Iteration 45Q (2423.175818 sec): 3 clusters Score: Raw -2669918.788083 + Penalty 3440.056704 = -2666478.731379 nChanged 135 SP:Iteration 46Q (2423.242466 sec): 3 clusters Score: Raw -2669930.507443 + Penalty 3440.056704 = -2666490.450739 nChanged 121 SP:Iteration 47Q (2423.309002 sec): 3 clusters Score: Raw -2669940.918648 + Penalty 3440.056704 = -2666500.861944 nChanged 127 SP:Iteration 48Q (2423.375301 sec): 3 clusters Score: Raw -2669955.685826 + Penalty 3440.056704 = -2666515.629122 nChanged 143 SP:Iteration 49Q (2423.441351 sec): 3 clusters Score: Raw -2669970.801662 + Penalty 3440.056704 = -2666530.744958 nChanged 154 SP:Iteration 50Q (2423.508142 sec): 3 clusters Score: Raw -2669990.081377 + Penalty 3440.056704 = -2666550.024673 nChanged 176 SP:Iteration 51Q (2423.574369 sec): 3 clusters Score: Raw -2670011.243255 + Penalty 3440.056704 = -2666571.186551 nChanged 172 SP:Iteration 52Q (2423.640552 sec): 3 clusters Score: Raw -2670035.614129 + Penalty 3440.056704 = -2666595.557425 nChanged 185 SP:Iteration 53Q (2423.706821 sec): 3 clusters Score: Raw -2670061.645045 + Penalty 3440.056704 = -2666621.588341 nChanged 204 SP:Iteration 54Q (2423.772652 sec): 3 clusters Score: Raw -2670093.632830 + Penalty 3440.056704 = -2666653.576126 nChanged 235 SP:Iteration 55Q (2423.838454 sec): 3 clusters Score: Raw -2670130.855347 + Penalty 3440.056704 = -2666690.798643 nChanged 269 SP:Iteration 56Q (2423.904167 sec): 3 clusters Score: Raw -2670178.284685 + Penalty 3440.056704 = -2666738.227981 nChanged 291 SP:Iteration 57Q (2423.969708 sec): 3 clusters Score: Raw -2670235.617404 + Penalty 3440.056704 = -2666795.560700 nChanged 327 SP:Iteration 58Q (2424.035135 sec): 3 clusters Score: Raw -2670305.870527 + Penalty 3440.056704 = -2666865.813823 nChanged 330 SP:Iteration 59Q (2424.100294 sec): 3 clusters Score: Raw -2670374.512806 + Penalty 3440.056704 = -2666934.456102 nChanged 306 SP:Iteration 60F (2424.168702 sec): 3 clusters Score: Raw -2670433.365061 + Penalty 3440.056704 = -2666993.308357 nChanged 295 SP:Iteration 61Q (2424.234151 sec): 3 clusters Score: Raw -2670492.692779 + Penalty 3440.056704 = -2667052.636075 nChanged 313 SP:Iteration 62Q (2424.299105 sec): 3 clusters Score: Raw -2670564.025357 + Penalty 3440.056704 = -2667123.968653 nChanged 331 SP:Iteration 63Q (2424.374950 sec): 3 clusters Score: Raw -2670645.607371 + Penalty 3440.056704 = -2667205.550667 nChanged 336 SP:Iteration 64Q (2424.471673 sec): 3 clusters Score: Raw -2670731.682679 + Penalty 3440.056704 = -2667291.625975 nChanged 346 SP:Iteration 65Q (2424.538469 sec): 3 clusters Score: Raw -2670830.332630 + Penalty 3440.056704 = -2667390.275926 nChanged 351 SP:Iteration 66Q (2424.602049 sec): 3 clusters Score: Raw -2670933.829266 + Penalty 3440.056704 = -2667493.772562 nChanged 377 SP:Iteration 67Q (2424.665933 sec): 3 clusters Score: Raw -2671049.458190 + Penalty 3440.056704 = -2667609.401486 nChanged 377 SP:Iteration 68Q (2424.729389 sec): 3 clusters Score: Raw -2671167.956643 + Penalty 3440.056704 = -2667727.899939 nChanged 406 SP:Iteration 69Q (2424.792626 sec): 3 clusters Score: Raw -2671300.397853 + Penalty 3440.056704 = -2667860.341149 nChanged 426 SP:Iteration 70Q (2424.855299 sec): 3 clusters Score: Raw -2671456.997507 + Penalty 3440.056704 = -2668016.940803 nChanged 438 SP:Iteration 71Q (2424.917693 sec): 3 clusters Score: Raw -2671639.659433 + Penalty 3440.056704 = -2668199.602729 nChanged 421 SP:Iteration 72Q (2424.979993 sec): 3 clusters Score: Raw -2671826.342334 + Penalty 3440.056704 = -2668386.285630 nChanged 423 SP:Iteration 73Q (2425.041970 sec): 3 clusters Score: Raw -2672005.646450 + Penalty 3440.056704 = -2668565.589746 nChanged 381 SP:Iteration 74Q (2425.103682 sec): 3 clusters Score: Raw -2672168.117180 + Penalty 3440.056704 = -2668728.060476 nChanged 348 SP:Iteration 75Q (2425.164309 sec): 3 clusters Score: Raw -2672322.085928 + Penalty 3440.056704 = -2668882.029224 nChanged 343 SP:Iteration 76Q (2425.224834 sec): 3 clusters Score: Raw -2672482.028796 + Penalty 3440.056704 = -2669041.972092 nChanged 318 SP:Iteration 77Q (2425.284878 sec): 3 clusters Score: Raw -2672624.928189 + Penalty 3440.056704 = -2669184.871485 nChanged 266 SP:Iteration 78Q (2425.345016 sec): 3 clusters Score: Raw -2672728.412475 + Penalty 3440.056704 = -2669288.355771 nChanged 230 SP:Iteration 79Q (2425.404792 sec): 3 clusters Score: Raw -2672814.075988 + Penalty 3440.056704 = -2669374.019283 nChanged 191 SP:Iteration 80F (2425.473369 sec): 3 clusters Score: Raw -2672884.562359 + Penalty 3440.056704 = -2669444.505655 nChanged 182 SP:Iteration 81Q (2425.532331 sec): 3 clusters Score: Raw -2672950.967442 + Penalty 3440.056704 = -2669510.910738 nChanged 173 SP:Iteration 82Q (2425.591113 sec): 3 clusters Score: Raw -2673030.522468 + Penalty 3440.056704 = -2669590.465764 nChanged 178 SP:Iteration 83Q (2425.649558 sec): 3 clusters Score: Raw -2673111.507298 + Penalty 3440.056704 = -2669671.450594 nChanged 167 SP:Iteration 84Q (2425.707755 sec): 3 clusters Score: Raw -2673192.170251 + Penalty 3440.056704 = -2669752.113547 nChanged 161 SP:Iteration 85Q (2425.765665 sec): 3 clusters Score: Raw -2673276.547244 + Penalty 3440.056704 = -2669836.490540 nChanged 144 SP:Iteration 86Q (2425.823109 sec): 3 clusters Score: Raw -2673353.964089 + Penalty 3440.056704 = -2669913.907385 nChanged 151 SP:Iteration 87Q (2425.880941 sec): 3 clusters Score: Raw -2673432.108037 + Penalty 3440.056704 = -2669992.051333 nChanged 148 SP:Iteration 88Q (2425.938015 sec): 3 clusters Score: Raw -2673504.576491 + Penalty 3440.056704 = -2670064.519787 nChanged 131 SP:Iteration 89Q (2425.995111 sec): 3 clusters Score: Raw -2673570.564098 + Penalty 3440.056704 = -2670130.507394 nChanged 120 SP:Iteration 90Q (2426.051965 sec): 3 clusters Score: Raw -2673624.337506 + Penalty 3440.056704 = -2670184.280802 nChanged 103 SP:Iteration 91Q (2426.108797 sec): 3 clusters Score: Raw -2673671.478569 + Penalty 3440.056704 = -2670231.421864 nChanged 99 SP:Iteration 92Q (2426.165455 sec): 3 clusters Score: Raw -2673712.992612 + Penalty 3440.056704 = -2670272.935908 nChanged 90 SP:Iteration 93Q (2426.221996 sec): 3 clusters Score: Raw -2673742.546487 + Penalty 3440.056704 = -2670302.489783 nChanged 71 SP:Iteration 94Q (2426.278507 sec): 3 clusters Score: Raw -2673760.285355 + Penalty 3440.056704 = -2670320.228651 nChanged 43 SP:Iteration 95Q (2426.334852 sec): 3 clusters Score: Raw -2673770.726255 + Penalty 3440.056704 = -2670330.669551 nChanged 38 SP:Iteration 96Q (2426.391306 sec): 3 clusters Score: Raw -2673777.768768 + Penalty 3440.056704 = -2670337.712063 nChanged 41 SP:Iteration 97Q (2426.447769 sec): 3 clusters Score: Raw -2673786.083426 + Penalty 3440.056704 = -2670346.026722 nChanged 33 SP:Iteration 98Q (2426.504195 sec): 3 clusters Score: Raw -2673791.829840 + Penalty 3440.056704 = -2670351.773136 nChanged 27 SP:Iteration 99Q (2426.560476 sec): 3 clusters Score: Raw -2673797.392372 + Penalty 3440.056704 = -2670357.335667 nChanged 24 SP:Iteration 100F (2426.630076 sec): 3 clusters Score: Raw -2673801.412319 + Penalty 3440.056704 = -2670361.355614 nChanged 24 SP:Iteration 101Q (2426.685900 sec): 3 clusters Score: Raw -2673804.724689 + Penalty 3440.056704 = -2670364.667985 nChanged 17 SP:Iteration 102Q (2426.742291 sec): 3 clusters Score: Raw -2673806.779905 + Penalty 3440.056704 = -2670366.723200 nChanged 7 SP:Iteration 103Q (2426.798625 sec): 3 clusters Score: Raw -2673807.657985 + Penalty 3440.056704 = -2670367.601281 nChanged 6 SP:Iteration 104Q (2426.855079 sec): 3 clusters Score: Raw -2673808.269926 + Penalty 3440.056704 = -2670368.213222 nChanged 7 SP:Iteration 105Q (2426.911150 sec): 3 clusters Score: Raw -2673809.427301 + Penalty 3440.056704 = -2670369.370597 nChanged 6 SP:Iteration 106Q (2426.967607 sec): 3 clusters Score: Raw -2673810.349874 + Penalty 3440.056704 = -2670370.293170 nChanged 5 SP:Iteration 107Q (2427.024035 sec): 3 clusters Score: Raw -2673811.160262 + Penalty 3440.056704 = -2670371.103557 nChanged 7 SP:Iteration 108Q (2427.080392 sec): 3 clusters Score: Raw -2673811.921563 + Penalty 3440.056704 = -2670371.864859 nChanged 3 SP:Iteration 109Q (2427.136718 sec): 3 clusters Score: Raw -2673812.222009 + Penalty 3440.056704 = -2670372.165305 nChanged 5 SP:Iteration 110Q (2427.192984 sec): 3 clusters Score: Raw -2673812.813265 + Penalty 3440.056704 = -2670372.756561 nChanged 5 SP:Iteration 111Q (2427.249438 sec): 3 clusters Score: Raw -2673813.391276 + Penalty 3440.056704 = -2670373.334572 nChanged 3 SP:Iteration 112Q (2427.305713 sec): 3 clusters Score: Raw -2673813.748330 + Penalty 3440.056704 = -2670373.691626 nChanged 4 SP:Iteration 113Q (2427.361979 sec): 3 clusters Score: Raw -2673814.870030 + Penalty 3440.056704 = -2670374.813326 nChanged 10 SP:Iteration 114Q (2427.418243 sec): 3 clusters Score: Raw -2673817.129571 + Penalty 3440.056704 = -2670377.072867 nChanged 13 SP:Iteration 115Q (2427.474590 sec): 3 clusters Score: Raw -2673819.257807 + Penalty 3440.056704 = -2670379.201103 nChanged 7 SP:Iteration 116Q (2427.531005 sec): 3 clusters Score: Raw -2673820.382238 + Penalty 3440.056704 = -2670380.325534 nChanged 8 SP:Iteration 117Q (2427.587514 sec): 3 clusters Score: Raw -2673821.999130 + Penalty 3440.056704 = -2670381.942426 nChanged 10 SP:Iteration 118Q (2427.643811 sec): 3 clusters Score: Raw -2673823.772159 + Penalty 3440.056704 = -2670383.715455 nChanged 11 SP:Iteration 119Q (2427.700102 sec): 3 clusters Score: Raw -2673825.310499 + Penalty 3440.056704 = -2670385.253795 nChanged 9 SP:Iteration 120F (2427.769689 sec): 3 clusters Score: Raw -2673826.861867 + Penalty 3440.056704 = -2670386.805163 nChanged 14 SP:Iteration 121Q (2427.825622 sec): 3 clusters Score: Raw -2673828.934134 + Penalty 3440.056704 = -2670388.877430 nChanged 11 SP:Iteration 122Q (2427.882089 sec): 3 clusters Score: Raw -2673830.399827 + Penalty 3440.056704 = -2670390.343123 nChanged 8 SP:Iteration 123Q (2427.948208 sec): 3 clusters Score: Raw -2673832.143609 + Penalty 3440.056704 = -2670392.086905 nChanged 10 SP:Iteration 124Q (2428.004853 sec): 3 clusters Score: Raw -2673834.011269 + Penalty 3440.056704 = -2670393.954565 nChanged 9 SP:Iteration 125Q (2428.061262 sec): 3 clusters Score: Raw -2673835.098531 + Penalty 3440.056704 = -2670395.041827 nChanged 5 SP:Iteration 126Q (2428.117726 sec): 3 clusters Score: Raw -2673835.952729 + Penalty 3440.056704 = -2670395.896025 nChanged 4 SP:Iteration 127Q (2428.174089 sec): 3 clusters Score: Raw -2673836.708116 + Penalty 3440.056704 = -2670396.651411 nChanged 6 SP:Iteration 128Q (2428.230581 sec): 3 clusters Score: Raw -2673837.316216 + Penalty 3440.056704 = -2670397.259512 nChanged 7 SP:Iteration 129Q (2428.287068 sec): 3 clusters Score: Raw -2673838.713161 + Penalty 3440.056704 = -2670398.656456 nChanged 10 SP:Iteration 130Q (2428.343494 sec): 3 clusters Score: Raw -2673840.056871 + Penalty 3440.056704 = -2670400.000167 nChanged 6 SP:Iteration 131Q (2428.400033 sec): 3 clusters Score: Raw -2673840.567262 + Penalty 3440.056704 = -2670400.510557 nChanged 4 SP:Iteration 132Q (2428.456288 sec): 3 clusters Score: Raw -2673840.888397 + Penalty 3440.056704 = -2670400.831693 nChanged 4 SP:Iteration 133Q (2428.512862 sec): 3 clusters Score: Raw -2673841.280436 + Penalty 3440.056704 = -2670401.223732 nChanged 3 SP:Iteration 134Q (2428.569167 sec): 3 clusters Score: Raw -2673841.500727 + Penalty 3440.056704 = -2670401.444023 nChanged 2 SP:Iteration 135Q (2428.625623 sec): 3 clusters Score: Raw -2673841.589300 + Penalty 3440.056704 = -2670401.532596 nChanged 0 SP:Iteration 136F (2428.695075 sec): 3 clusters Score: Raw -2673841.589300 + Penalty 3440.056704 = -2670401.532596 nChanged 0 Trying to split cluster 7 (3938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2428.707058 sec): 2 clusters Score: Raw -256868.618634 + Penalty 1345.244592 = -255523.374042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2428.726396 sec): 3 clusters Score: Raw -254871.784304 + Penalty 2690.489184 = -252181.295120 nChanged 1515 SP:Iteration 1F (2428.745302 sec): 3 clusters Score: Raw -255676.561336 + Penalty 2690.489184 = -252986.072152 nChanged 259 SP:Iteration 2F (2428.763992 sec): 3 clusters Score: Raw -255827.830611 + Penalty 2690.489184 = -253137.341426 nChanged 212 SP:Iteration 3F (2428.782821 sec): 3 clusters Score: Raw -255952.961494 + Penalty 2690.489184 = -253262.472310 nChanged 169 SP:Iteration 4Q (2428.801793 sec): 3 clusters Score: Raw -256058.596149 + Penalty 2690.489184 = -253368.106965 nChanged 159 SP:Iteration 5Q (2428.820569 sec): 3 clusters Score: Raw -256173.639197 + Penalty 2690.489184 = -253483.150012 nChanged 166 SP:Iteration 6Q (2428.839428 sec): 3 clusters Score: Raw -256292.076292 + Penalty 2690.489184 = -253601.587108 nChanged 173 SP:Iteration 7Q (2428.858219 sec): 3 clusters Score: Raw -256412.471082 + Penalty 2690.489184 = -253721.981898 nChanged 158 SP:Iteration 8Q (2428.876854 sec): 3 clusters Score: Raw -256533.279135 + Penalty 2690.489184 = -253842.789951 nChanged 172 SP:Iteration 9Q (2428.895589 sec): 3 clusters Score: Raw -256677.379980 + Penalty 2690.489184 = -253986.890796 nChanged 190 SP:Iteration 10Q (2428.914300 sec): 3 clusters Score: Raw -256832.432952 + Penalty 2690.489184 = -254141.943768 nChanged 160 SP:Iteration 11Q (2428.932945 sec): 3 clusters Score: Raw -256946.839454 + Penalty 2690.489184 = -254256.350270 nChanged 134 SP:Iteration 12Q (2428.951364 sec): 3 clusters Score: Raw -257033.993192 + Penalty 2690.489184 = -254343.504008 nChanged 105 SP:Iteration 13Q (2428.970006 sec): 3 clusters Score: Raw -257091.816505 + Penalty 2690.489184 = -254401.327321 nChanged 76 SP:Iteration 14Q (2428.988469 sec): 3 clusters Score: Raw -257129.095739 + Penalty 2690.489184 = -254438.606555 nChanged 55 SP:Iteration 15Q (2429.006998 sec): 3 clusters Score: Raw -257150.791613 + Penalty 2690.489184 = -254460.302429 nChanged 42 SP:Iteration 16Q (2429.025401 sec): 3 clusters Score: Raw -257170.886124 + Penalty 2690.489184 = -254480.396940 nChanged 29 SP:Iteration 17Q (2429.043658 sec): 3 clusters Score: Raw -257183.300796 + Penalty 2690.489184 = -254492.811612 nChanged 27 SP:Iteration 18Q (2429.062038 sec): 3 clusters Score: Raw -257194.419793 + Penalty 2690.489184 = -254503.930609 nChanged 30 SP:Iteration 19Q (2429.080238 sec): 3 clusters Score: Raw -257205.335467 + Penalty 2690.489184 = -254514.846283 nChanged 28 SP:Iteration 20F (2429.098932 sec): 3 clusters Score: Raw -257216.613533 + Penalty 2690.489184 = -254526.124349 nChanged 26 SP:Iteration 21Q (2429.117289 sec): 3 clusters Score: Raw -257226.168328 + Penalty 2690.489184 = -254535.679143 nChanged 20 SP:Iteration 22Q (2429.135626 sec): 3 clusters Score: Raw -257233.046737 + Penalty 2690.489184 = -254542.557552 nChanged 17 SP:Iteration 23Q (2429.154064 sec): 3 clusters Score: Raw -257237.281601 + Penalty 2690.489184 = -254546.792417 nChanged 8 SP:Iteration 24Q (2429.172422 sec): 3 clusters Score: Raw -257239.786493 + Penalty 2690.489184 = -254549.297309 nChanged 13 SP:Iteration 25Q (2429.190757 sec): 3 clusters Score: Raw -257244.332418 + Penalty 2690.489184 = -254553.843234 nChanged 9 SP:Iteration 26Q (2429.209020 sec): 3 clusters Score: Raw -257246.503233 + Penalty 2690.489184 = -254556.014048 nChanged 9 SP:Iteration 27Q (2429.227390 sec): 3 clusters Score: Raw -257249.710708 + Penalty 2690.489184 = -254559.221524 nChanged 17 SP:Iteration 28Q (2429.245686 sec): 3 clusters Score: Raw -257255.731708 + Penalty 2690.489184 = -254565.242524 nChanged 14 SP:Iteration 29Q (2429.264021 sec): 3 clusters Score: Raw -257259.730149 + Penalty 2690.489184 = -254569.240965 nChanged 12 SP:Iteration 30Q (2429.282369 sec): 3 clusters Score: Raw -257264.076123 + Penalty 2690.489184 = -254573.586939 nChanged 13 SP:Iteration 31Q (2429.300631 sec): 3 clusters Score: Raw -257268.141360 + Penalty 2690.489184 = -254577.652176 nChanged 20 SP:Iteration 32Q (2429.318984 sec): 3 clusters Score: Raw -257275.082141 + Penalty 2690.489184 = -254584.592956 nChanged 13 SP:Iteration 33Q (2429.337182 sec): 3 clusters Score: Raw -257279.011998 + Penalty 2690.489184 = -254588.522814 nChanged 13 SP:Iteration 34Q (2429.355550 sec): 3 clusters Score: Raw -257281.997009 + Penalty 2690.489184 = -254591.507825 nChanged 7 SP:Iteration 35Q (2429.373944 sec): 3 clusters Score: Raw -257283.404891 + Penalty 2690.489184 = -254592.915707 nChanged 5 SP:Iteration 36Q (2429.392081 sec): 3 clusters Score: Raw -257284.326892 + Penalty 2690.489184 = -254593.837708 nChanged 5 SP:Iteration 37Q (2429.410425 sec): 3 clusters Score: Raw -257285.895797 + Penalty 2690.489184 = -254595.406613 nChanged 7 SP:Iteration 38Q (2429.428602 sec): 3 clusters Score: Raw -257288.479437 + Penalty 2690.489184 = -254597.990253 nChanged 11 SP:Iteration 39Q (2429.446934 sec): 3 clusters Score: Raw -257291.728948 + Penalty 2690.489184 = -254601.239764 nChanged 12 SP:Iteration 40F (2429.465546 sec): 3 clusters Score: Raw -257294.655074 + Penalty 2690.489184 = -254604.165890 nChanged 7 SP:Iteration 41Q (2429.483636 sec): 3 clusters Score: Raw -257296.533164 + Penalty 2690.489184 = -254606.043980 nChanged 5 SP:Iteration 42Q (2429.503773 sec): 3 clusters Score: Raw -257297.970009 + Penalty 2690.489184 = -254607.480825 nChanged 4 SP:Iteration 43Q (2429.520223 sec): 3 clusters Score: Raw -257298.637858 + Penalty 2690.489184 = -254608.148673 nChanged 4 SP:Iteration 44Q (2429.538394 sec): 3 clusters Score: Raw -257299.246455 + Penalty 2690.489184 = -254608.757270 nChanged 4 SP:Iteration 45Q (2429.556488 sec): 3 clusters Score: Raw -257300.354573 + Penalty 2690.489184 = -254609.865389 nChanged 7 SP:Iteration 46Q (2429.574727 sec): 3 clusters Score: Raw -257301.848002 + Penalty 2690.489184 = -254611.358817 nChanged 5 SP:Iteration 47Q (2429.592808 sec): 3 clusters Score: Raw -257302.869636 + Penalty 2690.489184 = -254612.380452 nChanged 5 SP:Iteration 48Q (2429.611137 sec): 3 clusters Score: Raw -257304.963783 + Penalty 2690.489184 = -254614.474599 nChanged 9 SP:Iteration 49Q (2429.629356 sec): 3 clusters Score: Raw -257307.406094 + Penalty 2690.489184 = -254616.916910 nChanged 5 SP:Iteration 50Q (2429.647489 sec): 3 clusters Score: Raw -257308.387505 + Penalty 2690.489184 = -254617.898321 nChanged 3 SP:Iteration 51Q (2429.665691 sec): 3 clusters Score: Raw -257309.094690 + Penalty 2690.489184 = -254618.605506 nChanged 3 SP:Iteration 52Q (2429.683837 sec): 3 clusters Score: Raw -257310.015600 + Penalty 2690.489184 = -254619.526416 nChanged 2 SP:Iteration 53Q (2429.702109 sec): 3 clusters Score: Raw -257310.885997 + Penalty 2690.489184 = -254620.396813 nChanged 3 SP:Iteration 54Q (2429.720247 sec): 3 clusters Score: Raw -257311.770721 + Penalty 2690.489184 = -254621.281537 nChanged 4 SP:Iteration 55Q (2429.738250 sec): 3 clusters Score: Raw -257312.788269 + Penalty 2690.489184 = -254622.299085 nChanged 3 SP:Iteration 56Q (2429.756262 sec): 3 clusters Score: Raw -257313.419580 + Penalty 2690.489184 = -254622.930396 nChanged 1 SP:Iteration 57Q (2429.774224 sec): 3 clusters Score: Raw -257313.809929 + Penalty 2690.489184 = -254623.320745 nChanged 0 SP:Iteration 58F (2429.792933 sec): 3 clusters Score: Raw -257313.809929 + Penalty 2690.489184 = -254623.320745 nChanged 0 Trying to split cluster 8 (6743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2429.813100 sec): 2 clusters Score: Raw -465234.188025 + Penalty 1432.642284 = -463801.545741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2429.836756 sec): 3 clusters Score: Raw -461640.881734 + Penalty 2865.284568 = -458775.597167 nChanged 2788 SP:Iteration 1F (2429.859743 sec): 3 clusters Score: Raw -463159.754317 + Penalty 2865.284568 = -460294.469749 nChanged 429 SP:Iteration 2F (2429.883113 sec): 3 clusters Score: Raw -463354.669069 + Penalty 2865.284568 = -460489.384501 nChanged 326 SP:Iteration 3Q (2429.906333 sec): 3 clusters Score: Raw -463488.367381 + Penalty 2865.284568 = -460623.082813 nChanged 242 SP:Iteration 4Q (2429.929699 sec): 3 clusters Score: Raw -463579.032508 + Penalty 2865.284568 = -460713.747940 nChanged 202 SP:Iteration 5Q (2429.953230 sec): 3 clusters Score: Raw -463661.025626 + Penalty 2865.284568 = -460795.741058 nChanged 180 SP:Iteration 6Q (2429.976899 sec): 3 clusters Score: Raw -463743.344711 + Penalty 2865.284568 = -460878.060143 nChanged 216 SP:Iteration 7Q (2430.000506 sec): 3 clusters Score: Raw -463830.784728 + Penalty 2865.284568 = -460965.500160 nChanged 209 SP:Iteration 8Q (2430.024054 sec): 3 clusters Score: Raw -463910.639152 + Penalty 2865.284568 = -461045.354585 nChanged 185 SP:Iteration 9Q (2430.047568 sec): 3 clusters Score: Raw -463993.443340 + Penalty 2865.284568 = -461128.158772 nChanged 189 SP:Iteration 10Q (2430.071174 sec): 3 clusters Score: Raw -464076.770470 + Penalty 2865.284568 = -461211.485902 nChanged 164 SP:Iteration 11Q (2430.094627 sec): 3 clusters Score: Raw -464154.501315 + Penalty 2865.284568 = -461289.216747 nChanged 183 SP:Iteration 12Q (2430.118190 sec): 3 clusters Score: Raw -464231.497643 + Penalty 2865.284568 = -461366.213075 nChanged 155 SP:Iteration 13Q (2430.141631 sec): 3 clusters Score: Raw -464305.569500 + Penalty 2865.284568 = -461440.284932 nChanged 163 SP:Iteration 14Q (2430.164841 sec): 3 clusters Score: Raw -464386.875071 + Penalty 2865.284568 = -461521.590503 nChanged 163 SP:Iteration 15Q (2430.188260 sec): 3 clusters Score: Raw -464461.090793 + Penalty 2865.284568 = -461595.806225 nChanged 162 SP:Iteration 16Q (2430.211700 sec): 3 clusters Score: Raw -464550.743054 + Penalty 2865.284568 = -461685.458486 nChanged 163 SP:Iteration 17Q (2430.234804 sec): 3 clusters Score: Raw -464643.934101 + Penalty 2865.284568 = -461778.649533 nChanged 161 SP:Iteration 18Q (2430.257977 sec): 3 clusters Score: Raw -464743.331256 + Penalty 2865.284568 = -461878.046688 nChanged 154 SP:Iteration 19Q (2430.281061 sec): 3 clusters Score: Raw -464835.982543 + Penalty 2865.284568 = -461970.697975 nChanged 134 SP:Iteration 20F (2430.304291 sec): 3 clusters Score: Raw -464917.884502 + Penalty 2865.284568 = -462052.599934 nChanged 125 SP:Iteration 21Q (2430.327105 sec): 3 clusters Score: Raw -465002.712515 + Penalty 2865.284568 = -462137.427948 nChanged 111 SP:Iteration 22Q (2430.349570 sec): 3 clusters Score: Raw -465081.909935 + Penalty 2865.284568 = -462216.625368 nChanged 100 SP:Iteration 23Q (2430.372104 sec): 3 clusters Score: Raw -465148.239970 + Penalty 2865.284568 = -462282.955402 nChanged 78 SP:Iteration 24Q (2430.394440 sec): 3 clusters Score: Raw -465197.906359 + Penalty 2865.284568 = -462332.621791 nChanged 63 SP:Iteration 25Q (2430.416641 sec): 3 clusters Score: Raw -465231.997093 + Penalty 2865.284568 = -462366.712526 nChanged 38 SP:Iteration 26Q (2430.438540 sec): 3 clusters Score: Raw -465251.847682 + Penalty 2865.284568 = -462386.563114 nChanged 38 SP:Iteration 27Q (2430.460385 sec): 3 clusters Score: Raw -465273.051672 + Penalty 2865.284568 = -462407.767105 nChanged 32 SP:Iteration 28Q (2430.482125 sec): 3 clusters Score: Raw -465291.273516 + Penalty 2865.284568 = -462425.988948 nChanged 26 SP:Iteration 29Q (2430.503794 sec): 3 clusters Score: Raw -465308.349948 + Penalty 2865.284568 = -462443.065380 nChanged 24 SP:Iteration 30Q (2430.525570 sec): 3 clusters Score: Raw -465324.910888 + Penalty 2865.284568 = -462459.626320 nChanged 24 SP:Iteration 31Q (2430.547238 sec): 3 clusters Score: Raw -465338.293831 + Penalty 2865.284568 = -462473.009264 nChanged 21 SP:Iteration 32Q (2430.568769 sec): 3 clusters Score: Raw -465349.172943 + Penalty 2865.284568 = -462483.888376 nChanged 21 SP:Iteration 33Q (2430.590223 sec): 3 clusters Score: Raw -465360.275144 + Penalty 2865.284568 = -462494.990576 nChanged 15 SP:Iteration 34Q (2430.611704 sec): 3 clusters Score: Raw -465365.844830 + Penalty 2865.284568 = -462500.560262 nChanged 7 SP:Iteration 35Q (2430.633411 sec): 3 clusters Score: Raw -465370.787684 + Penalty 2865.284568 = -462505.503116 nChanged 11 SP:Iteration 36Q (2430.655039 sec): 3 clusters Score: Raw -465376.339203 + Penalty 2865.284568 = -462511.054635 nChanged 10 SP:Iteration 37Q (2430.676643 sec): 3 clusters Score: Raw -465380.201629 + Penalty 2865.284568 = -462514.917061 nChanged 3 SP:Iteration 38Q (2430.697981 sec): 3 clusters Score: Raw -465381.615278 + Penalty 2865.284568 = -462516.330710 nChanged 6 SP:Iteration 39Q (2430.719536 sec): 3 clusters Score: Raw -465384.275297 + Penalty 2865.284568 = -462518.990729 nChanged 3 SP:Iteration 40F (2430.742617 sec): 3 clusters Score: Raw -465385.340504 + Penalty 2865.284568 = -462520.055936 nChanged 3 SP:Iteration 41Q (2430.764094 sec): 3 clusters Score: Raw -465386.823760 + Penalty 2865.284568 = -462521.539192 nChanged 4 SP:Iteration 42Q (2430.785556 sec): 3 clusters Score: Raw -465390.279182 + Penalty 2865.284568 = -462524.994614 nChanged 5 SP:Iteration 43Q (2430.807082 sec): 3 clusters Score: Raw -465393.012614 + Penalty 2865.284568 = -462527.728046 nChanged 7 SP:Iteration 44Q (2430.828300 sec): 3 clusters Score: Raw -465396.766865 + Penalty 2865.284568 = -462531.482297 nChanged 7 SP:Iteration 45Q (2430.849795 sec): 3 clusters Score: Raw -465400.006033 + Penalty 2865.284568 = -462534.721465 nChanged 5 SP:Iteration 46Q (2430.871242 sec): 3 clusters Score: Raw -465404.041198 + Penalty 2865.284568 = -462538.756631 nChanged 6 SP:Iteration 47Q (2430.892536 sec): 3 clusters Score: Raw -465406.074987 + Penalty 2865.284568 = -462540.790420 nChanged 3 SP:Iteration 48Q (2430.914091 sec): 3 clusters Score: Raw -465407.232586 + Penalty 2865.284568 = -462541.948018 nChanged 1 SP:Iteration 49Q (2430.935517 sec): 3 clusters Score: Raw -465407.946801 + Penalty 2865.284568 = -462542.662234 nChanged 0 SP:Iteration 50F (2430.958889 sec): 3 clusters Score: Raw -465407.946801 + Penalty 2865.284568 = -462542.662234 nChanged 0 Trying to split cluster 9 (8740 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2430.981019 sec): 2 clusters Score: Raw -575479.913667 + Penalty 1474.795639 = -574005.118028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2431.007370 sec): 3 clusters Score: Raw -570708.255400 + Penalty 2949.591277 = -567758.664122 nChanged 3765 SP:Iteration 1F (2431.033207 sec): 3 clusters Score: Raw -573138.484388 + Penalty 2949.591277 = -570188.893111 nChanged 856 SP:Iteration 2F (2431.058899 sec): 3 clusters Score: Raw -574260.155060 + Penalty 2949.591277 = -571310.563783 nChanged 969 SP:Iteration 3F (2431.084507 sec): 3 clusters Score: Raw -575650.697466 + Penalty 2949.591277 = -572701.106188 nChanged 828 SP:Iteration 4F (2431.110342 sec): 3 clusters Score: Raw -576557.749562 + Penalty 2949.591277 = -573608.158285 nChanged 515 SP:Iteration 5F (2431.136148 sec): 3 clusters Score: Raw -576952.163560 + Penalty 2949.591277 = -574002.572282 nChanged 302 SP:Iteration 6Q (2431.161314 sec): 3 clusters Score: Raw -577105.199798 + Penalty 2949.591277 = -574155.608521 nChanged 186 SP:Iteration 7Q (2431.186484 sec): 3 clusters Score: Raw -577175.510690 + Penalty 2949.591277 = -574225.919412 nChanged 126 SP:Iteration 8Q (2431.211435 sec): 3 clusters Score: Raw -577213.152154 + Penalty 2949.591277 = -574263.560876 nChanged 100 SP:Iteration 9Q (2431.236453 sec): 3 clusters Score: Raw -577242.290427 + Penalty 2949.591277 = -574292.699150 nChanged 72 SP:Iteration 10Q (2431.261293 sec): 3 clusters Score: Raw -577257.824731 + Penalty 2949.591277 = -574308.233454 nChanged 56 SP:Iteration 11Q (2431.286202 sec): 3 clusters Score: Raw -577270.310091 + Penalty 2949.591277 = -574320.718814 nChanged 56 SP:Iteration 12Q (2431.311054 sec): 3 clusters Score: Raw -577282.571450 + Penalty 2949.591277 = -574332.980173 nChanged 50 SP:Iteration 13Q (2431.335876 sec): 3 clusters Score: Raw -577294.590516 + Penalty 2949.591277 = -574344.999239 nChanged 51 SP:Iteration 14Q (2431.360691 sec): 3 clusters Score: Raw -577305.517316 + Penalty 2949.591277 = -574355.926039 nChanged 52 SP:Iteration 15Q (2431.385583 sec): 3 clusters Score: Raw -577316.405001 + Penalty 2949.591277 = -574366.813723 nChanged 52 SP:Iteration 16Q (2431.410483 sec): 3 clusters Score: Raw -577325.949961 + Penalty 2949.591277 = -574376.358684 nChanged 42 SP:Iteration 17Q (2431.435385 sec): 3 clusters Score: Raw -577334.194981 + Penalty 2949.591277 = -574384.603703 nChanged 40 SP:Iteration 18Q (2431.460130 sec): 3 clusters Score: Raw -577341.869998 + Penalty 2949.591277 = -574392.278720 nChanged 26 SP:Iteration 19Q (2431.484790 sec): 3 clusters Score: Raw -577345.378044 + Penalty 2949.591277 = -574395.786767 nChanged 17 SP:Iteration 20F (2431.510393 sec): 3 clusters Score: Raw -577347.833965 + Penalty 2949.591277 = -574398.242688 nChanged 16 SP:Iteration 21Q (2431.535354 sec): 3 clusters Score: Raw -577349.709335 + Penalty 2949.591277 = -574400.118057 nChanged 13 SP:Iteration 22Q (2431.559985 sec): 3 clusters Score: Raw -577351.198547 + Penalty 2949.591277 = -574401.607270 nChanged 15 SP:Iteration 23Q (2431.584638 sec): 3 clusters Score: Raw -577353.554658 + Penalty 2949.591277 = -574403.963381 nChanged 13 SP:Iteration 24Q (2431.609269 sec): 3 clusters Score: Raw -577355.468487 + Penalty 2949.591277 = -574405.877209 nChanged 12 SP:Iteration 25Q (2431.633848 sec): 3 clusters Score: Raw -577356.718874 + Penalty 2949.591277 = -574407.127596 nChanged 9 SP:Iteration 26Q (2431.658585 sec): 3 clusters Score: Raw -577357.885676 + Penalty 2949.591277 = -574408.294398 nChanged 15 SP:Iteration 27Q (2431.683268 sec): 3 clusters Score: Raw -577359.526989 + Penalty 2949.591277 = -574409.935712 nChanged 7 SP:Iteration 28Q (2431.707989 sec): 3 clusters Score: Raw -577360.135984 + Penalty 2949.591277 = -574410.544706 nChanged 6 SP:Iteration 29Q (2431.732860 sec): 3 clusters Score: Raw -577360.686319 + Penalty 2949.591277 = -574411.095041 nChanged 5 SP:Iteration 30Q (2431.757519 sec): 3 clusters Score: Raw -577361.077051 + Penalty 2949.591277 = -574411.485773 nChanged 2 SP:Iteration 31Q (2431.782311 sec): 3 clusters Score: Raw -577361.373452 + Penalty 2949.591277 = -574411.782175 nChanged 2 SP:Iteration 32Q (2431.807088 sec): 3 clusters Score: Raw -577361.550405 + Penalty 2949.591277 = -574411.959128 nChanged 2 SP:Iteration 33Q (2431.844081 sec): 3 clusters Score: Raw -577361.673509 + Penalty 2949.591277 = -574412.082231 nChanged 2 SP:Iteration 34Q (2431.868768 sec): 3 clusters Score: Raw -577361.749948 + Penalty 2949.591277 = -574412.158671 nChanged 1 SP:Iteration 35Q (2431.893599 sec): 3 clusters Score: Raw -577361.843977 + Penalty 2949.591277 = -574412.252700 nChanged 0 SP:Iteration 36F (2431.919301 sec): 3 clusters Score: Raw -577361.843977 + Penalty 2949.591277 = -574412.252700 nChanged 0 Score: Raw -27537014.262859 + Penalty 71752.754436 = -27465261.508423 Splitting cluster 9 changes total score from -27465459.279907 to -27465261.508423 So it's not getting split. Trying to split cluster 10 (23778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2441.563838 sec): 2 clusters Score: Raw -1590230.216497 + Penalty 1637.433860 = -1588592.782637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2441.612714 sec): 3 clusters Score: Raw -1575815.728065 + Penalty 3274.867720 = -1572540.860345 nChanged 10771 SP:Iteration 1F (2441.660380 sec): 3 clusters Score: Raw -1581692.744829 + Penalty 3274.867720 = -1578417.877108 nChanged 1021 SP:Iteration 2Q (2441.709217 sec): 3 clusters Score: Raw -1582002.631870 + Penalty 3274.867720 = -1578727.764149 nChanged 1008 SP:Iteration 3Q (2441.757742 sec): 3 clusters Score: Raw -1582312.135290 + Penalty 3274.867720 = -1579037.267570 nChanged 923 SP:Iteration 4Q (2441.806136 sec): 3 clusters Score: Raw -1582592.733725 + Penalty 3274.867720 = -1579317.866005 nChanged 861 SP:Iteration 5Q (2441.854607 sec): 3 clusters Score: Raw -1582862.856005 + Penalty 3274.867720 = -1579587.988285 nChanged 859 SP:Iteration 6Q (2441.902900 sec): 3 clusters Score: Raw -1583142.311244 + Penalty 3274.867720 = -1579867.443524 nChanged 860 SP:Iteration 7Q (2441.951402 sec): 3 clusters Score: Raw -1583435.821624 + Penalty 3274.867720 = -1580160.953904 nChanged 914 SP:Iteration 8Q (2441.999986 sec): 3 clusters Score: Raw -1583782.391019 + Penalty 3274.867720 = -1580507.523299 nChanged 903 SP:Iteration 9Q (2442.048226 sec): 3 clusters Score: Raw -1584176.880129 + Penalty 3274.867720 = -1580902.012409 nChanged 919 SP:Iteration 10Q (2442.096617 sec): 3 clusters Score: Raw -1584654.891007 + Penalty 3274.867720 = -1581380.023287 nChanged 953 SP:Iteration 11Q (2442.145093 sec): 3 clusters Score: Raw -1585185.553286 + Penalty 3274.867720 = -1581910.685566 nChanged 939 SP:Iteration 12Q (2442.193254 sec): 3 clusters Score: Raw -1585777.074542 + Penalty 3274.867720 = -1582502.206821 nChanged 891 SP:Iteration 13Q (2442.241440 sec): 3 clusters Score: Raw -1586377.166232 + Penalty 3274.867720 = -1583102.298512 nChanged 861 SP:Iteration 14Q (2442.289104 sec): 3 clusters Score: Raw -1586917.990718 + Penalty 3274.867720 = -1583643.122998 nChanged 759 SP:Iteration 15Q (2442.336012 sec): 3 clusters Score: Raw -1587333.253796 + Penalty 3274.867720 = -1584058.386076 nChanged 633 SP:Iteration 16Q (2442.382219 sec): 3 clusters Score: Raw -1587625.429911 + Penalty 3274.867720 = -1584350.562191 nChanged 502 SP:Iteration 17Q (2442.427751 sec): 3 clusters Score: Raw -1587837.476831 + Penalty 3274.867720 = -1584562.609110 nChanged 449 SP:Iteration 18Q (2442.472656 sec): 3 clusters Score: Raw -1588022.901556 + Penalty 3274.867720 = -1584748.033836 nChanged 394 SP:Iteration 19Q (2442.517270 sec): 3 clusters Score: Raw -1588172.003351 + Penalty 3274.867720 = -1584897.135631 nChanged 357 SP:Iteration 20F (2442.564784 sec): 3 clusters Score: Raw -1588321.241973 + Penalty 3274.867720 = -1585046.374253 nChanged 361 SP:Iteration 21Q (2442.608686 sec): 3 clusters Score: Raw -1588473.351454 + Penalty 3274.867720 = -1585198.483734 nChanged 345 SP:Iteration 22Q (2442.652161 sec): 3 clusters Score: Raw -1588634.794666 + Penalty 3274.867720 = -1585359.926945 nChanged 347 SP:Iteration 23Q (2442.695356 sec): 3 clusters Score: Raw -1588809.174114 + Penalty 3274.867720 = -1585534.306394 nChanged 337 SP:Iteration 24Q (2442.738161 sec): 3 clusters Score: Raw -1588996.019856 + Penalty 3274.867720 = -1585721.152135 nChanged 351 SP:Iteration 25Q (2442.780538 sec): 3 clusters Score: Raw -1589206.109906 + Penalty 3274.867720 = -1585931.242185 nChanged 350 SP:Iteration 26Q (2442.822727 sec): 3 clusters Score: Raw -1589454.550934 + Penalty 3274.867720 = -1586179.683214 nChanged 274 SP:Iteration 27Q (2442.864316 sec): 3 clusters Score: Raw -1589654.513987 + Penalty 3274.867720 = -1586379.646267 nChanged 253 SP:Iteration 28Q (2442.905723 sec): 3 clusters Score: Raw -1589819.837240 + Penalty 3274.867720 = -1586544.969519 nChanged 203 SP:Iteration 29Q (2442.946787 sec): 3 clusters Score: Raw -1589945.555921 + Penalty 3274.867720 = -1586670.688201 nChanged 174 SP:Iteration 30Q (2442.987768 sec): 3 clusters Score: Raw -1590044.014092 + Penalty 3274.867720 = -1586769.146372 nChanged 134 SP:Iteration 31Q (2443.028298 sec): 3 clusters Score: Raw -1590115.481948 + Penalty 3274.867720 = -1586840.614227 nChanged 107 SP:Iteration 32Q (2443.068830 sec): 3 clusters Score: Raw -1590165.140233 + Penalty 3274.867720 = -1586890.272513 nChanged 80 SP:Iteration 33Q (2443.109092 sec): 3 clusters Score: Raw -1590199.572335 + Penalty 3274.867720 = -1586924.704615 nChanged 63 SP:Iteration 34Q (2443.149392 sec): 3 clusters Score: Raw -1590225.671988 + Penalty 3274.867720 = -1586950.804268 nChanged 71 SP:Iteration 35Q (2443.189724 sec): 3 clusters Score: Raw -1590258.210888 + Penalty 3274.867720 = -1586983.343168 nChanged 51 SP:Iteration 36Q (2443.229833 sec): 3 clusters Score: Raw -1590284.144690 + Penalty 3274.867720 = -1587009.276970 nChanged 48 SP:Iteration 37Q (2443.269958 sec): 3 clusters Score: Raw -1590307.528156 + Penalty 3274.867720 = -1587032.660436 nChanged 34 SP:Iteration 38Q (2443.309911 sec): 3 clusters Score: Raw -1590328.795794 + Penalty 3274.867720 = -1587053.928074 nChanged 41 SP:Iteration 39Q (2443.349845 sec): 3 clusters Score: Raw -1590347.569160 + Penalty 3274.867720 = -1587072.701440 nChanged 28 SP:Iteration 40F (2443.397222 sec): 3 clusters Score: Raw -1590361.189330 + Penalty 3274.867720 = -1587086.321609 nChanged 20 SP:Iteration 41Q (2443.436865 sec): 3 clusters Score: Raw -1590370.466363 + Penalty 3274.867720 = -1587095.598643 nChanged 14 SP:Iteration 42Q (2443.476383 sec): 3 clusters Score: Raw -1590377.586301 + Penalty 3274.867720 = -1587102.718580 nChanged 23 SP:Iteration 43Q (2443.516175 sec): 3 clusters Score: Raw -1590389.071941 + Penalty 3274.867720 = -1587114.204221 nChanged 27 SP:Iteration 44Q (2443.555674 sec): 3 clusters Score: Raw -1590402.872246 + Penalty 3274.867720 = -1587128.004526 nChanged 17 SP:Iteration 45Q (2443.595011 sec): 3 clusters Score: Raw -1590411.735338 + Penalty 3274.867720 = -1587136.867618 nChanged 19 SP:Iteration 46Q (2443.634354 sec): 3 clusters Score: Raw -1590420.550799 + Penalty 3274.867720 = -1587145.683078 nChanged 19 SP:Iteration 47Q (2443.673722 sec): 3 clusters Score: Raw -1590430.322986 + Penalty 3274.867720 = -1587155.455266 nChanged 14 SP:Iteration 48Q (2443.713015 sec): 3 clusters Score: Raw -1590436.747388 + Penalty 3274.867720 = -1587161.879668 nChanged 10 SP:Iteration 49Q (2443.753133 sec): 3 clusters Score: Raw -1590443.431724 + Penalty 3274.867720 = -1587168.564003 nChanged 14 SP:Iteration 50Q (2443.793089 sec): 3 clusters Score: Raw -1590451.887474 + Penalty 3274.867720 = -1587177.019753 nChanged 14 SP:Iteration 51Q (2443.832996 sec): 3 clusters Score: Raw -1590459.380673 + Penalty 3274.867720 = -1587184.512952 nChanged 12 SP:Iteration 52Q (2443.872488 sec): 3 clusters Score: Raw -1590467.688490 + Penalty 3274.867720 = -1587192.820770 nChanged 16 SP:Iteration 53Q (2443.912121 sec): 3 clusters Score: Raw -1590476.705631 + Penalty 3274.867720 = -1587201.837910 nChanged 12 SP:Iteration 54Q (2443.951471 sec): 3 clusters Score: Raw -1590484.338257 + Penalty 3274.867720 = -1587209.470537 nChanged 10 SP:Iteration 55Q (2443.990801 sec): 3 clusters Score: Raw -1590489.998818 + Penalty 3274.867720 = -1587215.131098 nChanged 6 SP:Iteration 56Q (2444.030476 sec): 3 clusters Score: Raw -1590492.521544 + Penalty 3274.867720 = -1587217.653824 nChanged 5 SP:Iteration 57Q (2444.069805 sec): 3 clusters Score: Raw -1590494.698416 + Penalty 3274.867720 = -1587219.830695 nChanged 6 SP:Iteration 58Q (2444.109275 sec): 3 clusters Score: Raw -1590497.963161 + Penalty 3274.867720 = -1587223.095441 nChanged 8 SP:Iteration 59Q (2444.148563 sec): 3 clusters Score: Raw -1590501.187044 + Penalty 3274.867720 = -1587226.319323 nChanged 8 SP:Iteration 60F (2444.195907 sec): 3 clusters Score: Raw -1590506.542800 + Penalty 3274.867720 = -1587231.675080 nChanged 10 SP:Iteration 61Q (2444.245068 sec): 3 clusters Score: Raw -1590513.894823 + Penalty 3274.867720 = -1587239.027103 nChanged 15 SP:Iteration 62Q (2444.284581 sec): 3 clusters Score: Raw -1590523.623471 + Penalty 3274.867720 = -1587248.755751 nChanged 8 SP:Iteration 63Q (2444.324034 sec): 3 clusters Score: Raw -1590528.578338 + Penalty 3274.867720 = -1587253.710618 nChanged 7 SP:Iteration 64Q (2444.362941 sec): 3 clusters Score: Raw -1590533.149220 + Penalty 3274.867720 = -1587258.281500 nChanged 4 SP:Iteration 65Q (2444.402297 sec): 3 clusters Score: Raw -1590534.644299 + Penalty 3274.867720 = -1587259.776578 nChanged 5 SP:Iteration 66Q (2444.441282 sec): 3 clusters Score: Raw -1590537.148426 + Penalty 3274.867720 = -1587262.280705 nChanged 4 SP:Iteration 67Q (2444.480426 sec): 3 clusters Score: Raw -1590538.875878 + Penalty 3274.867720 = -1587264.008158 nChanged 1 SP:Iteration 68Q (2444.519481 sec): 3 clusters Score: Raw -1590539.147015 + Penalty 3274.867720 = -1587264.279294 nChanged 1 SP:Iteration 69Q (2444.558667 sec): 3 clusters Score: Raw -1590539.854952 + Penalty 3274.867720 = -1587264.987232 nChanged 1 SP:Iteration 70Q (2444.597683 sec): 3 clusters Score: Raw -1590540.526172 + Penalty 3274.867720 = -1587265.658452 nChanged 1 SP:Iteration 71Q (2444.636728 sec): 3 clusters Score: Raw -1590541.006524 + Penalty 3274.867720 = -1587266.138803 nChanged 2 SP:Iteration 72Q (2444.675787 sec): 3 clusters Score: Raw -1590541.869935 + Penalty 3274.867720 = -1587267.002214 nChanged 1 SP:Iteration 73Q (2444.715015 sec): 3 clusters Score: Raw -1590542.117510 + Penalty 3274.867720 = -1587267.249790 nChanged 1 SP:Iteration 74Q (2444.753985 sec): 3 clusters Score: Raw -1590542.679205 + Penalty 3274.867720 = -1587267.811485 nChanged 1 SP:Iteration 75Q (2444.793164 sec): 3 clusters Score: Raw -1590543.234314 + Penalty 3274.867720 = -1587268.366593 nChanged 1 SP:Iteration 76Q (2444.832146 sec): 3 clusters Score: Raw -1590543.512480 + Penalty 3274.867720 = -1587268.644760 nChanged 2 SP:Iteration 77Q (2444.871365 sec): 3 clusters Score: Raw -1590544.715861 + Penalty 3274.867720 = -1587269.848141 nChanged 2 SP:Iteration 78Q (2444.910828 sec): 3 clusters Score: Raw -1590545.348572 + Penalty 3274.867720 = -1587270.480852 nChanged 2 SP:Iteration 79Q (2444.949768 sec): 3 clusters Score: Raw -1590546.278921 + Penalty 3274.867720 = -1587271.411201 nChanged 5 SP:Iteration 80F (2444.996899 sec): 3 clusters Score: Raw -1590549.693533 + Penalty 3274.867720 = -1587274.825813 nChanged 4 SP:Iteration 81Q (2445.036083 sec): 3 clusters Score: Raw -1590552.721109 + Penalty 3274.867720 = -1587277.853389 nChanged 4 SP:Iteration 82Q (2445.075221 sec): 3 clusters Score: Raw -1590555.286011 + Penalty 3274.867720 = -1587280.418291 nChanged 7 SP:Iteration 83Q (2445.114287 sec): 3 clusters Score: Raw -1590562.103150 + Penalty 3274.867720 = -1587287.235430 nChanged 5 SP:Iteration 84Q (2445.153414 sec): 3 clusters Score: Raw -1590564.785242 + Penalty 3274.867720 = -1587289.917521 nChanged 1 SP:Iteration 85Q (2445.192539 sec): 3 clusters Score: Raw -1590565.066070 + Penalty 3274.867720 = -1587290.198349 nChanged 0 SP:Iteration 86F (2445.239453 sec): 3 clusters Score: Raw -1590565.066070 + Penalty 3274.867720 = -1587290.198349 nChanged 0 Trying to split cluster 11 (67918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2445.329342 sec): 2 clusters Score: Raw -4532432.906447 + Penalty 1807.984161 = -4530624.922286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2445.452659 sec): 3 clusters Score: Raw -4488959.094069 + Penalty 3615.968322 = -4485343.125747 nChanged 32103 SP:Iteration 1F (2445.567751 sec): 3 clusters Score: Raw -4507500.520177 + Penalty 3615.968322 = -4503884.551856 nChanged 2624 SP:Iteration 2Q (2445.686185 sec): 3 clusters Score: Raw -4508326.811971 + Penalty 3615.968322 = -4504710.843649 nChanged 2764 SP:Iteration 3Q (2445.804182 sec): 3 clusters Score: Raw -4509328.421888 + Penalty 3615.968322 = -4505712.453567 nChanged 2961 SP:Iteration 4Q (2445.922501 sec): 3 clusters Score: Raw -4510649.514295 + Penalty 3615.968322 = -4507033.545973 nChanged 3494 SP:Iteration 5F (2446.033244 sec): 3 clusters Score: Raw -4512525.678518 + Penalty 3615.968322 = -4508909.710197 nChanged 3857 SP:Iteration 6F (2446.144130 sec): 3 clusters Score: Raw -4514869.839045 + Penalty 3615.968322 = -4511253.870723 nChanged 4090 SP:Iteration 7F (2446.255204 sec): 3 clusters Score: Raw -4517616.937933 + Penalty 3615.968322 = -4514000.969612 nChanged 4141 SP:Iteration 8F (2446.366288 sec): 3 clusters Score: Raw -4520367.640435 + Penalty 3615.968322 = -4516751.672113 nChanged 3799 SP:Iteration 9F (2446.477282 sec): 3 clusters Score: Raw -4522619.168810 + Penalty 3615.968322 = -4519003.200489 nChanged 2944 SP:Iteration 10Q (2446.592721 sec): 3 clusters Score: Raw -4524030.303204 + Penalty 3615.968322 = -4520414.334883 nChanged 2159 SP:Iteration 11Q (2446.707310 sec): 3 clusters Score: Raw -4524876.838644 + Penalty 3615.968322 = -4521260.870322 nChanged 1626 SP:Iteration 12Q (2446.821052 sec): 3 clusters Score: Raw -4525460.697620 + Penalty 3615.968322 = -4521844.729299 nChanged 1354 SP:Iteration 13Q (2446.933821 sec): 3 clusters Score: Raw -4525913.108567 + Penalty 3615.968322 = -4522297.140246 nChanged 1220 SP:Iteration 14Q (2447.046021 sec): 3 clusters Score: Raw -4526325.279425 + Penalty 3615.968322 = -4522709.311103 nChanged 1177 SP:Iteration 15Q (2447.157617 sec): 3 clusters Score: Raw -4526712.130698 + Penalty 3615.968322 = -4523096.162376 nChanged 1126 SP:Iteration 16Q (2447.268653 sec): 3 clusters Score: Raw -4527077.219295 + Penalty 3615.968322 = -4523461.250974 nChanged 1079 SP:Iteration 17Q (2447.408606 sec): 3 clusters Score: Raw -4527420.687465 + Penalty 3615.968322 = -4523804.719144 nChanged 991 SP:Iteration 18Q (2447.546334 sec): 3 clusters Score: Raw -4527719.135355 + Penalty 3615.968322 = -4524103.167034 nChanged 930 SP:Iteration 19Q (2447.655798 sec): 3 clusters Score: Raw -4527989.202250 + Penalty 3615.968322 = -4524373.233928 nChanged 972 SP:Iteration 20F (2447.766639 sec): 3 clusters Score: Raw -4528284.453794 + Penalty 3615.968322 = -4524668.485473 nChanged 944 SP:Iteration 21Q (2447.875462 sec): 3 clusters Score: Raw -4528574.310756 + Penalty 3615.968322 = -4524958.342435 nChanged 966 SP:Iteration 22Q (2447.983508 sec): 3 clusters Score: Raw -4528868.811273 + Penalty 3615.968322 = -4525252.842952 nChanged 903 SP:Iteration 23Q (2448.091132 sec): 3 clusters Score: Raw -4529134.381889 + Penalty 3615.968322 = -4525518.413568 nChanged 878 SP:Iteration 24Q (2448.198379 sec): 3 clusters Score: Raw -4529404.807202 + Penalty 3615.968322 = -4525788.838881 nChanged 915 SP:Iteration 25Q (2448.304745 sec): 3 clusters Score: Raw -4529699.171090 + Penalty 3615.968322 = -4526083.202769 nChanged 907 SP:Iteration 26Q (2448.410832 sec): 3 clusters Score: Raw -4529992.820268 + Penalty 3615.968322 = -4526376.851946 nChanged 871 SP:Iteration 27Q (2448.515938 sec): 3 clusters Score: Raw -4530269.913498 + Penalty 3615.968322 = -4526653.945176 nChanged 829 SP:Iteration 28Q (2448.620102 sec): 3 clusters Score: Raw -4530521.118673 + Penalty 3615.968322 = -4526905.150351 nChanged 767 SP:Iteration 29Q (2448.723624 sec): 3 clusters Score: Raw -4530763.505437 + Penalty 3615.968322 = -4527147.537116 nChanged 759 SP:Iteration 30Q (2448.826557 sec): 3 clusters Score: Raw -4531009.017749 + Penalty 3615.968322 = -4527393.049427 nChanged 753 SP:Iteration 31Q (2448.929201 sec): 3 clusters Score: Raw -4531257.785767 + Penalty 3615.968322 = -4527641.817445 nChanged 716 SP:Iteration 32Q (2449.030835 sec): 3 clusters Score: Raw -4531499.897677 + Penalty 3615.968322 = -4527883.929355 nChanged 625 SP:Iteration 33Q (2449.132976 sec): 3 clusters Score: Raw -4531719.207979 + Penalty 3615.968322 = -4528103.239657 nChanged 600 SP:Iteration 34Q (2449.233886 sec): 3 clusters Score: Raw -4531943.589641 + Penalty 3615.968322 = -4528327.621320 nChanged 527 SP:Iteration 35Q (2449.334302 sec): 3 clusters Score: Raw -4532127.192205 + Penalty 3615.968322 = -4528511.223883 nChanged 529 SP:Iteration 36Q (2449.433668 sec): 3 clusters Score: Raw -4532321.425638 + Penalty 3615.968322 = -4528705.457317 nChanged 505 SP:Iteration 37Q (2449.532154 sec): 3 clusters Score: Raw -4532513.670933 + Penalty 3615.968322 = -4528897.702612 nChanged 445 SP:Iteration 38Q (2449.630128 sec): 3 clusters Score: Raw -4532674.195830 + Penalty 3615.968322 = -4529058.227508 nChanged 375 SP:Iteration 39Q (2449.727453 sec): 3 clusters Score: Raw -4532790.131166 + Penalty 3615.968322 = -4529174.162845 nChanged 292 SP:Iteration 40F (2449.837896 sec): 3 clusters Score: Raw -4532878.696588 + Penalty 3615.968322 = -4529262.728267 nChanged 270 SP:Iteration 41Q (2449.934644 sec): 3 clusters Score: Raw -4532957.410061 + Penalty 3615.968322 = -4529341.441739 nChanged 263 SP:Iteration 42Q (2450.031069 sec): 3 clusters Score: Raw -4533034.763223 + Penalty 3615.968322 = -4529418.794902 nChanged 243 SP:Iteration 43Q (2450.127131 sec): 3 clusters Score: Raw -4533109.555984 + Penalty 3615.968322 = -4529493.587663 nChanged 207 SP:Iteration 44Q (2450.222925 sec): 3 clusters Score: Raw -4533163.703970 + Penalty 3615.968322 = -4529547.735648 nChanged 172 SP:Iteration 45Q (2450.318352 sec): 3 clusters Score: Raw -4533201.013970 + Penalty 3615.968322 = -4529585.045649 nChanged 128 SP:Iteration 46Q (2450.413766 sec): 3 clusters Score: Raw -4533224.392366 + Penalty 3615.968322 = -4529608.424044 nChanged 114 SP:Iteration 47Q (2450.508517 sec): 3 clusters Score: Raw -4533245.680145 + Penalty 3615.968322 = -4529629.711823 nChanged 88 SP:Iteration 48Q (2450.603128 sec): 3 clusters Score: Raw -4533261.728582 + Penalty 3615.968322 = -4529645.760261 nChanged 77 SP:Iteration 49Q (2450.697677 sec): 3 clusters Score: Raw -4533275.037780 + Penalty 3615.968322 = -4529659.069458 nChanged 81 SP:Iteration 50Q (2450.792266 sec): 3 clusters Score: Raw -4533290.314437 + Penalty 3615.968322 = -4529674.346115 nChanged 81 SP:Iteration 51Q (2450.886512 sec): 3 clusters Score: Raw -4533304.906199 + Penalty 3615.968322 = -4529688.937878 nChanged 71 SP:Iteration 52Q (2450.980905 sec): 3 clusters Score: Raw -4533317.004909 + Penalty 3615.968322 = -4529701.036588 nChanged 52 SP:Iteration 53Q (2451.075267 sec): 3 clusters Score: Raw -4533324.971903 + Penalty 3615.968322 = -4529709.003581 nChanged 39 SP:Iteration 54Q (2451.169368 sec): 3 clusters Score: Raw -4533330.714054 + Penalty 3615.968322 = -4529714.745732 nChanged 45 SP:Iteration 55Q (2451.263352 sec): 3 clusters Score: Raw -4533337.920334 + Penalty 3615.968322 = -4529721.952012 nChanged 39 SP:Iteration 56Q (2451.357234 sec): 3 clusters Score: Raw -4533343.484844 + Penalty 3615.968322 = -4529727.516523 nChanged 34 SP:Iteration 57Q (2451.451017 sec): 3 clusters Score: Raw -4533349.836090 + Penalty 3615.968322 = -4529733.867769 nChanged 30 SP:Iteration 58Q (2451.544916 sec): 3 clusters Score: Raw -4533355.348995 + Penalty 3615.968322 = -4529739.380674 nChanged 30 SP:Iteration 59Q (2451.638893 sec): 3 clusters Score: Raw -4533360.421807 + Penalty 3615.968322 = -4529744.453485 nChanged 29 SP:Iteration 60F (2451.749225 sec): 3 clusters Score: Raw -4533366.262973 + Penalty 3615.968322 = -4529750.294652 nChanged 35 SP:Iteration 61Q (2451.843250 sec): 3 clusters Score: Raw -4533372.627218 + Penalty 3615.968322 = -4529756.658896 nChanged 29 SP:Iteration 62Q (2451.937285 sec): 3 clusters Score: Raw -4533376.684260 + Penalty 3615.968322 = -4529760.715939 nChanged 25 SP:Iteration 63Q (2452.030739 sec): 3 clusters Score: Raw -4533380.042871 + Penalty 3615.968322 = -4529764.074550 nChanged 19 SP:Iteration 64Q (2452.124397 sec): 3 clusters Score: Raw -4533382.582694 + Penalty 3615.968322 = -4529766.614372 nChanged 19 SP:Iteration 65Q (2452.218055 sec): 3 clusters Score: Raw -4533384.651833 + Penalty 3615.968322 = -4529768.683511 nChanged 13 SP:Iteration 66Q (2452.311800 sec): 3 clusters Score: Raw -4533386.155541 + Penalty 3615.968322 = -4529770.187220 nChanged 12 SP:Iteration 67Q (2452.405194 sec): 3 clusters Score: Raw -4533387.343673 + Penalty 3615.968322 = -4529771.375351 nChanged 14 SP:Iteration 68Q (2452.499810 sec): 3 clusters Score: Raw -4533388.620331 + Penalty 3615.968322 = -4529772.652009 nChanged 9 SP:Iteration 69Q (2452.593588 sec): 3 clusters Score: Raw -4533389.461017 + Penalty 3615.968322 = -4529773.492695 nChanged 6 SP:Iteration 70Q (2452.687386 sec): 3 clusters Score: Raw -4533390.139473 + Penalty 3615.968322 = -4529774.171152 nChanged 7 SP:Iteration 71Q (2452.780779 sec): 3 clusters Score: Raw -4533391.221482 + Penalty 3615.968322 = -4529775.253160 nChanged 11 SP:Iteration 72Q (2452.874212 sec): 3 clusters Score: Raw -4533392.193376 + Penalty 3615.968322 = -4529776.225054 nChanged 7 SP:Iteration 73Q (2452.967490 sec): 3 clusters Score: Raw -4533392.983798 + Penalty 3615.968322 = -4529777.015476 nChanged 5 SP:Iteration 74Q (2453.060875 sec): 3 clusters Score: Raw -4533393.620335 + Penalty 3615.968322 = -4529777.652013 nChanged 5 SP:Iteration 75Q (2453.154347 sec): 3 clusters Score: Raw -4533394.401463 + Penalty 3615.968322 = -4529778.433142 nChanged 4 SP:Iteration 76Q (2453.247834 sec): 3 clusters Score: Raw -4533395.188453 + Penalty 3615.968322 = -4529779.220131 nChanged 13 SP:Iteration 77Q (2453.341496 sec): 3 clusters Score: Raw -4533396.571464 + Penalty 3615.968322 = -4529780.603142 nChanged 8 SP:Iteration 78Q (2453.434927 sec): 3 clusters Score: Raw -4533398.007466 + Penalty 3615.968322 = -4529782.039144 nChanged 11 SP:Iteration 79Q (2453.528371 sec): 3 clusters Score: Raw -4533399.457555 + Penalty 3615.968322 = -4529783.489233 nChanged 10 SP:Iteration 80F (2453.639050 sec): 3 clusters Score: Raw -4533400.504564 + Penalty 3615.968322 = -4529784.536243 nChanged 3 SP:Iteration 81Q (2453.732552 sec): 3 clusters Score: Raw -4533400.750294 + Penalty 3615.968322 = -4529784.781972 nChanged 3 SP:Iteration 82Q (2453.825958 sec): 3 clusters Score: Raw -4533401.005998 + Penalty 3615.968322 = -4529785.037677 nChanged 0 SP:Iteration 83F (2453.936568 sec): 3 clusters Score: Raw -4533401.005998 + Penalty 3615.968322 = -4529785.037677 nChanged 0 Trying to split cluster 12 (2492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2453.944664 sec): 2 clusters Score: Raw -170223.320214 + Penalty 1270.886643 = -168952.433571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2453.958003 sec): 3 clusters Score: Raw -169107.059484 + Penalty 2541.773286 = -166565.286198 nChanged 882 SP:Iteration 1F (2453.970621 sec): 3 clusters Score: Raw -169622.242370 + Penalty 2541.773286 = -167080.469084 nChanged 185 SP:Iteration 2F (2453.983301 sec): 3 clusters Score: Raw -169754.402297 + Penalty 2541.773286 = -167212.629011 nChanged 136 SP:Iteration 3F (2453.995781 sec): 3 clusters Score: Raw -169868.075088 + Penalty 2541.773286 = -167326.301802 nChanged 124 SP:Iteration 4Q (2454.008431 sec): 3 clusters Score: Raw -169962.068354 + Penalty 2541.773286 = -167420.295068 nChanged 94 SP:Iteration 5Q (2454.021071 sec): 3 clusters Score: Raw -170026.482876 + Penalty 2541.773286 = -167484.709590 nChanged 84 SP:Iteration 6Q (2454.033645 sec): 3 clusters Score: Raw -170082.833828 + Penalty 2541.773286 = -167541.060542 nChanged 76 SP:Iteration 7Q (2454.046208 sec): 3 clusters Score: Raw -170129.234738 + Penalty 2541.773286 = -167587.461452 nChanged 70 SP:Iteration 8Q (2454.058759 sec): 3 clusters Score: Raw -170174.715496 + Penalty 2541.773286 = -167632.942210 nChanged 70 SP:Iteration 9Q (2454.071211 sec): 3 clusters Score: Raw -170224.421244 + Penalty 2541.773286 = -167682.647958 nChanged 77 SP:Iteration 10Q (2454.083645 sec): 3 clusters Score: Raw -170281.504472 + Penalty 2541.773286 = -167739.731186 nChanged 70 SP:Iteration 11Q (2454.096145 sec): 3 clusters Score: Raw -170329.734971 + Penalty 2541.773286 = -167787.961685 nChanged 61 SP:Iteration 12Q (2454.108703 sec): 3 clusters Score: Raw -170370.833378 + Penalty 2541.773286 = -167829.060092 nChanged 56 SP:Iteration 13Q (2454.121051 sec): 3 clusters Score: Raw -170412.891180 + Penalty 2541.773286 = -167871.117894 nChanged 48 SP:Iteration 14Q (2454.133501 sec): 3 clusters Score: Raw -170447.545416 + Penalty 2541.773286 = -167905.772130 nChanged 51 SP:Iteration 15Q (2454.145919 sec): 3 clusters Score: Raw -170482.745850 + Penalty 2541.773286 = -167940.972565 nChanged 38 SP:Iteration 16Q (2454.158234 sec): 3 clusters Score: Raw -170506.872178 + Penalty 2541.773286 = -167965.098892 nChanged 28 SP:Iteration 17Q (2454.170645 sec): 3 clusters Score: Raw -170521.382657 + Penalty 2541.773286 = -167979.609371 nChanged 14 SP:Iteration 18Q (2454.183012 sec): 3 clusters Score: Raw -170533.759431 + Penalty 2541.773286 = -167991.986145 nChanged 18 SP:Iteration 19Q (2454.195262 sec): 3 clusters Score: Raw -170551.133281 + Penalty 2541.773286 = -168009.359995 nChanged 15 SP:Iteration 20F (2454.207826 sec): 3 clusters Score: Raw -170564.487929 + Penalty 2541.773286 = -168022.714643 nChanged 18 SP:Iteration 21Q (2454.220168 sec): 3 clusters Score: Raw -170576.061038 + Penalty 2541.773286 = -168034.287752 nChanged 7 SP:Iteration 22Q (2454.232552 sec): 3 clusters Score: Raw -170580.414647 + Penalty 2541.773286 = -168038.641361 nChanged 8 SP:Iteration 23Q (2454.244764 sec): 3 clusters Score: Raw -170584.905789 + Penalty 2541.773286 = -168043.132503 nChanged 6 SP:Iteration 24Q (2454.257083 sec): 3 clusters Score: Raw -170588.322815 + Penalty 2541.773286 = -168046.549529 nChanged 6 SP:Iteration 25Q (2454.269392 sec): 3 clusters Score: Raw -170593.223347 + Penalty 2541.773286 = -168051.450061 nChanged 3 SP:Iteration 26Q (2454.281694 sec): 3 clusters Score: Raw -170595.351409 + Penalty 2541.773286 = -168053.578124 nChanged 6 SP:Iteration 27Q (2454.294022 sec): 3 clusters Score: Raw -170600.393611 + Penalty 2541.773286 = -168058.620325 nChanged 6 SP:Iteration 28Q (2454.306318 sec): 3 clusters Score: Raw -170604.125176 + Penalty 2541.773286 = -168062.351890 nChanged 3 SP:Iteration 29Q (2454.318620 sec): 3 clusters Score: Raw -170605.861668 + Penalty 2541.773286 = -168064.088382 nChanged 2 SP:Iteration 30Q (2454.330938 sec): 3 clusters Score: Raw -170606.872760 + Penalty 2541.773286 = -168065.099474 nChanged 2 SP:Iteration 31Q (2454.343253 sec): 3 clusters Score: Raw -170608.097152 + Penalty 2541.773286 = -168066.323866 nChanged 2 SP:Iteration 32Q (2454.355561 sec): 3 clusters Score: Raw -170609.315146 + Penalty 2541.773286 = -168067.541860 nChanged 0 SP:Iteration 33F (2454.368072 sec): 3 clusters Score: Raw -170609.315146 + Penalty 2541.773286 = -168067.541860 nChanged 0 Trying to split cluster 13 (1423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2454.382630 sec): 2 clusters Score: Raw -90095.869608 + Penalty 1179.834922 = -88916.034686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2454.390435 sec): 3 clusters Score: Raw -89523.553066 + Penalty 2359.669844 = -87163.883222 nChanged 460 SP:Iteration 1F (2454.397803 sec): 3 clusters Score: Raw -89846.493113 + Penalty 2359.669844 = -87486.823269 nChanged 107 SP:Iteration 2F (2454.405168 sec): 3 clusters Score: Raw -89935.924923 + Penalty 2359.669844 = -87576.255079 nChanged 62 SP:Iteration 3Q (2454.412537 sec): 3 clusters Score: Raw -89990.613406 + Penalty 2359.669844 = -87630.943561 nChanged 46 SP:Iteration 4Q (2454.419941 sec): 3 clusters Score: Raw -90031.222963 + Penalty 2359.669844 = -87671.553119 nChanged 35 SP:Iteration 5Q (2454.427304 sec): 3 clusters Score: Raw -90059.433980 + Penalty 2359.669844 = -87699.764136 nChanged 31 SP:Iteration 6Q (2454.434594 sec): 3 clusters Score: Raw -90083.285992 + Penalty 2359.669844 = -87723.616148 nChanged 29 SP:Iteration 7Q (2454.441875 sec): 3 clusters Score: Raw -90112.654584 + Penalty 2359.669844 = -87752.984739 nChanged 31 SP:Iteration 8Q (2454.449151 sec): 3 clusters Score: Raw -90136.611447 + Penalty 2359.669844 = -87776.941603 nChanged 20 SP:Iteration 9Q (2454.456458 sec): 3 clusters Score: Raw -90148.993460 + Penalty 2359.669844 = -87789.323616 nChanged 13 SP:Iteration 10Q (2454.463733 sec): 3 clusters Score: Raw -90158.941550 + Penalty 2359.669844 = -87799.271705 nChanged 17 SP:Iteration 11Q (2454.471066 sec): 3 clusters Score: Raw -90176.188082 + Penalty 2359.669844 = -87816.518238 nChanged 14 SP:Iteration 12Q (2454.478379 sec): 3 clusters Score: Raw -90187.360925 + Penalty 2359.669844 = -87827.691081 nChanged 14 SP:Iteration 13Q (2454.485733 sec): 3 clusters Score: Raw -90198.704115 + Penalty 2359.669844 = -87839.034271 nChanged 12 SP:Iteration 14Q (2454.493049 sec): 3 clusters Score: Raw -90208.460432 + Penalty 2359.669844 = -87848.790587 nChanged 8 SP:Iteration 15Q (2454.500295 sec): 3 clusters Score: Raw -90214.466371 + Penalty 2359.669844 = -87854.796527 nChanged 10 SP:Iteration 16Q (2454.507601 sec): 3 clusters Score: Raw -90221.732733 + Penalty 2359.669844 = -87862.062888 nChanged 8 SP:Iteration 17Q (2454.514926 sec): 3 clusters Score: Raw -90226.099408 + Penalty 2359.669844 = -87866.429564 nChanged 3 SP:Iteration 18Q (2454.522172 sec): 3 clusters Score: Raw -90226.963301 + Penalty 2359.669844 = -87867.293456 nChanged 3 SP:Iteration 19Q (2454.529393 sec): 3 clusters Score: Raw -90228.132797 + Penalty 2359.669844 = -87868.462953 nChanged 1 SP:Iteration 20F (2454.536740 sec): 3 clusters Score: Raw -90228.397610 + Penalty 2359.669844 = -87868.727765 nChanged 1 SP:Iteration 21Q (2454.544040 sec): 3 clusters Score: Raw -90229.041838 + Penalty 2359.669844 = -87869.371993 nChanged 1 SP:Iteration 22Q (2454.551378 sec): 3 clusters Score: Raw -90230.259566 + Penalty 2359.669844 = -87870.589722 nChanged 0 SP:Iteration 23F (2454.558712 sec): 3 clusters Score: Raw -90230.259566 + Penalty 2359.669844 = -87870.589722 nChanged 0 Trying to split cluster 14 (7883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2454.580551 sec): 2 clusters Score: Raw -509945.722788 + Penalty 1458.025371 = -508487.697417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2454.606294 sec): 3 clusters Score: Raw -505613.566783 + Penalty 2916.050742 = -502697.516041 nChanged 3332 SP:Iteration 1F (2454.630988 sec): 3 clusters Score: Raw -507424.543898 + Penalty 2916.050742 = -504508.493157 nChanged 545 SP:Iteration 2F (2454.655881 sec): 3 clusters Score: Raw -507737.834484 + Penalty 2916.050742 = -504821.783743 nChanged 494 SP:Iteration 3F (2454.680787 sec): 3 clusters Score: Raw -508038.219031 + Penalty 2916.050742 = -505122.168289 nChanged 467 SP:Iteration 4F (2454.705711 sec): 3 clusters Score: Raw -508366.596295 + Penalty 2916.050742 = -505450.545553 nChanged 502 SP:Iteration 5F (2454.730692 sec): 3 clusters Score: Raw -508787.649685 + Penalty 2916.050742 = -505871.598943 nChanged 517 SP:Iteration 6F (2454.755554 sec): 3 clusters Score: Raw -509192.979098 + Penalty 2916.050742 = -506276.928356 nChanged 436 SP:Iteration 7F (2454.780547 sec): 3 clusters Score: Raw -509518.240720 + Penalty 2916.050742 = -506602.189978 nChanged 400 SP:Iteration 8F (2454.805441 sec): 3 clusters Score: Raw -509778.493084 + Penalty 2916.050742 = -506862.442342 nChanged 296 SP:Iteration 9Q (2454.830141 sec): 3 clusters Score: Raw -509926.706173 + Penalty 2916.050742 = -507010.655431 nChanged 221 SP:Iteration 10Q (2454.854735 sec): 3 clusters Score: Raw -510027.702574 + Penalty 2916.050742 = -507111.651832 nChanged 183 SP:Iteration 11Q (2454.879295 sec): 3 clusters Score: Raw -510097.275132 + Penalty 2916.050742 = -507181.224390 nChanged 144 SP:Iteration 12Q (2454.903820 sec): 3 clusters Score: Raw -510145.374616 + Penalty 2916.050742 = -507229.323875 nChanged 118 SP:Iteration 13Q (2454.928413 sec): 3 clusters Score: Raw -510191.603920 + Penalty 2916.050742 = -507275.553178 nChanged 112 SP:Iteration 14Q (2454.952811 sec): 3 clusters Score: Raw -510233.856736 + Penalty 2916.050742 = -507317.805994 nChanged 95 SP:Iteration 15Q (2454.977147 sec): 3 clusters Score: Raw -510261.315227 + Penalty 2916.050742 = -507345.264485 nChanged 62 SP:Iteration 16Q (2455.001641 sec): 3 clusters Score: Raw -510278.146961 + Penalty 2916.050742 = -507362.096219 nChanged 56 SP:Iteration 17Q (2455.026081 sec): 3 clusters Score: Raw -510291.308515 + Penalty 2916.050742 = -507375.257773 nChanged 47 SP:Iteration 18Q (2455.050301 sec): 3 clusters Score: Raw -510302.483318 + Penalty 2916.050742 = -507386.432576 nChanged 36 SP:Iteration 19Q (2455.074722 sec): 3 clusters Score: Raw -510309.428771 + Penalty 2916.050742 = -507393.378029 nChanged 28 SP:Iteration 20F (2455.099626 sec): 3 clusters Score: Raw -510314.764041 + Penalty 2916.050742 = -507398.713299 nChanged 32 SP:Iteration 21Q (2455.124165 sec): 3 clusters Score: Raw -510322.446317 + Penalty 2916.050742 = -507406.395575 nChanged 44 SP:Iteration 22Q (2455.148502 sec): 3 clusters Score: Raw -510332.448234 + Penalty 2916.050742 = -507416.397492 nChanged 43 SP:Iteration 23Q (2455.172767 sec): 3 clusters Score: Raw -510344.189971 + Penalty 2916.050742 = -507428.139229 nChanged 42 SP:Iteration 24Q (2455.197159 sec): 3 clusters Score: Raw -510355.994725 + Penalty 2916.050742 = -507439.943983 nChanged 41 SP:Iteration 25Q (2455.221491 sec): 3 clusters Score: Raw -510367.760503 + Penalty 2916.050742 = -507451.709761 nChanged 30 SP:Iteration 26Q (2455.245928 sec): 3 clusters Score: Raw -510374.848843 + Penalty 2916.050742 = -507458.798102 nChanged 29 SP:Iteration 27Q (2455.270162 sec): 3 clusters Score: Raw -510380.719892 + Penalty 2916.050742 = -507464.669150 nChanged 26 SP:Iteration 28Q (2455.294489 sec): 3 clusters Score: Raw -510385.455163 + Penalty 2916.050742 = -507469.404422 nChanged 22 SP:Iteration 29Q (2455.318769 sec): 3 clusters Score: Raw -510389.533330 + Penalty 2916.050742 = -507473.482588 nChanged 22 SP:Iteration 30Q (2455.343063 sec): 3 clusters Score: Raw -510393.952745 + Penalty 2916.050742 = -507477.902004 nChanged 21 SP:Iteration 31Q (2455.367509 sec): 3 clusters Score: Raw -510398.300925 + Penalty 2916.050742 = -507482.250183 nChanged 24 SP:Iteration 32Q (2455.391937 sec): 3 clusters Score: Raw -510403.057714 + Penalty 2916.050742 = -507487.006972 nChanged 23 SP:Iteration 33Q (2455.416304 sec): 3 clusters Score: Raw -510406.998268 + Penalty 2916.050742 = -507490.947526 nChanged 12 SP:Iteration 34Q (2455.440464 sec): 3 clusters Score: Raw -510409.114435 + Penalty 2916.050742 = -507493.063693 nChanged 16 SP:Iteration 35Q (2455.464690 sec): 3 clusters Score: Raw -510413.460254 + Penalty 2916.050742 = -507497.409512 nChanged 12 SP:Iteration 36Q (2455.489128 sec): 3 clusters Score: Raw -510414.780509 + Penalty 2916.050742 = -507498.729767 nChanged 12 SP:Iteration 37Q (2455.513571 sec): 3 clusters Score: Raw -510416.481219 + Penalty 2916.050742 = -507500.430477 nChanged 8 SP:Iteration 38Q (2455.537721 sec): 3 clusters Score: Raw -510417.576490 + Penalty 2916.050742 = -507501.525748 nChanged 11 SP:Iteration 39Q (2455.562177 sec): 3 clusters Score: Raw -510419.043560 + Penalty 2916.050742 = -507502.992818 nChanged 9 SP:Iteration 40F (2455.586922 sec): 3 clusters Score: Raw -510420.070227 + Penalty 2916.050742 = -507504.019485 nChanged 8 SP:Iteration 41Q (2455.611421 sec): 3 clusters Score: Raw -510420.836357 + Penalty 2916.050742 = -507504.785615 nChanged 9 SP:Iteration 42Q (2455.647569 sec): 3 clusters Score: Raw -510422.101474 + Penalty 2916.050742 = -507506.050732 nChanged 15 SP:Iteration 43Q (2455.671106 sec): 3 clusters Score: Raw -510424.290919 + Penalty 2916.050742 = -507508.240177 nChanged 11 SP:Iteration 44Q (2455.695282 sec): 3 clusters Score: Raw -510425.328527 + Penalty 2916.050742 = -507509.277785 nChanged 13 SP:Iteration 45Q (2455.719624 sec): 3 clusters Score: Raw -510427.983824 + Penalty 2916.050742 = -507511.933082 nChanged 12 SP:Iteration 46Q (2455.743767 sec): 3 clusters Score: Raw -510430.274768 + Penalty 2916.050742 = -507514.224026 nChanged 10 SP:Iteration 47Q (2455.768071 sec): 3 clusters Score: Raw -510431.903409 + Penalty 2916.050742 = -507515.852667 nChanged 9 SP:Iteration 48Q (2455.792254 sec): 3 clusters Score: Raw -510433.275446 + Penalty 2916.050742 = -507517.224704 nChanged 13 SP:Iteration 49Q (2455.816614 sec): 3 clusters Score: Raw -510435.945385 + Penalty 2916.050742 = -507519.894644 nChanged 12 SP:Iteration 50Q (2455.840835 sec): 3 clusters Score: Raw -510438.013588 + Penalty 2916.050742 = -507521.962846 nChanged 13 SP:Iteration 51Q (2455.865222 sec): 3 clusters Score: Raw -510440.671379 + Penalty 2916.050742 = -507524.620637 nChanged 14 SP:Iteration 52Q (2455.889427 sec): 3 clusters Score: Raw -510442.405430 + Penalty 2916.050742 = -507526.354688 nChanged 11 SP:Iteration 53Q (2455.913853 sec): 3 clusters Score: Raw -510443.842084 + Penalty 2916.050742 = -507527.791343 nChanged 10 SP:Iteration 54Q (2455.938219 sec): 3 clusters Score: Raw -510444.932298 + Penalty 2916.050742 = -507528.881556 nChanged 11 SP:Iteration 55Q (2455.962654 sec): 3 clusters Score: Raw -510445.963382 + Penalty 2916.050742 = -507529.912640 nChanged 12 SP:Iteration 56Q (2455.987195 sec): 3 clusters Score: Raw -510447.805657 + Penalty 2916.050742 = -507531.754915 nChanged 10 SP:Iteration 57Q (2456.011502 sec): 3 clusters Score: Raw -510449.006296 + Penalty 2916.050742 = -507532.955554 nChanged 5 SP:Iteration 58Q (2456.035663 sec): 3 clusters Score: Raw -510449.593828 + Penalty 2916.050742 = -507533.543086 nChanged 3 SP:Iteration 59Q (2456.059808 sec): 3 clusters Score: Raw -510450.066488 + Penalty 2916.050742 = -507534.015746 nChanged 3 SP:Iteration 60F (2456.084700 sec): 3 clusters Score: Raw -510450.286089 + Penalty 2916.050742 = -507534.235347 nChanged 2 SP:Iteration 61Q (2456.109239 sec): 3 clusters Score: Raw -510450.465528 + Penalty 2916.050742 = -507534.414786 nChanged 4 SP:Iteration 62Q (2456.133522 sec): 3 clusters Score: Raw -510450.892204 + Penalty 2916.050742 = -507534.841462 nChanged 3 SP:Iteration 63Q (2456.157922 sec): 3 clusters Score: Raw -510451.167529 + Penalty 2916.050742 = -507535.116787 nChanged 4 SP:Iteration 64Q (2456.182142 sec): 3 clusters Score: Raw -510451.468006 + Penalty 2916.050742 = -507535.417264 nChanged 2 SP:Iteration 65Q (2456.206476 sec): 3 clusters Score: Raw -510451.550753 + Penalty 2916.050742 = -507535.500011 nChanged 5 SP:Iteration 66Q (2456.230923 sec): 3 clusters Score: Raw -510451.857692 + Penalty 2916.050742 = -507535.806950 nChanged 4 SP:Iteration 67Q (2456.255400 sec): 3 clusters Score: Raw -510452.401963 + Penalty 2916.050742 = -507536.351221 nChanged 7 SP:Iteration 68Q (2456.279604 sec): 3 clusters Score: Raw -510453.442873 + Penalty 2916.050742 = -507537.392131 nChanged 10 SP:Iteration 69Q (2456.304007 sec): 3 clusters Score: Raw -510454.960480 + Penalty 2916.050742 = -507538.909738 nChanged 11 SP:Iteration 70Q (2456.328467 sec): 3 clusters Score: Raw -510456.088470 + Penalty 2916.050742 = -507540.037728 nChanged 4 SP:Iteration 71Q (2456.352726 sec): 3 clusters Score: Raw -510456.526967 + Penalty 2916.050742 = -507540.476225 nChanged 2 SP:Iteration 72Q (2456.376859 sec): 3 clusters Score: Raw -510456.683801 + Penalty 2916.050742 = -507540.633059 nChanged 2 SP:Iteration 73Q (2456.401152 sec): 3 clusters Score: Raw -510456.919606 + Penalty 2916.050742 = -507540.868865 nChanged 1 SP:Iteration 74Q (2456.425572 sec): 3 clusters Score: Raw -510457.108850 + Penalty 2916.050742 = -507541.058108 nChanged 0 SP:Iteration 75F (2456.450304 sec): 3 clusters Score: Raw -510457.108850 + Penalty 2916.050742 = -507541.058108 nChanged 0 Trying to split cluster 15 (4434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2456.468024 sec): 2 clusters Score: Raw -271722.022780 + Penalty 1364.521826 = -270357.500954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2456.488510 sec): 3 clusters Score: Raw -269498.835772 + Penalty 2729.043652 = -266769.792121 nChanged 1748 SP:Iteration 1F (2456.508547 sec): 3 clusters Score: Raw -270562.785344 + Penalty 2729.043652 = -267833.741693 nChanged 337 SP:Iteration 2F (2456.528671 sec): 3 clusters Score: Raw -270771.173413 + Penalty 2729.043652 = -268042.129762 nChanged 244 SP:Iteration 3F (2456.548837 sec): 3 clusters Score: Raw -270925.113515 + Penalty 2729.043652 = -268196.069863 nChanged 223 SP:Iteration 4F (2456.568846 sec): 3 clusters Score: Raw -271087.010036 + Penalty 2729.043652 = -268357.966384 nChanged 213 SP:Iteration 5Q (2456.588925 sec): 3 clusters Score: Raw -271245.956115 + Penalty 2729.043652 = -268516.912464 nChanged 209 SP:Iteration 6Q (2456.609083 sec): 3 clusters Score: Raw -271392.023257 + Penalty 2729.043652 = -268662.979605 nChanged 200 SP:Iteration 7Q (2456.628976 sec): 3 clusters Score: Raw -271576.982188 + Penalty 2729.043652 = -268847.938536 nChanged 216 SP:Iteration 8Q (2456.648870 sec): 3 clusters Score: Raw -271749.087072 + Penalty 2729.043652 = -269020.043421 nChanged 157 SP:Iteration 9Q (2456.668623 sec): 3 clusters Score: Raw -271863.324605 + Penalty 2729.043652 = -269134.280953 nChanged 133 SP:Iteration 10Q (2456.688340 sec): 3 clusters Score: Raw -271965.513536 + Penalty 2729.043652 = -269236.469884 nChanged 110 SP:Iteration 11Q (2456.707901 sec): 3 clusters Score: Raw -272057.627354 + Penalty 2729.043652 = -269328.583703 nChanged 107 SP:Iteration 12Q (2456.727440 sec): 3 clusters Score: Raw -272146.823241 + Penalty 2729.043652 = -269417.779589 nChanged 100 SP:Iteration 13Q (2456.746971 sec): 3 clusters Score: Raw -272216.858792 + Penalty 2729.043652 = -269487.815140 nChanged 72 SP:Iteration 14Q (2456.766265 sec): 3 clusters Score: Raw -272264.914580 + Penalty 2729.043652 = -269535.870928 nChanged 55 SP:Iteration 15Q (2456.785319 sec): 3 clusters Score: Raw -272287.932828 + Penalty 2729.043652 = -269558.889176 nChanged 34 SP:Iteration 16Q (2456.804493 sec): 3 clusters Score: Raw -272299.769381 + Penalty 2729.043652 = -269570.725729 nChanged 17 SP:Iteration 17Q (2456.823557 sec): 3 clusters Score: Raw -272304.241473 + Penalty 2729.043652 = -269575.197821 nChanged 11 SP:Iteration 18Q (2456.842529 sec): 3 clusters Score: Raw -272306.980052 + Penalty 2729.043652 = -269577.936401 nChanged 8 SP:Iteration 19Q (2456.861887 sec): 3 clusters Score: Raw -272308.574322 + Penalty 2729.043652 = -269579.530671 nChanged 6 SP:Iteration 20F (2456.881979 sec): 3 clusters Score: Raw -272310.294421 + Penalty 2729.043652 = -269581.250769 nChanged 6 SP:Iteration 21Q (2456.901327 sec): 3 clusters Score: Raw -272312.222697 + Penalty 2729.043652 = -269583.179046 nChanged 9 SP:Iteration 22Q (2456.920600 sec): 3 clusters Score: Raw -272314.961558 + Penalty 2729.043652 = -269585.917906 nChanged 6 SP:Iteration 23Q (2456.939773 sec): 3 clusters Score: Raw -272317.407073 + Penalty 2729.043652 = -269588.363421 nChanged 7 SP:Iteration 24Q (2456.959030 sec): 3 clusters Score: Raw -272319.587539 + Penalty 2729.043652 = -269590.543887 nChanged 6 SP:Iteration 25Q (2456.978227 sec): 3 clusters Score: Raw -272322.049666 + Penalty 2729.043652 = -269593.006014 nChanged 7 SP:Iteration 26Q (2456.997373 sec): 3 clusters Score: Raw -272323.933092 + Penalty 2729.043652 = -269594.889440 nChanged 2 SP:Iteration 27Q (2457.016588 sec): 3 clusters Score: Raw -272324.704128 + Penalty 2729.043652 = -269595.660476 nChanged 3 SP:Iteration 28Q (2457.035877 sec): 3 clusters Score: Raw -272325.239846 + Penalty 2729.043652 = -269596.196194 nChanged 2 SP:Iteration 29Q (2457.054931 sec): 3 clusters Score: Raw -272325.749392 + Penalty 2729.043652 = -269596.705740 nChanged 1 SP:Iteration 30Q (2457.074241 sec): 3 clusters Score: Raw -272326.015686 + Penalty 2729.043652 = -269596.972034 nChanged 1 SP:Iteration 31Q (2457.093272 sec): 3 clusters Score: Raw -272326.335966 + Penalty 2729.043652 = -269597.292314 nChanged 0 SP:Iteration 32F (2457.112962 sec): 3 clusters Score: Raw -272326.335966 + Penalty 2729.043652 = -269597.292314 nChanged 0 Trying to split cluster 16 (4347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2457.130498 sec): 2 clusters Score: Raw -243780.514825 + Penalty 1361.301700 = -242419.213125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2457.150814 sec): 3 clusters Score: Raw -241662.973487 + Penalty 2722.603400 = -238940.370087 nChanged 1767 SP:Iteration 1F (2457.170482 sec): 3 clusters Score: Raw -243005.505793 + Penalty 2722.603400 = -240282.902393 nChanged 467 SP:Iteration 2F (2457.190186 sec): 3 clusters Score: Raw -243425.700268 + Penalty 2722.603400 = -240703.096868 nChanged 376 SP:Iteration 3F (2457.209781 sec): 3 clusters Score: Raw -243800.550446 + Penalty 2722.603400 = -241077.947046 nChanged 349 SP:Iteration 4F (2457.229453 sec): 3 clusters Score: Raw -244214.373218 + Penalty 2722.603400 = -241491.769818 nChanged 281 SP:Iteration 5F (2457.249318 sec): 3 clusters Score: Raw -244499.303737 + Penalty 2722.603400 = -241776.700337 nChanged 183 SP:Iteration 6Q (2457.268896 sec): 3 clusters Score: Raw -244669.895083 + Penalty 2722.603400 = -241947.291683 nChanged 139 SP:Iteration 7Q (2457.288503 sec): 3 clusters Score: Raw -244782.868869 + Penalty 2722.603400 = -242060.265469 nChanged 105 SP:Iteration 8Q (2457.308203 sec): 3 clusters Score: Raw -244849.623183 + Penalty 2722.603400 = -242127.019783 nChanged 75 SP:Iteration 9Q (2457.327743 sec): 3 clusters Score: Raw -244891.305216 + Penalty 2722.603400 = -242168.701816 nChanged 56 SP:Iteration 10Q (2457.346992 sec): 3 clusters Score: Raw -244920.646672 + Penalty 2722.603400 = -242198.043272 nChanged 48 SP:Iteration 11Q (2457.366329 sec): 3 clusters Score: Raw -244952.981137 + Penalty 2722.603400 = -242230.377737 nChanged 43 SP:Iteration 12Q (2457.385717 sec): 3 clusters Score: Raw -244976.448081 + Penalty 2722.603400 = -242253.844681 nChanged 51 SP:Iteration 13Q (2457.405166 sec): 3 clusters Score: Raw -245000.945623 + Penalty 2722.603400 = -242278.342223 nChanged 34 SP:Iteration 14Q (2457.424521 sec): 3 clusters Score: Raw -245014.046403 + Penalty 2722.603400 = -242291.443003 nChanged 32 SP:Iteration 15Q (2457.443919 sec): 3 clusters Score: Raw -245027.680740 + Penalty 2722.603400 = -242305.077340 nChanged 33 SP:Iteration 16Q (2457.463384 sec): 3 clusters Score: Raw -245045.322766 + Penalty 2722.603400 = -242322.719366 nChanged 35 SP:Iteration 17Q (2457.482642 sec): 3 clusters Score: Raw -245062.986473 + Penalty 2722.603400 = -242340.383073 nChanged 27 SP:Iteration 18Q (2457.501857 sec): 3 clusters Score: Raw -245078.473431 + Penalty 2722.603400 = -242355.870030 nChanged 25 SP:Iteration 19Q (2457.521069 sec): 3 clusters Score: Raw -245088.489776 + Penalty 2722.603400 = -242365.886375 nChanged 15 SP:Iteration 20F (2457.540724 sec): 3 clusters Score: Raw -245096.350572 + Penalty 2722.603400 = -242373.747172 nChanged 13 SP:Iteration 21Q (2457.559851 sec): 3 clusters Score: Raw -245103.675907 + Penalty 2722.603400 = -242381.072507 nChanged 10 SP:Iteration 22Q (2457.579059 sec): 3 clusters Score: Raw -245115.516044 + Penalty 2722.603400 = -242392.912644 nChanged 13 SP:Iteration 23Q (2457.610015 sec): 3 clusters Score: Raw -245121.504261 + Penalty 2722.603400 = -242398.900861 nChanged 17 SP:Iteration 24Q (2457.636868 sec): 3 clusters Score: Raw -245130.721784 + Penalty 2722.603400 = -242408.118383 nChanged 17 SP:Iteration 25Q (2457.655829 sec): 3 clusters Score: Raw -245139.781779 + Penalty 2722.603400 = -242417.178379 nChanged 19 SP:Iteration 26Q (2457.675213 sec): 3 clusters Score: Raw -245148.495389 + Penalty 2722.603400 = -242425.891988 nChanged 13 SP:Iteration 27Q (2457.694492 sec): 3 clusters Score: Raw -245152.469574 + Penalty 2722.603400 = -242429.866174 nChanged 3 SP:Iteration 28Q (2457.722162 sec): 3 clusters Score: Raw -245152.792668 + Penalty 2722.603400 = -242430.189268 nChanged 1 SP:Iteration 29Q (2457.741265 sec): 3 clusters Score: Raw -245153.027931 + Penalty 2722.603400 = -242430.424531 nChanged 0 SP:Iteration 30F (2457.761121 sec): 3 clusters Score: Raw -245153.027931 + Penalty 2722.603400 = -242430.424531 nChanged 0 Score: Raw -27536504.845654 + Penalty 71752.754436 = -27464752.091218 Splitting cluster 16 changes total score from -27465459.279907 to -27464752.091218 So it's not getting split. Trying to split cluster 17 (10533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2466.666939 sec): 2 clusters Score: Raw -697456.781337 + Penalty 1505.118626 = -695951.662712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2466.696015 sec): 3 clusters Score: Raw -691384.650010 + Penalty 3010.237251 = -688374.412758 nChanged 4572 SP:Iteration 1F (2466.724108 sec): 3 clusters Score: Raw -693916.301711 + Penalty 3010.237251 = -690906.064460 nChanged 589 SP:Iteration 2F (2466.752004 sec): 3 clusters Score: Raw -694176.810112 + Penalty 3010.237251 = -691166.572861 nChanged 520 SP:Iteration 3Q (2466.780339 sec): 3 clusters Score: Raw -694397.878110 + Penalty 3010.237251 = -691387.640859 nChanged 460 SP:Iteration 4Q (2466.808412 sec): 3 clusters Score: Raw -694587.998365 + Penalty 3010.237251 = -691577.761114 nChanged 389 SP:Iteration 5Q (2466.836669 sec): 3 clusters Score: Raw -694755.168273 + Penalty 3010.237251 = -691744.931022 nChanged 370 SP:Iteration 6Q (2466.864789 sec): 3 clusters Score: Raw -694909.224549 + Penalty 3010.237251 = -691898.987298 nChanged 352 SP:Iteration 7Q (2466.893006 sec): 3 clusters Score: Raw -695069.612643 + Penalty 3010.237251 = -692059.375392 nChanged 363 SP:Iteration 8Q (2466.921245 sec): 3 clusters Score: Raw -695247.576863 + Penalty 3010.237251 = -692237.339612 nChanged 383 SP:Iteration 9Q (2466.949120 sec): 3 clusters Score: Raw -695463.460022 + Penalty 3010.237251 = -692453.222771 nChanged 460 SP:Iteration 10Q (2466.977183 sec): 3 clusters Score: Raw -695794.701767 + Penalty 3010.237251 = -692784.464516 nChanged 474 SP:Iteration 11Q (2467.004792 sec): 3 clusters Score: Raw -696169.938280 + Penalty 3010.237251 = -693159.701029 nChanged 416 SP:Iteration 12Q (2467.032217 sec): 3 clusters Score: Raw -696478.127174 + Penalty 3010.237251 = -693467.889923 nChanged 344 SP:Iteration 13Q (2467.059133 sec): 3 clusters Score: Raw -696714.749424 + Penalty 3010.237251 = -693704.512173 nChanged 282 SP:Iteration 14Q (2467.085887 sec): 3 clusters Score: Raw -696901.380215 + Penalty 3010.237251 = -693891.142964 nChanged 232 SP:Iteration 15Q (2467.112256 sec): 3 clusters Score: Raw -697064.447881 + Penalty 3010.237251 = -694054.210630 nChanged 205 SP:Iteration 16Q (2467.138273 sec): 3 clusters Score: Raw -697212.437616 + Penalty 3010.237251 = -694202.200365 nChanged 179 SP:Iteration 17Q (2467.164148 sec): 3 clusters Score: Raw -697332.680660 + Penalty 3010.237251 = -694322.443409 nChanged 139 SP:Iteration 18Q (2467.189823 sec): 3 clusters Score: Raw -697424.348634 + Penalty 3010.237251 = -694414.111383 nChanged 120 SP:Iteration 19Q (2467.215430 sec): 3 clusters Score: Raw -697492.405885 + Penalty 3010.237251 = -694482.168634 nChanged 75 SP:Iteration 20F (2467.243475 sec): 3 clusters Score: Raw -697536.886682 + Penalty 3010.237251 = -694526.649431 nChanged 74 SP:Iteration 21Q (2467.268673 sec): 3 clusters Score: Raw -697580.203296 + Penalty 3010.237251 = -694569.966045 nChanged 56 SP:Iteration 22Q (2467.293786 sec): 3 clusters Score: Raw -697619.322104 + Penalty 3010.237251 = -694609.084853 nChanged 49 SP:Iteration 23Q (2467.318945 sec): 3 clusters Score: Raw -697647.875147 + Penalty 3010.237251 = -694637.637896 nChanged 27 SP:Iteration 24Q (2467.343975 sec): 3 clusters Score: Raw -697662.861228 + Penalty 3010.237251 = -694652.623977 nChanged 20 SP:Iteration 25Q (2467.368871 sec): 3 clusters Score: Raw -697677.538060 + Penalty 3010.237251 = -694667.300808 nChanged 22 SP:Iteration 26Q (2467.393877 sec): 3 clusters Score: Raw -697691.497106 + Penalty 3010.237251 = -694681.259855 nChanged 20 SP:Iteration 27Q (2467.418618 sec): 3 clusters Score: Raw -697702.762371 + Penalty 3010.237251 = -694692.525120 nChanged 18 SP:Iteration 28Q (2467.443376 sec): 3 clusters Score: Raw -697716.151701 + Penalty 3010.237251 = -694705.914450 nChanged 12 SP:Iteration 29Q (2467.468086 sec): 3 clusters Score: Raw -697723.928371 + Penalty 3010.237251 = -694713.691120 nChanged 12 SP:Iteration 30Q (2467.492948 sec): 3 clusters Score: Raw -697731.265991 + Penalty 3010.237251 = -694721.028740 nChanged 11 SP:Iteration 31Q (2467.517703 sec): 3 clusters Score: Raw -697736.141966 + Penalty 3010.237251 = -694725.904715 nChanged 2 SP:Iteration 32Q (2467.542393 sec): 3 clusters Score: Raw -697736.978793 + Penalty 3010.237251 = -694726.741542 nChanged 3 SP:Iteration 33Q (2467.567014 sec): 3 clusters Score: Raw -697738.882732 + Penalty 3010.237251 = -694728.645481 nChanged 2 SP:Iteration 34Q (2467.591643 sec): 3 clusters Score: Raw -697739.572206 + Penalty 3010.237251 = -694729.334955 nChanged 1 SP:Iteration 35Q (2467.616241 sec): 3 clusters Score: Raw -697739.983515 + Penalty 3010.237251 = -694729.746264 nChanged 2 SP:Iteration 36Q (2467.640904 sec): 3 clusters Score: Raw -697740.796458 + Penalty 3010.237251 = -694730.559207 nChanged 1 SP:Iteration 37Q (2467.665644 sec): 3 clusters Score: Raw -697741.089163 + Penalty 3010.237251 = -694730.851912 nChanged 0 SP:Iteration 38F (2467.693564 sec): 3 clusters Score: Raw -697741.089163 + Penalty 3010.237251 = -694730.851912 nChanged 0 Trying to split cluster 18 (6943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2467.714033 sec): 2 clusters Score: Raw -467867.038992 + Penalty 1437.392001 = -466429.646991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2467.738689 sec): 3 clusters Score: Raw -464141.249229 + Penalty 2874.784002 = -461266.465227 nChanged 2878 SP:Iteration 1F (2467.762734 sec): 3 clusters Score: Raw -465653.388521 + Penalty 2874.784002 = -462778.604519 nChanged 488 SP:Iteration 2F (2467.786785 sec): 3 clusters Score: Raw -465889.480376 + Penalty 2874.784002 = -463014.696374 nChanged 378 SP:Iteration 3F (2467.810892 sec): 3 clusters Score: Raw -466066.047825 + Penalty 2874.784002 = -463191.263823 nChanged 309 SP:Iteration 4Q (2467.834850 sec): 3 clusters Score: Raw -466208.705344 + Penalty 2874.784002 = -463333.921342 nChanged 274 SP:Iteration 5Q (2467.858740 sec): 3 clusters Score: Raw -466325.000533 + Penalty 2874.784002 = -463450.216531 nChanged 250 SP:Iteration 6Q (2467.882802 sec): 3 clusters Score: Raw -466435.562007 + Penalty 2874.784002 = -463560.778005 nChanged 231 SP:Iteration 7Q (2467.907027 sec): 3 clusters Score: Raw -466563.496515 + Penalty 2874.784002 = -463688.712513 nChanged 226 SP:Iteration 8Q (2467.930998 sec): 3 clusters Score: Raw -466706.185903 + Penalty 2874.784002 = -463831.401901 nChanged 239 SP:Iteration 9Q (2467.954757 sec): 3 clusters Score: Raw -466883.502600 + Penalty 2874.784002 = -464008.718599 nChanged 279 SP:Iteration 10Q (2467.978830 sec): 3 clusters Score: Raw -467120.145657 + Penalty 2874.784002 = -464245.361655 nChanged 300 SP:Iteration 11Q (2468.002632 sec): 3 clusters Score: Raw -467390.309076 + Penalty 2874.784002 = -464515.525074 nChanged 296 SP:Iteration 12Q (2468.026099 sec): 3 clusters Score: Raw -467647.058174 + Penalty 2874.784002 = -464772.274172 nChanged 224 SP:Iteration 13Q (2468.049243 sec): 3 clusters Score: Raw -467806.940254 + Penalty 2874.784002 = -464932.156252 nChanged 185 SP:Iteration 14Q (2468.072073 sec): 3 clusters Score: Raw -467923.566698 + Penalty 2874.784002 = -465048.782696 nChanged 130 SP:Iteration 15Q (2468.094475 sec): 3 clusters Score: Raw -468000.385760 + Penalty 2874.784002 = -465125.601758 nChanged 106 SP:Iteration 16Q (2468.117144 sec): 3 clusters Score: Raw -468051.134950 + Penalty 2874.784002 = -465176.350948 nChanged 92 SP:Iteration 17Q (2468.139660 sec): 3 clusters Score: Raw -468099.108015 + Penalty 2874.784002 = -465224.324013 nChanged 89 SP:Iteration 18Q (2468.162063 sec): 3 clusters Score: Raw -468141.712533 + Penalty 2874.784002 = -465266.928531 nChanged 66 SP:Iteration 19Q (2468.184155 sec): 3 clusters Score: Raw -468166.361617 + Penalty 2874.784002 = -465291.577615 nChanged 49 SP:Iteration 20F (2468.208011 sec): 3 clusters Score: Raw -468186.056252 + Penalty 2874.784002 = -465311.272250 nChanged 38 SP:Iteration 21Q (2468.230168 sec): 3 clusters Score: Raw -468199.387376 + Penalty 2874.784002 = -465324.603374 nChanged 32 SP:Iteration 22Q (2468.252524 sec): 3 clusters Score: Raw -468210.265810 + Penalty 2874.784002 = -465335.481808 nChanged 28 SP:Iteration 23Q (2468.274585 sec): 3 clusters Score: Raw -468219.219201 + Penalty 2874.784002 = -465344.435199 nChanged 24 SP:Iteration 24Q (2468.296905 sec): 3 clusters Score: Raw -468225.647557 + Penalty 2874.784002 = -465350.863555 nChanged 15 SP:Iteration 25Q (2468.342656 sec): 3 clusters Score: Raw -468230.401168 + Penalty 2874.784002 = -465355.617166 nChanged 19 SP:Iteration 26Q (2468.364676 sec): 3 clusters Score: Raw -468237.664581 + Penalty 2874.784002 = -465362.880579 nChanged 22 SP:Iteration 27Q (2468.386671 sec): 3 clusters Score: Raw -468245.340180 + Penalty 2874.784002 = -465370.556178 nChanged 25 SP:Iteration 28Q (2468.408874 sec): 3 clusters Score: Raw -468251.523234 + Penalty 2874.784002 = -465376.739232 nChanged 10 SP:Iteration 29Q (2468.430755 sec): 3 clusters Score: Raw -468254.220609 + Penalty 2874.784002 = -465379.436607 nChanged 8 SP:Iteration 30Q (2468.452997 sec): 3 clusters Score: Raw -468255.720488 + Penalty 2874.784002 = -465380.936486 nChanged 6 SP:Iteration 31Q (2468.475103 sec): 3 clusters Score: Raw -468257.397165 + Penalty 2874.784002 = -465382.613163 nChanged 6 SP:Iteration 32Q (2468.496949 sec): 3 clusters Score: Raw -468258.955261 + Penalty 2874.784002 = -465384.171259 nChanged 7 SP:Iteration 33Q (2468.518766 sec): 3 clusters Score: Raw -468260.204904 + Penalty 2874.784002 = -465385.420902 nChanged 5 SP:Iteration 34Q (2468.540993 sec): 3 clusters Score: Raw -468261.121595 + Penalty 2874.784002 = -465386.337593 nChanged 2 SP:Iteration 35Q (2468.563145 sec): 3 clusters Score: Raw -468261.329944 + Penalty 2874.784002 = -465386.545942 nChanged 2 SP:Iteration 36Q (2468.585314 sec): 3 clusters Score: Raw -468262.044617 + Penalty 2874.784002 = -465387.260615 nChanged 3 SP:Iteration 37Q (2468.607349 sec): 3 clusters Score: Raw -468262.455455 + Penalty 2874.784002 = -465387.671453 nChanged 2 SP:Iteration 38Q (2468.629298 sec): 3 clusters Score: Raw -468263.085623 + Penalty 2874.784002 = -465388.301622 nChanged 1 SP:Iteration 39Q (2468.651288 sec): 3 clusters Score: Raw -468263.520201 + Penalty 2874.784002 = -465388.736199 nChanged 3 SP:Iteration 40F (2468.675143 sec): 3 clusters Score: Raw -468264.032858 + Penalty 2874.784002 = -465389.248856 nChanged 1 SP:Iteration 41Q (2468.697210 sec): 3 clusters Score: Raw -468264.222448 + Penalty 2874.784002 = -465389.438446 nChanged 2 SP:Iteration 42Q (2468.719375 sec): 3 clusters Score: Raw -468265.138937 + Penalty 2874.784002 = -465390.354935 nChanged 2 SP:Iteration 43Q (2468.741197 sec): 3 clusters Score: Raw -468265.760862 + Penalty 2874.784002 = -465390.976860 nChanged 5 SP:Iteration 44Q (2468.763146 sec): 3 clusters Score: Raw -468266.801940 + Penalty 2874.784002 = -465392.017938 nChanged 5 SP:Iteration 45Q (2468.785417 sec): 3 clusters Score: Raw -468267.556994 + Penalty 2874.784002 = -465392.772992 nChanged 1 SP:Iteration 46Q (2468.807426 sec): 3 clusters Score: Raw -468267.690756 + Penalty 2874.784002 = -465392.906754 nChanged 1 SP:Iteration 47Q (2468.829391 sec): 3 clusters Score: Raw -468267.983300 + Penalty 2874.784002 = -465393.199298 nChanged 1 SP:Iteration 48Q (2468.851485 sec): 3 clusters Score: Raw -468268.081528 + Penalty 2874.784002 = -465393.297526 nChanged 2 SP:Iteration 49Q (2468.873579 sec): 3 clusters Score: Raw -468268.519424 + Penalty 2874.784002 = -465393.735422 nChanged 3 SP:Iteration 50Q (2468.895398 sec): 3 clusters Score: Raw -468268.922581 + Penalty 2874.784002 = -465394.138579 nChanged 3 SP:Iteration 51Q (2468.917486 sec): 3 clusters Score: Raw -468269.461964 + Penalty 2874.784002 = -465394.677962 nChanged 0 SP:Iteration 52F (2468.941405 sec): 3 clusters Score: Raw -468269.461964 + Penalty 2874.784002 = -465394.677962 nChanged 0 Trying to split cluster 19 (1719 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2468.956319 sec): 2 clusters Score: Raw -92468.660769 + Penalty 1210.543426 = -91258.117343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2468.965592 sec): 3 clusters Score: Raw -91830.663554 + Penalty 2421.086852 = -89409.576702 nChanged 592 SP:Iteration 1F (2468.974356 sec): 3 clusters Score: Raw -92355.862275 + Penalty 2421.086852 = -89934.775423 nChanged 195 SP:Iteration 2F (2468.983124 sec): 3 clusters Score: Raw -92596.036209 + Penalty 2421.086852 = -90174.949357 nChanged 122 SP:Iteration 3F (2468.991874 sec): 3 clusters Score: Raw -92781.703234 + Penalty 2421.086852 = -90360.616382 nChanged 130 SP:Iteration 4F (2469.000590 sec): 3 clusters Score: Raw -93008.613876 + Penalty 2421.086852 = -90587.527024 nChanged 106 SP:Iteration 5F (2469.009334 sec): 3 clusters Score: Raw -93194.429196 + Penalty 2421.086852 = -90773.342344 nChanged 81 SP:Iteration 6Q (2469.017883 sec): 3 clusters Score: Raw -93296.915143 + Penalty 2421.086852 = -90875.828291 nChanged 43 SP:Iteration 7Q (2469.026411 sec): 3 clusters Score: Raw -93355.848345 + Penalty 2421.086852 = -90934.761493 nChanged 39 SP:Iteration 8Q (2469.034969 sec): 3 clusters Score: Raw -93402.668478 + Penalty 2421.086852 = -90981.581626 nChanged 25 SP:Iteration 9Q (2469.043520 sec): 3 clusters Score: Raw -93431.340175 + Penalty 2421.086852 = -91010.253323 nChanged 15 SP:Iteration 10Q (2469.051994 sec): 3 clusters Score: Raw -93465.340932 + Penalty 2421.086852 = -91044.254080 nChanged 8 SP:Iteration 11Q (2469.060442 sec): 3 clusters Score: Raw -93507.802307 + Penalty 2421.086852 = -91086.715455 nChanged 4 SP:Iteration 12Q (2469.068789 sec): 3 clusters Score: Raw -93546.901822 + Penalty 2421.086852 = -91125.814970 nChanged 7 SP:Iteration 13Q (2469.077135 sec): 3 clusters Score: Raw -93576.919104 + Penalty 2421.086852 = -91155.832252 nChanged 7 SP:Iteration 14Q (2469.085489 sec): 3 clusters Score: Raw -93596.099049 + Penalty 2421.086852 = -91175.012197 nChanged 7 SP:Iteration 15Q (2469.093813 sec): 3 clusters Score: Raw -93600.158674 + Penalty 2421.086852 = -91179.071822 nChanged 1 SP:Iteration 16Q (2469.102115 sec): 3 clusters Score: Raw -93601.042763 + Penalty 2421.086852 = -91179.955911 nChanged 3 SP:Iteration 17Q (2469.110454 sec): 3 clusters Score: Raw -93604.045412 + Penalty 2421.086852 = -91182.958561 nChanged 3 SP:Iteration 18Q (2469.118659 sec): 3 clusters Score: Raw -93605.367041 + Penalty 2421.086852 = -91184.280189 nChanged 1 SP:Iteration 19Q (2469.126929 sec): 3 clusters Score: Raw -93606.267109 + Penalty 2421.086852 = -91185.180257 nChanged 0 SP:Iteration 20F (2469.135640 sec): 3 clusters Score: Raw -93606.267109 + Penalty 2421.086852 = -91185.180257 nChanged 0 Trying to split cluster 20 (7131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2469.156961 sec): 2 clusters Score: Raw -457650.768167 + Penalty 1441.733598 = -456209.034570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2469.181235 sec): 3 clusters Score: Raw -453725.236215 + Penalty 2883.467196 = -450841.769019 nChanged 3086 SP:Iteration 1F (2469.238474 sec): 3 clusters Score: Raw -455563.929027 + Penalty 2883.467196 = -452680.461832 nChanged 517 SP:Iteration 2F (2469.268540 sec): 3 clusters Score: Raw -455881.808270 + Penalty 2883.467196 = -452998.341075 nChanged 454 SP:Iteration 3F (2469.292507 sec): 3 clusters Score: Raw -456154.118258 + Penalty 2883.467196 = -453270.651062 nChanged 365 SP:Iteration 4F (2469.316336 sec): 3 clusters Score: Raw -456380.387259 + Penalty 2883.467196 = -453496.920063 nChanged 359 SP:Iteration 5F (2469.340220 sec): 3 clusters Score: Raw -456615.479093 + Penalty 2883.467196 = -453732.011897 nChanged 320 SP:Iteration 6Q (2469.364008 sec): 3 clusters Score: Raw -456810.874576 + Penalty 2883.467196 = -453927.407381 nChanged 307 SP:Iteration 7Q (2469.387995 sec): 3 clusters Score: Raw -457043.906625 + Penalty 2883.467196 = -454160.439429 nChanged 350 SP:Iteration 8Q (2469.411594 sec): 3 clusters Score: Raw -457342.179178 + Penalty 2883.467196 = -454458.711983 nChanged 348 SP:Iteration 9Q (2469.435345 sec): 3 clusters Score: Raw -457659.988965 + Penalty 2883.467196 = -454776.521769 nChanged 309 SP:Iteration 10Q (2469.459004 sec): 3 clusters Score: Raw -457940.390999 + Penalty 2883.467196 = -455056.923804 nChanged 282 SP:Iteration 11Q (2469.482214 sec): 3 clusters Score: Raw -458163.067398 + Penalty 2883.467196 = -455279.600202 nChanged 227 SP:Iteration 12Q (2469.505702 sec): 3 clusters Score: Raw -458292.938943 + Penalty 2883.467196 = -455409.471748 nChanged 134 SP:Iteration 13Q (2469.528730 sec): 3 clusters Score: Raw -458346.778357 + Penalty 2883.467196 = -455463.311161 nChanged 91 SP:Iteration 14Q (2469.551985 sec): 3 clusters Score: Raw -458381.556777 + Penalty 2883.467196 = -455498.089581 nChanged 71 SP:Iteration 15Q (2469.575064 sec): 3 clusters Score: Raw -458402.148780 + Penalty 2883.467196 = -455518.681585 nChanged 59 SP:Iteration 16Q (2469.598202 sec): 3 clusters Score: Raw -458417.100838 + Penalty 2883.467196 = -455533.633643 nChanged 33 SP:Iteration 17Q (2469.621238 sec): 3 clusters Score: Raw -458423.901694 + Penalty 2883.467196 = -455540.434498 nChanged 17 SP:Iteration 18Q (2469.644259 sec): 3 clusters Score: Raw -458426.034455 + Penalty 2883.467196 = -455542.567259 nChanged 10 SP:Iteration 19Q (2469.667291 sec): 3 clusters Score: Raw -458427.439043 + Penalty 2883.467196 = -455543.971847 nChanged 8 SP:Iteration 20F (2469.691252 sec): 3 clusters Score: Raw -458428.393707 + Penalty 2883.467196 = -455544.926512 nChanged 3 SP:Iteration 21Q (2469.714149 sec): 3 clusters Score: Raw -458428.901794 + Penalty 2883.467196 = -455545.434599 nChanged 4 SP:Iteration 22Q (2469.737132 sec): 3 clusters Score: Raw -458429.544338 + Penalty 2883.467196 = -455546.077142 nChanged 2 SP:Iteration 23Q (2469.760179 sec): 3 clusters Score: Raw -458429.649553 + Penalty 2883.467196 = -455546.182357 nChanged 0 SP:Iteration 24F (2469.783919 sec): 3 clusters Score: Raw -458429.649553 + Penalty 2883.467196 = -455546.182357 nChanged 0 Trying to split cluster 21 (6922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2469.804069 sec): 2 clusters Score: Raw -455629.565242 + Penalty 1436.899754 = -454192.665488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2469.828901 sec): 3 clusters Score: Raw -451854.275646 + Penalty 2873.799508 = -448980.476138 nChanged 2905 SP:Iteration 1F (2469.853233 sec): 3 clusters Score: Raw -453506.317464 + Penalty 2873.799508 = -450632.517956 nChanged 508 SP:Iteration 2F (2469.877578 sec): 3 clusters Score: Raw -453809.788817 + Penalty 2873.799508 = -450935.989309 nChanged 424 SP:Iteration 3F (2469.901873 sec): 3 clusters Score: Raw -454051.855974 + Penalty 2873.799508 = -451178.056466 nChanged 341 SP:Iteration 4Q (2469.926208 sec): 3 clusters Score: Raw -454238.338851 + Penalty 2873.799508 = -451364.539343 nChanged 303 SP:Iteration 5Q (2469.962662 sec): 3 clusters Score: Raw -454393.820329 + Penalty 2873.799508 = -451520.020821 nChanged 232 SP:Iteration 6Q (2470.004388 sec): 3 clusters Score: Raw -454514.097930 + Penalty 2873.799508 = -451640.298422 nChanged 217 SP:Iteration 7Q (2470.028456 sec): 3 clusters Score: Raw -454657.512786 + Penalty 2873.799508 = -451783.713278 nChanged 217 SP:Iteration 8Q (2470.052551 sec): 3 clusters Score: Raw -454803.366691 + Penalty 2873.799508 = -451929.567183 nChanged 220 SP:Iteration 9Q (2470.076993 sec): 3 clusters Score: Raw -454972.408808 + Penalty 2873.799508 = -452098.609300 nChanged 242 SP:Iteration 10Q (2470.101029 sec): 3 clusters Score: Raw -455144.614656 + Penalty 2873.799508 = -452270.815148 nChanged 192 SP:Iteration 11Q (2470.125125 sec): 3 clusters Score: Raw -455275.426998 + Penalty 2873.799508 = -452401.627491 nChanged 168 SP:Iteration 12Q (2470.148899 sec): 3 clusters Score: Raw -455386.509709 + Penalty 2873.799508 = -452512.710201 nChanged 143 SP:Iteration 13Q (2470.179327 sec): 3 clusters Score: Raw -455468.909767 + Penalty 2873.799508 = -452595.110260 nChanged 126 SP:Iteration 14Q (2470.203104 sec): 3 clusters Score: Raw -455533.849024 + Penalty 2873.799508 = -452660.049516 nChanged 96 SP:Iteration 15Q (2470.226911 sec): 3 clusters Score: Raw -455579.611252 + Penalty 2873.799508 = -452705.811744 nChanged 73 SP:Iteration 16Q (2470.250621 sec): 3 clusters Score: Raw -455618.028493 + Penalty 2873.799508 = -452744.228985 nChanged 63 SP:Iteration 17Q (2470.273933 sec): 3 clusters Score: Raw -455643.990631 + Penalty 2873.799508 = -452770.191123 nChanged 59 SP:Iteration 18Q (2470.297246 sec): 3 clusters Score: Raw -455668.369599 + Penalty 2873.799508 = -452794.570091 nChanged 57 SP:Iteration 19Q (2470.320663 sec): 3 clusters Score: Raw -455690.762708 + Penalty 2873.799508 = -452816.963200 nChanged 47 SP:Iteration 20F (2470.344927 sec): 3 clusters Score: Raw -455706.845148 + Penalty 2873.799508 = -452833.045640 nChanged 30 SP:Iteration 21Q (2470.368285 sec): 3 clusters Score: Raw -455716.325994 + Penalty 2873.799508 = -452842.526486 nChanged 32 SP:Iteration 22Q (2470.391410 sec): 3 clusters Score: Raw -455725.854900 + Penalty 2873.799508 = -452852.055392 nChanged 32 SP:Iteration 23Q (2470.414640 sec): 3 clusters Score: Raw -455735.901017 + Penalty 2873.799508 = -452862.101509 nChanged 20 SP:Iteration 24Q (2470.437898 sec): 3 clusters Score: Raw -455741.785229 + Penalty 2873.799508 = -452867.985721 nChanged 23 SP:Iteration 25Q (2470.460976 sec): 3 clusters Score: Raw -455749.900974 + Penalty 2873.799508 = -452876.101466 nChanged 19 SP:Iteration 26Q (2470.484146 sec): 3 clusters Score: Raw -455755.192641 + Penalty 2873.799508 = -452881.393133 nChanged 17 SP:Iteration 27Q (2470.507064 sec): 3 clusters Score: Raw -455760.882096 + Penalty 2873.799508 = -452887.082588 nChanged 23 SP:Iteration 28Q (2470.530005 sec): 3 clusters Score: Raw -455770.411411 + Penalty 2873.799508 = -452896.611903 nChanged 23 SP:Iteration 29Q (2470.553123 sec): 3 clusters Score: Raw -455778.555787 + Penalty 2873.799508 = -452904.756279 nChanged 25 SP:Iteration 30Q (2470.576280 sec): 3 clusters Score: Raw -455786.228734 + Penalty 2873.799508 = -452912.429226 nChanged 25 SP:Iteration 31Q (2470.599269 sec): 3 clusters Score: Raw -455793.418105 + Penalty 2873.799508 = -452919.618597 nChanged 17 SP:Iteration 32Q (2470.622335 sec): 3 clusters Score: Raw -455799.054115 + Penalty 2873.799508 = -452925.254608 nChanged 22 SP:Iteration 33Q (2470.645325 sec): 3 clusters Score: Raw -455805.457918 + Penalty 2873.799508 = -452931.658410 nChanged 20 SP:Iteration 34Q (2470.668177 sec): 3 clusters Score: Raw -455810.173918 + Penalty 2873.799508 = -452936.374411 nChanged 12 SP:Iteration 35Q (2470.691105 sec): 3 clusters Score: Raw -455813.793587 + Penalty 2873.799508 = -452939.994079 nChanged 18 SP:Iteration 36Q (2470.714016 sec): 3 clusters Score: Raw -455821.713070 + Penalty 2873.799508 = -452947.913562 nChanged 16 SP:Iteration 37Q (2470.736934 sec): 3 clusters Score: Raw -455829.061226 + Penalty 2873.799508 = -452955.261718 nChanged 16 SP:Iteration 38Q (2470.759839 sec): 3 clusters Score: Raw -455834.762231 + Penalty 2873.799508 = -452960.962723 nChanged 13 SP:Iteration 39Q (2470.782779 sec): 3 clusters Score: Raw -455838.699340 + Penalty 2873.799508 = -452964.899832 nChanged 14 SP:Iteration 40F (2470.807027 sec): 3 clusters Score: Raw -455842.265914 + Penalty 2873.799508 = -452968.466406 nChanged 16 SP:Iteration 41Q (2470.829994 sec): 3 clusters Score: Raw -455847.322864 + Penalty 2873.799508 = -452973.523356 nChanged 18 SP:Iteration 42Q (2470.852923 sec): 3 clusters Score: Raw -455855.993731 + Penalty 2873.799508 = -452982.194223 nChanged 24 SP:Iteration 43Q (2470.875905 sec): 3 clusters Score: Raw -455863.458765 + Penalty 2873.799508 = -452989.659257 nChanged 12 SP:Iteration 44Q (2470.898892 sec): 3 clusters Score: Raw -455868.198618 + Penalty 2873.799508 = -452994.399111 nChanged 12 SP:Iteration 45Q (2470.921818 sec): 3 clusters Score: Raw -455872.503231 + Penalty 2873.799508 = -452998.703723 nChanged 7 SP:Iteration 46Q (2470.944734 sec): 3 clusters Score: Raw -455874.400981 + Penalty 2873.799508 = -453000.601474 nChanged 5 SP:Iteration 47Q (2470.967384 sec): 3 clusters Score: Raw -455876.656659 + Penalty 2873.799508 = -453002.857151 nChanged 6 SP:Iteration 48Q (2470.990255 sec): 3 clusters Score: Raw -455878.738265 + Penalty 2873.799508 = -453004.938758 nChanged 7 SP:Iteration 49Q (2471.013327 sec): 3 clusters Score: Raw -455881.695938 + Penalty 2873.799508 = -453007.896430 nChanged 8 SP:Iteration 50Q (2471.036069 sec): 3 clusters Score: Raw -455884.913379 + Penalty 2873.799508 = -453011.113871 nChanged 7 SP:Iteration 51Q (2471.058926 sec): 3 clusters Score: Raw -455888.009064 + Penalty 2873.799508 = -453014.209556 nChanged 9 SP:Iteration 52Q (2471.081800 sec): 3 clusters Score: Raw -455890.741393 + Penalty 2873.799508 = -453016.941885 nChanged 7 SP:Iteration 53Q (2471.104716 sec): 3 clusters Score: Raw -455892.859437 + Penalty 2873.799508 = -453019.059929 nChanged 9 SP:Iteration 54Q (2471.127706 sec): 3 clusters Score: Raw -455895.559107 + Penalty 2873.799508 = -453021.759599 nChanged 10 SP:Iteration 55Q (2471.150599 sec): 3 clusters Score: Raw -455898.698476 + Penalty 2873.799508 = -453024.898968 nChanged 8 SP:Iteration 56Q (2471.207458 sec): 3 clusters Score: Raw -455901.863814 + Penalty 2873.799508 = -453028.064307 nChanged 9 SP:Iteration 57Q (2471.228595 sec): 3 clusters Score: Raw -455905.403435 + Penalty 2873.799508 = -453031.603927 nChanged 10 SP:Iteration 58Q (2471.251596 sec): 3 clusters Score: Raw -455909.863794 + Penalty 2873.799508 = -453036.064286 nChanged 9 SP:Iteration 59Q (2471.274175 sec): 3 clusters Score: Raw -455912.204184 + Penalty 2873.799508 = -453038.404676 nChanged 9 SP:Iteration 60F (2471.304952 sec): 3 clusters Score: Raw -455914.335524 + Penalty 2873.799508 = -453040.536016 nChanged 4 SP:Iteration 61Q (2471.327491 sec): 3 clusters Score: Raw -455916.229133 + Penalty 2873.799508 = -453042.429625 nChanged 9 SP:Iteration 62Q (2471.350298 sec): 3 clusters Score: Raw -455919.258905 + Penalty 2873.799508 = -453045.459397 nChanged 8 SP:Iteration 63Q (2471.379179 sec): 3 clusters Score: Raw -455921.201869 + Penalty 2873.799508 = -453047.402361 nChanged 2 SP:Iteration 64Q (2471.401920 sec): 3 clusters Score: Raw -455921.631201 + Penalty 2873.799508 = -453047.831693 nChanged 1 SP:Iteration 65Q (2471.424809 sec): 3 clusters Score: Raw -455921.958109 + Penalty 2873.799508 = -453048.158601 nChanged 0 SP:Iteration 66F (2471.449265 sec): 3 clusters Score: Raw -455921.958109 + Penalty 2873.799508 = -453048.158601 nChanged 0 Trying to split cluster 22 (2584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2471.465157 sec): 2 clusters Score: Raw -163906.113788 + Penalty 1276.777753 = -162629.336035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2471.478692 sec): 3 clusters Score: Raw -162742.843568 + Penalty 2553.555506 = -160189.288062 nChanged 965 SP:Iteration 1F (2471.491534 sec): 3 clusters Score: Raw -163412.132498 + Penalty 2553.555506 = -160858.576992 nChanged 214 SP:Iteration 2F (2471.504228 sec): 3 clusters Score: Raw -163603.783174 + Penalty 2553.555506 = -161050.227668 nChanged 154 SP:Iteration 3F (2471.516966 sec): 3 clusters Score: Raw -163747.039599 + Penalty 2553.555506 = -161193.484093 nChanged 135 SP:Iteration 4F (2471.529780 sec): 3 clusters Score: Raw -163882.217093 + Penalty 2553.555506 = -161328.661587 nChanged 127 SP:Iteration 5Q (2471.542399 sec): 3 clusters Score: Raw -164033.661852 + Penalty 2553.555506 = -161480.106346 nChanged 126 SP:Iteration 6Q (2471.555145 sec): 3 clusters Score: Raw -164167.047929 + Penalty 2553.555506 = -161613.492423 nChanged 106 SP:Iteration 7Q (2471.567820 sec): 3 clusters Score: Raw -164274.430617 + Penalty 2553.555506 = -161720.875111 nChanged 88 SP:Iteration 8Q (2471.580450 sec): 3 clusters Score: Raw -164371.494321 + Penalty 2553.555506 = -161817.938815 nChanged 78 SP:Iteration 9Q (2471.592974 sec): 3 clusters Score: Raw -164423.734889 + Penalty 2553.555506 = -161870.179383 nChanged 43 SP:Iteration 10Q (2471.605391 sec): 3 clusters Score: Raw -164450.934940 + Penalty 2553.555506 = -161897.379434 nChanged 29 SP:Iteration 11Q (2471.617913 sec): 3 clusters Score: Raw -164466.362209 + Penalty 2553.555506 = -161912.806702 nChanged 21 SP:Iteration 12Q (2471.630300 sec): 3 clusters Score: Raw -164474.724687 + Penalty 2553.555506 = -161921.169181 nChanged 12 SP:Iteration 13Q (2471.642775 sec): 3 clusters Score: Raw -164478.600916 + Penalty 2553.555506 = -161925.045410 nChanged 7 SP:Iteration 14Q (2471.655281 sec): 3 clusters Score: Raw -164481.790637 + Penalty 2553.555506 = -161928.235130 nChanged 7 SP:Iteration 15Q (2471.667759 sec): 3 clusters Score: Raw -164483.748700 + Penalty 2553.555506 = -161930.193194 nChanged 2 SP:Iteration 16Q (2471.680254 sec): 3 clusters Score: Raw -164484.491422 + Penalty 2553.555506 = -161930.935916 nChanged 4 SP:Iteration 17Q (2471.692629 sec): 3 clusters Score: Raw -164486.151321 + Penalty 2553.555506 = -161932.595815 nChanged 4 SP:Iteration 18Q (2471.705091 sec): 3 clusters Score: Raw -164487.166872 + Penalty 2553.555506 = -161933.611366 nChanged 1 SP:Iteration 19Q (2471.717612 sec): 3 clusters Score: Raw -164487.325733 + Penalty 2553.555506 = -161933.770227 nChanged 2 SP:Iteration 20F (2471.730366 sec): 3 clusters Score: Raw -164488.742897 + Penalty 2553.555506 = -161935.187391 nChanged 2 SP:Iteration 21Q (2471.742745 sec): 3 clusters Score: Raw -164489.438520 + Penalty 2553.555506 = -161935.883014 nChanged 3 SP:Iteration 22Q (2471.755231 sec): 3 clusters Score: Raw -164490.497118 + Penalty 2553.555506 = -161936.941612 nChanged 3 SP:Iteration 23Q (2471.767692 sec): 3 clusters Score: Raw -164491.884422 + Penalty 2553.555506 = -161938.328916 nChanged 2 SP:Iteration 24Q (2471.780201 sec): 3 clusters Score: Raw -164492.778952 + Penalty 2553.555506 = -161939.223446 nChanged 4 SP:Iteration 25Q (2471.792573 sec): 3 clusters Score: Raw -164493.864783 + Penalty 2553.555506 = -161940.309277 nChanged 0 SP:Iteration 26F (2471.805221 sec): 3 clusters Score: Raw -164493.864783 + Penalty 2553.555506 = -161940.309277 nChanged 0 Trying to split cluster 23 (4145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2471.822927 sec): 2 clusters Score: Raw -290482.618022 + Penalty 1353.569436 = -289129.048586 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2471.842939 sec): 3 clusters Score: Raw -288411.233120 + Penalty 2707.138872 = -285704.094248 nChanged 1619 SP:Iteration 1F (2471.862632 sec): 3 clusters Score: Raw -289301.964744 + Penalty 2707.138872 = -286594.825872 nChanged 300 SP:Iteration 2F (2471.882289 sec): 3 clusters Score: Raw -289488.391004 + Penalty 2707.138872 = -286781.252132 nChanged 232 SP:Iteration 3F (2471.901898 sec): 3 clusters Score: Raw -289624.139707 + Penalty 2707.138872 = -286917.000835 nChanged 168 SP:Iteration 4Q (2471.921370 sec): 3 clusters Score: Raw -289715.546665 + Penalty 2707.138872 = -287008.407793 nChanged 149 SP:Iteration 5Q (2471.941077 sec): 3 clusters Score: Raw -289790.543723 + Penalty 2707.138872 = -287083.404851 nChanged 126 SP:Iteration 6Q (2471.960715 sec): 3 clusters Score: Raw -289847.259294 + Penalty 2707.138872 = -287140.120422 nChanged 117 SP:Iteration 7Q (2471.980352 sec): 3 clusters Score: Raw -289903.822072 + Penalty 2707.138872 = -287196.683200 nChanged 104 SP:Iteration 8Q (2472.000046 sec): 3 clusters Score: Raw -289955.296092 + Penalty 2707.138872 = -287248.157220 nChanged 125 SP:Iteration 9Q (2472.019871 sec): 3 clusters Score: Raw -290024.005811 + Penalty 2707.138872 = -287316.866939 nChanged 117 SP:Iteration 10Q (2472.039553 sec): 3 clusters Score: Raw -290096.781940 + Penalty 2707.138872 = -287389.643068 nChanged 112 SP:Iteration 11Q (2472.059349 sec): 3 clusters Score: Raw -290165.053325 + Penalty 2707.138872 = -287457.914453 nChanged 110 SP:Iteration 12Q (2472.079068 sec): 3 clusters Score: Raw -290242.603991 + Penalty 2707.138872 = -287535.465119 nChanged 102 SP:Iteration 13Q (2472.098682 sec): 3 clusters Score: Raw -290311.251270 + Penalty 2707.138872 = -287604.112398 nChanged 83 SP:Iteration 14Q (2472.118224 sec): 3 clusters Score: Raw -290362.711459 + Penalty 2707.138872 = -287655.572587 nChanged 60 SP:Iteration 15Q (2472.137859 sec): 3 clusters Score: Raw -290405.769549 + Penalty 2707.138872 = -287698.630677 nChanged 65 SP:Iteration 16Q (2472.157418 sec): 3 clusters Score: Raw -290445.861804 + Penalty 2707.138872 = -287738.722932 nChanged 59 SP:Iteration 17Q (2472.176629 sec): 3 clusters Score: Raw -290483.748041 + Penalty 2707.138872 = -287776.609169 nChanged 58 SP:Iteration 18Q (2472.195765 sec): 3 clusters Score: Raw -290521.803106 + Penalty 2707.138872 = -287814.664234 nChanged 44 SP:Iteration 19Q (2472.215056 sec): 3 clusters Score: Raw -290544.515124 + Penalty 2707.138872 = -287837.376252 nChanged 39 SP:Iteration 20F (2472.234450 sec): 3 clusters Score: Raw -290565.026881 + Penalty 2707.138872 = -287857.888009 nChanged 31 SP:Iteration 21Q (2472.253324 sec): 3 clusters Score: Raw -290578.652757 + Penalty 2707.138872 = -287871.513885 nChanged 29 SP:Iteration 22Q (2472.272157 sec): 3 clusters Score: Raw -290592.864636 + Penalty 2707.138872 = -287885.725764 nChanged 21 SP:Iteration 23Q (2472.291264 sec): 3 clusters Score: Raw -290602.183971 + Penalty 2707.138872 = -287895.045099 nChanged 24 SP:Iteration 24Q (2472.310387 sec): 3 clusters Score: Raw -290612.050406 + Penalty 2707.138872 = -287904.911535 nChanged 14 SP:Iteration 25Q (2472.329438 sec): 3 clusters Score: Raw -290621.053457 + Penalty 2707.138872 = -287913.914585 nChanged 18 SP:Iteration 26Q (2472.348336 sec): 3 clusters Score: Raw -290631.495387 + Penalty 2707.138872 = -287924.356515 nChanged 18 SP:Iteration 27Q (2472.367134 sec): 3 clusters Score: Raw -290637.761220 + Penalty 2707.138872 = -287930.622348 nChanged 9 SP:Iteration 28Q (2472.385925 sec): 3 clusters Score: Raw -290640.804260 + Penalty 2707.138872 = -287933.665388 nChanged 5 SP:Iteration 29Q (2472.404743 sec): 3 clusters Score: Raw -290641.840590 + Penalty 2707.138872 = -287934.701718 nChanged 2 SP:Iteration 30Q (2472.423609 sec): 3 clusters Score: Raw -290642.675100 + Penalty 2707.138872 = -287935.536228 nChanged 3 SP:Iteration 31Q (2472.442366 sec): 3 clusters Score: Raw -290643.875969 + Penalty 2707.138872 = -287936.737097 nChanged 4 SP:Iteration 32Q (2472.460932 sec): 3 clusters Score: Raw -290644.980281 + Penalty 2707.138872 = -287937.841409 nChanged 2 SP:Iteration 33Q (2472.479717 sec): 3 clusters Score: Raw -290645.777610 + Penalty 2707.138872 = -287938.638738 nChanged 2 SP:Iteration 34Q (2472.498245 sec): 3 clusters Score: Raw -290646.561245 + Penalty 2707.138872 = -287939.422373 nChanged 3 SP:Iteration 35Q (2472.516733 sec): 3 clusters Score: Raw -290647.560252 + Penalty 2707.138872 = -287940.421380 nChanged 4 SP:Iteration 36Q (2472.535348 sec): 3 clusters Score: Raw -290650.056199 + Penalty 2707.138872 = -287942.917327 nChanged 6 SP:Iteration 37Q (2472.554070 sec): 3 clusters Score: Raw -290651.844495 + Penalty 2707.138872 = -287944.705623 nChanged 5 SP:Iteration 38Q (2472.572583 sec): 3 clusters Score: Raw -290652.854103 + Penalty 2707.138872 = -287945.715231 nChanged 2 SP:Iteration 39Q (2472.591355 sec): 3 clusters Score: Raw -290653.409064 + Penalty 2707.138872 = -287946.270192 nChanged 4 SP:Iteration 40F (2472.611069 sec): 3 clusters Score: Raw -290654.628761 + Penalty 2707.138872 = -287947.489889 nChanged 2 SP:Iteration 41Q (2472.629490 sec): 3 clusters Score: Raw -290655.448739 + Penalty 2707.138872 = -287948.309867 nChanged 1 SP:Iteration 42Q (2472.648300 sec): 3 clusters Score: Raw -290655.662535 + Penalty 2707.138872 = -287948.523663 nChanged 4 SP:Iteration 43Q (2472.667412 sec): 3 clusters Score: Raw -290656.701014 + Penalty 2707.138872 = -287949.562142 nChanged 1 SP:Iteration 44Q (2472.686144 sec): 3 clusters Score: Raw -290656.980607 + Penalty 2707.138872 = -287949.841735 nChanged 0 SP:Iteration 45F (2472.705574 sec): 3 clusters Score: Raw -290656.980607 + Penalty 2707.138872 = -287949.841735 nChanged 0 Trying to split cluster 24 (4818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2472.723886 sec): 2 clusters Score: Raw -286224.103782 + Penalty 1378.018555 = -284846.085228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2472.744992 sec): 3 clusters Score: Raw -283774.297118 + Penalty 2756.037110 = -281018.260008 nChanged 1908 SP:Iteration 1F (2472.765440 sec): 3 clusters Score: Raw -285021.783495 + Penalty 2756.037110 = -282265.746385 nChanged 431 SP:Iteration 2F (2472.785842 sec): 3 clusters Score: Raw -285416.894734 + Penalty 2756.037110 = -282660.857625 nChanged 390 SP:Iteration 3F (2472.806434 sec): 3 clusters Score: Raw -285764.089032 + Penalty 2756.037110 = -283008.051923 nChanged 333 SP:Iteration 4F (2472.826731 sec): 3 clusters Score: Raw -286068.684419 + Penalty 2756.037110 = -283312.647309 nChanged 272 SP:Iteration 5F (2472.847317 sec): 3 clusters Score: Raw -286297.457951 + Penalty 2756.037110 = -283541.420841 nChanged 208 SP:Iteration 6Q (2472.867770 sec): 3 clusters Score: Raw -286451.367103 + Penalty 2756.037110 = -283695.329994 nChanged 161 SP:Iteration 7Q (2472.888119 sec): 3 clusters Score: Raw -286549.347810 + Penalty 2756.037110 = -283793.310700 nChanged 115 SP:Iteration 8Q (2472.908294 sec): 3 clusters Score: Raw -286610.224825 + Penalty 2756.037110 = -283854.187716 nChanged 98 SP:Iteration 9Q (2472.928557 sec): 3 clusters Score: Raw -286650.022261 + Penalty 2756.037110 = -283893.985152 nChanged 76 SP:Iteration 10Q (2472.948971 sec): 3 clusters Score: Raw -286680.839660 + Penalty 2756.037110 = -283924.802551 nChanged 42 SP:Iteration 11Q (2472.969259 sec): 3 clusters Score: Raw -286696.878636 + Penalty 2756.037110 = -283940.841527 nChanged 51 SP:Iteration 12Q (2472.989464 sec): 3 clusters Score: Raw -286715.313389 + Penalty 2756.037110 = -283959.276279 nChanged 40 SP:Iteration 13Q (2473.009632 sec): 3 clusters Score: Raw -286728.280072 + Penalty 2756.037110 = -283972.242962 nChanged 30 SP:Iteration 14Q (2473.029939 sec): 3 clusters Score: Raw -286736.662167 + Penalty 2756.037110 = -283980.625057 nChanged 23 SP:Iteration 15Q (2473.050236 sec): 3 clusters Score: Raw -286745.060924 + Penalty 2756.037110 = -283989.023814 nChanged 27 SP:Iteration 16Q (2473.070433 sec): 3 clusters Score: Raw -286751.792221 + Penalty 2756.037110 = -283995.755111 nChanged 16 SP:Iteration 17Q (2473.090683 sec): 3 clusters Score: Raw -286754.768326 + Penalty 2756.037110 = -283998.731217 nChanged 15 SP:Iteration 18Q (2473.110748 sec): 3 clusters Score: Raw -286758.910889 + Penalty 2756.037110 = -284002.873780 nChanged 14 SP:Iteration 19Q (2473.131058 sec): 3 clusters Score: Raw -286763.073898 + Penalty 2756.037110 = -284007.036789 nChanged 12 SP:Iteration 20F (2473.151418 sec): 3 clusters Score: Raw -286767.278893 + Penalty 2756.037110 = -284011.241783 nChanged 18 SP:Iteration 21Q (2473.171450 sec): 3 clusters Score: Raw -286771.528453 + Penalty 2756.037110 = -284015.491343 nChanged 13 SP:Iteration 22Q (2473.191567 sec): 3 clusters Score: Raw -286776.150836 + Penalty 2756.037110 = -284020.113726 nChanged 15 SP:Iteration 23Q (2473.211398 sec): 3 clusters Score: Raw -286780.766751 + Penalty 2756.037110 = -284024.729642 nChanged 17 SP:Iteration 24Q (2473.231270 sec): 3 clusters Score: Raw -286785.450397 + Penalty 2756.037110 = -284029.413288 nChanged 17 SP:Iteration 25Q (2473.251052 sec): 3 clusters Score: Raw -286789.988049 + Penalty 2756.037110 = -284033.950939 nChanged 13 SP:Iteration 26Q (2473.271221 sec): 3 clusters Score: Raw -286793.707023 + Penalty 2756.037110 = -284037.669914 nChanged 12 SP:Iteration 27Q (2473.291200 sec): 3 clusters Score: Raw -286796.862129 + Penalty 2756.037110 = -284040.825019 nChanged 4 SP:Iteration 28Q (2473.311292 sec): 3 clusters Score: Raw -286797.803687 + Penalty 2756.037110 = -284041.766578 nChanged 4 SP:Iteration 29Q (2473.331253 sec): 3 clusters Score: Raw -286798.697513 + Penalty 2756.037110 = -284042.660403 nChanged 4 SP:Iteration 30Q (2473.351325 sec): 3 clusters Score: Raw -286799.542256 + Penalty 2756.037110 = -284043.505147 nChanged 6 SP:Iteration 31Q (2473.371315 sec): 3 clusters Score: Raw -286800.471522 + Penalty 2756.037110 = -284044.434412 nChanged 6 SP:Iteration 32Q (2473.391156 sec): 3 clusters Score: Raw -286801.616572 + Penalty 2756.037110 = -284045.579463 nChanged 10 SP:Iteration 33Q (2473.411071 sec): 3 clusters Score: Raw -286804.542141 + Penalty 2756.037110 = -284048.505031 nChanged 18 SP:Iteration 34Q (2473.430993 sec): 3 clusters Score: Raw -286809.080949 + Penalty 2756.037110 = -284053.043839 nChanged 12 SP:Iteration 35Q (2473.451235 sec): 3 clusters Score: Raw -286811.382985 + Penalty 2756.037110 = -284055.345875 nChanged 9 SP:Iteration 36Q (2473.471233 sec): 3 clusters Score: Raw -286813.809591 + Penalty 2756.037110 = -284057.772481 nChanged 6 SP:Iteration 37Q (2473.491343 sec): 3 clusters Score: Raw -286814.868132 + Penalty 2756.037110 = -284058.831023 nChanged 2 SP:Iteration 38Q (2473.511540 sec): 3 clusters Score: Raw -286815.401536 + Penalty 2756.037110 = -284059.364426 nChanged 0 SP:Iteration 39F (2473.531937 sec): 3 clusters Score: Raw -286815.401536 + Penalty 2756.037110 = -284059.364426 nChanged 0 Trying to split cluster 25 (20085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2473.569582 sec): 2 clusters Score: Raw -1365302.901844 + Penalty 1610.005889 = -1363692.895955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2473.613693 sec): 3 clusters Score: Raw -1353253.363981 + Penalty 3220.011778 = -1350033.352203 nChanged 9094 SP:Iteration 1F (2473.655630 sec): 3 clusters Score: Raw -1358495.527417 + Penalty 3220.011778 = -1355275.515639 nChanged 1145 SP:Iteration 2F (2473.697843 sec): 3 clusters Score: Raw -1359086.083337 + Penalty 3220.011778 = -1355866.071559 nChanged 1157 SP:Iteration 3F (2473.740075 sec): 3 clusters Score: Raw -1359756.705386 + Penalty 3220.011778 = -1356536.693608 nChanged 1171 SP:Iteration 4F (2473.782318 sec): 3 clusters Score: Raw -1360537.278632 + Penalty 3220.011778 = -1357317.266855 nChanged 1206 SP:Iteration 5F (2473.824628 sec): 3 clusters Score: Raw -1361371.700438 + Penalty 3220.011778 = -1358151.688660 nChanged 1232 SP:Iteration 6F (2473.866726 sec): 3 clusters Score: Raw -1362269.182663 + Penalty 3220.011778 = -1359049.170886 nChanged 1138 SP:Iteration 7F (2473.908973 sec): 3 clusters Score: Raw -1363039.373592 + Penalty 3220.011778 = -1359819.361815 nChanged 973 SP:Iteration 8Q (2473.950918 sec): 3 clusters Score: Raw -1363626.596822 + Penalty 3220.011778 = -1360406.585045 nChanged 792 SP:Iteration 9Q (2473.992157 sec): 3 clusters Score: Raw -1364031.503827 + Penalty 3220.011778 = -1360811.492050 nChanged 617 SP:Iteration 10Q (2474.033368 sec): 3 clusters Score: Raw -1364306.858203 + Penalty 3220.011778 = -1361086.846425 nChanged 482 SP:Iteration 11Q (2474.074617 sec): 3 clusters Score: Raw -1364554.160799 + Penalty 3220.011778 = -1361334.149021 nChanged 503 SP:Iteration 12Q (2474.115343 sec): 3 clusters Score: Raw -1364857.693472 + Penalty 3220.011778 = -1361637.681694 nChanged 471 SP:Iteration 13Q (2474.155953 sec): 3 clusters Score: Raw -1365171.282058 + Penalty 3220.011778 = -1361951.270281 nChanged 485 SP:Iteration 14Q (2474.196435 sec): 3 clusters Score: Raw -1365462.523424 + Penalty 3220.011778 = -1362242.511646 nChanged 430 SP:Iteration 15Q (2474.236672 sec): 3 clusters Score: Raw -1365714.197559 + Penalty 3220.011778 = -1362494.185781 nChanged 398 SP:Iteration 16Q (2474.276727 sec): 3 clusters Score: Raw -1365945.037431 + Penalty 3220.011778 = -1362725.025653 nChanged 389 SP:Iteration 17Q (2474.316691 sec): 3 clusters Score: Raw -1366154.943669 + Penalty 3220.011778 = -1362934.931891 nChanged 353 SP:Iteration 18Q (2474.356199 sec): 3 clusters Score: Raw -1366333.522257 + Penalty 3220.011778 = -1363113.510480 nChanged 338 SP:Iteration 19Q (2474.395418 sec): 3 clusters Score: Raw -1366504.349084 + Penalty 3220.011778 = -1363284.337306 nChanged 322 SP:Iteration 20F (2474.437441 sec): 3 clusters Score: Raw -1366658.695380 + Penalty 3220.011778 = -1363438.683602 nChanged 282 SP:Iteration 21Q (2474.476837 sec): 3 clusters Score: Raw -1366771.928075 + Penalty 3220.011778 = -1363551.916297 nChanged 242 SP:Iteration 22Q (2474.516014 sec): 3 clusters Score: Raw -1366864.073171 + Penalty 3220.011778 = -1363644.061393 nChanged 223 SP:Iteration 23Q (2474.554878 sec): 3 clusters Score: Raw -1366940.206614 + Penalty 3220.011778 = -1363720.194836 nChanged 208 SP:Iteration 24Q (2474.593353 sec): 3 clusters Score: Raw -1367004.601584 + Penalty 3220.011778 = -1363784.589807 nChanged 181 SP:Iteration 25Q (2474.631949 sec): 3 clusters Score: Raw -1367052.015050 + Penalty 3220.011778 = -1363832.003273 nChanged 147 SP:Iteration 26Q (2474.670129 sec): 3 clusters Score: Raw -1367084.016968 + Penalty 3220.011778 = -1363864.005191 nChanged 111 SP:Iteration 27Q (2474.708535 sec): 3 clusters Score: Raw -1367105.418405 + Penalty 3220.011778 = -1363885.406627 nChanged 100 SP:Iteration 28Q (2474.746710 sec): 3 clusters Score: Raw -1367125.204606 + Penalty 3220.011778 = -1363905.192829 nChanged 106 SP:Iteration 29Q (2474.784608 sec): 3 clusters Score: Raw -1367143.907911 + Penalty 3220.011778 = -1363923.896133 nChanged 84 SP:Iteration 30Q (2474.822610 sec): 3 clusters Score: Raw -1367157.658138 + Penalty 3220.011778 = -1363937.646361 nChanged 70 SP:Iteration 31Q (2474.860467 sec): 3 clusters Score: Raw -1367167.002372 + Penalty 3220.011778 = -1363946.990594 nChanged 47 SP:Iteration 32Q (2474.898359 sec): 3 clusters Score: Raw -1367172.247934 + Penalty 3220.011778 = -1363952.236156 nChanged 44 SP:Iteration 33Q (2474.936023 sec): 3 clusters Score: Raw -1367177.573188 + Penalty 3220.011778 = -1363957.561411 nChanged 44 SP:Iteration 34Q (2474.974151 sec): 3 clusters Score: Raw -1367182.250788 + Penalty 3220.011778 = -1363962.239010 nChanged 42 SP:Iteration 35Q (2475.011802 sec): 3 clusters Score: Raw -1367186.581240 + Penalty 3220.011778 = -1363966.569462 nChanged 28 SP:Iteration 36Q (2475.049700 sec): 3 clusters Score: Raw -1367189.445415 + Penalty 3220.011778 = -1363969.433637 nChanged 23 SP:Iteration 37Q (2475.087213 sec): 3 clusters Score: Raw -1367191.465925 + Penalty 3220.011778 = -1363971.454147 nChanged 18 SP:Iteration 38Q (2475.124956 sec): 3 clusters Score: Raw -1367192.954851 + Penalty 3220.011778 = -1363972.943073 nChanged 15 SP:Iteration 39Q (2475.162718 sec): 3 clusters Score: Raw -1367194.536839 + Penalty 3220.011778 = -1363974.525061 nChanged 21 SP:Iteration 40F (2475.204757 sec): 3 clusters Score: Raw -1367196.762660 + Penalty 3220.011778 = -1363976.750882 nChanged 22 SP:Iteration 41Q (2475.243380 sec): 3 clusters Score: Raw -1367198.945294 + Penalty 3220.011778 = -1363978.933516 nChanged 12 SP:Iteration 42Q (2475.311784 sec): 3 clusters Score: Raw -1367199.929067 + Penalty 3220.011778 = -1363979.917289 nChanged 9 SP:Iteration 43Q (2475.349600 sec): 3 clusters Score: Raw -1367200.604217 + Penalty 3220.011778 = -1363980.592439 nChanged 8 SP:Iteration 44Q (2475.387933 sec): 3 clusters Score: Raw -1367201.161824 + Penalty 3220.011778 = -1363981.150047 nChanged 6 SP:Iteration 45Q (2475.426265 sec): 3 clusters Score: Raw -1367201.681678 + Penalty 3220.011778 = -1363981.669900 nChanged 5 SP:Iteration 46Q (2475.464540 sec): 3 clusters Score: Raw -1367201.963473 + Penalty 3220.011778 = -1363981.951695 nChanged 4 SP:Iteration 47Q (2475.503059 sec): 3 clusters Score: Raw -1367202.133196 + Penalty 3220.011778 = -1363982.121418 nChanged 2 SP:Iteration 48Q (2475.541372 sec): 3 clusters Score: Raw -1367202.216520 + Penalty 3220.011778 = -1363982.204742 nChanged 0 SP:Iteration 49F (2475.583417 sec): 3 clusters Score: Raw -1367202.216520 + Penalty 3220.011778 = -1363982.204742 nChanged 0 Score: Raw -27537031.647224 + Penalty 71752.754436 = -27465278.892788 Splitting cluster 25 changes total score from -27465459.279907 to -27465278.892788 So it's not getting split. Trying to split cluster 26 (12080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2485.329907 sec): 2 clusters Score: Raw -819958.114294 + Penalty 1527.387302 = -818430.726992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2485.361831 sec): 3 clusters Score: Raw -813016.848591 + Penalty 3054.774603 = -809962.073988 nChanged 5252 SP:Iteration 1F (2485.392470 sec): 3 clusters Score: Raw -815830.255758 + Penalty 3054.774603 = -812775.481155 nChanged 744 SP:Iteration 2F (2485.423158 sec): 3 clusters Score: Raw -816179.018764 + Penalty 3054.774603 = -813124.244161 nChanged 677 SP:Iteration 3F (2485.453504 sec): 3 clusters Score: Raw -816567.280650 + Penalty 3054.774603 = -813512.506046 nChanged 725 SP:Iteration 4F (2485.483823 sec): 3 clusters Score: Raw -817077.024365 + Penalty 3054.774603 = -814022.249762 nChanged 790 SP:Iteration 5F (2485.514081 sec): 3 clusters Score: Raw -817692.270167 + Penalty 3054.774603 = -814637.495563 nChanged 809 SP:Iteration 6F (2485.544633 sec): 3 clusters Score: Raw -818314.942944 + Penalty 3054.774603 = -815260.168341 nChanged 660 SP:Iteration 7F (2485.574885 sec): 3 clusters Score: Raw -818775.963888 + Penalty 3054.774603 = -815721.189284 nChanged 534 SP:Iteration 8Q (2485.605216 sec): 3 clusters Score: Raw -819132.708050 + Penalty 3054.774603 = -816077.933447 nChanged 434 SP:Iteration 9Q (2485.635120 sec): 3 clusters Score: Raw -819393.625469 + Penalty 3054.774603 = -816338.850866 nChanged 383 SP:Iteration 10Q (2485.664794 sec): 3 clusters Score: Raw -819605.704191 + Penalty 3054.774603 = -816550.929588 nChanged 307 SP:Iteration 11Q (2485.694364 sec): 3 clusters Score: Raw -819780.735678 + Penalty 3054.774603 = -816725.961074 nChanged 281 SP:Iteration 12Q (2485.723473 sec): 3 clusters Score: Raw -819930.068128 + Penalty 3054.774603 = -816875.293525 nChanged 234 SP:Iteration 13Q (2485.752381 sec): 3 clusters Score: Raw -820043.280074 + Penalty 3054.774603 = -816988.505471 nChanged 196 SP:Iteration 14Q (2485.781222 sec): 3 clusters Score: Raw -820122.733926 + Penalty 3054.774603 = -817067.959323 nChanged 167 SP:Iteration 15Q (2485.810121 sec): 3 clusters Score: Raw -820183.132916 + Penalty 3054.774603 = -817128.358313 nChanged 138 SP:Iteration 16Q (2485.838846 sec): 3 clusters Score: Raw -820229.869413 + Penalty 3054.774603 = -817175.094809 nChanged 106 SP:Iteration 17Q (2485.867422 sec): 3 clusters Score: Raw -820262.618484 + Penalty 3054.774603 = -817207.843881 nChanged 92 SP:Iteration 18Q (2485.895880 sec): 3 clusters Score: Raw -820289.825309 + Penalty 3054.774603 = -817235.050706 nChanged 80 SP:Iteration 19Q (2485.924440 sec): 3 clusters Score: Raw -820316.686786 + Penalty 3054.774603 = -817261.912183 nChanged 76 SP:Iteration 20F (2485.954733 sec): 3 clusters Score: Raw -820340.885976 + Penalty 3054.774603 = -817286.111373 nChanged 70 SP:Iteration 21Q (2485.983034 sec): 3 clusters Score: Raw -820358.732988 + Penalty 3054.774603 = -817303.958385 nChanged 52 SP:Iteration 22Q (2486.011371 sec): 3 clusters Score: Raw -820372.834506 + Penalty 3054.774603 = -817318.059903 nChanged 47 SP:Iteration 23Q (2486.039564 sec): 3 clusters Score: Raw -820386.593578 + Penalty 3054.774603 = -817331.818974 nChanged 48 SP:Iteration 24Q (2486.067880 sec): 3 clusters Score: Raw -820398.655580 + Penalty 3054.774603 = -817343.880976 nChanged 44 SP:Iteration 25Q (2486.096031 sec): 3 clusters Score: Raw -820408.123680 + Penalty 3054.774603 = -817353.349077 nChanged 34 SP:Iteration 26Q (2486.124102 sec): 3 clusters Score: Raw -820418.230446 + Penalty 3054.774603 = -817363.455843 nChanged 46 SP:Iteration 27Q (2486.152418 sec): 3 clusters Score: Raw -820430.950285 + Penalty 3054.774603 = -817376.175682 nChanged 36 SP:Iteration 28Q (2486.180612 sec): 3 clusters Score: Raw -820439.448855 + Penalty 3054.774603 = -817384.674252 nChanged 41 SP:Iteration 29Q (2486.208658 sec): 3 clusters Score: Raw -820448.744825 + Penalty 3054.774603 = -817393.970221 nChanged 31 SP:Iteration 30Q (2486.236755 sec): 3 clusters Score: Raw -820454.762170 + Penalty 3054.774603 = -817399.987567 nChanged 29 SP:Iteration 31Q (2486.264585 sec): 3 clusters Score: Raw -820461.334792 + Penalty 3054.774603 = -817406.560188 nChanged 24 SP:Iteration 32Q (2486.292718 sec): 3 clusters Score: Raw -820466.592946 + Penalty 3054.774603 = -817411.818343 nChanged 18 SP:Iteration 33Q (2486.320718 sec): 3 clusters Score: Raw -820470.034378 + Penalty 3054.774603 = -817415.259775 nChanged 19 SP:Iteration 34Q (2486.348860 sec): 3 clusters Score: Raw -820474.626430 + Penalty 3054.774603 = -817419.851826 nChanged 22 SP:Iteration 35Q (2486.376994 sec): 3 clusters Score: Raw -820480.566554 + Penalty 3054.774603 = -817425.791951 nChanged 28 SP:Iteration 36Q (2486.404994 sec): 3 clusters Score: Raw -820489.790417 + Penalty 3054.774603 = -817435.015814 nChanged 34 SP:Iteration 37Q (2486.432982 sec): 3 clusters Score: Raw -820501.085201 + Penalty 3054.774603 = -817446.310598 nChanged 32 SP:Iteration 38Q (2486.460883 sec): 3 clusters Score: Raw -820510.176053 + Penalty 3054.774603 = -817455.401450 nChanged 40 SP:Iteration 39Q (2486.488892 sec): 3 clusters Score: Raw -820525.028754 + Penalty 3054.774603 = -817470.254150 nChanged 45 SP:Iteration 40F (2486.519263 sec): 3 clusters Score: Raw -820539.692294 + Penalty 3054.774603 = -817484.917691 nChanged 45 SP:Iteration 41Q (2486.547240 sec): 3 clusters Score: Raw -820550.474665 + Penalty 3054.774603 = -817495.700061 nChanged 32 SP:Iteration 42Q (2486.575197 sec): 3 clusters Score: Raw -820556.270625 + Penalty 3054.774603 = -817501.496022 nChanged 30 SP:Iteration 43Q (2486.602976 sec): 3 clusters Score: Raw -820563.665965 + Penalty 3054.774603 = -817508.891361 nChanged 29 SP:Iteration 44Q (2486.630954 sec): 3 clusters Score: Raw -820569.569969 + Penalty 3054.774603 = -817514.795365 nChanged 27 SP:Iteration 45Q (2486.658945 sec): 3 clusters Score: Raw -820575.331970 + Penalty 3054.774603 = -817520.557367 nChanged 27 SP:Iteration 46Q (2486.686700 sec): 3 clusters Score: Raw -820581.473693 + Penalty 3054.774603 = -817526.699090 nChanged 27 SP:Iteration 47Q (2486.714524 sec): 3 clusters Score: Raw -820586.977381 + Penalty 3054.774603 = -817532.202778 nChanged 29 SP:Iteration 48Q (2486.742313 sec): 3 clusters Score: Raw -820591.370907 + Penalty 3054.774603 = -817536.596304 nChanged 21 SP:Iteration 49Q (2486.770100 sec): 3 clusters Score: Raw -820594.005457 + Penalty 3054.774603 = -817539.230854 nChanged 13 SP:Iteration 50Q (2486.797907 sec): 3 clusters Score: Raw -820596.165466 + Penalty 3054.774603 = -817541.390863 nChanged 11 SP:Iteration 51Q (2486.825734 sec): 3 clusters Score: Raw -820597.874875 + Penalty 3054.774603 = -817543.100272 nChanged 9 SP:Iteration 52Q (2486.853539 sec): 3 clusters Score: Raw -820599.790227 + Penalty 3054.774603 = -817545.015624 nChanged 5 SP:Iteration 53Q (2486.881625 sec): 3 clusters Score: Raw -820600.398304 + Penalty 3054.774603 = -817545.623701 nChanged 5 SP:Iteration 54Q (2486.909394 sec): 3 clusters Score: Raw -820600.967166 + Penalty 3054.774603 = -817546.192563 nChanged 5 SP:Iteration 55Q (2486.937126 sec): 3 clusters Score: Raw -820601.585160 + Penalty 3054.774603 = -817546.810556 nChanged 3 SP:Iteration 56Q (2486.965078 sec): 3 clusters Score: Raw -820602.235815 + Penalty 3054.774603 = -817547.461212 nChanged 4 SP:Iteration 57Q (2486.992776 sec): 3 clusters Score: Raw -820602.719216 + Penalty 3054.774603 = -817547.944613 nChanged 2 SP:Iteration 58Q (2487.020609 sec): 3 clusters Score: Raw -820602.994733 + Penalty 3054.774603 = -817548.220129 nChanged 2 SP:Iteration 59Q (2487.048356 sec): 3 clusters Score: Raw -820603.183837 + Penalty 3054.774603 = -817548.409234 nChanged 1 SP:Iteration 60F (2487.078686 sec): 3 clusters Score: Raw -820603.354001 + Penalty 3054.774603 = -817548.579398 nChanged 1 SP:Iteration 61Q (2487.106558 sec): 3 clusters Score: Raw -820603.453778 + Penalty 3054.774603 = -817548.679175 nChanged 1 SP:Iteration 62Q (2487.134533 sec): 3 clusters Score: Raw -820603.497378 + Penalty 3054.774603 = -817548.722775 nChanged 2 SP:Iteration 63Q (2487.162576 sec): 3 clusters Score: Raw -820603.927910 + Penalty 3054.774603 = -817549.153307 nChanged 0 SP:Iteration 64F (2487.193054 sec): 3 clusters Score: Raw -820603.927910 + Penalty 3054.774603 = -817549.153307 nChanged 0 Trying to split cluster 27 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2487.207429 sec): 2 clusters Score: Raw -98618.917095 + Penalty 1191.828519 = -97427.088575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2487.215722 sec): 3 clusters Score: Raw -97994.931508 + Penalty 2383.657039 = -95611.274469 nChanged 522 SP:Iteration 1F (2487.223543 sec): 3 clusters Score: Raw -98363.374645 + Penalty 2383.657039 = -95979.717606 nChanged 128 SP:Iteration 2F (2487.231300 sec): 3 clusters Score: Raw -98464.264180 + Penalty 2383.657039 = -96080.607141 nChanged 80 SP:Iteration 3F (2487.239053 sec): 3 clusters Score: Raw -98537.205265 + Penalty 2383.657039 = -96153.548226 nChanged 64 SP:Iteration 4Q (2487.246785 sec): 3 clusters Score: Raw -98594.846157 + Penalty 2383.657039 = -96211.189118 nChanged 44 SP:Iteration 5Q (2487.254531 sec): 3 clusters Score: Raw -98621.655353 + Penalty 2383.657039 = -96237.998314 nChanged 28 SP:Iteration 6Q (2487.262253 sec): 3 clusters Score: Raw -98638.165468 + Penalty 2383.657039 = -96254.508429 nChanged 18 SP:Iteration 7Q (2487.269969 sec): 3 clusters Score: Raw -98651.247737 + Penalty 2383.657039 = -96267.590698 nChanged 15 SP:Iteration 8Q (2487.277668 sec): 3 clusters Score: Raw -98665.934260 + Penalty 2383.657039 = -96282.277222 nChanged 19 SP:Iteration 9Q (2487.285342 sec): 3 clusters Score: Raw -98683.053662 + Penalty 2383.657039 = -96299.396623 nChanged 19 SP:Iteration 10Q (2487.293031 sec): 3 clusters Score: Raw -98694.592352 + Penalty 2383.657039 = -96310.935313 nChanged 16 SP:Iteration 11Q (2487.300723 sec): 3 clusters Score: Raw -98704.992348 + Penalty 2383.657039 = -96321.335309 nChanged 16 SP:Iteration 12Q (2487.308341 sec): 3 clusters Score: Raw -98713.545532 + Penalty 2383.657039 = -96329.888493 nChanged 10 SP:Iteration 13Q (2487.316035 sec): 3 clusters Score: Raw -98721.710416 + Penalty 2383.657039 = -96338.053377 nChanged 10 SP:Iteration 14Q (2487.323725 sec): 3 clusters Score: Raw -98729.444662 + Penalty 2383.657039 = -96345.787624 nChanged 10 SP:Iteration 15Q (2487.331332 sec): 3 clusters Score: Raw -98737.126201 + Penalty 2383.657039 = -96353.469162 nChanged 12 SP:Iteration 16Q (2487.339000 sec): 3 clusters Score: Raw -98745.537509 + Penalty 2383.657039 = -96361.880470 nChanged 8 SP:Iteration 17Q (2487.346666 sec): 3 clusters Score: Raw -98751.200635 + Penalty 2383.657039 = -96367.543596 nChanged 7 SP:Iteration 18Q (2487.354373 sec): 3 clusters Score: Raw -98756.446456 + Penalty 2383.657039 = -96372.789417 nChanged 10 SP:Iteration 19Q (2487.362048 sec): 3 clusters Score: Raw -98767.840262 + Penalty 2383.657039 = -96384.183223 nChanged 18 SP:Iteration 20F (2487.369703 sec): 3 clusters Score: Raw -98784.130391 + Penalty 2383.657039 = -96400.473352 nChanged 23 SP:Iteration 21Q (2487.377367 sec): 3 clusters Score: Raw -98809.219476 + Penalty 2383.657039 = -96425.562437 nChanged 22 SP:Iteration 22Q (2487.385054 sec): 3 clusters Score: Raw -98830.628907 + Penalty 2383.657039 = -96446.971869 nChanged 18 SP:Iteration 23Q (2487.392707 sec): 3 clusters Score: Raw -98843.328330 + Penalty 2383.657039 = -96459.671291 nChanged 17 SP:Iteration 24Q (2487.400346 sec): 3 clusters Score: Raw -98854.053432 + Penalty 2383.657039 = -96470.396393 nChanged 12 SP:Iteration 25Q (2487.407912 sec): 3 clusters Score: Raw -98861.361908 + Penalty 2383.657039 = -96477.704869 nChanged 16 SP:Iteration 26Q (2487.415542 sec): 3 clusters Score: Raw -98875.501835 + Penalty 2383.657039 = -96491.844796 nChanged 20 SP:Iteration 27Q (2487.423155 sec): 3 clusters Score: Raw -98893.036438 + Penalty 2383.657039 = -96509.379399 nChanged 14 SP:Iteration 28Q (2487.430759 sec): 3 clusters Score: Raw -98903.545256 + Penalty 2383.657039 = -96519.888217 nChanged 14 SP:Iteration 29Q (2487.438289 sec): 3 clusters Score: Raw -98913.547488 + Penalty 2383.657039 = -96529.890450 nChanged 16 SP:Iteration 30Q (2487.445910 sec): 3 clusters Score: Raw -98924.064016 + Penalty 2383.657039 = -96540.406977 nChanged 13 SP:Iteration 31Q (2487.453511 sec): 3 clusters Score: Raw -98934.248011 + Penalty 2383.657039 = -96550.590972 nChanged 13 SP:Iteration 32Q (2487.461111 sec): 3 clusters Score: Raw -98941.186181 + Penalty 2383.657039 = -96557.529142 nChanged 9 SP:Iteration 33Q (2487.468702 sec): 3 clusters Score: Raw -98947.044057 + Penalty 2383.657039 = -96563.387019 nChanged 6 SP:Iteration 34Q (2487.476299 sec): 3 clusters Score: Raw -98950.271839 + Penalty 2383.657039 = -96566.614800 nChanged 3 SP:Iteration 35Q (2487.483830 sec): 3 clusters Score: Raw -98951.461724 + Penalty 2383.657039 = -96567.804685 nChanged 6 SP:Iteration 36Q (2487.491409 sec): 3 clusters Score: Raw -98955.114686 + Penalty 2383.657039 = -96571.457647 nChanged 4 SP:Iteration 37Q (2487.498985 sec): 3 clusters Score: Raw -98956.231669 + Penalty 2383.657039 = -96572.574630 nChanged 2 SP:Iteration 38Q (2487.506561 sec): 3 clusters Score: Raw -98958.120646 + Penalty 2383.657039 = -96574.463607 nChanged 3 SP:Iteration 39Q (2487.514171 sec): 3 clusters Score: Raw -98959.966738 + Penalty 2383.657039 = -96576.309699 nChanged 2 SP:Iteration 40F (2487.521897 sec): 3 clusters Score: Raw -98960.806443 + Penalty 2383.657039 = -96577.149404 nChanged 1 SP:Iteration 41Q (2487.529487 sec): 3 clusters Score: Raw -98961.344850 + Penalty 2383.657039 = -96577.687811 nChanged 2 SP:Iteration 42Q (2487.537074 sec): 3 clusters Score: Raw -98962.291768 + Penalty 2383.657039 = -96578.634729 nChanged 1 SP:Iteration 43Q (2487.544714 sec): 3 clusters Score: Raw -98962.533192 + Penalty 2383.657039 = -96578.876153 nChanged 0 SP:Iteration 44F (2487.552370 sec): 3 clusters Score: Raw -98962.533192 + Penalty 2383.657039 = -96578.876153 nChanged 0 Trying to split cluster 28 (4342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2487.570678 sec): 2 clusters Score: Raw -285557.018936 + Penalty 1361.114682 = -284195.904254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2487.591114 sec): 3 clusters Score: Raw -283324.284016 + Penalty 2722.229364 = -280602.054652 nChanged 1716 SP:Iteration 1F (2487.611183 sec): 3 clusters Score: Raw -284351.961524 + Penalty 2722.229364 = -281629.732160 nChanged 316 SP:Iteration 2F (2487.631202 sec): 3 clusters Score: Raw -284532.556578 + Penalty 2722.229364 = -281810.327214 nChanged 234 SP:Iteration 3F (2487.651194 sec): 3 clusters Score: Raw -284671.016291 + Penalty 2722.229364 = -281948.786927 nChanged 212 SP:Iteration 4Q (2487.670988 sec): 3 clusters Score: Raw -284795.248257 + Penalty 2722.229364 = -282073.018894 nChanged 186 SP:Iteration 5Q (2487.690818 sec): 3 clusters Score: Raw -284909.096473 + Penalty 2722.229364 = -282186.867109 nChanged 189 SP:Iteration 6Q (2487.710791 sec): 3 clusters Score: Raw -285043.775552 + Penalty 2722.229364 = -282321.546188 nChanged 179 SP:Iteration 7Q (2487.730786 sec): 3 clusters Score: Raw -285174.054788 + Penalty 2722.229364 = -282451.825424 nChanged 157 SP:Iteration 8Q (2487.750307 sec): 3 clusters Score: Raw -285285.631595 + Penalty 2722.229364 = -282563.402231 nChanged 138 SP:Iteration 9Q (2487.769917 sec): 3 clusters Score: Raw -285397.455374 + Penalty 2722.229364 = -282675.226010 nChanged 120 SP:Iteration 10Q (2487.789593 sec): 3 clusters Score: Raw -285489.838155 + Penalty 2722.229364 = -282767.608792 nChanged 99 SP:Iteration 11Q (2487.809248 sec): 3 clusters Score: Raw -285565.540143 + Penalty 2722.229364 = -282843.310779 nChanged 79 SP:Iteration 12Q (2487.829085 sec): 3 clusters Score: Raw -285625.985640 + Penalty 2722.229364 = -282903.756276 nChanged 74 SP:Iteration 13Q (2487.848738 sec): 3 clusters Score: Raw -285679.417788 + Penalty 2722.229364 = -282957.188424 nChanged 35 SP:Iteration 14Q (2487.868320 sec): 3 clusters Score: Raw -285703.156362 + Penalty 2722.229364 = -282980.926998 nChanged 26 SP:Iteration 15Q (2487.887868 sec): 3 clusters Score: Raw -285723.237257 + Penalty 2722.229364 = -283001.007893 nChanged 23 SP:Iteration 16Q (2487.907466 sec): 3 clusters Score: Raw -285738.999597 + Penalty 2722.229364 = -283016.770233 nChanged 17 SP:Iteration 17Q (2487.926858 sec): 3 clusters Score: Raw -285752.889312 + Penalty 2722.229364 = -283030.659948 nChanged 20 SP:Iteration 18Q (2487.946000 sec): 3 clusters Score: Raw -285765.369638 + Penalty 2722.229364 = -283043.140274 nChanged 12 SP:Iteration 19Q (2487.965256 sec): 3 clusters Score: Raw -285774.724313 + Penalty 2722.229364 = -283052.494949 nChanged 14 SP:Iteration 20F (2487.984736 sec): 3 clusters Score: Raw -285785.292364 + Penalty 2722.229364 = -283063.063000 nChanged 13 SP:Iteration 21Q (2488.003753 sec): 3 clusters Score: Raw -285794.333593 + Penalty 2722.229364 = -283072.104229 nChanged 9 SP:Iteration 22Q (2488.022808 sec): 3 clusters Score: Raw -285799.649435 + Penalty 2722.229364 = -283077.420071 nChanged 6 SP:Iteration 23Q (2488.041841 sec): 3 clusters Score: Raw -285802.084682 + Penalty 2722.229364 = -283079.855318 nChanged 2 SP:Iteration 24Q (2488.060999 sec): 3 clusters Score: Raw -285802.774495 + Penalty 2722.229364 = -283080.545131 nChanged 2 SP:Iteration 25Q (2488.080141 sec): 3 clusters Score: Raw -285803.250496 + Penalty 2722.229364 = -283081.021132 nChanged 1 SP:Iteration 26Q (2488.099416 sec): 3 clusters Score: Raw -285804.042723 + Penalty 2722.229364 = -283081.813359 nChanged 1 SP:Iteration 27Q (2488.118409 sec): 3 clusters Score: Raw -285804.599017 + Penalty 2722.229364 = -283082.369653 nChanged 2 SP:Iteration 28Q (2488.137691 sec): 3 clusters Score: Raw -285805.267077 + Penalty 2722.229364 = -283083.037714 nChanged 2 SP:Iteration 29Q (2488.156681 sec): 3 clusters Score: Raw -285805.973745 + Penalty 2722.229364 = -283083.744381 nChanged 2 SP:Iteration 30Q (2488.175696 sec): 3 clusters Score: Raw -285806.342128 + Penalty 2722.229364 = -283084.112764 nChanged 0 SP:Iteration 31F (2488.195192 sec): 3 clusters Score: Raw -285806.342128 + Penalty 2722.229364 = -283084.112764 nChanged 0 Trying to split cluster 29 (23277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2488.237369 sec): 2 clusters Score: Raw -1444333.201429 + Penalty 1633.973417 = -1442699.228012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2488.286588 sec): 3 clusters Score: Raw -1430266.976294 + Penalty 3267.946834 = -1426999.029460 nChanged 10672 SP:Iteration 1F (2488.333780 sec): 3 clusters Score: Raw -1436363.507390 + Penalty 3267.946834 = -1433095.560556 nChanged 1300 SP:Iteration 2F (2488.380996 sec): 3 clusters Score: Raw -1436991.152673 + Penalty 3267.946834 = -1433723.205839 nChanged 1341 SP:Iteration 3F (2488.428107 sec): 3 clusters Score: Raw -1437732.622009 + Penalty 3267.946834 = -1434464.675175 nChanged 1418 SP:Iteration 4F (2488.475329 sec): 3 clusters Score: Raw -1438612.016746 + Penalty 3267.946834 = -1435344.069912 nChanged 1500 SP:Iteration 5F (2488.522480 sec): 3 clusters Score: Raw -1439648.702073 + Penalty 3267.946834 = -1436380.755239 nChanged 1481 SP:Iteration 6F (2488.569595 sec): 3 clusters Score: Raw -1440804.487319 + Penalty 3267.946834 = -1437536.540485 nChanged 1350 SP:Iteration 7F (2488.616976 sec): 3 clusters Score: Raw -1441890.327020 + Penalty 3267.946834 = -1438622.380187 nChanged 1099 SP:Iteration 8Q (2488.664203 sec): 3 clusters Score: Raw -1442819.336855 + Penalty 3267.946834 = -1439551.390021 nChanged 864 SP:Iteration 9Q (2488.710300 sec): 3 clusters Score: Raw -1443570.975458 + Penalty 3267.946834 = -1440303.028624 nChanged 609 SP:Iteration 10Q (2488.754881 sec): 3 clusters Score: Raw -1444109.376023 + Penalty 3267.946834 = -1440841.429189 nChanged 437 SP:Iteration 11Q (2488.798042 sec): 3 clusters Score: Raw -1444508.313551 + Penalty 3267.946834 = -1441240.366717 nChanged 309 SP:Iteration 12Q (2488.840192 sec): 3 clusters Score: Raw -1444757.396050 + Penalty 3267.946834 = -1441489.449217 nChanged 200 SP:Iteration 13Q (2488.881373 sec): 3 clusters Score: Raw -1444879.569766 + Penalty 3267.946834 = -1441611.622932 nChanged 129 SP:Iteration 14Q (2488.922111 sec): 3 clusters Score: Raw -1444938.018379 + Penalty 3267.946834 = -1441670.071545 nChanged 100 SP:Iteration 15Q (2488.962765 sec): 3 clusters Score: Raw -1444971.758297 + Penalty 3267.946834 = -1441703.811463 nChanged 80 SP:Iteration 16Q (2489.003079 sec): 3 clusters Score: Raw -1444997.959606 + Penalty 3267.946834 = -1441730.012772 nChanged 64 SP:Iteration 17Q (2489.043438 sec): 3 clusters Score: Raw -1445012.597536 + Penalty 3267.946834 = -1441744.650702 nChanged 40 SP:Iteration 18Q (2489.083726 sec): 3 clusters Score: Raw -1445021.571192 + Penalty 3267.946834 = -1441753.624359 nChanged 34 SP:Iteration 19Q (2489.151459 sec): 3 clusters Score: Raw -1445028.452332 + Penalty 3267.946834 = -1441760.505498 nChanged 33 SP:Iteration 20F (2489.198476 sec): 3 clusters Score: Raw -1445035.663207 + Penalty 3267.946834 = -1441767.716373 nChanged 40 SP:Iteration 21Q (2489.238763 sec): 3 clusters Score: Raw -1445044.011488 + Penalty 3267.946834 = -1441776.064655 nChanged 26 SP:Iteration 22Q (2489.279269 sec): 3 clusters Score: Raw -1445049.476575 + Penalty 3267.946834 = -1441781.529741 nChanged 22 SP:Iteration 23Q (2489.319274 sec): 3 clusters Score: Raw -1445053.590213 + Penalty 3267.946834 = -1441785.643380 nChanged 27 SP:Iteration 24Q (2489.359323 sec): 3 clusters Score: Raw -1445060.812639 + Penalty 3267.946834 = -1441792.865805 nChanged 27 SP:Iteration 25Q (2489.399258 sec): 3 clusters Score: Raw -1445066.683707 + Penalty 3267.946834 = -1441798.736873 nChanged 24 SP:Iteration 26Q (2489.439312 sec): 3 clusters Score: Raw -1445071.241320 + Penalty 3267.946834 = -1441803.294486 nChanged 15 SP:Iteration 27Q (2489.479147 sec): 3 clusters Score: Raw -1445073.965518 + Penalty 3267.946834 = -1441806.018684 nChanged 11 SP:Iteration 28Q (2489.518929 sec): 3 clusters Score: Raw -1445075.945099 + Penalty 3267.946834 = -1441807.998265 nChanged 10 SP:Iteration 29Q (2489.558726 sec): 3 clusters Score: Raw -1445077.950929 + Penalty 3267.946834 = -1441810.004095 nChanged 9 SP:Iteration 30Q (2489.598489 sec): 3 clusters Score: Raw -1445080.353935 + Penalty 3267.946834 = -1441812.407101 nChanged 12 SP:Iteration 31Q (2489.638365 sec): 3 clusters Score: Raw -1445082.496083 + Penalty 3267.946834 = -1441814.549249 nChanged 11 SP:Iteration 32Q (2489.678223 sec): 3 clusters Score: Raw -1445084.599667 + Penalty 3267.946834 = -1441816.652833 nChanged 10 SP:Iteration 33Q (2489.718135 sec): 3 clusters Score: Raw -1445085.796901 + Penalty 3267.946834 = -1441817.850067 nChanged 6 SP:Iteration 34Q (2489.758013 sec): 3 clusters Score: Raw -1445086.709738 + Penalty 3267.946834 = -1441818.762904 nChanged 9 SP:Iteration 35Q (2489.797830 sec): 3 clusters Score: Raw -1445088.146826 + Penalty 3267.946834 = -1441820.199992 nChanged 9 SP:Iteration 36Q (2489.837464 sec): 3 clusters Score: Raw -1445089.643613 + Penalty 3267.946834 = -1441821.696779 nChanged 8 SP:Iteration 37Q (2489.918380 sec): 3 clusters Score: Raw -1445090.557969 + Penalty 3267.946834 = -1441822.611135 nChanged 8 SP:Iteration 38Q (2489.959768 sec): 3 clusters Score: Raw -1445091.804729 + Penalty 3267.946834 = -1441823.857895 nChanged 7 SP:Iteration 39Q (2489.999448 sec): 3 clusters Score: Raw -1445092.668741 + Penalty 3267.946834 = -1441824.721907 nChanged 4 SP:Iteration 40F (2490.046404 sec): 3 clusters Score: Raw -1445093.495313 + Penalty 3267.946834 = -1441825.548479 nChanged 8 SP:Iteration 41Q (2490.086422 sec): 3 clusters Score: Raw -1445095.478947 + Penalty 3267.946834 = -1441827.532113 nChanged 6 SP:Iteration 42Q (2490.126066 sec): 3 clusters Score: Raw -1445096.817332 + Penalty 3267.946834 = -1441828.870498 nChanged 6 SP:Iteration 43Q (2490.165875 sec): 3 clusters Score: Raw -1445097.821837 + Penalty 3267.946834 = -1441829.875003 nChanged 3 SP:Iteration 44Q (2490.205530 sec): 3 clusters Score: Raw -1445098.243446 + Penalty 3267.946834 = -1441830.296612 nChanged 2 SP:Iteration 45Q (2490.245090 sec): 3 clusters Score: Raw -1445098.410964 + Penalty 3267.946834 = -1441830.464130 nChanged 1 SP:Iteration 46Q (2490.284794 sec): 3 clusters Score: Raw -1445098.608003 + Penalty 3267.946834 = -1441830.661169 nChanged 2 SP:Iteration 47Q (2490.324495 sec): 3 clusters Score: Raw -1445098.972538 + Penalty 3267.946834 = -1441831.025704 nChanged 1 SP:Iteration 48Q (2490.364074 sec): 3 clusters Score: Raw -1445099.076747 + Penalty 3267.946834 = -1441831.129913 nChanged 0 SP:Iteration 49F (2490.411116 sec): 3 clusters Score: Raw -1445099.076747 + Penalty 3267.946834 = -1441831.129913 nChanged 0 Trying to split cluster 30 (73319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2490.523823 sec): 2 clusters Score: Raw -4879446.431513 + Penalty 1820.418448 = -4877626.013065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2490.651436 sec): 3 clusters Score: Raw -4832361.009314 + Penalty 3640.836895 = -4828720.172419 nChanged 34756 SP:Iteration 1F (2490.782375 sec): 3 clusters Score: Raw -4852426.919254 + Penalty 3640.836895 = -4848786.082358 nChanged 2848 SP:Iteration 2Q (2490.912493 sec): 3 clusters Score: Raw -4853249.459120 + Penalty 3640.836895 = -4849608.622224 nChanged 3085 SP:Iteration 3Q (2491.045031 sec): 3 clusters Score: Raw -4854242.576477 + Penalty 3640.836895 = -4850601.739582 nChanged 3387 SP:Iteration 4Q (2491.177709 sec): 3 clusters Score: Raw -4855525.451294 + Penalty 3640.836895 = -4851884.614399 nChanged 3820 SP:Iteration 5F (2491.302538 sec): 3 clusters Score: Raw -4857190.287965 + Penalty 3640.836895 = -4853549.451069 nChanged 4159 SP:Iteration 6F (2491.427972 sec): 3 clusters Score: Raw -4859241.410425 + Penalty 3640.836895 = -4855600.573530 nChanged 4449 SP:Iteration 7F (2491.553344 sec): 3 clusters Score: Raw -4861744.559657 + Penalty 3640.836895 = -4858103.722762 nChanged 4574 SP:Iteration 8F (2491.678461 sec): 3 clusters Score: Raw -4864633.899598 + Penalty 3640.836895 = -4860993.062703 nChanged 4542 SP:Iteration 9F (2491.804509 sec): 3 clusters Score: Raw -4867917.927985 + Penalty 3640.836895 = -4864277.091089 nChanged 4279 SP:Iteration 10F (2491.928555 sec): 3 clusters Score: Raw -4871326.861046 + Penalty 3640.836895 = -4867686.024150 nChanged 3684 SP:Iteration 11F (2492.053735 sec): 3 clusters Score: Raw -4874514.877462 + Penalty 3640.836895 = -4870874.040566 nChanged 2839 SP:Iteration 12Q (2492.183595 sec): 3 clusters Score: Raw -4877038.547349 + Penalty 3640.836895 = -4873397.710454 nChanged 1674 SP:Iteration 13Q (2492.307960 sec): 3 clusters Score: Raw -4878463.770363 + Penalty 3640.836895 = -4874822.933468 nChanged 826 SP:Iteration 14Q (2492.424429 sec): 3 clusters Score: Raw -4879132.270590 + Penalty 3640.836895 = -4875491.433695 nChanged 360 SP:Iteration 15Q (2492.544325 sec): 3 clusters Score: Raw -4879418.080890 + Penalty 3640.836895 = -4875777.243994 nChanged 163 SP:Iteration 16Q (2492.649612 sec): 3 clusters Score: Raw -4879548.267799 + Penalty 3640.836895 = -4875907.430904 nChanged 63 SP:Iteration 17Q (2492.751788 sec): 3 clusters Score: Raw -4879603.609280 + Penalty 3640.836895 = -4875962.772384 nChanged 40 SP:Iteration 18Q (2492.853223 sec): 3 clusters Score: Raw -4879643.246428 + Penalty 3640.836895 = -4876002.409533 nChanged 25 SP:Iteration 19Q (2492.953197 sec): 3 clusters Score: Raw -4879665.492513 + Penalty 3640.836895 = -4876024.655617 nChanged 15 SP:Iteration 20F (2493.075927 sec): 3 clusters Score: Raw -4879676.312433 + Penalty 3640.836895 = -4876035.475538 nChanged 9 SP:Iteration 21Q (2493.176071 sec): 3 clusters Score: Raw -4879685.753727 + Penalty 3640.836895 = -4876044.916832 nChanged 6 SP:Iteration 22Q (2493.275655 sec): 3 clusters Score: Raw -4879692.016151 + Penalty 3640.836895 = -4876051.179256 nChanged 7 SP:Iteration 23Q (2493.375294 sec): 3 clusters Score: Raw -4879699.748511 + Penalty 3640.836895 = -4876058.911615 nChanged 5 SP:Iteration 24Q (2493.474910 sec): 3 clusters Score: Raw -4879703.399175 + Penalty 3640.836895 = -4876062.562280 nChanged 2 SP:Iteration 25Q (2493.575543 sec): 3 clusters Score: Raw -4879705.686652 + Penalty 3640.836895 = -4876064.849756 nChanged 0 SP:Iteration 26F (2493.699655 sec): 3 clusters Score: Raw -4879705.686652 + Penalty 3640.836895 = -4876064.849756 nChanged 0 Trying to split cluster 31 (4737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2493.710244 sec): 2 clusters Score: Raw -317222.473875 + Penalty 1375.263387 = -315847.210488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2493.731698 sec): 3 clusters Score: Raw -314759.040729 + Penalty 2750.526773 = -312008.513955 nChanged 1900 SP:Iteration 1F (2493.752558 sec): 3 clusters Score: Raw -315838.510453 + Penalty 2750.526773 = -313087.983680 nChanged 357 SP:Iteration 2F (2493.773275 sec): 3 clusters Score: Raw -316027.847156 + Penalty 2750.526773 = -313277.320383 nChanged 267 SP:Iteration 3F (2493.794089 sec): 3 clusters Score: Raw -316197.392437 + Penalty 2750.526773 = -313446.865663 nChanged 249 SP:Iteration 4F (2493.814842 sec): 3 clusters Score: Raw -316359.035280 + Penalty 2750.526773 = -313608.508507 nChanged 219 SP:Iteration 5Q (2493.835641 sec): 3 clusters Score: Raw -316503.179430 + Penalty 2750.526773 = -313752.652656 nChanged 195 SP:Iteration 6Q (2493.856350 sec): 3 clusters Score: Raw -316635.700447 + Penalty 2750.526773 = -313885.173673 nChanged 175 SP:Iteration 7Q (2493.877158 sec): 3 clusters Score: Raw -316772.820230 + Penalty 2750.526773 = -314022.293456 nChanged 162 SP:Iteration 8Q (2493.898040 sec): 3 clusters Score: Raw -316895.364393 + Penalty 2750.526773 = -314144.837620 nChanged 153 SP:Iteration 9Q (2493.918809 sec): 3 clusters Score: Raw -317005.978060 + Penalty 2750.526773 = -314255.451286 nChanged 111 SP:Iteration 10Q (2493.939604 sec): 3 clusters Score: Raw -317079.722447 + Penalty 2750.526773 = -314329.195674 nChanged 82 SP:Iteration 11Q (2493.960270 sec): 3 clusters Score: Raw -317143.168382 + Penalty 2750.526773 = -314392.641608 nChanged 73 SP:Iteration 12Q (2493.980850 sec): 3 clusters Score: Raw -317202.246640 + Penalty 2750.526773 = -314451.719867 nChanged 62 SP:Iteration 13Q (2494.000971 sec): 3 clusters Score: Raw -317259.852343 + Penalty 2750.526773 = -314509.325570 nChanged 58 SP:Iteration 14Q (2494.020971 sec): 3 clusters Score: Raw -317319.153838 + Penalty 2750.526773 = -314568.627064 nChanged 48 SP:Iteration 15Q (2494.040652 sec): 3 clusters Score: Raw -317365.016572 + Penalty 2750.526773 = -314614.489799 nChanged 31 SP:Iteration 16Q (2494.060245 sec): 3 clusters Score: Raw -317390.398592 + Penalty 2750.526773 = -314639.871818 nChanged 26 SP:Iteration 17Q (2494.080105 sec): 3 clusters Score: Raw -317408.061281 + Penalty 2750.526773 = -314657.534507 nChanged 10 SP:Iteration 18Q (2494.099566 sec): 3 clusters Score: Raw -317412.983217 + Penalty 2750.526773 = -314662.456444 nChanged 9 SP:Iteration 19Q (2494.118969 sec): 3 clusters Score: Raw -317418.479993 + Penalty 2750.526773 = -314667.953219 nChanged 6 SP:Iteration 20F (2494.139862 sec): 3 clusters Score: Raw -317422.863628 + Penalty 2750.526773 = -314672.336855 nChanged 7 SP:Iteration 21Q (2494.159193 sec): 3 clusters Score: Raw -317426.094047 + Penalty 2750.526773 = -314675.567274 nChanged 4 SP:Iteration 22Q (2494.178762 sec): 3 clusters Score: Raw -317428.960964 + Penalty 2750.526773 = -314678.434190 nChanged 7 SP:Iteration 23Q (2494.198255 sec): 3 clusters Score: Raw -317433.449356 + Penalty 2750.526773 = -314682.922583 nChanged 10 SP:Iteration 24Q (2494.217664 sec): 3 clusters Score: Raw -317439.892222 + Penalty 2750.526773 = -314689.365448 nChanged 12 SP:Iteration 25Q (2494.236853 sec): 3 clusters Score: Raw -317448.602281 + Penalty 2750.526773 = -314698.075508 nChanged 7 SP:Iteration 26Q (2494.256345 sec): 3 clusters Score: Raw -317453.216540 + Penalty 2750.526773 = -314702.689767 nChanged 5 SP:Iteration 27Q (2494.275810 sec): 3 clusters Score: Raw -317458.658593 + Penalty 2750.526773 = -314708.131820 nChanged 4 SP:Iteration 28Q (2494.295092 sec): 3 clusters Score: Raw -317461.256194 + Penalty 2750.526773 = -314710.729421 nChanged 4 SP:Iteration 29Q (2494.314489 sec): 3 clusters Score: Raw -317464.275753 + Penalty 2750.526773 = -314713.748979 nChanged 7 SP:Iteration 30Q (2494.333670 sec): 3 clusters Score: Raw -317471.259918 + Penalty 2750.526773 = -314720.733145 nChanged 8 SP:Iteration 31Q (2494.352913 sec): 3 clusters Score: Raw -317475.934028 + Penalty 2750.526773 = -314725.407255 nChanged 1 SP:Iteration 32Q (2494.372424 sec): 3 clusters Score: Raw -317476.223090 + Penalty 2750.526773 = -314725.696317 nChanged 1 SP:Iteration 33Q (2494.391889 sec): 3 clusters Score: Raw -317476.780586 + Penalty 2750.526773 = -314726.253812 nChanged 1 SP:Iteration 34Q (2494.411250 sec): 3 clusters Score: Raw -317477.261193 + Penalty 2750.526773 = -314726.734420 nChanged 2 SP:Iteration 35Q (2494.430740 sec): 3 clusters Score: Raw -317478.750967 + Penalty 2750.526773 = -314728.224194 nChanged 0 SP:Iteration 36F (2494.451707 sec): 3 clusters Score: Raw -317478.750967 + Penalty 2750.526773 = -314728.224194 nChanged 0 Trying to split cluster 32 (2879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2494.468218 sec): 2 clusters Score: Raw -143548.343787 + Penalty 1294.344722 = -142253.999065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2494.483330 sec): 3 clusters Score: Raw -142276.689747 + Penalty 2588.689444 = -139688.000302 nChanged 1077 SP:Iteration 1F (2494.497699 sec): 3 clusters Score: Raw -143219.612794 + Penalty 2588.689444 = -140630.923349 nChanged 330 SP:Iteration 2F (2494.511993 sec): 3 clusters Score: Raw -143630.722999 + Penalty 2588.689444 = -141042.033554 nChanged 239 SP:Iteration 3F (2494.526339 sec): 3 clusters Score: Raw -143949.657900 + Penalty 2588.689444 = -141360.968455 nChanged 188 SP:Iteration 4F (2494.540524 sec): 3 clusters Score: Raw -144179.676246 + Penalty 2588.689444 = -141590.986802 nChanged 133 SP:Iteration 5Q (2494.554500 sec): 3 clusters Score: Raw -144295.149606 + Penalty 2588.689444 = -141706.460162 nChanged 86 SP:Iteration 6Q (2494.568400 sec): 3 clusters Score: Raw -144367.896120 + Penalty 2588.689444 = -141779.206676 nChanged 56 SP:Iteration 7Q (2494.582421 sec): 3 clusters Score: Raw -144407.968682 + Penalty 2588.689444 = -141819.279237 nChanged 47 SP:Iteration 8Q (2494.596403 sec): 3 clusters Score: Raw -144451.147156 + Penalty 2588.689444 = -141862.457712 nChanged 48 SP:Iteration 9Q (2494.610365 sec): 3 clusters Score: Raw -144510.896499 + Penalty 2588.689444 = -141922.207055 nChanged 46 SP:Iteration 10Q (2494.624286 sec): 3 clusters Score: Raw -144555.945515 + Penalty 2588.689444 = -141967.256071 nChanged 33 SP:Iteration 11Q (2494.638049 sec): 3 clusters Score: Raw -144590.604188 + Penalty 2588.689444 = -142001.914743 nChanged 35 SP:Iteration 12Q (2494.652010 sec): 3 clusters Score: Raw -144613.265873 + Penalty 2588.689444 = -142024.576429 nChanged 23 SP:Iteration 13Q (2494.666350 sec): 3 clusters Score: Raw -144621.432213 + Penalty 2588.689444 = -142032.742768 nChanged 17 SP:Iteration 14Q (2494.680102 sec): 3 clusters Score: Raw -144628.773079 + Penalty 2588.689444 = -142040.083635 nChanged 15 SP:Iteration 15Q (2494.693822 sec): 3 clusters Score: Raw -144634.069447 + Penalty 2588.689444 = -142045.380002 nChanged 7 SP:Iteration 16Q (2494.707667 sec): 3 clusters Score: Raw -144638.977744 + Penalty 2588.689444 = -142050.288299 nChanged 16 SP:Iteration 17Q (2494.721400 sec): 3 clusters Score: Raw -144646.477286 + Penalty 2588.689444 = -142057.787841 nChanged 19 SP:Iteration 18Q (2494.735144 sec): 3 clusters Score: Raw -144653.465986 + Penalty 2588.689444 = -142064.776541 nChanged 13 SP:Iteration 19Q (2494.749009 sec): 3 clusters Score: Raw -144664.936232 + Penalty 2588.689444 = -142076.246788 nChanged 17 SP:Iteration 20F (2494.763292 sec): 3 clusters Score: Raw -144678.997124 + Penalty 2588.689444 = -142090.307679 nChanged 18 SP:Iteration 21Q (2494.777173 sec): 3 clusters Score: Raw -144695.932322 + Penalty 2588.689444 = -142107.242877 nChanged 15 SP:Iteration 22Q (2494.791024 sec): 3 clusters Score: Raw -144701.358055 + Penalty 2588.689444 = -142112.668610 nChanged 12 SP:Iteration 23Q (2494.804909 sec): 3 clusters Score: Raw -144705.590847 + Penalty 2588.689444 = -142116.901403 nChanged 14 SP:Iteration 24Q (2494.818630 sec): 3 clusters Score: Raw -144711.175898 + Penalty 2588.689444 = -142122.486454 nChanged 11 SP:Iteration 25Q (2494.832460 sec): 3 clusters Score: Raw -144714.212784 + Penalty 2588.689444 = -142125.523340 nChanged 8 SP:Iteration 26Q (2494.846224 sec): 3 clusters Score: Raw -144717.805729 + Penalty 2588.689444 = -142129.116284 nChanged 14 SP:Iteration 27Q (2494.860078 sec): 3 clusters Score: Raw -144722.949602 + Penalty 2588.689444 = -142134.260158 nChanged 11 SP:Iteration 28Q (2494.873823 sec): 3 clusters Score: Raw -144728.112766 + Penalty 2588.689444 = -142139.423322 nChanged 12 SP:Iteration 29Q (2494.887633 sec): 3 clusters Score: Raw -144734.060826 + Penalty 2588.689444 = -142145.371381 nChanged 11 SP:Iteration 30Q (2494.901498 sec): 3 clusters Score: Raw -144739.243885 + Penalty 2588.689444 = -142150.554440 nChanged 14 SP:Iteration 31Q (2494.915360 sec): 3 clusters Score: Raw -144743.029425 + Penalty 2588.689444 = -142154.339980 nChanged 3 SP:Iteration 32Q (2494.929158 sec): 3 clusters Score: Raw -144743.944322 + Penalty 2588.689444 = -142155.254877 nChanged 5 SP:Iteration 33Q (2494.942900 sec): 3 clusters Score: Raw -144744.873119 + Penalty 2588.689444 = -142156.183674 nChanged 1 SP:Iteration 34Q (2494.956715 sec): 3 clusters Score: Raw -144745.091739 + Penalty 2588.689444 = -142156.402295 nChanged 1 SP:Iteration 35Q (2494.970460 sec): 3 clusters Score: Raw -144745.358610 + Penalty 2588.689444 = -142156.669165 nChanged 1 SP:Iteration 36Q (2494.984283 sec): 3 clusters Score: Raw -144745.514714 + Penalty 2588.689444 = -142156.825269 nChanged 0 SP:Iteration 37F (2494.998481 sec): 3 clusters Score: Raw -144745.514714 + Penalty 2588.689444 = -142156.825269 nChanged 0 Trying to split cluster 33 (9810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2495.023642 sec): 2 clusters Score: Raw -586219.578107 + Penalty 1493.563102 = -584726.015004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2495.053081 sec): 3 clusters Score: Raw -580801.258014 + Penalty 2987.126205 = -577814.131810 nChanged 4228 SP:Iteration 1F (2495.081765 sec): 3 clusters Score: Raw -583217.969838 + Penalty 2987.126205 = -580230.843633 nChanged 640 SP:Iteration 2F (2495.110353 sec): 3 clusters Score: Raw -583583.177289 + Penalty 2987.126205 = -580596.051085 nChanged 586 SP:Iteration 3F (2495.138814 sec): 3 clusters Score: Raw -583932.571905 + Penalty 2987.126205 = -580945.445701 nChanged 542 SP:Iteration 4F (2495.167583 sec): 3 clusters Score: Raw -584259.548431 + Penalty 2987.126205 = -581272.422227 nChanged 501 SP:Iteration 5F (2495.196224 sec): 3 clusters Score: Raw -584532.594746 + Penalty 2987.126205 = -581545.468542 nChanged 446 SP:Iteration 6Q (2495.224717 sec): 3 clusters Score: Raw -584778.736411 + Penalty 2987.126205 = -581791.610206 nChanged 394 SP:Iteration 7Q (2495.253194 sec): 3 clusters Score: Raw -585009.063719 + Penalty 2987.126205 = -582021.937515 nChanged 406 SP:Iteration 8Q (2495.281832 sec): 3 clusters Score: Raw -585258.459349 + Penalty 2987.126205 = -582271.333145 nChanged 390 SP:Iteration 9Q (2495.310289 sec): 3 clusters Score: Raw -585500.538836 + Penalty 2987.126205 = -582513.412631 nChanged 348 SP:Iteration 10Q (2495.338530 sec): 3 clusters Score: Raw -585703.210405 + Penalty 2987.126205 = -582716.084201 nChanged 289 SP:Iteration 11Q (2495.366840 sec): 3 clusters Score: Raw -585871.309794 + Penalty 2987.126205 = -582884.183589 nChanged 236 SP:Iteration 12Q (2495.395088 sec): 3 clusters Score: Raw -586009.895914 + Penalty 2987.126205 = -583022.769710 nChanged 200 SP:Iteration 13Q (2495.423026 sec): 3 clusters Score: Raw -586133.221127 + Penalty 2987.126205 = -583146.094922 nChanged 189 SP:Iteration 14Q (2495.450957 sec): 3 clusters Score: Raw -586227.833459 + Penalty 2987.126205 = -583240.707255 nChanged 161 SP:Iteration 15Q (2495.478579 sec): 3 clusters Score: Raw -586298.939936 + Penalty 2987.126205 = -583311.813731 nChanged 139 SP:Iteration 16Q (2495.506487 sec): 3 clusters Score: Raw -586351.647751 + Penalty 2987.126205 = -583364.521547 nChanged 100 SP:Iteration 17Q (2495.534013 sec): 3 clusters Score: Raw -586383.043030 + Penalty 2987.126205 = -583395.916825 nChanged 91 SP:Iteration 18Q (2495.561521 sec): 3 clusters Score: Raw -586411.306692 + Penalty 2987.126205 = -583424.180487 nChanged 72 SP:Iteration 19Q (2495.588836 sec): 3 clusters Score: Raw -586428.017549 + Penalty 2987.126205 = -583440.891344 nChanged 55 SP:Iteration 20F (2495.617541 sec): 3 clusters Score: Raw -586440.434576 + Penalty 2987.126205 = -583453.308371 nChanged 46 SP:Iteration 21Q (2495.645144 sec): 3 clusters Score: Raw -586449.432944 + Penalty 2987.126205 = -583462.306739 nChanged 32 SP:Iteration 22Q (2495.672746 sec): 3 clusters Score: Raw -586454.757563 + Penalty 2987.126205 = -583467.631358 nChanged 26 SP:Iteration 23Q (2495.700215 sec): 3 clusters Score: Raw -586458.952863 + Penalty 2987.126205 = -583471.826659 nChanged 27 SP:Iteration 24Q (2495.727633 sec): 3 clusters Score: Raw -586463.411390 + Penalty 2987.126205 = -583476.285186 nChanged 27 SP:Iteration 25Q (2495.755029 sec): 3 clusters Score: Raw -586467.305635 + Penalty 2987.126205 = -583480.179430 nChanged 25 SP:Iteration 26Q (2495.782623 sec): 3 clusters Score: Raw -586471.171546 + Penalty 2987.126205 = -583484.045342 nChanged 27 SP:Iteration 27Q (2495.810058 sec): 3 clusters Score: Raw -586476.676310 + Penalty 2987.126205 = -583489.550105 nChanged 22 SP:Iteration 28Q (2495.837462 sec): 3 clusters Score: Raw -586480.710948 + Penalty 2987.126205 = -583493.584743 nChanged 22 SP:Iteration 29Q (2495.864820 sec): 3 clusters Score: Raw -586484.835890 + Penalty 2987.126205 = -583497.709685 nChanged 21 SP:Iteration 30Q (2495.892131 sec): 3 clusters Score: Raw -586488.136801 + Penalty 2987.126205 = -583501.010596 nChanged 19 SP:Iteration 31Q (2495.919503 sec): 3 clusters Score: Raw -586490.229672 + Penalty 2987.126205 = -583503.103467 nChanged 10 SP:Iteration 32Q (2495.946889 sec): 3 clusters Score: Raw -586491.656211 + Penalty 2987.126205 = -583504.530006 nChanged 9 SP:Iteration 33Q (2495.974140 sec): 3 clusters Score: Raw -586492.554864 + Penalty 2987.126205 = -583505.428660 nChanged 15 SP:Iteration 34Q (2496.001276 sec): 3 clusters Score: Raw -586494.547921 + Penalty 2987.126205 = -583507.421717 nChanged 10 SP:Iteration 35Q (2496.028605 sec): 3 clusters Score: Raw -586495.634922 + Penalty 2987.126205 = -583508.508717 nChanged 3 SP:Iteration 36Q (2496.055904 sec): 3 clusters Score: Raw -586495.958113 + Penalty 2987.126205 = -583508.831908 nChanged 5 SP:Iteration 37Q (2496.083084 sec): 3 clusters Score: Raw -586496.438391 + Penalty 2987.126205 = -583509.312186 nChanged 5 SP:Iteration 38Q (2496.110338 sec): 3 clusters Score: Raw -586497.117502 + Penalty 2987.126205 = -583509.991297 nChanged 5 SP:Iteration 39Q (2496.137645 sec): 3 clusters Score: Raw -586498.004984 + Penalty 2987.126205 = -583510.878779 nChanged 9 SP:Iteration 40F (2496.166312 sec): 3 clusters Score: Raw -586498.955589 + Penalty 2987.126205 = -583511.829384 nChanged 8 SP:Iteration 41Q (2496.193596 sec): 3 clusters Score: Raw -586499.675945 + Penalty 2987.126205 = -583512.549740 nChanged 7 SP:Iteration 42Q (2496.220832 sec): 3 clusters Score: Raw -586500.267467 + Penalty 2987.126205 = -583513.141263 nChanged 3 SP:Iteration 43Q (2496.248007 sec): 3 clusters Score: Raw -586500.641138 + Penalty 2987.126205 = -583513.514933 nChanged 3 SP:Iteration 44Q (2496.275402 sec): 3 clusters Score: Raw -586500.839263 + Penalty 2987.126205 = -583513.713058 nChanged 1 SP:Iteration 45Q (2496.302791 sec): 3 clusters Score: Raw -586501.115845 + Penalty 2987.126205 = -583513.989641 nChanged 4 SP:Iteration 46Q (2496.330069 sec): 3 clusters Score: Raw -586501.733053 + Penalty 2987.126205 = -583514.606848 nChanged 1 SP:Iteration 47Q (2496.357480 sec): 3 clusters Score: Raw -586501.803139 + Penalty 2987.126205 = -583514.676934 nChanged 0 SP:Iteration 48F (2496.385955 sec): 3 clusters Score: Raw -586501.803139 + Penalty 2987.126205 = -583514.676934 nChanged 0 Iteration 59Q (2499.995962 sec): 34 clusters Score: Raw -27535149.135486 + Penalty 69642.379305 = -27465506.756181 nChanged 487 Iteration 60F (2508.530150 sec): 34 clusters Score: Raw -27535231.399546 + Penalty 69642.379305 = -27465589.020240 nChanged 524 Iteration 61Q (2512.199932 sec): 34 clusters Score: Raw -27535339.965931 + Penalty 69642.379305 = -27465697.586626 nChanged 522 Iteration 62Q (2516.098724 sec): 34 clusters Score: Raw -27535432.729297 + Penalty 69642.379305 = -27465790.349991 nChanged 537 Iteration 63Q (2519.993430 sec): 34 clusters Score: Raw -27535513.821633 + Penalty 69642.379305 = -27465871.442327 nChanged 505 Iteration 64Q (2523.892098 sec): 34 clusters Score: Raw -27535578.525502 + Penalty 69642.379305 = -27465936.146196 nChanged 446 Iteration 65Q (2527.785650 sec): 34 clusters Score: Raw -27535632.930494 + Penalty 69642.379305 = -27465990.551188 nChanged 455 Iteration 66Q (2531.695861 sec): 34 clusters Score: Raw -27535683.840069 + Penalty 69642.379305 = -27466041.460764 nChanged 417 Iteration 67Q (2535.587463 sec): 34 clusters Score: Raw -27535725.022419 + Penalty 69642.379305 = -27466082.643113 nChanged 384 Iteration 68Q (2539.501506 sec): 34 clusters Score: Raw -27535764.114056 + Penalty 69642.379305 = -27466121.734750 nChanged 377 Iteration 69Q (2543.407923 sec): 34 clusters Score: Raw -27535808.133821 + Penalty 69642.379305 = -27466165.754516 nChanged 408 Iteration 70Q (2547.294836 sec): 34 clusters Score: Raw -27535853.482090 + Penalty 69642.379305 = -27466211.102784 nChanged 396 Iteration 71Q (2551.181228 sec): 34 clusters Score: Raw -27535894.298234 + Penalty 69642.379305 = -27466251.918928 nChanged 392 Iteration 72Q (2555.079330 sec): 34 clusters Score: Raw -27535930.450932 + Penalty 69642.379305 = -27466288.071627 nChanged 335 Iteration 73Q (2558.968929 sec): 34 clusters Score: Raw -27535959.239275 + Penalty 69642.379305 = -27466316.859970 nChanged 290 Iteration 74Q (2562.886393 sec): 34 clusters Score: Raw -27535987.650342 + Penalty 69642.379305 = -27466345.271036 nChanged 295 Iteration 75Q (2566.783442 sec): 34 clusters Score: Raw -27536012.106939 + Penalty 69642.379305 = -27466369.727634 nChanged 243 Iteration 76Q (2570.685829 sec): 34 clusters Score: Raw -27536032.519137 + Penalty 69642.379305 = -27466390.139832 nChanged 233 Iteration 77Q (2574.602967 sec): 34 clusters Score: Raw -27536051.712445 + Penalty 69642.379305 = -27466409.333139 nChanged 226 Iteration 78Q (2578.507791 sec): 34 clusters Score: Raw -27536072.873035 + Penalty 69642.379305 = -27466430.493729 nChanged 216 Iteration 79Q (2582.394119 sec): 34 clusters Score: Raw -27536091.530936 + Penalty 69642.379305 = -27466449.151631 nChanged 184 Iteration 80F (2590.807133 sec): 34 clusters Score: Raw -27536110.299142 + Penalty 69642.379305 = -27466467.919836 nChanged 170 Iteration 81Q (2594.700704 sec): 34 clusters Score: Raw -27536122.787516 + Penalty 69642.379305 = -27466480.408211 nChanged 151 Iteration 82Q (2598.611555 sec): 34 clusters Score: Raw -27536134.121529 + Penalty 69642.379305 = -27466491.742223 nChanged 165 Iteration 83Q (2602.503475 sec): 34 clusters Score: Raw -27536147.339544 + Penalty 69642.379305 = -27466504.960238 nChanged 154 Iteration 84Q (2606.419717 sec): 34 clusters Score: Raw -27536159.621755 + Penalty 69642.379305 = -27466517.242449 nChanged 157 Iteration 85Q (2610.309590 sec): 34 clusters Score: Raw -27536171.347714 + Penalty 69642.379305 = -27466528.968408 nChanged 154 Iteration 86Q (2614.202482 sec): 34 clusters Score: Raw -27536185.069681 + Penalty 69642.379305 = -27466542.690376 nChanged 176 Iteration 87Q (2618.090466 sec): 34 clusters Score: Raw -27536200.416310 + Penalty 69642.379305 = -27466558.037005 nChanged 182 Iteration 88Q (2622.005075 sec): 34 clusters Score: Raw -27536216.361338 + Penalty 69642.379305 = -27466573.982033 nChanged 183 Iteration 89Q (2625.895898 sec): 34 clusters Score: Raw -27536231.728714 + Penalty 69642.379305 = -27466589.349409 nChanged 185 Iteration 90Q (2629.784783 sec): 34 clusters Score: Raw -27536247.960130 + Penalty 69642.379305 = -27466605.580824 nChanged 173 Iteration 91Q (2633.721553 sec): 34 clusters Score: Raw -27536264.949470 + Penalty 69642.379305 = -27466622.570165 nChanged 162 Iteration 92Q (2637.612306 sec): 34 clusters Score: Raw -27536280.717026 + Penalty 69642.379305 = -27466638.337721 nChanged 149 Iteration 93Q (2641.511073 sec): 34 clusters Score: Raw -27536295.682468 + Penalty 69642.379305 = -27466653.303163 nChanged 144 Iteration 94Q (2645.404704 sec): 34 clusters Score: Raw -27536310.180278 + Penalty 69642.379305 = -27466667.800972 nChanged 150 Iteration 95Q (2649.296274 sec): 34 clusters Score: Raw -27536326.435296 + Penalty 69642.379305 = -27466684.055991 nChanged 145 Iteration 96Q (2653.227438 sec): 34 clusters Score: Raw -27536343.815156 + Penalty 69642.379305 = -27466701.435850 nChanged 159 Iteration 97Q (2657.113108 sec): 34 clusters Score: Raw -27536365.328794 + Penalty 69642.379305 = -27466722.949489 nChanged 149 Iteration 98Q (2661.001056 sec): 34 clusters Score: Raw -27536387.771384 + Penalty 69642.379305 = -27466745.392078 nChanged 185 Writing temp clu file Because OldScore, -27466722.949489, is greater than current (better) Score,-27466745.392078 Compute initial score before splitting: Score: Raw -27536387.771384 + Penalty 69642.379305 = -27466745.392078 Trying to split cluster 1 (10739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2661.094952 sec): 2 clusters Score: Raw -717589.491876 + Penalty 1508.266054 = -716081.225823 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2661.124604 sec): 3 clusters Score: Raw -711475.764600 + Penalty 3016.532108 = -708459.232492 nChanged 4693 SP:Iteration 1F (2661.153284 sec): 3 clusters Score: Raw -713971.714199 + Penalty 3016.532108 = -710955.182092 nChanged 726 SP:Iteration 2F (2661.181745 sec): 3 clusters Score: Raw -714337.369005 + Penalty 3016.532108 = -711320.836898 nChanged 648 SP:Iteration 3F (2661.210300 sec): 3 clusters Score: Raw -714683.265757 + Penalty 3016.532108 = -711666.733649 nChanged 611 SP:Iteration 4F (2661.239008 sec): 3 clusters Score: Raw -715037.788012 + Penalty 3016.532108 = -712021.255905 nChanged 593 SP:Iteration 5F (2661.267531 sec): 3 clusters Score: Raw -715405.634452 + Penalty 3016.532108 = -712389.102344 nChanged 596 SP:Iteration 6F (2661.296237 sec): 3 clusters Score: Raw -715774.229867 + Penalty 3016.532108 = -712757.697760 nChanged 514 SP:Iteration 7Q (2661.324930 sec): 3 clusters Score: Raw -716060.198672 + Penalty 3016.532108 = -713043.666565 nChanged 430 SP:Iteration 8Q (2661.353628 sec): 3 clusters Score: Raw -716321.762953 + Penalty 3016.532108 = -713305.230845 nChanged 433 SP:Iteration 9Q (2661.382219 sec): 3 clusters Score: Raw -716544.760038 + Penalty 3016.532108 = -713528.227930 nChanged 342 SP:Iteration 10Q (2661.410868 sec): 3 clusters Score: Raw -716748.105964 + Penalty 3016.532108 = -713731.573857 nChanged 315 SP:Iteration 11Q (2661.439435 sec): 3 clusters Score: Raw -716920.819425 + Penalty 3016.532108 = -713904.287317 nChanged 257 SP:Iteration 12Q (2661.467673 sec): 3 clusters Score: Raw -717052.615334 + Penalty 3016.532108 = -714036.083227 nChanged 255 SP:Iteration 13Q (2661.495769 sec): 3 clusters Score: Raw -717186.950264 + Penalty 3016.532108 = -714170.418156 nChanged 233 SP:Iteration 14Q (2661.523791 sec): 3 clusters Score: Raw -717297.934744 + Penalty 3016.532108 = -714281.402636 nChanged 206 SP:Iteration 15Q (2661.551577 sec): 3 clusters Score: Raw -717407.058163 + Penalty 3016.532108 = -714390.526055 nChanged 201 SP:Iteration 16Q (2661.579271 sec): 3 clusters Score: Raw -717526.251052 + Penalty 3016.532108 = -714509.718945 nChanged 178 SP:Iteration 17Q (2661.606887 sec): 3 clusters Score: Raw -717657.934734 + Penalty 3016.532108 = -714641.402626 nChanged 173 SP:Iteration 18Q (2661.634289 sec): 3 clusters Score: Raw -717757.916696 + Penalty 3016.532108 = -714741.384588 nChanged 166 SP:Iteration 19Q (2661.661634 sec): 3 clusters Score: Raw -717836.390545 + Penalty 3016.532108 = -714819.858437 nChanged 157 SP:Iteration 20F (2661.690140 sec): 3 clusters Score: Raw -717903.540215 + Penalty 3016.532108 = -714887.008108 nChanged 128 SP:Iteration 21Q (2661.717509 sec): 3 clusters Score: Raw -717954.164005 + Penalty 3016.532108 = -714937.631897 nChanged 109 SP:Iteration 22Q (2661.744498 sec): 3 clusters Score: Raw -717986.756798 + Penalty 3016.532108 = -714970.224690 nChanged 84 SP:Iteration 23Q (2661.771460 sec): 3 clusters Score: Raw -718011.116941 + Penalty 3016.532108 = -714994.584834 nChanged 77 SP:Iteration 24Q (2661.798371 sec): 3 clusters Score: Raw -718033.287930 + Penalty 3016.532108 = -715016.755823 nChanged 66 SP:Iteration 25Q (2661.825368 sec): 3 clusters Score: Raw -718049.628538 + Penalty 3016.532108 = -715033.096430 nChanged 51 SP:Iteration 26Q (2661.852311 sec): 3 clusters Score: Raw -718059.987249 + Penalty 3016.532108 = -715043.455141 nChanged 55 SP:Iteration 27Q (2661.879170 sec): 3 clusters Score: Raw -718073.926541 + Penalty 3016.532108 = -715057.394434 nChanged 53 SP:Iteration 28Q (2661.906022 sec): 3 clusters Score: Raw -718086.985617 + Penalty 3016.532108 = -715070.453509 nChanged 59 SP:Iteration 29Q (2661.933097 sec): 3 clusters Score: Raw -718102.040367 + Penalty 3016.532108 = -715085.508259 nChanged 55 SP:Iteration 30Q (2661.959974 sec): 3 clusters Score: Raw -718115.307123 + Penalty 3016.532108 = -715098.775016 nChanged 45 SP:Iteration 31Q (2661.986726 sec): 3 clusters Score: Raw -718128.472665 + Penalty 3016.532108 = -715111.940557 nChanged 55 SP:Iteration 32Q (2662.013470 sec): 3 clusters Score: Raw -718145.189870 + Penalty 3016.532108 = -715128.657763 nChanged 60 SP:Iteration 33Q (2662.040370 sec): 3 clusters Score: Raw -718162.920019 + Penalty 3016.532108 = -715146.387912 nChanged 66 SP:Iteration 34Q (2662.067229 sec): 3 clusters Score: Raw -718183.310880 + Penalty 3016.532108 = -715166.778772 nChanged 73 SP:Iteration 35Q (2662.094060 sec): 3 clusters Score: Raw -718212.275366 + Penalty 3016.532108 = -715195.743259 nChanged 78 SP:Iteration 36Q (2662.120728 sec): 3 clusters Score: Raw -718237.801879 + Penalty 3016.532108 = -715221.269771 nChanged 78 SP:Iteration 37Q (2662.147433 sec): 3 clusters Score: Raw -718265.864971 + Penalty 3016.532108 = -715249.332864 nChanged 81 SP:Iteration 38Q (2662.174141 sec): 3 clusters Score: Raw -718301.143466 + Penalty 3016.532108 = -715284.611359 nChanged 87 SP:Iteration 39Q (2662.200821 sec): 3 clusters Score: Raw -718339.536842 + Penalty 3016.532108 = -715323.004734 nChanged 94 SP:Iteration 40F (2662.229295 sec): 3 clusters Score: Raw -718384.898745 + Penalty 3016.532108 = -715368.366638 nChanged 110 SP:Iteration 41Q (2662.256529 sec): 3 clusters Score: Raw -718438.780160 + Penalty 3016.532108 = -715422.248053 nChanged 90 SP:Iteration 42Q (2662.283448 sec): 3 clusters Score: Raw -718469.948926 + Penalty 3016.532108 = -715453.416818 nChanged 69 SP:Iteration 43Q (2662.310094 sec): 3 clusters Score: Raw -718489.710567 + Penalty 3016.532108 = -715473.178460 nChanged 65 SP:Iteration 44Q (2662.336658 sec): 3 clusters Score: Raw -718508.600086 + Penalty 3016.532108 = -715492.067978 nChanged 70 SP:Iteration 45Q (2662.363377 sec): 3 clusters Score: Raw -718526.469135 + Penalty 3016.532108 = -715509.937027 nChanged 56 SP:Iteration 46Q (2662.390026 sec): 3 clusters Score: Raw -718539.626487 + Penalty 3016.532108 = -715523.094380 nChanged 52 SP:Iteration 47Q (2662.416657 sec): 3 clusters Score: Raw -718550.333084 + Penalty 3016.532108 = -715533.800977 nChanged 44 SP:Iteration 48Q (2662.443231 sec): 3 clusters Score: Raw -718561.364675 + Penalty 3016.532108 = -715544.832567 nChanged 37 SP:Iteration 49Q (2662.469659 sec): 3 clusters Score: Raw -718569.211216 + Penalty 3016.532108 = -715552.679109 nChanged 32 SP:Iteration 50Q (2662.496291 sec): 3 clusters Score: Raw -718574.297531 + Penalty 3016.532108 = -715557.765424 nChanged 26 SP:Iteration 51Q (2662.522804 sec): 3 clusters Score: Raw -718578.065343 + Penalty 3016.532108 = -715561.533236 nChanged 29 SP:Iteration 52Q (2662.549386 sec): 3 clusters Score: Raw -718582.259356 + Penalty 3016.532108 = -715565.727249 nChanged 26 SP:Iteration 53Q (2662.575823 sec): 3 clusters Score: Raw -718586.439190 + Penalty 3016.532108 = -715569.907082 nChanged 24 SP:Iteration 54Q (2662.602197 sec): 3 clusters Score: Raw -718589.680944 + Penalty 3016.532108 = -715573.148836 nChanged 18 SP:Iteration 55Q (2662.628730 sec): 3 clusters Score: Raw -718592.041361 + Penalty 3016.532108 = -715575.509253 nChanged 17 SP:Iteration 56Q (2662.655255 sec): 3 clusters Score: Raw -718594.413799 + Penalty 3016.532108 = -715577.881692 nChanged 12 SP:Iteration 57Q (2662.681465 sec): 3 clusters Score: Raw -718595.890274 + Penalty 3016.532108 = -715579.358166 nChanged 13 SP:Iteration 58Q (2662.707769 sec): 3 clusters Score: Raw -718597.493955 + Penalty 3016.532108 = -715580.961848 nChanged 12 SP:Iteration 59Q (2662.734216 sec): 3 clusters Score: Raw -718599.055830 + Penalty 3016.532108 = -715582.523722 nChanged 16 SP:Iteration 60F (2662.762638 sec): 3 clusters Score: Raw -718601.491762 + Penalty 3016.532108 = -715584.959655 nChanged 18 SP:Iteration 61Q (2662.789473 sec): 3 clusters Score: Raw -718604.135019 + Penalty 3016.532108 = -715587.602911 nChanged 15 SP:Iteration 62Q (2662.816154 sec): 3 clusters Score: Raw -718606.243748 + Penalty 3016.532108 = -715589.711640 nChanged 11 SP:Iteration 63Q (2662.842824 sec): 3 clusters Score: Raw -718607.432779 + Penalty 3016.532108 = -715590.900671 nChanged 13 SP:Iteration 64Q (2662.869396 sec): 3 clusters Score: Raw -718609.417485 + Penalty 3016.532108 = -715592.885378 nChanged 12 SP:Iteration 65Q (2662.896072 sec): 3 clusters Score: Raw -718611.360095 + Penalty 3016.532108 = -715594.827988 nChanged 9 SP:Iteration 66Q (2662.922784 sec): 3 clusters Score: Raw -718612.404975 + Penalty 3016.532108 = -715595.872867 nChanged 3 SP:Iteration 67Q (2662.972384 sec): 3 clusters Score: Raw -718612.803232 + Penalty 3016.532108 = -715596.271124 nChanged 4 SP:Iteration 68Q (2662.998404 sec): 3 clusters Score: Raw -718613.191588 + Penalty 3016.532108 = -715596.659480 nChanged 4 SP:Iteration 69Q (2663.025017 sec): 3 clusters Score: Raw -718613.458330 + Penalty 3016.532108 = -715596.926222 nChanged 4 SP:Iteration 70Q (2663.051697 sec): 3 clusters Score: Raw -718613.788340 + Penalty 3016.532108 = -715597.256232 nChanged 9 SP:Iteration 71Q (2663.078375 sec): 3 clusters Score: Raw -718614.736574 + Penalty 3016.532108 = -715598.204466 nChanged 9 SP:Iteration 72Q (2663.105047 sec): 3 clusters Score: Raw -718615.581641 + Penalty 3016.532108 = -715599.049534 nChanged 6 SP:Iteration 73Q (2663.131555 sec): 3 clusters Score: Raw -718616.235632 + Penalty 3016.532108 = -715599.703524 nChanged 8 SP:Iteration 74Q (2663.158114 sec): 3 clusters Score: Raw -718617.164165 + Penalty 3016.532108 = -715600.632057 nChanged 9 SP:Iteration 75Q (2663.184931 sec): 3 clusters Score: Raw -718618.211035 + Penalty 3016.532108 = -715601.678927 nChanged 7 SP:Iteration 76Q (2663.211519 sec): 3 clusters Score: Raw -718619.162482 + Penalty 3016.532108 = -715602.630375 nChanged 14 SP:Iteration 77Q (2663.238138 sec): 3 clusters Score: Raw -718620.931855 + Penalty 3016.532108 = -715604.399748 nChanged 11 SP:Iteration 78Q (2663.264890 sec): 3 clusters Score: Raw -718621.976127 + Penalty 3016.532108 = -715605.444019 nChanged 6 SP:Iteration 79Q (2663.291595 sec): 3 clusters Score: Raw -718622.511084 + Penalty 3016.532108 = -715605.978976 nChanged 6 SP:Iteration 80F (2663.320140 sec): 3 clusters Score: Raw -718623.004993 + Penalty 3016.532108 = -715606.472885 nChanged 4 SP:Iteration 81Q (2663.346726 sec): 3 clusters Score: Raw -718623.254311 + Penalty 3016.532108 = -715606.722203 nChanged 6 SP:Iteration 82Q (2663.373326 sec): 3 clusters Score: Raw -718623.581204 + Penalty 3016.532108 = -715607.049097 nChanged 4 SP:Iteration 83Q (2663.400045 sec): 3 clusters Score: Raw -718624.353685 + Penalty 3016.532108 = -715607.821578 nChanged 5 SP:Iteration 84Q (2663.426784 sec): 3 clusters Score: Raw -718624.962669 + Penalty 3016.532108 = -715608.430562 nChanged 2 SP:Iteration 85Q (2663.453477 sec): 3 clusters Score: Raw -718625.185883 + Penalty 3016.532108 = -715608.653775 nChanged 3 SP:Iteration 86Q (2663.479966 sec): 3 clusters Score: Raw -718625.477317 + Penalty 3016.532108 = -715608.945209 nChanged 4 SP:Iteration 87Q (2663.506767 sec): 3 clusters Score: Raw -718625.878289 + Penalty 3016.532108 = -715609.346182 nChanged 3 SP:Iteration 88Q (2663.533461 sec): 3 clusters Score: Raw -718626.076768 + Penalty 3016.532108 = -715609.544660 nChanged 1 SP:Iteration 89Q (2663.560118 sec): 3 clusters Score: Raw -718626.122258 + Penalty 3016.532108 = -715609.590150 nChanged 0 SP:Iteration 90F (2663.588579 sec): 3 clusters Score: Raw -718626.122258 + Penalty 3016.532108 = -715609.590150 nChanged 0 Trying to split cluster 2 (38475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2663.643235 sec): 2 clusters Score: Raw -2586225.427402 + Penalty 1715.636643 = -2584509.790759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2663.716667 sec): 3 clusters Score: Raw -2562047.126039 + Penalty 3431.273287 = -2558615.852753 nChanged 17899 SP:Iteration 1F (2663.784382 sec): 3 clusters Score: Raw -2572424.028771 + Penalty 3431.273287 = -2568992.755484 nChanged 1699 SP:Iteration 2Q (2663.855713 sec): 3 clusters Score: Raw -2572968.625508 + Penalty 3431.273287 = -2569537.352222 nChanged 1653 SP:Iteration 3Q (2663.926130 sec): 3 clusters Score: Raw -2573567.127176 + Penalty 3431.273287 = -2570135.853890 nChanged 1725 SP:Iteration 4Q (2663.996044 sec): 3 clusters Score: Raw -2574310.620513 + Penalty 3431.273287 = -2570879.347227 nChanged 1942 SP:Iteration 5F (2664.062541 sec): 3 clusters Score: Raw -2575263.809165 + Penalty 3431.273287 = -2571832.535879 nChanged 2060 SP:Iteration 6F (2664.129834 sec): 3 clusters Score: Raw -2576398.590842 + Penalty 3431.273287 = -2572967.317555 nChanged 2119 SP:Iteration 7F (2664.197326 sec): 3 clusters Score: Raw -2577631.166693 + Penalty 3431.273287 = -2574199.893407 nChanged 2012 SP:Iteration 8F (2664.264846 sec): 3 clusters Score: Raw -2578745.443293 + Penalty 3431.273287 = -2575314.170007 nChanged 1869 SP:Iteration 9Q (2664.335523 sec): 3 clusters Score: Raw -2579767.019746 + Penalty 3431.273287 = -2576335.746459 nChanged 1624 SP:Iteration 10Q (2664.405003 sec): 3 clusters Score: Raw -2580579.815424 + Penalty 3431.273287 = -2577148.542137 nChanged 1370 SP:Iteration 11Q (2664.474033 sec): 3 clusters Score: Raw -2581174.932029 + Penalty 3431.273287 = -2577743.658743 nChanged 1120 SP:Iteration 12Q (2664.542561 sec): 3 clusters Score: Raw -2581613.421760 + Penalty 3431.273287 = -2578182.148474 nChanged 895 SP:Iteration 13Q (2664.610699 sec): 3 clusters Score: Raw -2581942.495562 + Penalty 3431.273287 = -2578511.222275 nChanged 788 SP:Iteration 14Q (2664.678634 sec): 3 clusters Score: Raw -2582202.907124 + Penalty 3431.273287 = -2578771.633838 nChanged 732 SP:Iteration 15Q (2664.745979 sec): 3 clusters Score: Raw -2582437.727859 + Penalty 3431.273287 = -2579006.454572 nChanged 636 SP:Iteration 16Q (2664.812866 sec): 3 clusters Score: Raw -2582629.990098 + Penalty 3431.273287 = -2579198.716812 nChanged 611 SP:Iteration 17Q (2664.879717 sec): 3 clusters Score: Raw -2582810.116063 + Penalty 3431.273287 = -2579378.842776 nChanged 611 SP:Iteration 18Q (2664.946384 sec): 3 clusters Score: Raw -2582992.066775 + Penalty 3431.273287 = -2579560.793488 nChanged 599 SP:Iteration 19Q (2665.012602 sec): 3 clusters Score: Raw -2583166.261921 + Penalty 3431.273287 = -2579734.988634 nChanged 575 SP:Iteration 20F (2665.079038 sec): 3 clusters Score: Raw -2583333.669237 + Penalty 3431.273287 = -2579902.395950 nChanged 577 SP:Iteration 21Q (2665.146390 sec): 3 clusters Score: Raw -2583511.416447 + Penalty 3431.273287 = -2580080.143161 nChanged 585 SP:Iteration 22Q (2665.212334 sec): 3 clusters Score: Raw -2583670.332000 + Penalty 3431.273287 = -2580239.058713 nChanged 576 SP:Iteration 23Q (2665.278243 sec): 3 clusters Score: Raw -2583854.855185 + Penalty 3431.273287 = -2580423.581899 nChanged 597 SP:Iteration 24Q (2665.344031 sec): 3 clusters Score: Raw -2584026.183802 + Penalty 3431.273287 = -2580594.910516 nChanged 514 SP:Iteration 25Q (2665.409397 sec): 3 clusters Score: Raw -2584181.167591 + Penalty 3431.273287 = -2580749.894304 nChanged 528 SP:Iteration 26Q (2665.474513 sec): 3 clusters Score: Raw -2584353.880161 + Penalty 3431.273287 = -2580922.606874 nChanged 564 SP:Iteration 27Q (2665.539577 sec): 3 clusters Score: Raw -2584550.327565 + Penalty 3431.273287 = -2581119.054279 nChanged 566 SP:Iteration 28Q (2665.604388 sec): 3 clusters Score: Raw -2584752.455898 + Penalty 3431.273287 = -2581321.182612 nChanged 538 SP:Iteration 29Q (2665.669003 sec): 3 clusters Score: Raw -2584945.393178 + Penalty 3431.273287 = -2581514.119892 nChanged 565 SP:Iteration 30Q (2665.733375 sec): 3 clusters Score: Raw -2585152.520788 + Penalty 3431.273287 = -2581721.247501 nChanged 568 SP:Iteration 31Q (2665.797312 sec): 3 clusters Score: Raw -2585355.472926 + Penalty 3431.273287 = -2581924.199639 nChanged 508 SP:Iteration 32Q (2665.861011 sec): 3 clusters Score: Raw -2585532.721521 + Penalty 3431.273287 = -2582101.448234 nChanged 504 SP:Iteration 33Q (2665.924605 sec): 3 clusters Score: Raw -2585704.376836 + Penalty 3431.273287 = -2582273.103549 nChanged 448 SP:Iteration 34Q (2665.987641 sec): 3 clusters Score: Raw -2585870.410848 + Penalty 3431.273287 = -2582439.137561 nChanged 394 SP:Iteration 35Q (2666.059308 sec): 3 clusters Score: Raw -2586003.893605 + Penalty 3431.273287 = -2582572.620318 nChanged 384 SP:Iteration 36Q (2666.121653 sec): 3 clusters Score: Raw -2586131.903310 + Penalty 3431.273287 = -2582700.630023 nChanged 343 SP:Iteration 37Q (2666.183655 sec): 3 clusters Score: Raw -2586241.691452 + Penalty 3431.273287 = -2582810.418166 nChanged 348 SP:Iteration 38Q (2666.245783 sec): 3 clusters Score: Raw -2586359.703321 + Penalty 3431.273287 = -2582928.430035 nChanged 311 SP:Iteration 39Q (2666.307380 sec): 3 clusters Score: Raw -2586457.076722 + Penalty 3431.273287 = -2583025.803436 nChanged 272 SP:Iteration 40F (2666.373568 sec): 3 clusters Score: Raw -2586548.777822 + Penalty 3431.273287 = -2583117.504535 nChanged 251 SP:Iteration 41Q (2666.436263 sec): 3 clusters Score: Raw -2586631.763638 + Penalty 3431.273287 = -2583200.490351 nChanged 240 SP:Iteration 42Q (2666.497553 sec): 3 clusters Score: Raw -2586709.869252 + Penalty 3431.273287 = -2583278.595965 nChanged 226 SP:Iteration 43Q (2666.558746 sec): 3 clusters Score: Raw -2586769.665886 + Penalty 3431.273287 = -2583338.392600 nChanged 196 SP:Iteration 44Q (2666.619807 sec): 3 clusters Score: Raw -2586817.513224 + Penalty 3431.273287 = -2583386.239937 nChanged 171 SP:Iteration 45Q (2666.693043 sec): 3 clusters Score: Raw -2586853.112771 + Penalty 3431.273287 = -2583421.839485 nChanged 144 SP:Iteration 46Q (2666.777594 sec): 3 clusters Score: Raw -2586879.672861 + Penalty 3431.273287 = -2583448.399574 nChanged 133 SP:Iteration 47Q (2666.839265 sec): 3 clusters Score: Raw -2586906.521410 + Penalty 3431.273287 = -2583475.248123 nChanged 139 SP:Iteration 48Q (2666.900113 sec): 3 clusters Score: Raw -2586931.792485 + Penalty 3431.273287 = -2583500.519198 nChanged 127 SP:Iteration 49Q (2666.974306 sec): 3 clusters Score: Raw -2586953.264707 + Penalty 3431.273287 = -2583521.991420 nChanged 104 SP:Iteration 50Q (2667.032784 sec): 3 clusters Score: Raw -2586969.109729 + Penalty 3431.273287 = -2583537.836443 nChanged 106 SP:Iteration 51Q (2667.093139 sec): 3 clusters Score: Raw -2586983.908400 + Penalty 3431.273287 = -2583552.635113 nChanged 88 SP:Iteration 52Q (2667.153512 sec): 3 clusters Score: Raw -2586995.840402 + Penalty 3431.273287 = -2583564.567116 nChanged 73 SP:Iteration 53Q (2667.213566 sec): 3 clusters Score: Raw -2587005.217733 + Penalty 3431.273287 = -2583573.944446 nChanged 60 SP:Iteration 54Q (2667.273533 sec): 3 clusters Score: Raw -2587013.764994 + Penalty 3431.273287 = -2583582.491707 nChanged 74 SP:Iteration 55Q (2667.333352 sec): 3 clusters Score: Raw -2587021.534948 + Penalty 3431.273287 = -2583590.261661 nChanged 41 SP:Iteration 56Q (2667.393305 sec): 3 clusters Score: Raw -2587025.475531 + Penalty 3431.273287 = -2583594.202244 nChanged 41 SP:Iteration 57Q (2667.453084 sec): 3 clusters Score: Raw -2587029.262141 + Penalty 3431.273287 = -2583597.988854 nChanged 37 SP:Iteration 58Q (2667.512838 sec): 3 clusters Score: Raw -2587032.565302 + Penalty 3431.273287 = -2583601.292015 nChanged 42 SP:Iteration 59Q (2667.573264 sec): 3 clusters Score: Raw -2587036.127688 + Penalty 3431.273287 = -2583604.854401 nChanged 34 SP:Iteration 60F (2667.639552 sec): 3 clusters Score: Raw -2587038.928681 + Penalty 3431.273287 = -2583607.655395 nChanged 44 SP:Iteration 61Q (2667.700814 sec): 3 clusters Score: Raw -2587043.169891 + Penalty 3431.273287 = -2583611.896604 nChanged 28 SP:Iteration 62Q (2667.760784 sec): 3 clusters Score: Raw -2587045.927215 + Penalty 3431.273287 = -2583614.653928 nChanged 26 SP:Iteration 63Q (2667.820583 sec): 3 clusters Score: Raw -2587048.117979 + Penalty 3431.273287 = -2583616.844692 nChanged 32 SP:Iteration 64Q (2667.880437 sec): 3 clusters Score: Raw -2587051.169910 + Penalty 3431.273287 = -2583619.896624 nChanged 33 SP:Iteration 65Q (2667.940404 sec): 3 clusters Score: Raw -2587054.081459 + Penalty 3431.273287 = -2583622.808172 nChanged 23 SP:Iteration 66Q (2668.000117 sec): 3 clusters Score: Raw -2587055.550242 + Penalty 3431.273287 = -2583624.276955 nChanged 14 SP:Iteration 67Q (2668.059879 sec): 3 clusters Score: Raw -2587056.712992 + Penalty 3431.273287 = -2583625.439705 nChanged 19 SP:Iteration 68Q (2668.119578 sec): 3 clusters Score: Raw -2587058.375039 + Penalty 3431.273287 = -2583627.101752 nChanged 18 SP:Iteration 69Q (2668.179289 sec): 3 clusters Score: Raw -2587060.149400 + Penalty 3431.273287 = -2583628.876114 nChanged 17 SP:Iteration 70Q (2668.238892 sec): 3 clusters Score: Raw -2587061.789349 + Penalty 3431.273287 = -2583630.516063 nChanged 21 SP:Iteration 71Q (2668.298582 sec): 3 clusters Score: Raw -2587063.140644 + Penalty 3431.273287 = -2583631.867358 nChanged 15 SP:Iteration 72Q (2668.358197 sec): 3 clusters Score: Raw -2587064.248068 + Penalty 3431.273287 = -2583632.974781 nChanged 14 SP:Iteration 73Q (2668.417783 sec): 3 clusters Score: Raw -2587065.308149 + Penalty 3431.273287 = -2583634.034863 nChanged 18 SP:Iteration 74Q (2668.477631 sec): 3 clusters Score: Raw -2587066.665169 + Penalty 3431.273287 = -2583635.391882 nChanged 9 SP:Iteration 75Q (2668.537230 sec): 3 clusters Score: Raw -2587067.451802 + Penalty 3431.273287 = -2583636.178516 nChanged 8 SP:Iteration 76Q (2668.596939 sec): 3 clusters Score: Raw -2587068.129422 + Penalty 3431.273287 = -2583636.856136 nChanged 8 SP:Iteration 77Q (2668.656718 sec): 3 clusters Score: Raw -2587068.765895 + Penalty 3431.273287 = -2583637.492608 nChanged 7 SP:Iteration 78Q (2668.716433 sec): 3 clusters Score: Raw -2587069.172542 + Penalty 3431.273287 = -2583637.899256 nChanged 8 SP:Iteration 79Q (2668.776125 sec): 3 clusters Score: Raw -2587069.684125 + Penalty 3431.273287 = -2583638.410839 nChanged 12 SP:Iteration 80F (2668.842318 sec): 3 clusters Score: Raw -2587070.557031 + Penalty 3431.273287 = -2583639.283744 nChanged 12 SP:Iteration 81Q (2668.903221 sec): 3 clusters Score: Raw -2587071.635133 + Penalty 3431.273287 = -2583640.361846 nChanged 13 SP:Iteration 82Q (2668.962796 sec): 3 clusters Score: Raw -2587072.516470 + Penalty 3431.273287 = -2583641.243184 nChanged 7 SP:Iteration 83Q (2669.022276 sec): 3 clusters Score: Raw -2587073.034227 + Penalty 3431.273287 = -2583641.760941 nChanged 7 SP:Iteration 84Q (2669.081707 sec): 3 clusters Score: Raw -2587073.435690 + Penalty 3431.273287 = -2583642.162403 nChanged 6 SP:Iteration 85Q (2669.141335 sec): 3 clusters Score: Raw -2587073.955422 + Penalty 3431.273287 = -2583642.682135 nChanged 3 SP:Iteration 86Q (2669.200946 sec): 3 clusters Score: Raw -2587074.162103 + Penalty 3431.273287 = -2583642.888816 nChanged 4 SP:Iteration 87Q (2669.260343 sec): 3 clusters Score: Raw -2587074.578101 + Penalty 3431.273287 = -2583643.304814 nChanged 6 SP:Iteration 88Q (2669.320064 sec): 3 clusters Score: Raw -2587074.988421 + Penalty 3431.273287 = -2583643.715134 nChanged 7 SP:Iteration 89Q (2669.379724 sec): 3 clusters Score: Raw -2587075.326170 + Penalty 3431.273287 = -2583644.052884 nChanged 8 SP:Iteration 90Q (2669.439332 sec): 3 clusters Score: Raw -2587075.699909 + Penalty 3431.273287 = -2583644.426623 nChanged 6 SP:Iteration 91Q (2669.499019 sec): 3 clusters Score: Raw -2587075.970892 + Penalty 3431.273287 = -2583644.697605 nChanged 1 SP:Iteration 92Q (2669.558717 sec): 3 clusters Score: Raw -2587076.031757 + Penalty 3431.273287 = -2583644.758471 nChanged 2 SP:Iteration 93Q (2669.618452 sec): 3 clusters Score: Raw -2587076.152764 + Penalty 3431.273287 = -2583644.879478 nChanged 2 SP:Iteration 94Q (2669.678315 sec): 3 clusters Score: Raw -2587076.228194 + Penalty 3431.273287 = -2583644.954907 nChanged 3 SP:Iteration 95Q (2669.737797 sec): 3 clusters Score: Raw -2587076.317683 + Penalty 3431.273287 = -2583645.044396 nChanged 2 SP:Iteration 96Q (2669.797324 sec): 3 clusters Score: Raw -2587076.380837 + Penalty 3431.273287 = -2583645.107550 nChanged 0 SP:Iteration 97F (2669.863191 sec): 3 clusters Score: Raw -2587076.380837 + Penalty 3431.273287 = -2583645.107550 nChanged 0 Trying to split cluster 3 (1965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2669.873025 sec): 2 clusters Score: Raw -119531.116755 + Penalty 1232.277723 = -118298.839033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2669.883434 sec): 3 clusters Score: Raw -118659.977767 + Penalty 2464.555445 = -116195.422322 nChanged 714 SP:Iteration 1F (2669.893113 sec): 3 clusters Score: Raw -119221.009467 + Penalty 2464.555445 = -116756.454022 nChanged 183 SP:Iteration 2F (2669.902838 sec): 3 clusters Score: Raw -119415.433221 + Penalty 2464.555445 = -116950.877775 nChanged 128 SP:Iteration 3F (2669.912480 sec): 3 clusters Score: Raw -119534.775898 + Penalty 2464.555445 = -117070.220453 nChanged 116 SP:Iteration 4F (2669.922220 sec): 3 clusters Score: Raw -119634.878661 + Penalty 2464.555445 = -117170.323216 nChanged 81 SP:Iteration 5Q (2669.931937 sec): 3 clusters Score: Raw -119696.123113 + Penalty 2464.555445 = -117231.567667 nChanged 56 SP:Iteration 6Q (2669.941626 sec): 3 clusters Score: Raw -119734.062898 + Penalty 2464.555445 = -117269.507452 nChanged 27 SP:Iteration 7Q (2669.951256 sec): 3 clusters Score: Raw -119754.057872 + Penalty 2464.555445 = -117289.502427 nChanged 19 SP:Iteration 8Q (2669.960913 sec): 3 clusters Score: Raw -119764.650676 + Penalty 2464.555445 = -117300.095230 nChanged 8 SP:Iteration 9Q (2669.970586 sec): 3 clusters Score: Raw -119770.739287 + Penalty 2464.555445 = -117306.183841 nChanged 12 SP:Iteration 10Q (2669.980280 sec): 3 clusters Score: Raw -119776.648211 + Penalty 2464.555445 = -117312.092765 nChanged 10 SP:Iteration 11Q (2669.989951 sec): 3 clusters Score: Raw -119780.018746 + Penalty 2464.555445 = -117315.463300 nChanged 3 SP:Iteration 12Q (2669.999529 sec): 3 clusters Score: Raw -119781.373509 + Penalty 2464.555445 = -117316.818064 nChanged 3 SP:Iteration 13Q (2670.009182 sec): 3 clusters Score: Raw -119784.808331 + Penalty 2464.555445 = -117320.252886 nChanged 5 SP:Iteration 14Q (2670.018833 sec): 3 clusters Score: Raw -119787.977698 + Penalty 2464.555445 = -117323.422252 nChanged 5 SP:Iteration 15Q (2670.028479 sec): 3 clusters Score: Raw -119791.070823 + Penalty 2464.555445 = -117326.515378 nChanged 5 SP:Iteration 16Q (2670.038040 sec): 3 clusters Score: Raw -119794.566866 + Penalty 2464.555445 = -117330.011420 nChanged 3 SP:Iteration 17Q (2670.047718 sec): 3 clusters Score: Raw -119796.154299 + Penalty 2464.555445 = -117331.598854 nChanged 0 SP:Iteration 18F (2670.057316 sec): 3 clusters Score: Raw -119796.154299 + Penalty 2464.555445 = -117331.598854 nChanged 0 Trying to split cluster 4 (13739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2670.085427 sec): 2 clusters Score: Raw -943239.339238 + Penalty 1548.298990 = -941691.040248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2670.119837 sec): 3 clusters Score: Raw -935161.709137 + Penalty 3096.597979 = -932065.111157 nChanged 6132 SP:Iteration 1F (2670.152410 sec): 3 clusters Score: Raw -938664.729871 + Penalty 3096.597979 = -935568.131892 nChanged 864 SP:Iteration 2F (2670.185291 sec): 3 clusters Score: Raw -939098.951779 + Penalty 3096.597979 = -936002.353800 nChanged 818 SP:Iteration 3F (2670.217915 sec): 3 clusters Score: Raw -939552.739756 + Penalty 3096.597979 = -936456.141777 nChanged 785 SP:Iteration 4F (2670.250838 sec): 3 clusters Score: Raw -939961.537852 + Penalty 3096.597979 = -936864.939872 nChanged 727 SP:Iteration 5F (2670.283720 sec): 3 clusters Score: Raw -940373.049449 + Penalty 3096.597979 = -937276.451470 nChanged 709 SP:Iteration 6F (2670.316362 sec): 3 clusters Score: Raw -940750.375232 + Penalty 3096.597979 = -937653.777253 nChanged 617 SP:Iteration 7Q (2670.349486 sec): 3 clusters Score: Raw -941071.151214 + Penalty 3096.597979 = -937974.553235 nChanged 576 SP:Iteration 8Q (2670.382276 sec): 3 clusters Score: Raw -941370.331350 + Penalty 3096.597979 = -938273.733370 nChanged 552 SP:Iteration 9Q (2670.415120 sec): 3 clusters Score: Raw -941648.664325 + Penalty 3096.597979 = -938552.066345 nChanged 463 SP:Iteration 10Q (2670.447831 sec): 3 clusters Score: Raw -941869.447904 + Penalty 3096.597979 = -938772.849925 nChanged 415 SP:Iteration 11Q (2670.480524 sec): 3 clusters Score: Raw -942056.065639 + Penalty 3096.597979 = -938959.467659 nChanged 344 SP:Iteration 12Q (2670.513006 sec): 3 clusters Score: Raw -942197.354633 + Penalty 3096.597979 = -939100.756654 nChanged 278 SP:Iteration 13Q (2670.545415 sec): 3 clusters Score: Raw -942279.237592 + Penalty 3096.597979 = -939182.639613 nChanged 185 SP:Iteration 14Q (2670.577453 sec): 3 clusters Score: Raw -942331.031308 + Penalty 3096.597979 = -939234.433329 nChanged 150 SP:Iteration 15Q (2670.609684 sec): 3 clusters Score: Raw -942365.132616 + Penalty 3096.597979 = -939268.534636 nChanged 137 SP:Iteration 16Q (2670.641796 sec): 3 clusters Score: Raw -942396.949199 + Penalty 3096.597979 = -939300.351219 nChanged 117 SP:Iteration 17Q (2670.673947 sec): 3 clusters Score: Raw -942421.921078 + Penalty 3096.597979 = -939325.323099 nChanged 98 SP:Iteration 18Q (2670.705740 sec): 3 clusters Score: Raw -942439.500696 + Penalty 3096.597979 = -939342.902717 nChanged 99 SP:Iteration 19Q (2670.737742 sec): 3 clusters Score: Raw -942454.703578 + Penalty 3096.597979 = -939358.105598 nChanged 73 SP:Iteration 20F (2670.770520 sec): 3 clusters Score: Raw -942466.933744 + Penalty 3096.597979 = -939370.335764 nChanged 70 SP:Iteration 21Q (2670.802426 sec): 3 clusters Score: Raw -942477.613972 + Penalty 3096.597979 = -939381.015993 nChanged 72 SP:Iteration 22Q (2670.834346 sec): 3 clusters Score: Raw -942491.314093 + Penalty 3096.597979 = -939394.716114 nChanged 74 SP:Iteration 23Q (2670.866184 sec): 3 clusters Score: Raw -942505.112580 + Penalty 3096.597979 = -939408.514601 nChanged 76 SP:Iteration 24Q (2670.898181 sec): 3 clusters Score: Raw -942523.297293 + Penalty 3096.597979 = -939426.699313 nChanged 95 SP:Iteration 25Q (2670.930036 sec): 3 clusters Score: Raw -942544.487864 + Penalty 3096.597979 = -939447.889884 nChanged 86 SP:Iteration 26Q (2670.961902 sec): 3 clusters Score: Raw -942562.632424 + Penalty 3096.597979 = -939466.034445 nChanged 93 SP:Iteration 27Q (2671.019253 sec): 3 clusters Score: Raw -942579.301950 + Penalty 3096.597979 = -939482.703970 nChanged 69 SP:Iteration 28Q (2671.050662 sec): 3 clusters Score: Raw -942591.714387 + Penalty 3096.597979 = -939495.116408 nChanged 56 SP:Iteration 29Q (2671.082793 sec): 3 clusters Score: Raw -942598.594540 + Penalty 3096.597979 = -939501.996561 nChanged 54 SP:Iteration 30Q (2671.114470 sec): 3 clusters Score: Raw -942605.847691 + Penalty 3096.597979 = -939509.249711 nChanged 46 SP:Iteration 31Q (2671.146221 sec): 3 clusters Score: Raw -942611.424907 + Penalty 3096.597979 = -939514.826928 nChanged 49 SP:Iteration 32Q (2671.177713 sec): 3 clusters Score: Raw -942618.016000 + Penalty 3096.597979 = -939521.418021 nChanged 44 SP:Iteration 33Q (2671.209564 sec): 3 clusters Score: Raw -942623.574691 + Penalty 3096.597979 = -939526.976712 nChanged 47 SP:Iteration 34Q (2671.241539 sec): 3 clusters Score: Raw -942628.103552 + Penalty 3096.597979 = -939531.505573 nChanged 41 SP:Iteration 35Q (2671.273360 sec): 3 clusters Score: Raw -942632.162718 + Penalty 3096.597979 = -939535.564739 nChanged 30 SP:Iteration 36Q (2671.305157 sec): 3 clusters Score: Raw -942635.327328 + Penalty 3096.597979 = -939538.729349 nChanged 33 SP:Iteration 37Q (2671.336663 sec): 3 clusters Score: Raw -942638.485869 + Penalty 3096.597979 = -939541.887890 nChanged 33 SP:Iteration 38Q (2671.368438 sec): 3 clusters Score: Raw -942641.832237 + Penalty 3096.597979 = -939545.234258 nChanged 41 SP:Iteration 39Q (2671.400051 sec): 3 clusters Score: Raw -942647.433183 + Penalty 3096.597979 = -939550.835203 nChanged 44 SP:Iteration 40F (2671.433005 sec): 3 clusters Score: Raw -942653.183494 + Penalty 3096.597979 = -939556.585515 nChanged 45 SP:Iteration 41Q (2671.464699 sec): 3 clusters Score: Raw -942659.576875 + Penalty 3096.597979 = -939562.978896 nChanged 54 SP:Iteration 42Q (2671.496364 sec): 3 clusters Score: Raw -942668.349900 + Penalty 3096.597979 = -939571.751921 nChanged 42 SP:Iteration 43Q (2671.528138 sec): 3 clusters Score: Raw -942673.335480 + Penalty 3096.597979 = -939576.737501 nChanged 34 SP:Iteration 44Q (2671.559766 sec): 3 clusters Score: Raw -942677.158930 + Penalty 3096.597979 = -939580.560950 nChanged 35 SP:Iteration 45Q (2671.591582 sec): 3 clusters Score: Raw -942681.403883 + Penalty 3096.597979 = -939584.805904 nChanged 38 SP:Iteration 46Q (2671.623162 sec): 3 clusters Score: Raw -942685.784825 + Penalty 3096.597979 = -939589.186846 nChanged 30 SP:Iteration 47Q (2671.654959 sec): 3 clusters Score: Raw -942689.633294 + Penalty 3096.597979 = -939593.035315 nChanged 28 SP:Iteration 48Q (2671.686562 sec): 3 clusters Score: Raw -942692.837852 + Penalty 3096.597979 = -939596.239873 nChanged 21 SP:Iteration 49Q (2671.718130 sec): 3 clusters Score: Raw -942694.810177 + Penalty 3096.597979 = -939598.212197 nChanged 20 SP:Iteration 50Q (2671.750154 sec): 3 clusters Score: Raw -942696.689521 + Penalty 3096.597979 = -939600.091542 nChanged 18 SP:Iteration 51Q (2671.781854 sec): 3 clusters Score: Raw -942698.566510 + Penalty 3096.597979 = -939601.968530 nChanged 16 SP:Iteration 52Q (2671.813617 sec): 3 clusters Score: Raw -942700.193090 + Penalty 3096.597979 = -939603.595110 nChanged 15 SP:Iteration 53Q (2671.845557 sec): 3 clusters Score: Raw -942701.878679 + Penalty 3096.597979 = -939605.280699 nChanged 19 SP:Iteration 54Q (2671.877195 sec): 3 clusters Score: Raw -942704.031474 + Penalty 3096.597979 = -939607.433495 nChanged 21 SP:Iteration 55Q (2671.908842 sec): 3 clusters Score: Raw -942706.542800 + Penalty 3096.597979 = -939609.944820 nChanged 16 SP:Iteration 56Q (2671.940542 sec): 3 clusters Score: Raw -942708.262203 + Penalty 3096.597979 = -939611.664224 nChanged 11 SP:Iteration 57Q (2671.971925 sec): 3 clusters Score: Raw -942709.477501 + Penalty 3096.597979 = -939612.879522 nChanged 21 SP:Iteration 58Q (2672.007045 sec): 3 clusters Score: Raw -942711.901063 + Penalty 3096.597979 = -939615.303083 nChanged 22 SP:Iteration 59Q (2672.038680 sec): 3 clusters Score: Raw -942714.532786 + Penalty 3096.597979 = -939617.934807 nChanged 21 SP:Iteration 60F (2672.071302 sec): 3 clusters Score: Raw -942717.480588 + Penalty 3096.597979 = -939620.882608 nChanged 26 SP:Iteration 61Q (2672.103053 sec): 3 clusters Score: Raw -942720.703070 + Penalty 3096.597979 = -939624.105091 nChanged 31 SP:Iteration 62Q (2672.134806 sec): 3 clusters Score: Raw -942724.395691 + Penalty 3096.597979 = -939627.797712 nChanged 27 SP:Iteration 63Q (2672.166389 sec): 3 clusters Score: Raw -942727.192596 + Penalty 3096.597979 = -939630.594616 nChanged 22 SP:Iteration 64Q (2672.198140 sec): 3 clusters Score: Raw -942729.432200 + Penalty 3096.597979 = -939632.834221 nChanged 17 SP:Iteration 65Q (2672.229821 sec): 3 clusters Score: Raw -942731.221193 + Penalty 3096.597979 = -939634.623213 nChanged 16 SP:Iteration 66Q (2672.261489 sec): 3 clusters Score: Raw -942732.943787 + Penalty 3096.597979 = -939636.345807 nChanged 23 SP:Iteration 67Q (2672.292890 sec): 3 clusters Score: Raw -942735.942618 + Penalty 3096.597979 = -939639.344638 nChanged 27 SP:Iteration 68Q (2672.324688 sec): 3 clusters Score: Raw -942738.721956 + Penalty 3096.597979 = -939642.123977 nChanged 21 SP:Iteration 69Q (2672.356172 sec): 3 clusters Score: Raw -942741.014005 + Penalty 3096.597979 = -939644.416026 nChanged 22 SP:Iteration 70Q (2672.387894 sec): 3 clusters Score: Raw -942743.064513 + Penalty 3096.597979 = -939646.466534 nChanged 22 SP:Iteration 71Q (2672.419377 sec): 3 clusters Score: Raw -942745.637857 + Penalty 3096.597979 = -939649.039877 nChanged 21 SP:Iteration 72Q (2672.450941 sec): 3 clusters Score: Raw -942748.304378 + Penalty 3096.597979 = -939651.706399 nChanged 28 SP:Iteration 73Q (2672.482455 sec): 3 clusters Score: Raw -942751.942257 + Penalty 3096.597979 = -939655.344278 nChanged 39 SP:Iteration 74Q (2672.513847 sec): 3 clusters Score: Raw -942758.238206 + Penalty 3096.597979 = -939661.640226 nChanged 48 SP:Iteration 75Q (2672.545437 sec): 3 clusters Score: Raw -942766.269196 + Penalty 3096.597979 = -939669.671217 nChanged 61 SP:Iteration 76Q (2672.576920 sec): 3 clusters Score: Raw -942776.411649 + Penalty 3096.597979 = -939679.813669 nChanged 58 SP:Iteration 77Q (2672.608584 sec): 3 clusters Score: Raw -942784.654420 + Penalty 3096.597979 = -939688.056440 nChanged 53 SP:Iteration 78Q (2672.639963 sec): 3 clusters Score: Raw -942793.349808 + Penalty 3096.597979 = -939696.751829 nChanged 66 SP:Iteration 79Q (2672.671485 sec): 3 clusters Score: Raw -942803.349737 + Penalty 3096.597979 = -939706.751758 nChanged 60 SP:Iteration 80F (2672.704323 sec): 3 clusters Score: Raw -942812.777875 + Penalty 3096.597979 = -939716.179895 nChanged 69 SP:Iteration 81Q (2672.735745 sec): 3 clusters Score: Raw -942824.487703 + Penalty 3096.597979 = -939727.889723 nChanged 73 SP:Iteration 82Q (2672.767319 sec): 3 clusters Score: Raw -942837.520847 + Penalty 3096.597979 = -939740.922867 nChanged 74 SP:Iteration 83Q (2672.798641 sec): 3 clusters Score: Raw -942850.352502 + Penalty 3096.597979 = -939753.754522 nChanged 81 SP:Iteration 84Q (2672.830181 sec): 3 clusters Score: Raw -942865.652362 + Penalty 3096.597979 = -939769.054383 nChanged 86 SP:Iteration 85Q (2672.861444 sec): 3 clusters Score: Raw -942883.551944 + Penalty 3096.597979 = -939786.953965 nChanged 88 SP:Iteration 86Q (2672.892768 sec): 3 clusters Score: Raw -942902.207355 + Penalty 3096.597979 = -939805.609376 nChanged 102 SP:Iteration 87Q (2672.924099 sec): 3 clusters Score: Raw -942921.675953 + Penalty 3096.597979 = -939825.077973 nChanged 78 SP:Iteration 88Q (2672.955310 sec): 3 clusters Score: Raw -942935.922384 + Penalty 3096.597979 = -939839.324405 nChanged 79 SP:Iteration 89Q (2672.986467 sec): 3 clusters Score: Raw -942951.751393 + Penalty 3096.597979 = -939855.153414 nChanged 89 SP:Iteration 90Q (2673.017465 sec): 3 clusters Score: Raw -942971.017931 + Penalty 3096.597979 = -939874.419951 nChanged 97 SP:Iteration 91Q (2673.048562 sec): 3 clusters Score: Raw -942993.100165 + Penalty 3096.597979 = -939896.502185 nChanged 93 SP:Iteration 92Q (2673.079564 sec): 3 clusters Score: Raw -943014.777096 + Penalty 3096.597979 = -939918.179116 nChanged 87 SP:Iteration 93Q (2673.110439 sec): 3 clusters Score: Raw -943033.429210 + Penalty 3096.597979 = -939936.831231 nChanged 74 SP:Iteration 94Q (2673.141255 sec): 3 clusters Score: Raw -943048.805030 + Penalty 3096.597979 = -939952.207051 nChanged 69 SP:Iteration 95Q (2673.172362 sec): 3 clusters Score: Raw -943061.217685 + Penalty 3096.597979 = -939964.619705 nChanged 59 SP:Iteration 96Q (2673.203093 sec): 3 clusters Score: Raw -943073.297433 + Penalty 3096.597979 = -939976.699453 nChanged 60 SP:Iteration 97Q (2673.234003 sec): 3 clusters Score: Raw -943085.269818 + Penalty 3096.597979 = -939988.671838 nChanged 61 SP:Iteration 98Q (2673.264797 sec): 3 clusters Score: Raw -943096.077209 + Penalty 3096.597979 = -939999.479230 nChanged 57 SP:Iteration 99Q (2673.295530 sec): 3 clusters Score: Raw -943106.353680 + Penalty 3096.597979 = -940009.755701 nChanged 55 SP:Iteration 100F (2673.328168 sec): 3 clusters Score: Raw -943117.895636 + Penalty 3096.597979 = -940021.297656 nChanged 71 SP:Iteration 101Q (2673.358977 sec): 3 clusters Score: Raw -943133.103841 + Penalty 3096.597979 = -940036.505861 nChanged 62 SP:Iteration 102Q (2673.389556 sec): 3 clusters Score: Raw -943145.134117 + Penalty 3096.597979 = -940048.536138 nChanged 54 SP:Iteration 103Q (2673.420111 sec): 3 clusters Score: Raw -943155.357711 + Penalty 3096.597979 = -940058.759731 nChanged 40 SP:Iteration 104Q (2673.450778 sec): 3 clusters Score: Raw -943162.917121 + Penalty 3096.597979 = -940066.319142 nChanged 39 SP:Iteration 105Q (2673.481360 sec): 3 clusters Score: Raw -943170.283058 + Penalty 3096.597979 = -940073.685079 nChanged 52 SP:Iteration 106Q (2673.511726 sec): 3 clusters Score: Raw -943181.426113 + Penalty 3096.597979 = -940084.828133 nChanged 60 SP:Iteration 107Q (2673.542294 sec): 3 clusters Score: Raw -943196.640534 + Penalty 3096.597979 = -940100.042555 nChanged 62 SP:Iteration 108Q (2673.572714 sec): 3 clusters Score: Raw -943209.528449 + Penalty 3096.597979 = -940112.930470 nChanged 49 SP:Iteration 109Q (2673.603239 sec): 3 clusters Score: Raw -943217.297360 + Penalty 3096.597979 = -940120.699380 nChanged 36 SP:Iteration 110Q (2673.633696 sec): 3 clusters Score: Raw -943223.378713 + Penalty 3096.597979 = -940126.780734 nChanged 40 SP:Iteration 111Q (2673.664041 sec): 3 clusters Score: Raw -943230.576916 + Penalty 3096.597979 = -940133.978937 nChanged 47 SP:Iteration 112Q (2673.694367 sec): 3 clusters Score: Raw -943237.810588 + Penalty 3096.597979 = -940141.212609 nChanged 46 SP:Iteration 113Q (2673.724594 sec): 3 clusters Score: Raw -943245.620729 + Penalty 3096.597979 = -940149.022749 nChanged 38 SP:Iteration 114Q (2673.754905 sec): 3 clusters Score: Raw -943251.942162 + Penalty 3096.597979 = -940155.344182 nChanged 36 SP:Iteration 115Q (2673.817615 sec): 3 clusters Score: Raw -943258.942116 + Penalty 3096.597979 = -940162.344136 nChanged 36 SP:Iteration 116Q (2673.847383 sec): 3 clusters Score: Raw -943265.923128 + Penalty 3096.597979 = -940169.325149 nChanged 33 SP:Iteration 117Q (2673.877617 sec): 3 clusters Score: Raw -943272.626218 + Penalty 3096.597979 = -940176.028239 nChanged 35 SP:Iteration 118Q (2673.908188 sec): 3 clusters Score: Raw -943278.932537 + Penalty 3096.597979 = -940182.334557 nChanged 34 SP:Iteration 119Q (2673.939479 sec): 3 clusters Score: Raw -943284.783630 + Penalty 3096.597979 = -940188.185651 nChanged 32 SP:Iteration 120F (2673.972414 sec): 3 clusters Score: Raw -943290.358841 + Penalty 3096.597979 = -940193.760862 nChanged 27 SP:Iteration 121Q (2674.002820 sec): 3 clusters Score: Raw -943294.733673 + Penalty 3096.597979 = -940198.135694 nChanged 23 SP:Iteration 122Q (2674.033326 sec): 3 clusters Score: Raw -943299.689136 + Penalty 3096.597979 = -940203.091156 nChanged 23 SP:Iteration 123Q (2674.063574 sec): 3 clusters Score: Raw -943303.407531 + Penalty 3096.597979 = -940206.809551 nChanged 28 SP:Iteration 124Q (2674.093737 sec): 3 clusters Score: Raw -943308.489891 + Penalty 3096.597979 = -940211.891912 nChanged 35 SP:Iteration 125Q (2674.123847 sec): 3 clusters Score: Raw -943313.434831 + Penalty 3096.597979 = -940216.836852 nChanged 23 SP:Iteration 126Q (2674.153876 sec): 3 clusters Score: Raw -943317.066266 + Penalty 3096.597979 = -940220.468287 nChanged 19 SP:Iteration 127Q (2674.183818 sec): 3 clusters Score: Raw -943320.427229 + Penalty 3096.597979 = -940223.829250 nChanged 24 SP:Iteration 128Q (2674.213823 sec): 3 clusters Score: Raw -943326.104567 + Penalty 3096.597979 = -940229.506588 nChanged 35 SP:Iteration 129Q (2674.243773 sec): 3 clusters Score: Raw -943335.275041 + Penalty 3096.597979 = -940238.677061 nChanged 33 SP:Iteration 130Q (2674.273807 sec): 3 clusters Score: Raw -943343.189062 + Penalty 3096.597979 = -940246.591082 nChanged 40 SP:Iteration 131Q (2674.303764 sec): 3 clusters Score: Raw -943355.840553 + Penalty 3096.597979 = -940259.242574 nChanged 44 SP:Iteration 132Q (2674.333750 sec): 3 clusters Score: Raw -943368.139895 + Penalty 3096.597979 = -940271.541916 nChanged 36 SP:Iteration 133Q (2674.363764 sec): 3 clusters Score: Raw -943377.120458 + Penalty 3096.597979 = -940280.522479 nChanged 37 SP:Iteration 134Q (2674.393814 sec): 3 clusters Score: Raw -943384.800397 + Penalty 3096.597979 = -940288.202417 nChanged 38 SP:Iteration 135Q (2674.423737 sec): 3 clusters Score: Raw -943392.811960 + Penalty 3096.597979 = -940296.213980 nChanged 29 SP:Iteration 136Q (2674.453806 sec): 3 clusters Score: Raw -943399.400034 + Penalty 3096.597979 = -940302.802054 nChanged 37 SP:Iteration 137Q (2674.483695 sec): 3 clusters Score: Raw -943407.810909 + Penalty 3096.597979 = -940311.212930 nChanged 32 SP:Iteration 138Q (2674.513523 sec): 3 clusters Score: Raw -943415.327537 + Penalty 3096.597979 = -940318.729557 nChanged 30 SP:Iteration 139Q (2674.543380 sec): 3 clusters Score: Raw -943421.430304 + Penalty 3096.597979 = -940324.832324 nChanged 26 SP:Iteration 140F (2674.576301 sec): 3 clusters Score: Raw -943426.437321 + Penalty 3096.597979 = -940329.839341 nChanged 24 SP:Iteration 141Q (2674.605910 sec): 3 clusters Score: Raw -943431.118058 + Penalty 3096.597979 = -940334.520078 nChanged 19 SP:Iteration 142Q (2674.635540 sec): 3 clusters Score: Raw -943434.863837 + Penalty 3096.597979 = -940338.265857 nChanged 14 SP:Iteration 143Q (2674.665083 sec): 3 clusters Score: Raw -943437.354014 + Penalty 3096.597979 = -940340.756035 nChanged 15 SP:Iteration 144Q (2674.694933 sec): 3 clusters Score: Raw -943440.606895 + Penalty 3096.597979 = -940344.008915 nChanged 20 SP:Iteration 145Q (2674.724431 sec): 3 clusters Score: Raw -943443.641353 + Penalty 3096.597979 = -940347.043374 nChanged 17 SP:Iteration 146Q (2674.754174 sec): 3 clusters Score: Raw -943446.635228 + Penalty 3096.597979 = -940350.037249 nChanged 18 SP:Iteration 147Q (2674.783709 sec): 3 clusters Score: Raw -943450.255117 + Penalty 3096.597979 = -940353.657138 nChanged 14 SP:Iteration 148Q (2674.813419 sec): 3 clusters Score: Raw -943452.895578 + Penalty 3096.597979 = -940356.297598 nChanged 17 SP:Iteration 149Q (2674.842928 sec): 3 clusters Score: Raw -943456.046814 + Penalty 3096.597979 = -940359.448835 nChanged 20 SP:Iteration 150Q (2674.872599 sec): 3 clusters Score: Raw -943460.005002 + Penalty 3096.597979 = -940363.407022 nChanged 15 SP:Iteration 151Q (2674.901989 sec): 3 clusters Score: Raw -943462.599271 + Penalty 3096.597979 = -940366.001291 nChanged 22 SP:Iteration 152Q (2674.931652 sec): 3 clusters Score: Raw -943466.613357 + Penalty 3096.597979 = -940370.015378 nChanged 30 SP:Iteration 153Q (2674.961112 sec): 3 clusters Score: Raw -943472.867135 + Penalty 3096.597979 = -940376.269156 nChanged 27 SP:Iteration 154Q (2674.990781 sec): 3 clusters Score: Raw -943479.680676 + Penalty 3096.597979 = -940383.082697 nChanged 34 SP:Iteration 155Q (2675.020227 sec): 3 clusters Score: Raw -943488.776536 + Penalty 3096.597979 = -940392.178557 nChanged 28 SP:Iteration 156Q (2675.049791 sec): 3 clusters Score: Raw -943495.165611 + Penalty 3096.597979 = -940398.567632 nChanged 15 SP:Iteration 157Q (2675.079145 sec): 3 clusters Score: Raw -943498.490642 + Penalty 3096.597979 = -940401.892662 nChanged 15 SP:Iteration 158Q (2675.108437 sec): 3 clusters Score: Raw -943502.401840 + Penalty 3096.597979 = -940405.803861 nChanged 17 SP:Iteration 159Q (2675.137647 sec): 3 clusters Score: Raw -943505.971275 + Penalty 3096.597979 = -940409.373296 nChanged 19 SP:Iteration 160F (2675.170513 sec): 3 clusters Score: Raw -943511.191826 + Penalty 3096.597979 = -940414.593846 nChanged 23 SP:Iteration 161Q (2675.199855 sec): 3 clusters Score: Raw -943515.541930 + Penalty 3096.597979 = -940418.943951 nChanged 22 SP:Iteration 162Q (2675.229223 sec): 3 clusters Score: Raw -943521.516198 + Penalty 3096.597979 = -940424.918218 nChanged 26 SP:Iteration 163Q (2675.258493 sec): 3 clusters Score: Raw -943529.196931 + Penalty 3096.597979 = -940432.598952 nChanged 20 SP:Iteration 164Q (2675.288101 sec): 3 clusters Score: Raw -943533.363031 + Penalty 3096.597979 = -940436.765052 nChanged 18 SP:Iteration 165Q (2675.317620 sec): 3 clusters Score: Raw -943537.258522 + Penalty 3096.597979 = -940440.660543 nChanged 22 SP:Iteration 166Q (2675.346803 sec): 3 clusters Score: Raw -943542.178509 + Penalty 3096.597979 = -940445.580530 nChanged 13 SP:Iteration 167Q (2675.376040 sec): 3 clusters Score: Raw -943545.039070 + Penalty 3096.597979 = -940448.441091 nChanged 13 SP:Iteration 168Q (2675.405192 sec): 3 clusters Score: Raw -943547.558715 + Penalty 3096.597979 = -940450.960736 nChanged 9 SP:Iteration 169Q (2675.434537 sec): 3 clusters Score: Raw -943549.640109 + Penalty 3096.597979 = -940453.042129 nChanged 9 SP:Iteration 170Q (2675.463708 sec): 3 clusters Score: Raw -943551.413574 + Penalty 3096.597979 = -940454.815594 nChanged 7 SP:Iteration 171Q (2675.493024 sec): 3 clusters Score: Raw -943552.839325 + Penalty 3096.597979 = -940456.241346 nChanged 3 SP:Iteration 172Q (2675.522137 sec): 3 clusters Score: Raw -943553.834254 + Penalty 3096.597979 = -940457.236274 nChanged 8 SP:Iteration 173Q (2675.551469 sec): 3 clusters Score: Raw -943555.425508 + Penalty 3096.597979 = -940458.827529 nChanged 11 SP:Iteration 174Q (2675.580567 sec): 3 clusters Score: Raw -943557.384014 + Penalty 3096.597979 = -940460.786035 nChanged 8 SP:Iteration 175Q (2675.609945 sec): 3 clusters Score: Raw -943558.979640 + Penalty 3096.597979 = -940462.381661 nChanged 9 SP:Iteration 176Q (2675.639109 sec): 3 clusters Score: Raw -943560.738116 + Penalty 3096.597979 = -940464.140136 nChanged 6 SP:Iteration 177Q (2675.668362 sec): 3 clusters Score: Raw -943561.950327 + Penalty 3096.597979 = -940465.352348 nChanged 11 SP:Iteration 178Q (2675.697591 sec): 3 clusters Score: Raw -943565.478089 + Penalty 3096.597979 = -940468.880109 nChanged 13 SP:Iteration 179Q (2675.726818 sec): 3 clusters Score: Raw -943569.007632 + Penalty 3096.597979 = -940472.409652 nChanged 10 SP:Iteration 180F (2675.759429 sec): 3 clusters Score: Raw -943571.049330 + Penalty 3096.597979 = -940474.451350 nChanged 10 SP:Iteration 181Q (2675.788659 sec): 3 clusters Score: Raw -943573.500626 + Penalty 3096.597979 = -940476.902646 nChanged 4 SP:Iteration 182Q (2675.817909 sec): 3 clusters Score: Raw -943574.913495 + Penalty 3096.597979 = -940478.315515 nChanged 8 SP:Iteration 183Q (2675.847284 sec): 3 clusters Score: Raw -943577.649139 + Penalty 3096.597979 = -940481.051159 nChanged 16 SP:Iteration 184Q (2675.876331 sec): 3 clusters Score: Raw -943581.149549 + Penalty 3096.597979 = -940484.551570 nChanged 8 SP:Iteration 185Q (2675.905572 sec): 3 clusters Score: Raw -943582.737480 + Penalty 3096.597979 = -940486.139500 nChanged 5 SP:Iteration 186Q (2675.934636 sec): 3 clusters Score: Raw -943583.470397 + Penalty 3096.597979 = -940486.872417 nChanged 3 SP:Iteration 187Q (2675.963848 sec): 3 clusters Score: Raw -943583.808659 + Penalty 3096.597979 = -940487.210680 nChanged 3 SP:Iteration 188Q (2675.993014 sec): 3 clusters Score: Raw -943585.026642 + Penalty 3096.597979 = -940488.428663 nChanged 8 SP:Iteration 189Q (2676.026024 sec): 3 clusters Score: Raw -943587.056634 + Penalty 3096.597979 = -940490.458655 nChanged 7 SP:Iteration 190Q (2676.055056 sec): 3 clusters Score: Raw -943588.043063 + Penalty 3096.597979 = -940491.445084 nChanged 4 SP:Iteration 191Q (2676.084360 sec): 3 clusters Score: Raw -943588.886551 + Penalty 3096.597979 = -940492.288572 nChanged 4 SP:Iteration 192Q (2676.113426 sec): 3 clusters Score: Raw -943590.331437 + Penalty 3096.597979 = -940493.733457 nChanged 6 SP:Iteration 193Q (2676.142576 sec): 3 clusters Score: Raw -943592.090330 + Penalty 3096.597979 = -940495.492351 nChanged 8 SP:Iteration 194Q (2676.171566 sec): 3 clusters Score: Raw -943594.044208 + Penalty 3096.597979 = -940497.446228 nChanged 5 SP:Iteration 195Q (2676.200813 sec): 3 clusters Score: Raw -943594.895343 + Penalty 3096.597979 = -940498.297364 nChanged 4 SP:Iteration 196Q (2676.229974 sec): 3 clusters Score: Raw -943595.428382 + Penalty 3096.597979 = -940498.830402 nChanged 2 SP:Iteration 197Q (2676.259258 sec): 3 clusters Score: Raw -943595.637227 + Penalty 3096.597979 = -940499.039247 nChanged 0 SP:Iteration 198F (2676.291828 sec): 3 clusters Score: Raw -943595.637227 + Penalty 3096.597979 = -940499.039247 nChanged 0 Trying to split cluster 5 (4659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2676.309584 sec): 2 clusters Score: Raw -281691.133756 + Penalty 1372.565368 = -280318.568388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2676.330447 sec): 3 clusters Score: Raw -279293.339537 + Penalty 2745.130736 = -276548.208801 nChanged 1896 SP:Iteration 1F (2676.350920 sec): 3 clusters Score: Raw -280493.311306 + Penalty 2745.130736 = -277748.180569 nChanged 368 SP:Iteration 2F (2676.370912 sec): 3 clusters Score: Raw -280740.256508 + Penalty 2745.130736 = -277995.125771 nChanged 289 SP:Iteration 3F (2676.391158 sec): 3 clusters Score: Raw -280921.215697 + Penalty 2745.130736 = -278176.084960 nChanged 210 SP:Iteration 4Q (2676.411408 sec): 3 clusters Score: Raw -281057.504039 + Penalty 2745.130736 = -278312.373302 nChanged 201 SP:Iteration 5Q (2676.431775 sec): 3 clusters Score: Raw -281198.862632 + Penalty 2745.130736 = -278453.731896 nChanged 187 SP:Iteration 6Q (2676.452086 sec): 3 clusters Score: Raw -281320.250474 + Penalty 2745.130736 = -278575.119737 nChanged 174 SP:Iteration 7Q (2676.472238 sec): 3 clusters Score: Raw -281425.162817 + Penalty 2745.130736 = -278680.032081 nChanged 162 SP:Iteration 8Q (2676.492490 sec): 3 clusters Score: Raw -281514.137491 + Penalty 2745.130736 = -278769.006754 nChanged 134 SP:Iteration 9Q (2676.512721 sec): 3 clusters Score: Raw -281584.819335 + Penalty 2745.130736 = -278839.688599 nChanged 99 SP:Iteration 10Q (2676.532808 sec): 3 clusters Score: Raw -281629.664932 + Penalty 2745.130736 = -278884.534196 nChanged 74 SP:Iteration 11Q (2676.552861 sec): 3 clusters Score: Raw -281656.217324 + Penalty 2745.130736 = -278911.086588 nChanged 62 SP:Iteration 12Q (2676.573093 sec): 3 clusters Score: Raw -281679.949859 + Penalty 2745.130736 = -278934.819123 nChanged 56 SP:Iteration 13Q (2676.593253 sec): 3 clusters Score: Raw -281700.941282 + Penalty 2745.130736 = -278955.810546 nChanged 45 SP:Iteration 14Q (2676.613213 sec): 3 clusters Score: Raw -281727.981772 + Penalty 2745.130736 = -278982.851035 nChanged 54 SP:Iteration 15Q (2676.633472 sec): 3 clusters Score: Raw -281748.727733 + Penalty 2745.130736 = -279003.596996 nChanged 51 SP:Iteration 16Q (2676.653497 sec): 3 clusters Score: Raw -281765.474468 + Penalty 2745.130736 = -279020.343731 nChanged 31 SP:Iteration 17Q (2676.673578 sec): 3 clusters Score: Raw -281776.582716 + Penalty 2745.130736 = -279031.451979 nChanged 32 SP:Iteration 18Q (2676.693625 sec): 3 clusters Score: Raw -281786.382238 + Penalty 2745.130736 = -279041.251502 nChanged 23 SP:Iteration 19Q (2676.713651 sec): 3 clusters Score: Raw -281792.146195 + Penalty 2745.130736 = -279047.015459 nChanged 23 SP:Iteration 20F (2676.733637 sec): 3 clusters Score: Raw -281798.565853 + Penalty 2745.130736 = -279053.435116 nChanged 20 SP:Iteration 21Q (2676.753657 sec): 3 clusters Score: Raw -281804.359189 + Penalty 2745.130736 = -279059.228453 nChanged 17 SP:Iteration 22Q (2676.773755 sec): 3 clusters Score: Raw -281809.558321 + Penalty 2745.130736 = -279064.427585 nChanged 19 SP:Iteration 23Q (2676.793786 sec): 3 clusters Score: Raw -281815.206835 + Penalty 2745.130736 = -279070.076098 nChanged 20 SP:Iteration 24Q (2676.813751 sec): 3 clusters Score: Raw -281821.447729 + Penalty 2745.130736 = -279076.316993 nChanged 20 SP:Iteration 25Q (2676.833648 sec): 3 clusters Score: Raw -281826.501605 + Penalty 2745.130736 = -279081.370869 nChanged 13 SP:Iteration 26Q (2676.853796 sec): 3 clusters Score: Raw -281830.225508 + Penalty 2745.130736 = -279085.094772 nChanged 17 SP:Iteration 27Q (2676.873646 sec): 3 clusters Score: Raw -281836.061324 + Penalty 2745.130736 = -279090.930588 nChanged 12 SP:Iteration 28Q (2676.893644 sec): 3 clusters Score: Raw -281839.169633 + Penalty 2745.130736 = -279094.038897 nChanged 14 SP:Iteration 29Q (2676.913455 sec): 3 clusters Score: Raw -281842.356392 + Penalty 2745.130736 = -279097.225655 nChanged 11 SP:Iteration 30Q (2676.933480 sec): 3 clusters Score: Raw -281845.430976 + Penalty 2745.130736 = -279100.300239 nChanged 12 SP:Iteration 31Q (2676.953542 sec): 3 clusters Score: Raw -281848.865571 + Penalty 2745.130736 = -279103.734835 nChanged 14 SP:Iteration 32Q (2676.973463 sec): 3 clusters Score: Raw -281854.014930 + Penalty 2745.130736 = -279108.884193 nChanged 18 SP:Iteration 33Q (2676.993438 sec): 3 clusters Score: Raw -281858.517541 + Penalty 2745.130736 = -279113.386804 nChanged 18 SP:Iteration 34Q (2677.013153 sec): 3 clusters Score: Raw -281864.186975 + Penalty 2745.130736 = -279119.056239 nChanged 17 SP:Iteration 35Q (2677.033160 sec): 3 clusters Score: Raw -281869.156745 + Penalty 2745.130736 = -279124.026008 nChanged 16 SP:Iteration 36Q (2677.053193 sec): 3 clusters Score: Raw -281873.934553 + Penalty 2745.130736 = -279128.803816 nChanged 11 SP:Iteration 37Q (2677.073096 sec): 3 clusters Score: Raw -281876.828574 + Penalty 2745.130736 = -279131.697838 nChanged 20 SP:Iteration 38Q (2677.093002 sec): 3 clusters Score: Raw -281884.302412 + Penalty 2745.130736 = -279139.171675 nChanged 19 SP:Iteration 39Q (2677.113053 sec): 3 clusters Score: Raw -281890.452410 + Penalty 2745.130736 = -279145.321674 nChanged 23 SP:Iteration 40F (2677.133336 sec): 3 clusters Score: Raw -281897.210393 + Penalty 2745.130736 = -279152.079656 nChanged 21 SP:Iteration 41Q (2677.153156 sec): 3 clusters Score: Raw -281903.947590 + Penalty 2745.130736 = -279158.816854 nChanged 21 SP:Iteration 42Q (2677.173190 sec): 3 clusters Score: Raw -281911.646888 + Penalty 2745.130736 = -279166.516151 nChanged 14 SP:Iteration 43Q (2677.192928 sec): 3 clusters Score: Raw -281915.145423 + Penalty 2745.130736 = -279170.014686 nChanged 14 SP:Iteration 44Q (2677.212842 sec): 3 clusters Score: Raw -281919.027502 + Penalty 2745.130736 = -279173.896765 nChanged 10 SP:Iteration 45Q (2677.232528 sec): 3 clusters Score: Raw -281922.254692 + Penalty 2745.130736 = -279177.123956 nChanged 10 SP:Iteration 46Q (2677.252419 sec): 3 clusters Score: Raw -281925.805026 + Penalty 2745.130736 = -279180.674290 nChanged 16 SP:Iteration 47Q (2677.272403 sec): 3 clusters Score: Raw -281930.732409 + Penalty 2745.130736 = -279185.601673 nChanged 15 SP:Iteration 48Q (2677.292341 sec): 3 clusters Score: Raw -281935.998376 + Penalty 2745.130736 = -279190.867640 nChanged 19 SP:Iteration 49Q (2677.312001 sec): 3 clusters Score: Raw -281943.104043 + Penalty 2745.130736 = -279197.973307 nChanged 19 SP:Iteration 50Q (2677.331960 sec): 3 clusters Score: Raw -281950.806234 + Penalty 2745.130736 = -279205.675497 nChanged 26 SP:Iteration 51Q (2677.351665 sec): 3 clusters Score: Raw -281961.220733 + Penalty 2745.130736 = -279216.089997 nChanged 20 SP:Iteration 52Q (2677.371189 sec): 3 clusters Score: Raw -281967.398889 + Penalty 2745.130736 = -279222.268152 nChanged 18 SP:Iteration 53Q (2677.391206 sec): 3 clusters Score: Raw -281973.020981 + Penalty 2745.130736 = -279227.890244 nChanged 20 SP:Iteration 54Q (2677.410848 sec): 3 clusters Score: Raw -281978.302257 + Penalty 2745.130736 = -279233.171521 nChanged 18 SP:Iteration 55Q (2677.430376 sec): 3 clusters Score: Raw -281984.100066 + Penalty 2745.130736 = -279238.969330 nChanged 19 SP:Iteration 56Q (2677.450156 sec): 3 clusters Score: Raw -281990.170898 + Penalty 2745.130736 = -279245.040162 nChanged 21 SP:Iteration 57Q (2677.470134 sec): 3 clusters Score: Raw -281994.930889 + Penalty 2745.130736 = -279249.800153 nChanged 13 SP:Iteration 58Q (2677.490116 sec): 3 clusters Score: Raw -281997.916393 + Penalty 2745.130736 = -279252.785656 nChanged 12 SP:Iteration 59Q (2677.509968 sec): 3 clusters Score: Raw -282001.690402 + Penalty 2745.130736 = -279256.559666 nChanged 14 SP:Iteration 60F (2677.530312 sec): 3 clusters Score: Raw -282005.554643 + Penalty 2745.130736 = -279260.423907 nChanged 13 SP:Iteration 61Q (2677.550097 sec): 3 clusters Score: Raw -282010.227448 + Penalty 2745.130736 = -279265.096711 nChanged 15 SP:Iteration 62Q (2677.569942 sec): 3 clusters Score: Raw -282014.103428 + Penalty 2745.130736 = -279268.972692 nChanged 17 SP:Iteration 63Q (2677.589913 sec): 3 clusters Score: Raw -282017.513834 + Penalty 2745.130736 = -279272.383097 nChanged 18 SP:Iteration 64Q (2677.609589 sec): 3 clusters Score: Raw -282022.286186 + Penalty 2745.130736 = -279277.155450 nChanged 16 SP:Iteration 65Q (2677.629373 sec): 3 clusters Score: Raw -282026.184259 + Penalty 2745.130736 = -279281.053522 nChanged 18 SP:Iteration 66Q (2677.649350 sec): 3 clusters Score: Raw -282030.540791 + Penalty 2745.130736 = -279285.410054 nChanged 17 SP:Iteration 67Q (2677.669286 sec): 3 clusters Score: Raw -282035.462635 + Penalty 2745.130736 = -279290.331898 nChanged 17 SP:Iteration 68Q (2677.689067 sec): 3 clusters Score: Raw -282040.502130 + Penalty 2745.130736 = -279295.371394 nChanged 18 SP:Iteration 69Q (2677.709070 sec): 3 clusters Score: Raw -282045.118288 + Penalty 2745.130736 = -279299.987552 nChanged 13 SP:Iteration 70Q (2677.728880 sec): 3 clusters Score: Raw -282048.970303 + Penalty 2745.130736 = -279303.839566 nChanged 15 SP:Iteration 71Q (2677.748601 sec): 3 clusters Score: Raw -282053.668230 + Penalty 2745.130736 = -279308.537494 nChanged 17 SP:Iteration 72Q (2677.768429 sec): 3 clusters Score: Raw -282060.390628 + Penalty 2745.130736 = -279315.259891 nChanged 22 SP:Iteration 73Q (2677.788084 sec): 3 clusters Score: Raw -282068.243633 + Penalty 2745.130736 = -279323.112897 nChanged 26 SP:Iteration 74Q (2677.807821 sec): 3 clusters Score: Raw -282077.259075 + Penalty 2745.130736 = -279332.128339 nChanged 30 SP:Iteration 75Q (2677.827606 sec): 3 clusters Score: Raw -282090.555474 + Penalty 2745.130736 = -279345.424737 nChanged 37 SP:Iteration 76Q (2677.847218 sec): 3 clusters Score: Raw -282106.130376 + Penalty 2745.130736 = -279360.999640 nChanged 43 SP:Iteration 77Q (2677.866946 sec): 3 clusters Score: Raw -282122.296247 + Penalty 2745.130736 = -279377.165511 nChanged 38 SP:Iteration 78Q (2677.886730 sec): 3 clusters Score: Raw -282134.839682 + Penalty 2745.130736 = -279389.708946 nChanged 22 SP:Iteration 79Q (2677.906578 sec): 3 clusters Score: Raw -282141.266817 + Penalty 2745.130736 = -279396.136080 nChanged 20 SP:Iteration 80F (2677.926846 sec): 3 clusters Score: Raw -282146.828962 + Penalty 2745.130736 = -279401.698225 nChanged 20 SP:Iteration 81Q (2677.946629 sec): 3 clusters Score: Raw -282152.234646 + Penalty 2745.130736 = -279407.103910 nChanged 23 SP:Iteration 82Q (2677.966514 sec): 3 clusters Score: Raw -282158.185703 + Penalty 2745.130736 = -279413.054967 nChanged 18 SP:Iteration 83Q (2677.986302 sec): 3 clusters Score: Raw -282162.405904 + Penalty 2745.130736 = -279417.275168 nChanged 14 SP:Iteration 84Q (2678.006001 sec): 3 clusters Score: Raw -282166.957861 + Penalty 2745.130736 = -279421.827124 nChanged 12 SP:Iteration 85Q (2678.025746 sec): 3 clusters Score: Raw -282169.534958 + Penalty 2745.130736 = -279424.404222 nChanged 17 SP:Iteration 86Q (2678.045535 sec): 3 clusters Score: Raw -282172.844707 + Penalty 2745.130736 = -279427.713970 nChanged 16 SP:Iteration 87Q (2678.065156 sec): 3 clusters Score: Raw -282177.323036 + Penalty 2745.130736 = -279432.192300 nChanged 15 SP:Iteration 88Q (2678.084962 sec): 3 clusters Score: Raw -282181.889753 + Penalty 2745.130736 = -279436.759016 nChanged 23 SP:Iteration 89Q (2678.104575 sec): 3 clusters Score: Raw -282188.480940 + Penalty 2745.130736 = -279443.350203 nChanged 18 SP:Iteration 90Q (2678.124523 sec): 3 clusters Score: Raw -282194.463922 + Penalty 2745.130736 = -279449.333185 nChanged 16 SP:Iteration 91Q (2678.144155 sec): 3 clusters Score: Raw -282200.231701 + Penalty 2745.130736 = -279455.100965 nChanged 20 SP:Iteration 92Q (2678.163933 sec): 3 clusters Score: Raw -282208.054100 + Penalty 2745.130736 = -279462.923364 nChanged 21 SP:Iteration 93Q (2678.183725 sec): 3 clusters Score: Raw -282215.519957 + Penalty 2745.130736 = -279470.389221 nChanged 20 SP:Iteration 94Q (2678.203319 sec): 3 clusters Score: Raw -282222.422484 + Penalty 2745.130736 = -279477.291748 nChanged 21 SP:Iteration 95Q (2678.223084 sec): 3 clusters Score: Raw -282228.650386 + Penalty 2745.130736 = -279483.519650 nChanged 21 SP:Iteration 96Q (2678.242895 sec): 3 clusters Score: Raw -282234.780211 + Penalty 2745.130736 = -279489.649474 nChanged 23 SP:Iteration 97Q (2678.262683 sec): 3 clusters Score: Raw -282242.710193 + Penalty 2745.130736 = -279497.579456 nChanged 18 SP:Iteration 98Q (2678.298061 sec): 3 clusters Score: Raw -282248.397433 + Penalty 2745.130736 = -279503.266697 nChanged 20 SP:Iteration 99Q (2678.317486 sec): 3 clusters Score: Raw -282253.272440 + Penalty 2745.130736 = -279508.141703 nChanged 14 SP:Iteration 100F (2678.337652 sec): 3 clusters Score: Raw -282258.943573 + Penalty 2745.130736 = -279513.812837 nChanged 17 SP:Iteration 101Q (2678.357495 sec): 3 clusters Score: Raw -282265.118510 + Penalty 2745.130736 = -279519.987773 nChanged 22 SP:Iteration 102Q (2678.377325 sec): 3 clusters Score: Raw -282270.921137 + Penalty 2745.130736 = -279525.790401 nChanged 12 SP:Iteration 103Q (2678.397089 sec): 3 clusters Score: Raw -282273.396957 + Penalty 2745.130736 = -279528.266220 nChanged 7 SP:Iteration 104Q (2678.416637 sec): 3 clusters Score: Raw -282275.262374 + Penalty 2745.130736 = -279530.131638 nChanged 7 SP:Iteration 105Q (2678.436175 sec): 3 clusters Score: Raw -282277.015069 + Penalty 2745.130736 = -279531.884333 nChanged 9 SP:Iteration 106Q (2678.455827 sec): 3 clusters Score: Raw -282279.132066 + Penalty 2745.130736 = -279534.001330 nChanged 6 SP:Iteration 107Q (2678.475732 sec): 3 clusters Score: Raw -282280.586464 + Penalty 2745.130736 = -279535.455728 nChanged 8 SP:Iteration 108Q (2678.495435 sec): 3 clusters Score: Raw -282283.173148 + Penalty 2745.130736 = -279538.042412 nChanged 11 SP:Iteration 109Q (2678.515011 sec): 3 clusters Score: Raw -282285.095610 + Penalty 2745.130736 = -279539.964874 nChanged 10 SP:Iteration 110Q (2678.534889 sec): 3 clusters Score: Raw -282287.095801 + Penalty 2745.130736 = -279541.965065 nChanged 6 SP:Iteration 111Q (2678.554706 sec): 3 clusters Score: Raw -282288.855930 + Penalty 2745.130736 = -279543.725194 nChanged 4 SP:Iteration 112Q (2678.574288 sec): 3 clusters Score: Raw -282289.727492 + Penalty 2745.130736 = -279544.596756 nChanged 3 SP:Iteration 113Q (2678.593999 sec): 3 clusters Score: Raw -282290.501766 + Penalty 2745.130736 = -279545.371030 nChanged 3 SP:Iteration 114Q (2678.613664 sec): 3 clusters Score: Raw -282291.321757 + Penalty 2745.130736 = -279546.191020 nChanged 3 SP:Iteration 115Q (2678.633360 sec): 3 clusters Score: Raw -282291.804321 + Penalty 2745.130736 = -279546.673585 nChanged 3 SP:Iteration 116Q (2678.653071 sec): 3 clusters Score: Raw -282292.236468 + Penalty 2745.130736 = -279547.105731 nChanged 3 SP:Iteration 117Q (2678.672559 sec): 3 clusters Score: Raw -282292.789424 + Penalty 2745.130736 = -279547.658687 nChanged 2 SP:Iteration 118Q (2678.692052 sec): 3 clusters Score: Raw -282293.105386 + Penalty 2745.130736 = -279547.974650 nChanged 3 SP:Iteration 119Q (2678.711774 sec): 3 clusters Score: Raw -282293.585336 + Penalty 2745.130736 = -279548.454600 nChanged 1 SP:Iteration 120F (2678.731897 sec): 3 clusters Score: Raw -282293.771032 + Penalty 2745.130736 = -279548.640295 nChanged 1 SP:Iteration 121Q (2678.751525 sec): 3 clusters Score: Raw -282293.871165 + Penalty 2745.130736 = -279548.740428 nChanged 0 SP:Iteration 122F (2678.771979 sec): 3 clusters Score: Raw -282293.871165 + Penalty 2745.130736 = -279548.740428 nChanged 0 Trying to split cluster 6 (38934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2678.835284 sec): 2 clusters Score: Raw -2633138.789806 + Penalty 1717.563767 = -2631421.226039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2678.908931 sec): 3 clusters Score: Raw -2608869.034165 + Penalty 3435.127535 = -2605433.906630 nChanged 18122 SP:Iteration 1F (2678.976981 sec): 3 clusters Score: Raw -2619164.806154 + Penalty 3435.127535 = -2615729.678619 nChanged 1732 SP:Iteration 2Q (2679.049034 sec): 3 clusters Score: Raw -2619797.935744 + Penalty 3435.127535 = -2616362.808210 nChanged 1813 SP:Iteration 3Q (2679.120133 sec): 3 clusters Score: Raw -2620585.586098 + Penalty 3435.127535 = -2617150.458563 nChanged 1961 SP:Iteration 4F (2679.187067 sec): 3 clusters Score: Raw -2621652.418698 + Penalty 3435.127535 = -2618217.291164 nChanged 2202 SP:Iteration 5F (2679.255186 sec): 3 clusters Score: Raw -2623007.214719 + Penalty 3435.127535 = -2619572.087184 nChanged 2296 SP:Iteration 6F (2679.322955 sec): 3 clusters Score: Raw -2624525.687442 + Penalty 3435.127535 = -2621090.559908 nChanged 2280 SP:Iteration 7F (2679.391003 sec): 3 clusters Score: Raw -2626124.777513 + Penalty 3435.127535 = -2622689.649978 nChanged 2110 SP:Iteration 8F (2679.458935 sec): 3 clusters Score: Raw -2627595.478893 + Penalty 3435.127535 = -2624160.351358 nChanged 1791 SP:Iteration 9Q (2679.528219 sec): 3 clusters Score: Raw -2628827.298156 + Penalty 3435.127535 = -2625392.170621 nChanged 1475 SP:Iteration 10Q (2679.594844 sec): 3 clusters Score: Raw -2629797.437502 + Penalty 3435.127535 = -2626362.309967 nChanged 1132 SP:Iteration 11Q (2679.659803 sec): 3 clusters Score: Raw -2630488.448101 + Penalty 3435.127535 = -2627053.320566 nChanged 885 SP:Iteration 12Q (2679.723332 sec): 3 clusters Score: Raw -2631016.444070 + Penalty 3435.127535 = -2627581.316536 nChanged 774 SP:Iteration 13Q (2679.785855 sec): 3 clusters Score: Raw -2631470.278190 + Penalty 3435.127535 = -2628035.150655 nChanged 638 SP:Iteration 14Q (2679.847491 sec): 3 clusters Score: Raw -2631849.896059 + Penalty 3435.127535 = -2628414.768524 nChanged 527 SP:Iteration 15Q (2679.908464 sec): 3 clusters Score: Raw -2632142.934898 + Penalty 3435.127535 = -2628707.807363 nChanged 427 SP:Iteration 16Q (2679.968885 sec): 3 clusters Score: Raw -2632368.444795 + Penalty 3435.127535 = -2628933.317260 nChanged 341 SP:Iteration 17Q (2680.028721 sec): 3 clusters Score: Raw -2632536.376533 + Penalty 3435.127535 = -2629101.248998 nChanged 322 SP:Iteration 18Q (2680.088117 sec): 3 clusters Score: Raw -2632687.248908 + Penalty 3435.127535 = -2629252.121374 nChanged 278 SP:Iteration 19Q (2680.147119 sec): 3 clusters Score: Raw -2632809.989649 + Penalty 3435.127535 = -2629374.862114 nChanged 238 SP:Iteration 20F (2680.213874 sec): 3 clusters Score: Raw -2632908.066800 + Penalty 3435.127535 = -2629472.939266 nChanged 186 SP:Iteration 21Q (2680.273608 sec): 3 clusters Score: Raw -2632981.075198 + Penalty 3435.127535 = -2629545.947663 nChanged 178 SP:Iteration 22Q (2680.331663 sec): 3 clusters Score: Raw -2633046.795436 + Penalty 3435.127535 = -2629611.667901 nChanged 137 SP:Iteration 23Q (2680.389444 sec): 3 clusters Score: Raw -2633093.534998 + Penalty 3435.127535 = -2629658.407463 nChanged 110 SP:Iteration 24Q (2680.447089 sec): 3 clusters Score: Raw -2633135.508855 + Penalty 3435.127535 = -2629700.381321 nChanged 110 SP:Iteration 25Q (2680.504461 sec): 3 clusters Score: Raw -2633179.188424 + Penalty 3435.127535 = -2629744.060889 nChanged 109 SP:Iteration 26Q (2680.561791 sec): 3 clusters Score: Raw -2633219.657829 + Penalty 3435.127535 = -2629784.530294 nChanged 101 SP:Iteration 27Q (2680.618768 sec): 3 clusters Score: Raw -2633255.556433 + Penalty 3435.127535 = -2629820.428898 nChanged 89 SP:Iteration 28Q (2680.675700 sec): 3 clusters Score: Raw -2633285.808248 + Penalty 3435.127535 = -2629850.680714 nChanged 74 SP:Iteration 29Q (2680.732511 sec): 3 clusters Score: Raw -2633311.875642 + Penalty 3435.127535 = -2629876.748107 nChanged 68 SP:Iteration 30Q (2680.804441 sec): 3 clusters Score: Raw -2633334.496713 + Penalty 3435.127535 = -2629899.369178 nChanged 46 SP:Iteration 31Q (2680.859411 sec): 3 clusters Score: Raw -2633347.048234 + Penalty 3435.127535 = -2629911.920699 nChanged 37 SP:Iteration 32Q (2680.927152 sec): 3 clusters Score: Raw -2633359.359873 + Penalty 3435.127535 = -2629924.232338 nChanged 37 SP:Iteration 33Q (2680.983640 sec): 3 clusters Score: Raw -2633372.057545 + Penalty 3435.127535 = -2629936.930011 nChanged 34 SP:Iteration 34Q (2681.065188 sec): 3 clusters Score: Raw -2633385.433365 + Penalty 3435.127535 = -2629950.305830 nChanged 30 SP:Iteration 35Q (2681.118266 sec): 3 clusters Score: Raw -2633395.097711 + Penalty 3435.127535 = -2629959.970176 nChanged 30 SP:Iteration 36Q (2681.174177 sec): 3 clusters Score: Raw -2633403.023101 + Penalty 3435.127535 = -2629967.895566 nChanged 29 SP:Iteration 37Q (2681.229941 sec): 3 clusters Score: Raw -2633412.286568 + Penalty 3435.127535 = -2629977.159033 nChanged 22 SP:Iteration 38Q (2681.285889 sec): 3 clusters Score: Raw -2633419.591009 + Penalty 3435.127535 = -2629984.463474 nChanged 23 SP:Iteration 39Q (2681.341635 sec): 3 clusters Score: Raw -2633426.224987 + Penalty 3435.127535 = -2629991.097452 nChanged 23 SP:Iteration 40F (2681.407951 sec): 3 clusters Score: Raw -2633432.295714 + Penalty 3435.127535 = -2629997.168179 nChanged 20 SP:Iteration 41Q (2681.465057 sec): 3 clusters Score: Raw -2633437.897151 + Penalty 3435.127535 = -2630002.769617 nChanged 24 SP:Iteration 42Q (2681.520754 sec): 3 clusters Score: Raw -2633446.417220 + Penalty 3435.127535 = -2630011.289685 nChanged 29 SP:Iteration 43Q (2681.576399 sec): 3 clusters Score: Raw -2633455.778125 + Penalty 3435.127535 = -2630020.650590 nChanged 17 SP:Iteration 44Q (2681.632050 sec): 3 clusters Score: Raw -2633461.662878 + Penalty 3435.127535 = -2630026.535344 nChanged 18 SP:Iteration 45Q (2681.687735 sec): 3 clusters Score: Raw -2633466.468753 + Penalty 3435.127535 = -2630031.341218 nChanged 16 SP:Iteration 46Q (2681.743310 sec): 3 clusters Score: Raw -2633471.332955 + Penalty 3435.127535 = -2630036.205420 nChanged 13 SP:Iteration 47Q (2681.798921 sec): 3 clusters Score: Raw -2633475.067598 + Penalty 3435.127535 = -2630039.940063 nChanged 10 SP:Iteration 48Q (2681.854485 sec): 3 clusters Score: Raw -2633477.647379 + Penalty 3435.127535 = -2630042.519844 nChanged 5 SP:Iteration 49Q (2681.909993 sec): 3 clusters Score: Raw -2633479.397995 + Penalty 3435.127535 = -2630044.270460 nChanged 5 SP:Iteration 50Q (2681.965410 sec): 3 clusters Score: Raw -2633480.832279 + Penalty 3435.127535 = -2630045.704744 nChanged 4 SP:Iteration 51Q (2682.020758 sec): 3 clusters Score: Raw -2633482.003108 + Penalty 3435.127535 = -2630046.875574 nChanged 2 SP:Iteration 52Q (2682.076190 sec): 3 clusters Score: Raw -2633482.455144 + Penalty 3435.127535 = -2630047.327609 nChanged 3 SP:Iteration 53Q (2682.131727 sec): 3 clusters Score: Raw -2633483.343095 + Penalty 3435.127535 = -2630048.215561 nChanged 5 SP:Iteration 54Q (2682.187278 sec): 3 clusters Score: Raw -2633484.452159 + Penalty 3435.127535 = -2630049.324624 nChanged 2 SP:Iteration 55Q (2682.242763 sec): 3 clusters Score: Raw -2633484.859258 + Penalty 3435.127535 = -2630049.731723 nChanged 2 SP:Iteration 56Q (2682.298374 sec): 3 clusters Score: Raw -2633485.439354 + Penalty 3435.127535 = -2630050.311819 nChanged 0 SP:Iteration 57F (2682.364250 sec): 3 clusters Score: Raw -2633485.439354 + Penalty 3435.127535 = -2630050.311819 nChanged 0 Trying to split cluster 7 (3929 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2682.376274 sec): 2 clusters Score: Raw -256300.899241 + Penalty 1344.872786 = -254956.026455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2682.395965 sec): 3 clusters Score: Raw -254364.991803 + Penalty 2689.745571 = -251675.246231 nChanged 1535 SP:Iteration 1F (2682.414906 sec): 3 clusters Score: Raw -255247.264342 + Penalty 2689.745571 = -252557.518771 nChanged 284 SP:Iteration 2F (2682.433777 sec): 3 clusters Score: Raw -255403.563086 + Penalty 2689.745571 = -252713.817514 nChanged 186 SP:Iteration 3Q (2682.452729 sec): 3 clusters Score: Raw -255505.413233 + Penalty 2689.745571 = -252815.667661 nChanged 149 SP:Iteration 4Q (2682.471596 sec): 3 clusters Score: Raw -255583.766595 + Penalty 2689.745571 = -252894.021024 nChanged 132 SP:Iteration 5Q (2682.490278 sec): 3 clusters Score: Raw -255648.383832 + Penalty 2689.745571 = -252958.638260 nChanged 118 SP:Iteration 6Q (2682.509188 sec): 3 clusters Score: Raw -255707.899141 + Penalty 2689.745571 = -253018.153569 nChanged 104 SP:Iteration 7Q (2682.528053 sec): 3 clusters Score: Raw -255767.282067 + Penalty 2689.745571 = -253077.536496 nChanged 91 SP:Iteration 8Q (2682.546957 sec): 3 clusters Score: Raw -255804.277213 + Penalty 2689.745571 = -253114.531642 nChanged 69 SP:Iteration 9Q (2682.565658 sec): 3 clusters Score: Raw -255829.827072 + Penalty 2689.745571 = -253140.081501 nChanged 53 SP:Iteration 10Q (2682.584459 sec): 3 clusters Score: Raw -255850.485903 + Penalty 2689.745571 = -253160.740332 nChanged 58 SP:Iteration 11Q (2682.603283 sec): 3 clusters Score: Raw -255872.416551 + Penalty 2689.745571 = -253182.670979 nChanged 53 SP:Iteration 12Q (2682.622076 sec): 3 clusters Score: Raw -255892.501097 + Penalty 2689.745571 = -253202.755525 nChanged 49 SP:Iteration 13Q (2682.640867 sec): 3 clusters Score: Raw -255912.103369 + Penalty 2689.745571 = -253222.357798 nChanged 63 SP:Iteration 14Q (2682.659669 sec): 3 clusters Score: Raw -255940.331017 + Penalty 2689.745571 = -253250.585446 nChanged 59 SP:Iteration 15Q (2682.678268 sec): 3 clusters Score: Raw -255963.337561 + Penalty 2689.745571 = -253273.591990 nChanged 51 SP:Iteration 16Q (2682.697098 sec): 3 clusters Score: Raw -255982.657265 + Penalty 2689.745571 = -253292.911693 nChanged 45 SP:Iteration 17Q (2682.715900 sec): 3 clusters Score: Raw -256000.303183 + Penalty 2689.745571 = -253310.557612 nChanged 41 SP:Iteration 18Q (2682.734511 sec): 3 clusters Score: Raw -256017.904635 + Penalty 2689.745571 = -253328.159064 nChanged 42 SP:Iteration 19Q (2682.753322 sec): 3 clusters Score: Raw -256034.617869 + Penalty 2689.745571 = -253344.872298 nChanged 35 SP:Iteration 20F (2682.772037 sec): 3 clusters Score: Raw -256047.618215 + Penalty 2689.745571 = -253357.872643 nChanged 31 SP:Iteration 21Q (2682.790568 sec): 3 clusters Score: Raw -256059.849919 + Penalty 2689.745571 = -253370.104348 nChanged 32 SP:Iteration 22Q (2682.809290 sec): 3 clusters Score: Raw -256072.005559 + Penalty 2689.745571 = -253382.259988 nChanged 35 SP:Iteration 23Q (2682.827920 sec): 3 clusters Score: Raw -256084.554546 + Penalty 2689.745571 = -253394.808974 nChanged 37 SP:Iteration 24Q (2682.846631 sec): 3 clusters Score: Raw -256099.984380 + Penalty 2689.745571 = -253410.238808 nChanged 38 SP:Iteration 25Q (2682.865460 sec): 3 clusters Score: Raw -256114.850923 + Penalty 2689.745571 = -253425.105351 nChanged 36 SP:Iteration 26Q (2682.884224 sec): 3 clusters Score: Raw -256131.054392 + Penalty 2689.745571 = -253441.308821 nChanged 40 SP:Iteration 27Q (2682.902861 sec): 3 clusters Score: Raw -256148.560373 + Penalty 2689.745571 = -253458.814802 nChanged 47 SP:Iteration 28Q (2682.921635 sec): 3 clusters Score: Raw -256171.759232 + Penalty 2689.745571 = -253482.013661 nChanged 51 SP:Iteration 29Q (2682.940372 sec): 3 clusters Score: Raw -256199.005405 + Penalty 2689.745571 = -253509.259833 nChanged 44 SP:Iteration 30Q (2682.959023 sec): 3 clusters Score: Raw -256220.014777 + Penalty 2689.745571 = -253530.269205 nChanged 33 SP:Iteration 31Q (2682.977557 sec): 3 clusters Score: Raw -256235.677490 + Penalty 2689.745571 = -253545.931919 nChanged 27 SP:Iteration 32Q (2682.996268 sec): 3 clusters Score: Raw -256245.926804 + Penalty 2689.745571 = -253556.181232 nChanged 25 SP:Iteration 33Q (2683.014846 sec): 3 clusters Score: Raw -256256.506791 + Penalty 2689.745571 = -253566.761220 nChanged 21 SP:Iteration 34Q (2683.033411 sec): 3 clusters Score: Raw -256265.809127 + Penalty 2689.745571 = -253576.063556 nChanged 19 SP:Iteration 35Q (2683.052009 sec): 3 clusters Score: Raw -256272.170544 + Penalty 2689.745571 = -253582.424973 nChanged 14 SP:Iteration 36Q (2683.070330 sec): 3 clusters Score: Raw -256278.269413 + Penalty 2689.745571 = -253588.523841 nChanged 19 SP:Iteration 37Q (2683.089044 sec): 3 clusters Score: Raw -256288.021337 + Penalty 2689.745571 = -253598.275766 nChanged 29 SP:Iteration 38Q (2683.107518 sec): 3 clusters Score: Raw -256302.043448 + Penalty 2689.745571 = -253612.297877 nChanged 27 SP:Iteration 39Q (2683.125995 sec): 3 clusters Score: Raw -256316.262628 + Penalty 2689.745571 = -253626.517057 nChanged 25 SP:Iteration 40F (2683.144638 sec): 3 clusters Score: Raw -256330.669020 + Penalty 2689.745571 = -253640.923449 nChanged 32 SP:Iteration 41Q (2683.162904 sec): 3 clusters Score: Raw -256350.077500 + Penalty 2689.745571 = -253660.331928 nChanged 25 SP:Iteration 42Q (2683.181344 sec): 3 clusters Score: Raw -256369.134660 + Penalty 2689.745571 = -253679.389089 nChanged 35 SP:Iteration 43Q (2683.199486 sec): 3 clusters Score: Raw -256393.754070 + Penalty 2689.745571 = -253704.008499 nChanged 32 SP:Iteration 44Q (2683.217823 sec): 3 clusters Score: Raw -256415.627622 + Penalty 2689.745571 = -253725.882050 nChanged 23 SP:Iteration 45Q (2683.235992 sec): 3 clusters Score: Raw -256429.012533 + Penalty 2689.745571 = -253739.266961 nChanged 20 SP:Iteration 46Q (2683.254060 sec): 3 clusters Score: Raw -256442.588909 + Penalty 2689.745571 = -253752.843337 nChanged 14 SP:Iteration 47Q (2683.272237 sec): 3 clusters Score: Raw -256449.902010 + Penalty 2689.745571 = -253760.156438 nChanged 16 SP:Iteration 48Q (2683.290123 sec): 3 clusters Score: Raw -256456.814158 + Penalty 2689.745571 = -253767.068587 nChanged 18 SP:Iteration 49Q (2683.308033 sec): 3 clusters Score: Raw -256464.477854 + Penalty 2689.745571 = -253774.732283 nChanged 13 SP:Iteration 50Q (2683.325896 sec): 3 clusters Score: Raw -256470.870960 + Penalty 2689.745571 = -253781.125389 nChanged 16 SP:Iteration 51Q (2683.343988 sec): 3 clusters Score: Raw -256481.501491 + Penalty 2689.745571 = -253791.755919 nChanged 17 SP:Iteration 52Q (2683.361930 sec): 3 clusters Score: Raw -256490.701709 + Penalty 2689.745571 = -253800.956138 nChanged 14 SP:Iteration 53Q (2683.379875 sec): 3 clusters Score: Raw -256496.571590 + Penalty 2689.745571 = -253806.826019 nChanged 11 SP:Iteration 54Q (2683.397754 sec): 3 clusters Score: Raw -256502.495210 + Penalty 2689.745571 = -253812.749639 nChanged 12 SP:Iteration 55Q (2683.415639 sec): 3 clusters Score: Raw -256508.475792 + Penalty 2689.745571 = -253818.730221 nChanged 5 SP:Iteration 56Q (2683.433391 sec): 3 clusters Score: Raw -256511.012074 + Penalty 2689.745571 = -253821.266502 nChanged 3 SP:Iteration 57Q (2683.451120 sec): 3 clusters Score: Raw -256514.636169 + Penalty 2689.745571 = -253824.890598 nChanged 6 SP:Iteration 58Q (2683.468953 sec): 3 clusters Score: Raw -256518.129614 + Penalty 2689.745571 = -253828.384043 nChanged 4 SP:Iteration 59Q (2683.486773 sec): 3 clusters Score: Raw -256520.186723 + Penalty 2689.745571 = -253830.441152 nChanged 1 SP:Iteration 60F (2683.505450 sec): 3 clusters Score: Raw -256520.503793 + Penalty 2689.745571 = -253830.758222 nChanged 0 Trying to split cluster 8 (6728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2683.525763 sec): 2 clusters Score: Raw -464206.190216 + Penalty 1432.280395 = -462773.909821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2683.549437 sec): 3 clusters Score: Raw -460552.999932 + Penalty 2864.560791 = -457688.439141 nChanged 2762 SP:Iteration 1F (2683.572544 sec): 3 clusters Score: Raw -462109.129336 + Penalty 2864.560791 = -459244.568545 nChanged 468 SP:Iteration 2F (2683.595862 sec): 3 clusters Score: Raw -462327.295479 + Penalty 2864.560791 = -459462.734688 nChanged 337 SP:Iteration 3F (2683.619225 sec): 3 clusters Score: Raw -462497.218378 + Penalty 2864.560791 = -459632.657587 nChanged 312 SP:Iteration 4Q (2683.642451 sec): 3 clusters Score: Raw -462654.311684 + Penalty 2864.560791 = -459789.750893 nChanged 279 SP:Iteration 5Q (2683.665904 sec): 3 clusters Score: Raw -462790.968422 + Penalty 2864.560791 = -459926.407631 nChanged 249 SP:Iteration 6Q (2683.689440 sec): 3 clusters Score: Raw -462932.561276 + Penalty 2864.560791 = -460068.000486 nChanged 263 SP:Iteration 7Q (2683.712747 sec): 3 clusters Score: Raw -463085.387298 + Penalty 2864.560791 = -460220.826508 nChanged 255 SP:Iteration 8Q (2683.736157 sec): 3 clusters Score: Raw -463233.002708 + Penalty 2864.560791 = -460368.441918 nChanged 255 SP:Iteration 9Q (2683.759696 sec): 3 clusters Score: Raw -463369.416017 + Penalty 2864.560791 = -460504.855226 nChanged 226 SP:Iteration 10Q (2683.783273 sec): 3 clusters Score: Raw -463482.150346 + Penalty 2864.560791 = -460617.589555 nChanged 200 SP:Iteration 11Q (2683.806613 sec): 3 clusters Score: Raw -463594.508586 + Penalty 2864.560791 = -460729.947796 nChanged 195 SP:Iteration 12Q (2683.829910 sec): 3 clusters Score: Raw -463673.117962 + Penalty 2864.560791 = -460808.557171 nChanged 138 SP:Iteration 13Q (2683.853362 sec): 3 clusters Score: Raw -463729.494707 + Penalty 2864.560791 = -460864.933917 nChanged 116 SP:Iteration 14Q (2683.876610 sec): 3 clusters Score: Raw -463769.287086 + Penalty 2864.560791 = -460904.726296 nChanged 75 SP:Iteration 15Q (2683.899816 sec): 3 clusters Score: Raw -463790.488875 + Penalty 2864.560791 = -460925.928084 nChanged 56 SP:Iteration 16Q (2683.923047 sec): 3 clusters Score: Raw -463807.138381 + Penalty 2864.560791 = -460942.577590 nChanged 53 SP:Iteration 17Q (2683.946077 sec): 3 clusters Score: Raw -463821.382604 + Penalty 2864.560791 = -460956.821813 nChanged 38 SP:Iteration 18Q (2683.969106 sec): 3 clusters Score: Raw -463829.720654 + Penalty 2864.560791 = -460965.159863 nChanged 34 SP:Iteration 19Q (2683.992056 sec): 3 clusters Score: Raw -463837.877314 + Penalty 2864.560791 = -460973.316523 nChanged 25 SP:Iteration 20F (2684.015468 sec): 3 clusters Score: Raw -463844.184698 + Penalty 2864.560791 = -460979.623907 nChanged 18 SP:Iteration 21Q (2684.038301 sec): 3 clusters Score: Raw -463847.125199 + Penalty 2864.560791 = -460982.564408 nChanged 15 SP:Iteration 22Q (2684.061343 sec): 3 clusters Score: Raw -463850.248083 + Penalty 2864.560791 = -460985.687292 nChanged 13 SP:Iteration 23Q (2684.084329 sec): 3 clusters Score: Raw -463851.988103 + Penalty 2864.560791 = -460987.427312 nChanged 11 SP:Iteration 24Q (2684.107387 sec): 3 clusters Score: Raw -463853.923209 + Penalty 2864.560791 = -460989.362419 nChanged 12 SP:Iteration 25Q (2684.130549 sec): 3 clusters Score: Raw -463855.843820 + Penalty 2864.560791 = -460991.283029 nChanged 14 SP:Iteration 26Q (2684.153568 sec): 3 clusters Score: Raw -463859.344274 + Penalty 2864.560791 = -460994.783484 nChanged 18 SP:Iteration 27Q (2684.176298 sec): 3 clusters Score: Raw -463862.518926 + Penalty 2864.560791 = -460997.958136 nChanged 14 SP:Iteration 28Q (2684.199205 sec): 3 clusters Score: Raw -463864.901604 + Penalty 2864.560791 = -461000.340813 nChanged 11 SP:Iteration 29Q (2684.222093 sec): 3 clusters Score: Raw -463866.400591 + Penalty 2864.560791 = -461001.839801 nChanged 7 SP:Iteration 30Q (2684.244987 sec): 3 clusters Score: Raw -463867.257348 + Penalty 2864.560791 = -461002.696557 nChanged 6 SP:Iteration 31Q (2684.268058 sec): 3 clusters Score: Raw -463868.159112 + Penalty 2864.560791 = -461003.598321 nChanged 7 SP:Iteration 32Q (2684.290730 sec): 3 clusters Score: Raw -463869.762826 + Penalty 2864.560791 = -461005.202035 nChanged 14 SP:Iteration 33Q (2684.313681 sec): 3 clusters Score: Raw -463873.353174 + Penalty 2864.560791 = -461008.792383 nChanged 12 SP:Iteration 34Q (2684.336632 sec): 3 clusters Score: Raw -463877.050055 + Penalty 2864.560791 = -461012.489265 nChanged 11 SP:Iteration 35Q (2684.359502 sec): 3 clusters Score: Raw -463880.093414 + Penalty 2864.560791 = -461015.532624 nChanged 10 SP:Iteration 36Q (2684.382508 sec): 3 clusters Score: Raw -463881.196254 + Penalty 2864.560791 = -461016.635463 nChanged 5 SP:Iteration 37Q (2684.405343 sec): 3 clusters Score: Raw -463882.192385 + Penalty 2864.560791 = -461017.631594 nChanged 6 SP:Iteration 38Q (2684.428208 sec): 3 clusters Score: Raw -463883.479433 + Penalty 2864.560791 = -461018.918642 nChanged 5 SP:Iteration 39Q (2684.451257 sec): 3 clusters Score: Raw -463884.397477 + Penalty 2864.560791 = -461019.836687 nChanged 7 SP:Iteration 40F (2684.474486 sec): 3 clusters Score: Raw -463885.331125 + Penalty 2864.560791 = -461020.770334 nChanged 2 SP:Iteration 41Q (2684.497303 sec): 3 clusters Score: Raw -463885.705493 + Penalty 2864.560791 = -461021.144702 nChanged 6 SP:Iteration 42Q (2684.520049 sec): 3 clusters Score: Raw -463886.522921 + Penalty 2864.560791 = -461021.962130 nChanged 4 SP:Iteration 43Q (2684.542855 sec): 3 clusters Score: Raw -463886.994529 + Penalty 2864.560791 = -461022.433739 nChanged 2 SP:Iteration 44Q (2684.565806 sec): 3 clusters Score: Raw -463887.224247 + Penalty 2864.560791 = -461022.663457 nChanged 0 SP:Iteration 45F (2684.589158 sec): 3 clusters Score: Raw -463887.224247 + Penalty 2864.560791 = -461022.663457 nChanged 0 Trying to split cluster 9 (7866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2684.610422 sec): 2 clusters Score: Raw -517409.527023 + Penalty 1457.674555 = -515951.852468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2684.636096 sec): 3 clusters Score: Raw -513133.337678 + Penalty 2915.349110 = -510217.988569 nChanged 3375 SP:Iteration 1F (2684.660738 sec): 3 clusters Score: Raw -515076.309564 + Penalty 2915.349110 = -512160.960454 nChanged 628 SP:Iteration 2F (2684.707405 sec): 3 clusters Score: Raw -515707.833414 + Penalty 2915.349110 = -512792.484305 nChanged 762 SP:Iteration 3F (2684.733413 sec): 3 clusters Score: Raw -516660.957969 + Penalty 2915.349110 = -513745.608859 nChanged 875 SP:Iteration 4F (2684.763429 sec): 3 clusters Score: Raw -517813.375180 + Penalty 2915.349110 = -514898.026070 nChanged 740 SP:Iteration 5F (2684.793494 sec): 3 clusters Score: Raw -518502.628652 + Penalty 2915.349110 = -515587.279542 nChanged 412 SP:Iteration 6F (2684.818621 sec): 3 clusters Score: Raw -518734.597091 + Penalty 2915.349110 = -515819.247981 nChanged 241 SP:Iteration 7Q (2684.842970 sec): 3 clusters Score: Raw -518843.886747 + Penalty 2915.349110 = -515928.537637 nChanged 132 SP:Iteration 8Q (2684.867433 sec): 3 clusters Score: Raw -518888.840965 + Penalty 2915.349110 = -515973.491855 nChanged 93 SP:Iteration 9Q (2684.891745 sec): 3 clusters Score: Raw -518916.840015 + Penalty 2915.349110 = -516001.490906 nChanged 69 SP:Iteration 10Q (2684.916039 sec): 3 clusters Score: Raw -518935.444444 + Penalty 2915.349110 = -516020.095334 nChanged 53 SP:Iteration 11Q (2684.940603 sec): 3 clusters Score: Raw -518949.336679 + Penalty 2915.349110 = -516033.987569 nChanged 53 SP:Iteration 12Q (2684.964788 sec): 3 clusters Score: Raw -518962.020008 + Penalty 2915.349110 = -516046.670898 nChanged 41 SP:Iteration 13Q (2684.989243 sec): 3 clusters Score: Raw -518970.214295 + Penalty 2915.349110 = -516054.865185 nChanged 41 SP:Iteration 14Q (2685.013284 sec): 3 clusters Score: Raw -518977.500993 + Penalty 2915.349110 = -516062.151883 nChanged 30 SP:Iteration 15Q (2685.037628 sec): 3 clusters Score: Raw -518982.411097 + Penalty 2915.349110 = -516067.061987 nChanged 18 SP:Iteration 16Q (2685.061908 sec): 3 clusters Score: Raw -518985.091562 + Penalty 2915.349110 = -516069.742452 nChanged 13 SP:Iteration 17Q (2685.086180 sec): 3 clusters Score: Raw -518986.936697 + Penalty 2915.349110 = -516071.587587 nChanged 12 SP:Iteration 18Q (2685.110668 sec): 3 clusters Score: Raw -518988.449032 + Penalty 2915.349110 = -516073.099922 nChanged 12 SP:Iteration 19Q (2685.134998 sec): 3 clusters Score: Raw -518989.834520 + Penalty 2915.349110 = -516074.485410 nChanged 9 SP:Iteration 20F (2685.160063 sec): 3 clusters Score: Raw -518991.021840 + Penalty 2915.349110 = -516075.672730 nChanged 10 SP:Iteration 21Q (2685.184049 sec): 3 clusters Score: Raw -518992.242765 + Penalty 2915.349110 = -516076.893655 nChanged 5 SP:Iteration 22Q (2685.208507 sec): 3 clusters Score: Raw -518993.023331 + Penalty 2915.349110 = -516077.674221 nChanged 7 SP:Iteration 23Q (2685.232992 sec): 3 clusters Score: Raw -518993.876156 + Penalty 2915.349110 = -516078.527046 nChanged 8 SP:Iteration 24Q (2685.257413 sec): 3 clusters Score: Raw -518994.619789 + Penalty 2915.349110 = -516079.270680 nChanged 7 SP:Iteration 25Q (2685.281504 sec): 3 clusters Score: Raw -518995.271858 + Penalty 2915.349110 = -516079.922748 nChanged 8 SP:Iteration 26Q (2685.305908 sec): 3 clusters Score: Raw -518996.550057 + Penalty 2915.349110 = -516081.200947 nChanged 6 SP:Iteration 27Q (2685.330335 sec): 3 clusters Score: Raw -518997.341379 + Penalty 2915.349110 = -516081.992269 nChanged 4 SP:Iteration 28Q (2685.354532 sec): 3 clusters Score: Raw -518997.763155 + Penalty 2915.349110 = -516082.414045 nChanged 3 SP:Iteration 29Q (2685.378576 sec): 3 clusters Score: Raw -518998.221251 + Penalty 2915.349110 = -516082.872141 nChanged 8 SP:Iteration 30Q (2685.402830 sec): 3 clusters Score: Raw -518999.341085 + Penalty 2915.349110 = -516083.991975 nChanged 6 SP:Iteration 31Q (2685.427147 sec): 3 clusters Score: Raw -519000.284153 + Penalty 2915.349110 = -516084.935043 nChanged 9 SP:Iteration 32Q (2685.451171 sec): 3 clusters Score: Raw -519001.672484 + Penalty 2915.349110 = -516086.323374 nChanged 11 SP:Iteration 33Q (2685.475617 sec): 3 clusters Score: Raw -519003.547151 + Penalty 2915.349110 = -516088.198041 nChanged 16 SP:Iteration 34Q (2685.500031 sec): 3 clusters Score: Raw -519005.751611 + Penalty 2915.349110 = -516090.402501 nChanged 15 SP:Iteration 35Q (2685.524270 sec): 3 clusters Score: Raw -519007.999548 + Penalty 2915.349110 = -516092.650439 nChanged 18 SP:Iteration 36Q (2685.548267 sec): 3 clusters Score: Raw -519010.688317 + Penalty 2915.349110 = -516095.339208 nChanged 12 SP:Iteration 37Q (2685.572386 sec): 3 clusters Score: Raw -519012.250953 + Penalty 2915.349110 = -516096.901843 nChanged 13 SP:Iteration 38Q (2685.596732 sec): 3 clusters Score: Raw -519013.795485 + Penalty 2915.349110 = -516098.446376 nChanged 14 SP:Iteration 39Q (2685.620909 sec): 3 clusters Score: Raw -519015.301154 + Penalty 2915.349110 = -516099.952045 nChanged 6 SP:Iteration 40F (2685.645757 sec): 3 clusters Score: Raw -519016.055557 + Penalty 2915.349110 = -516100.706447 nChanged 6 SP:Iteration 41Q (2685.669847 sec): 3 clusters Score: Raw -519016.904919 + Penalty 2915.349110 = -516101.555809 nChanged 5 SP:Iteration 42Q (2685.694178 sec): 3 clusters Score: Raw -519017.406848 + Penalty 2915.349110 = -516102.057738 nChanged 9 SP:Iteration 43Q (2685.718444 sec): 3 clusters Score: Raw -519018.220289 + Penalty 2915.349110 = -516102.871179 nChanged 6 SP:Iteration 44Q (2685.742558 sec): 3 clusters Score: Raw -519018.712724 + Penalty 2915.349110 = -516103.363614 nChanged 4 SP:Iteration 45Q (2685.766690 sec): 3 clusters Score: Raw -519018.949049 + Penalty 2915.349110 = -516103.599939 nChanged 1 SP:Iteration 46Q (2685.790827 sec): 3 clusters Score: Raw -519019.095247 + Penalty 2915.349110 = -516103.746137 nChanged 3 SP:Iteration 47Q (2685.815021 sec): 3 clusters Score: Raw -519019.429998 + Penalty 2915.349110 = -516104.080889 nChanged 5 SP:Iteration 48Q (2685.839208 sec): 3 clusters Score: Raw -519019.902795 + Penalty 2915.349110 = -516104.553685 nChanged 7 SP:Iteration 49Q (2685.863378 sec): 3 clusters Score: Raw -519020.831522 + Penalty 2915.349110 = -516105.482412 nChanged 3 SP:Iteration 50Q (2685.887498 sec): 3 clusters Score: Raw -519021.112419 + Penalty 2915.349110 = -516105.763310 nChanged 1 SP:Iteration 51Q (2685.911682 sec): 3 clusters Score: Raw -519021.196393 + Penalty 2915.349110 = -516105.847283 nChanged 2 SP:Iteration 52Q (2685.935918 sec): 3 clusters Score: Raw -519021.379153 + Penalty 2915.349110 = -516106.030043 nChanged 2 SP:Iteration 53Q (2685.960168 sec): 3 clusters Score: Raw -519021.648512 + Penalty 2915.349110 = -516106.299403 nChanged 1 SP:Iteration 54Q (2685.984368 sec): 3 clusters Score: Raw -519021.798498 + Penalty 2915.349110 = -516106.449388 nChanged 1 SP:Iteration 55Q (2686.008461 sec): 3 clusters Score: Raw -519021.897892 + Penalty 2915.349110 = -516106.548783 nChanged 0 SP:Iteration 56F (2686.033360 sec): 3 clusters Score: Raw -519021.897892 + Penalty 2915.349110 = -516106.548783 nChanged 0 Score: Raw -27538018.463221 + Penalty 71752.754436 = -27466265.708785 Splitting cluster 9 changes total score from -27466745.392078 to -27466265.708785 So it's not getting split. Trying to split cluster 10 (24015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2694.998172 sec): 2 clusters Score: Raw -1604969.292755 + Penalty 1639.045511 = -1603330.247244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2695.050346 sec): 3 clusters Score: Raw -1590420.221861 + Penalty 3278.091022 = -1587142.130838 nChanged 10876 SP:Iteration 1F (2695.099868 sec): 3 clusters Score: Raw -1596444.733770 + Penalty 3278.091022 = -1593166.642748 nChanged 1121 SP:Iteration 2Q (2695.151212 sec): 3 clusters Score: Raw -1596836.460500 + Penalty 3278.091022 = -1593558.369478 nChanged 1116 SP:Iteration 3Q (2695.201885 sec): 3 clusters Score: Raw -1597268.488809 + Penalty 3278.091022 = -1593990.397787 nChanged 1197 SP:Iteration 4Q (2695.252838 sec): 3 clusters Score: Raw -1597841.723447 + Penalty 3278.091022 = -1594563.632425 nChanged 1321 SP:Iteration 5F (2695.301842 sec): 3 clusters Score: Raw -1598609.723602 + Penalty 3278.091022 = -1595331.632580 nChanged 1484 SP:Iteration 6F (2695.351316 sec): 3 clusters Score: Raw -1599676.342917 + Penalty 3278.091022 = -1596398.251895 nChanged 1538 SP:Iteration 7F (2695.400905 sec): 3 clusters Score: Raw -1600932.234779 + Penalty 3278.091022 = -1597654.143757 nChanged 1384 SP:Iteration 8F (2695.450640 sec): 3 clusters Score: Raw -1602144.800385 + Penalty 3278.091022 = -1598866.709363 nChanged 1050 SP:Iteration 9Q (2695.500659 sec): 3 clusters Score: Raw -1603015.411313 + Penalty 3278.091022 = -1599737.320291 nChanged 771 SP:Iteration 10Q (2695.548500 sec): 3 clusters Score: Raw -1603606.597918 + Penalty 3278.091022 = -1600328.506896 nChanged 568 SP:Iteration 11Q (2695.594622 sec): 3 clusters Score: Raw -1603992.540898 + Penalty 3278.091022 = -1600714.449876 nChanged 414 SP:Iteration 12Q (2695.639436 sec): 3 clusters Score: Raw -1604276.654319 + Penalty 3278.091022 = -1600998.563297 nChanged 320 SP:Iteration 13Q (2695.683238 sec): 3 clusters Score: Raw -1604481.213441 + Penalty 3278.091022 = -1601203.122419 nChanged 254 SP:Iteration 14Q (2695.726252 sec): 3 clusters Score: Raw -1604628.792402 + Penalty 3278.091022 = -1601350.701380 nChanged 188 SP:Iteration 15Q (2695.768750 sec): 3 clusters Score: Raw -1604712.085436 + Penalty 3278.091022 = -1601433.994414 nChanged 143 SP:Iteration 16Q (2695.810856 sec): 3 clusters Score: Raw -1604773.908945 + Penalty 3278.091022 = -1601495.817923 nChanged 109 SP:Iteration 17Q (2695.852695 sec): 3 clusters Score: Raw -1604822.459864 + Penalty 3278.091022 = -1601544.368842 nChanged 103 SP:Iteration 18Q (2695.894301 sec): 3 clusters Score: Raw -1604859.677806 + Penalty 3278.091022 = -1601581.586784 nChanged 78 SP:Iteration 19Q (2695.935689 sec): 3 clusters Score: Raw -1604884.187926 + Penalty 3278.091022 = -1601606.096904 nChanged 63 SP:Iteration 20F (2695.984688 sec): 3 clusters Score: Raw -1604900.986930 + Penalty 3278.091022 = -1601622.895908 nChanged 55 SP:Iteration 21Q (2696.026371 sec): 3 clusters Score: Raw -1604916.130781 + Penalty 3278.091022 = -1601638.039759 nChanged 53 SP:Iteration 22Q (2696.067625 sec): 3 clusters Score: Raw -1604933.743334 + Penalty 3278.091022 = -1601655.652311 nChanged 58 SP:Iteration 23Q (2696.108643 sec): 3 clusters Score: Raw -1604952.447256 + Penalty 3278.091022 = -1601674.356234 nChanged 58 SP:Iteration 24Q (2696.149658 sec): 3 clusters Score: Raw -1604972.852844 + Penalty 3278.091022 = -1601694.761822 nChanged 63 SP:Iteration 25Q (2696.190525 sec): 3 clusters Score: Raw -1604997.455402 + Penalty 3278.091022 = -1601719.364380 nChanged 60 SP:Iteration 26Q (2696.231488 sec): 3 clusters Score: Raw -1605018.150803 + Penalty 3278.091022 = -1601740.059781 nChanged 52 SP:Iteration 27Q (2696.272035 sec): 3 clusters Score: Raw -1605036.362344 + Penalty 3278.091022 = -1601758.271322 nChanged 44 SP:Iteration 28Q (2696.312570 sec): 3 clusters Score: Raw -1605053.490146 + Penalty 3278.091022 = -1601775.399124 nChanged 40 SP:Iteration 29Q (2696.353276 sec): 3 clusters Score: Raw -1605069.304539 + Penalty 3278.091022 = -1601791.213517 nChanged 38 SP:Iteration 30Q (2696.393707 sec): 3 clusters Score: Raw -1605085.055102 + Penalty 3278.091022 = -1601806.964080 nChanged 38 SP:Iteration 31Q (2696.434210 sec): 3 clusters Score: Raw -1605100.318000 + Penalty 3278.091022 = -1601822.226978 nChanged 29 SP:Iteration 32Q (2696.474414 sec): 3 clusters Score: Raw -1605110.119452 + Penalty 3278.091022 = -1601832.028430 nChanged 26 SP:Iteration 33Q (2696.514697 sec): 3 clusters Score: Raw -1605118.151528 + Penalty 3278.091022 = -1601840.060506 nChanged 20 SP:Iteration 34Q (2696.554925 sec): 3 clusters Score: Raw -1605125.937904 + Penalty 3278.091022 = -1601847.846882 nChanged 20 SP:Iteration 35Q (2696.595263 sec): 3 clusters Score: Raw -1605131.660671 + Penalty 3278.091022 = -1601853.569649 nChanged 21 SP:Iteration 36Q (2696.635306 sec): 3 clusters Score: Raw -1605138.120366 + Penalty 3278.091022 = -1601860.029344 nChanged 22 SP:Iteration 37Q (2696.675277 sec): 3 clusters Score: Raw -1605147.838570 + Penalty 3278.091022 = -1601869.747548 nChanged 18 SP:Iteration 38Q (2696.715296 sec): 3 clusters Score: Raw -1605155.560987 + Penalty 3278.091022 = -1601877.469965 nChanged 20 SP:Iteration 39Q (2696.755222 sec): 3 clusters Score: Raw -1605161.040329 + Penalty 3278.091022 = -1601882.949307 nChanged 15 SP:Iteration 40F (2696.804457 sec): 3 clusters Score: Raw -1605165.285843 + Penalty 3278.091022 = -1601887.194821 nChanged 10 SP:Iteration 41Q (2696.845038 sec): 3 clusters Score: Raw -1605168.782920 + Penalty 3278.091022 = -1601890.691898 nChanged 14 SP:Iteration 42Q (2696.885240 sec): 3 clusters Score: Raw -1605172.249824 + Penalty 3278.091022 = -1601894.158802 nChanged 8 SP:Iteration 43Q (2696.924976 sec): 3 clusters Score: Raw -1605174.809679 + Penalty 3278.091022 = -1601896.718657 nChanged 3 SP:Iteration 44Q (2696.965040 sec): 3 clusters Score: Raw -1605175.726874 + Penalty 3278.091022 = -1601897.635851 nChanged 3 SP:Iteration 45Q (2697.005019 sec): 3 clusters Score: Raw -1605176.662256 + Penalty 3278.091022 = -1601898.571234 nChanged 2 SP:Iteration 46Q (2697.045011 sec): 3 clusters Score: Raw -1605177.491645 + Penalty 3278.091022 = -1601899.400623 nChanged 3 SP:Iteration 47Q (2697.084767 sec): 3 clusters Score: Raw -1605178.824100 + Penalty 3278.091022 = -1601900.733078 nChanged 4 SP:Iteration 48Q (2697.124542 sec): 3 clusters Score: Raw -1605179.774378 + Penalty 3278.091022 = -1601901.683356 nChanged 4 SP:Iteration 49Q (2697.164384 sec): 3 clusters Score: Raw -1605180.939580 + Penalty 3278.091022 = -1601902.848558 nChanged 3 SP:Iteration 50Q (2697.204325 sec): 3 clusters Score: Raw -1605181.882790 + Penalty 3278.091022 = -1601903.791768 nChanged 0 SP:Iteration 51F (2697.253489 sec): 3 clusters Score: Raw -1605181.882790 + Penalty 3278.091022 = -1601903.791768 nChanged 0 Trying to split cluster 11 (67927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2697.344685 sec): 2 clusters Score: Raw -4534379.887186 + Penalty 1808.005693 = -4532571.881493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2697.463491 sec): 3 clusters Score: Raw -4490862.388834 + Penalty 3616.011385 = -4487246.377449 nChanged 32043 SP:Iteration 1F (2697.578096 sec): 3 clusters Score: Raw -4508990.266923 + Penalty 3616.011385 = -4505374.255537 nChanged 2320 SP:Iteration 2Q (2697.699866 sec): 3 clusters Score: Raw -4509581.980437 + Penalty 3616.011385 = -4505965.969052 nChanged 2383 SP:Iteration 3Q (2697.821350 sec): 3 clusters Score: Raw -4510224.600122 + Penalty 3616.011385 = -4506608.588737 nChanged 2570 SP:Iteration 4Q (2697.942703 sec): 3 clusters Score: Raw -4511092.636475 + Penalty 3616.011385 = -4507476.625090 nChanged 3005 SP:Iteration 5Q (2698.076264 sec): 3 clusters Score: Raw -4512276.174289 + Penalty 3616.011385 = -4508660.162903 nChanged 3417 SP:Iteration 6F (2698.190816 sec): 3 clusters Score: Raw -4513792.513410 + Penalty 3616.011385 = -4510176.502025 nChanged 3802 SP:Iteration 7F (2698.323984 sec): 3 clusters Score: Raw -4515839.998618 + Penalty 3616.011385 = -4512223.987233 nChanged 4114 SP:Iteration 8F (2698.438221 sec): 3 clusters Score: Raw -4518460.838793 + Penalty 3616.011385 = -4514844.827407 nChanged 4207 SP:Iteration 9F (2698.552308 sec): 3 clusters Score: Raw -4521413.106775 + Penalty 3616.011385 = -4517797.095390 nChanged 3759 SP:Iteration 10F (2698.666545 sec): 3 clusters Score: Raw -4524229.997235 + Penalty 3616.011385 = -4520613.985849 nChanged 3162 SP:Iteration 11Q (2698.785425 sec): 3 clusters Score: Raw -4526581.587838 + Penalty 3616.011385 = -4522965.576453 nChanged 2428 SP:Iteration 12Q (2698.901208 sec): 3 clusters Score: Raw -4528291.265455 + Penalty 3616.011385 = -4524675.254069 nChanged 1945 SP:Iteration 13Q (2699.012768 sec): 3 clusters Score: Raw -4529600.387420 + Penalty 3616.011385 = -4525984.376034 nChanged 1579 SP:Iteration 14Q (2699.121207 sec): 3 clusters Score: Raw -4530632.742668 + Penalty 3616.011385 = -4527016.731283 nChanged 1301 SP:Iteration 15Q (2699.227261 sec): 3 clusters Score: Raw -4531445.471966 + Penalty 3616.011385 = -4527829.460581 nChanged 1171 SP:Iteration 16Q (2699.331421 sec): 3 clusters Score: Raw -4532175.118149 + Penalty 3616.011385 = -4528559.106764 nChanged 996 SP:Iteration 17Q (2699.434394 sec): 3 clusters Score: Raw -4532796.507199 + Penalty 3616.011385 = -4529180.495813 nChanged 848 SP:Iteration 18Q (2699.535648 sec): 3 clusters Score: Raw -4533310.830421 + Penalty 3616.011385 = -4529694.819036 nChanged 734 SP:Iteration 19Q (2699.635750 sec): 3 clusters Score: Raw -4533734.483942 + Penalty 3616.011385 = -4530118.472556 nChanged 607 SP:Iteration 20F (2699.749674 sec): 3 clusters Score: Raw -4534068.776310 + Penalty 3616.011385 = -4530452.764925 nChanged 506 SP:Iteration 21Q (2699.847959 sec): 3 clusters Score: Raw -4534336.952415 + Penalty 3616.011385 = -4530720.941030 nChanged 412 SP:Iteration 22Q (2699.945635 sec): 3 clusters Score: Raw -4534529.329365 + Penalty 3616.011385 = -4530913.317980 nChanged 359 SP:Iteration 23Q (2700.042855 sec): 3 clusters Score: Raw -4534687.464021 + Penalty 3616.011385 = -4531071.452635 nChanged 287 SP:Iteration 24Q (2700.139435 sec): 3 clusters Score: Raw -4534812.741422 + Penalty 3616.011385 = -4531196.730037 nChanged 229 SP:Iteration 25Q (2700.258740 sec): 3 clusters Score: Raw -4534912.067503 + Penalty 3616.011385 = -4531296.056117 nChanged 195 SP:Iteration 26Q (2700.366393 sec): 3 clusters Score: Raw -4535006.914549 + Penalty 3616.011385 = -4531390.903163 nChanged 190 SP:Iteration 27Q (2700.462276 sec): 3 clusters Score: Raw -4535100.008917 + Penalty 3616.011385 = -4531483.997531 nChanged 162 SP:Iteration 28Q (2700.557667 sec): 3 clusters Score: Raw -4535167.743972 + Penalty 3616.011385 = -4531551.732586 nChanged 121 SP:Iteration 29Q (2700.652030 sec): 3 clusters Score: Raw -4535213.723279 + Penalty 3616.011385 = -4531597.711893 nChanged 113 SP:Iteration 30Q (2700.746257 sec): 3 clusters Score: Raw -4535249.260993 + Penalty 3616.011385 = -4531633.249608 nChanged 95 SP:Iteration 31Q (2700.840121 sec): 3 clusters Score: Raw -4535280.110231 + Penalty 3616.011385 = -4531664.098845 nChanged 89 SP:Iteration 32Q (2700.932815 sec): 3 clusters Score: Raw -4535304.537200 + Penalty 3616.011385 = -4531688.525815 nChanged 70 SP:Iteration 33Q (2701.025311 sec): 3 clusters Score: Raw -4535318.705571 + Penalty 3616.011385 = -4531702.694186 nChanged 62 SP:Iteration 34Q (2701.117819 sec): 3 clusters Score: Raw -4535333.827252 + Penalty 3616.011385 = -4531717.815867 nChanged 50 SP:Iteration 35Q (2701.210249 sec): 3 clusters Score: Raw -4535345.659916 + Penalty 3616.011385 = -4531729.648531 nChanged 48 SP:Iteration 36Q (2701.302483 sec): 3 clusters Score: Raw -4535355.764317 + Penalty 3616.011385 = -4531739.752932 nChanged 29 SP:Iteration 37Q (2701.394850 sec): 3 clusters Score: Raw -4535360.442106 + Penalty 3616.011385 = -4531744.430721 nChanged 21 SP:Iteration 38Q (2701.486926 sec): 3 clusters Score: Raw -4535364.021001 + Penalty 3616.011385 = -4531748.009615 nChanged 15 SP:Iteration 39Q (2701.578946 sec): 3 clusters Score: Raw -4535368.020848 + Penalty 3616.011385 = -4531752.009462 nChanged 14 SP:Iteration 40F (2701.692205 sec): 3 clusters Score: Raw -4535370.507266 + Penalty 3616.011385 = -4531754.495880 nChanged 10 SP:Iteration 41Q (2701.807200 sec): 3 clusters Score: Raw -4535372.166406 + Penalty 3616.011385 = -4531756.155021 nChanged 8 SP:Iteration 42Q (2701.899486 sec): 3 clusters Score: Raw -4535373.022227 + Penalty 3616.011385 = -4531757.010842 nChanged 7 SP:Iteration 43Q (2701.991846 sec): 3 clusters Score: Raw -4535373.570599 + Penalty 3616.011385 = -4531757.559213 nChanged 4 SP:Iteration 44Q (2702.084012 sec): 3 clusters Score: Raw -4535374.061472 + Penalty 3616.011385 = -4531758.050086 nChanged 1 SP:Iteration 45Q (2702.176190 sec): 3 clusters Score: Raw -4535374.123741 + Penalty 3616.011385 = -4531758.112356 nChanged 2 SP:Iteration 46Q (2702.268314 sec): 3 clusters Score: Raw -4535374.429712 + Penalty 3616.011385 = -4531758.418326 nChanged 0 SP:Iteration 47F (2702.381222 sec): 3 clusters Score: Raw -4535374.429712 + Penalty 3616.011385 = -4531758.418326 nChanged 0 Trying to split cluster 12 (2492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2702.388951 sec): 2 clusters Score: Raw -170223.320214 + Penalty 1270.886643 = -168952.433571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2702.402115 sec): 3 clusters Score: Raw -169111.762595 + Penalty 2541.773286 = -166569.989309 nChanged 918 SP:Iteration 1F (2702.414468 sec): 3 clusters Score: Raw -169679.826246 + Penalty 2541.773286 = -167138.052960 nChanged 196 SP:Iteration 2F (2702.426845 sec): 3 clusters Score: Raw -169815.286416 + Penalty 2541.773286 = -167273.513130 nChanged 139 SP:Iteration 3F (2702.439282 sec): 3 clusters Score: Raw -169917.183283 + Penalty 2541.773286 = -167375.409997 nChanged 101 SP:Iteration 4Q (2702.451707 sec): 3 clusters Score: Raw -169998.449915 + Penalty 2541.773286 = -167456.676629 nChanged 110 SP:Iteration 5Q (2702.464146 sec): 3 clusters Score: Raw -170087.214314 + Penalty 2541.773286 = -167545.441028 nChanged 89 SP:Iteration 6Q (2702.476558 sec): 3 clusters Score: Raw -170148.382907 + Penalty 2541.773286 = -167606.609621 nChanged 78 SP:Iteration 7Q (2702.488997 sec): 3 clusters Score: Raw -170203.782458 + Penalty 2541.773286 = -167662.009172 nChanged 60 SP:Iteration 8Q (2702.501400 sec): 3 clusters Score: Raw -170240.130544 + Penalty 2541.773286 = -167698.357258 nChanged 52 SP:Iteration 9Q (2702.513813 sec): 3 clusters Score: Raw -170269.799751 + Penalty 2541.773286 = -167728.026465 nChanged 41 SP:Iteration 10Q (2702.526189 sec): 3 clusters Score: Raw -170299.253822 + Penalty 2541.773286 = -167757.480536 nChanged 45 SP:Iteration 11Q (2702.538590 sec): 3 clusters Score: Raw -170335.268088 + Penalty 2541.773286 = -167793.494802 nChanged 49 SP:Iteration 12Q (2702.550919 sec): 3 clusters Score: Raw -170370.021375 + Penalty 2541.773286 = -167828.248089 nChanged 38 SP:Iteration 13Q (2702.563209 sec): 3 clusters Score: Raw -170398.356784 + Penalty 2541.773286 = -167856.583498 nChanged 41 SP:Iteration 14Q (2702.575638 sec): 3 clusters Score: Raw -170428.976375 + Penalty 2541.773286 = -167887.203089 nChanged 39 SP:Iteration 15Q (2702.588047 sec): 3 clusters Score: Raw -170453.693751 + Penalty 2541.773286 = -167911.920466 nChanged 26 SP:Iteration 16Q (2702.600408 sec): 3 clusters Score: Raw -170466.960402 + Penalty 2541.773286 = -167925.187116 nChanged 13 SP:Iteration 17Q (2702.612776 sec): 3 clusters Score: Raw -170474.470281 + Penalty 2541.773286 = -167932.696995 nChanged 8 SP:Iteration 18Q (2702.625122 sec): 3 clusters Score: Raw -170478.092915 + Penalty 2541.773286 = -167936.319629 nChanged 7 SP:Iteration 19Q (2702.637459 sec): 3 clusters Score: Raw -170481.447046 + Penalty 2541.773286 = -167939.673760 nChanged 3 SP:Iteration 20F (2702.649893 sec): 3 clusters Score: Raw -170482.344902 + Penalty 2541.773286 = -167940.571616 nChanged 2 SP:Iteration 21Q (2702.662158 sec): 3 clusters Score: Raw -170482.902582 + Penalty 2541.773286 = -167941.129296 nChanged 3 SP:Iteration 22Q (2702.674411 sec): 3 clusters Score: Raw -170484.037835 + Penalty 2541.773286 = -167942.264549 nChanged 4 SP:Iteration 23Q (2702.686782 sec): 3 clusters Score: Raw -170485.417434 + Penalty 2541.773286 = -167943.644148 nChanged 2 SP:Iteration 24Q (2702.699127 sec): 3 clusters Score: Raw -170486.631302 + Penalty 2541.773286 = -167944.858016 nChanged 1 SP:Iteration 25Q (2702.711498 sec): 3 clusters Score: Raw -170487.292438 + Penalty 2541.773286 = -167945.519152 nChanged 2 SP:Iteration 26Q (2702.723845 sec): 3 clusters Score: Raw -170488.314156 + Penalty 2541.773286 = -167946.540871 nChanged 2 SP:Iteration 27Q (2702.736192 sec): 3 clusters Score: Raw -170489.599586 + Penalty 2541.773286 = -167947.826300 nChanged 4 SP:Iteration 28Q (2702.748581 sec): 3 clusters Score: Raw -170491.173197 + Penalty 2541.773286 = -167949.399911 nChanged 1 SP:Iteration 29Q (2702.760825 sec): 3 clusters Score: Raw -170491.827808 + Penalty 2541.773286 = -167950.054522 nChanged 0 SP:Iteration 30F (2702.773254 sec): 3 clusters Score: Raw -170491.827808 + Penalty 2541.773286 = -167950.054522 nChanged 0 Trying to split cluster 13 (1417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2702.788010 sec): 2 clusters Score: Raw -89560.047769 + Penalty 1179.148301 = -88380.899468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2702.795886 sec): 3 clusters Score: Raw -89004.023566 + Penalty 2358.296603 = -86645.726963 nChanged 481 SP:Iteration 1F (2702.803259 sec): 3 clusters Score: Raw -89332.634975 + Penalty 2358.296603 = -86974.338372 nChanged 110 SP:Iteration 2F (2702.810654 sec): 3 clusters Score: Raw -89415.792939 + Penalty 2358.296603 = -87057.496336 nChanged 52 SP:Iteration 3Q (2702.818061 sec): 3 clusters Score: Raw -89452.321124 + Penalty 2358.296603 = -87094.024521 nChanged 32 SP:Iteration 4Q (2702.825457 sec): 3 clusters Score: Raw -89473.590490 + Penalty 2358.296603 = -87115.293887 nChanged 23 SP:Iteration 5Q (2702.832841 sec): 3 clusters Score: Raw -89494.802029 + Penalty 2358.296603 = -87136.505426 nChanged 25 SP:Iteration 6Q (2702.840202 sec): 3 clusters Score: Raw -89511.759929 + Penalty 2358.296603 = -87153.463326 nChanged 15 SP:Iteration 7Q (2702.847588 sec): 3 clusters Score: Raw -89521.104988 + Penalty 2358.296603 = -87162.808385 nChanged 8 SP:Iteration 8Q (2702.854897 sec): 3 clusters Score: Raw -89524.504682 + Penalty 2358.296603 = -87166.208079 nChanged 4 SP:Iteration 9Q (2702.862261 sec): 3 clusters Score: Raw -89526.067393 + Penalty 2358.296603 = -87167.770790 nChanged 3 SP:Iteration 10Q (2702.869592 sec): 3 clusters Score: Raw -89527.968141 + Penalty 2358.296603 = -87169.671538 nChanged 4 SP:Iteration 11Q (2702.876942 sec): 3 clusters Score: Raw -89529.582794 + Penalty 2358.296603 = -87171.286192 nChanged 2 SP:Iteration 12Q (2702.884300 sec): 3 clusters Score: Raw -89530.767926 + Penalty 2358.296603 = -87172.471323 nChanged 2 SP:Iteration 13Q (2702.891670 sec): 3 clusters Score: Raw -89531.682948 + Penalty 2358.296603 = -87173.386345 nChanged 1 SP:Iteration 14Q (2702.899045 sec): 3 clusters Score: Raw -89532.538627 + Penalty 2358.296603 = -87174.242024 nChanged 1 SP:Iteration 15Q (2702.906407 sec): 3 clusters Score: Raw -89533.427426 + Penalty 2358.296603 = -87175.130823 nChanged 1 SP:Iteration 16Q (2702.913749 sec): 3 clusters Score: Raw -89533.846963 + Penalty 2358.296603 = -87175.550360 nChanged 3 SP:Iteration 17Q (2702.921098 sec): 3 clusters Score: Raw -89534.371865 + Penalty 2358.296603 = -87176.075262 nChanged 1 SP:Iteration 18Q (2702.928464 sec): 3 clusters Score: Raw -89534.608668 + Penalty 2358.296603 = -87176.312065 nChanged 0 SP:Iteration 19F (2702.935866 sec): 3 clusters Score: Raw -89534.608668 + Penalty 2358.296603 = -87176.312065 nChanged 0 Trying to split cluster 14 (7880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2702.957821 sec): 2 clusters Score: Raw -509802.319727 + Penalty 1457.963517 = -508344.356210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2702.983272 sec): 3 clusters Score: Raw -505373.876583 + Penalty 2915.927034 = -502457.949549 nChanged 3432 SP:Iteration 1F (2703.008217 sec): 3 clusters Score: Raw -507244.986281 + Penalty 2915.927034 = -504329.059247 nChanged 488 SP:Iteration 2F (2703.033064 sec): 3 clusters Score: Raw -507464.384508 + Penalty 2915.927034 = -504548.457473 nChanged 434 SP:Iteration 3F (2703.058158 sec): 3 clusters Score: Raw -507653.150057 + Penalty 2915.927034 = -504737.223022 nChanged 358 SP:Iteration 4Q (2703.082889 sec): 3 clusters Score: Raw -507835.142938 + Penalty 2915.927034 = -504919.215904 nChanged 378 SP:Iteration 5Q (2703.107933 sec): 3 clusters Score: Raw -508078.484762 + Penalty 2915.927034 = -505162.557728 nChanged 471 SP:Iteration 6F (2703.132915 sec): 3 clusters Score: Raw -508444.354027 + Penalty 2915.927034 = -505528.426993 nChanged 490 SP:Iteration 7F (2703.157845 sec): 3 clusters Score: Raw -508902.594605 + Penalty 2915.927034 = -505986.667570 nChanged 479 SP:Iteration 8F (2703.182605 sec): 3 clusters Score: Raw -509378.693084 + Penalty 2915.927034 = -506462.766050 nChanged 481 SP:Iteration 9F (2703.207462 sec): 3 clusters Score: Raw -509823.834710 + Penalty 2915.927034 = -506907.907676 nChanged 355 SP:Iteration 10Q (2703.232487 sec): 3 clusters Score: Raw -510098.247968 + Penalty 2915.927034 = -507182.320933 nChanged 220 SP:Iteration 11Q (2703.257449 sec): 3 clusters Score: Raw -510230.716222 + Penalty 2915.927034 = -507314.789187 nChanged 138 SP:Iteration 12Q (2703.282355 sec): 3 clusters Score: Raw -510290.306184 + Penalty 2915.927034 = -507374.379150 nChanged 85 SP:Iteration 13Q (2703.307168 sec): 3 clusters Score: Raw -510323.007091 + Penalty 2915.927034 = -507407.080057 nChanged 67 SP:Iteration 14Q (2703.331933 sec): 3 clusters Score: Raw -510351.035900 + Penalty 2915.927034 = -507435.108865 nChanged 68 SP:Iteration 15Q (2703.356851 sec): 3 clusters Score: Raw -510380.968969 + Penalty 2915.927034 = -507465.041934 nChanged 59 SP:Iteration 16Q (2703.381649 sec): 3 clusters Score: Raw -510402.378791 + Penalty 2915.927034 = -507486.451757 nChanged 58 SP:Iteration 17Q (2703.406326 sec): 3 clusters Score: Raw -510428.279270 + Penalty 2915.927034 = -507512.352235 nChanged 69 SP:Iteration 18Q (2703.431102 sec): 3 clusters Score: Raw -510457.848175 + Penalty 2915.927034 = -507541.921141 nChanged 69 SP:Iteration 19Q (2703.455957 sec): 3 clusters Score: Raw -510489.797145 + Penalty 2915.927034 = -507573.870111 nChanged 65 SP:Iteration 20F (2703.480773 sec): 3 clusters Score: Raw -510513.707991 + Penalty 2915.927034 = -507597.780957 nChanged 59 SP:Iteration 21Q (2703.505442 sec): 3 clusters Score: Raw -510545.403340 + Penalty 2915.927034 = -507629.476305 nChanged 82 SP:Iteration 22Q (2703.529898 sec): 3 clusters Score: Raw -510590.704127 + Penalty 2915.927034 = -507674.777093 nChanged 74 SP:Iteration 23Q (2703.554298 sec): 3 clusters Score: Raw -510641.213771 + Penalty 2915.927034 = -507725.286736 nChanged 94 SP:Iteration 24Q (2703.578738 sec): 3 clusters Score: Raw -510703.606195 + Penalty 2915.927034 = -507787.679160 nChanged 97 SP:Iteration 25Q (2703.603077 sec): 3 clusters Score: Raw -510763.303110 + Penalty 2915.927034 = -507847.376075 nChanged 107 SP:Iteration 26Q (2703.627008 sec): 3 clusters Score: Raw -510833.715664 + Penalty 2915.927034 = -507917.788629 nChanged 97 SP:Iteration 27Q (2703.650792 sec): 3 clusters Score: Raw -510902.784575 + Penalty 2915.927034 = -507986.857541 nChanged 81 SP:Iteration 28Q (2703.674489 sec): 3 clusters Score: Raw -510948.804568 + Penalty 2915.927034 = -508032.877534 nChanged 81 SP:Iteration 29Q (2703.698089 sec): 3 clusters Score: Raw -510995.465705 + Penalty 2915.927034 = -508079.538670 nChanged 68 SP:Iteration 30Q (2703.721438 sec): 3 clusters Score: Raw -511038.137540 + Penalty 2915.927034 = -508122.210505 nChanged 68 SP:Iteration 31Q (2703.744807 sec): 3 clusters Score: Raw -511066.860427 + Penalty 2915.927034 = -508150.933392 nChanged 49 SP:Iteration 32Q (2703.768204 sec): 3 clusters Score: Raw -511085.421713 + Penalty 2915.927034 = -508169.494679 nChanged 27 SP:Iteration 33Q (2703.791434 sec): 3 clusters Score: Raw -511094.225049 + Penalty 2915.927034 = -508178.298014 nChanged 19 SP:Iteration 34Q (2703.814714 sec): 3 clusters Score: Raw -511098.305159 + Penalty 2915.927034 = -508182.378124 nChanged 13 SP:Iteration 35Q (2703.837867 sec): 3 clusters Score: Raw -511101.039801 + Penalty 2915.927034 = -508185.112767 nChanged 9 SP:Iteration 36Q (2703.860967 sec): 3 clusters Score: Raw -511103.077508 + Penalty 2915.927034 = -508187.150473 nChanged 5 SP:Iteration 37Q (2703.884000 sec): 3 clusters Score: Raw -511104.047143 + Penalty 2915.927034 = -508188.120109 nChanged 5 SP:Iteration 38Q (2703.907262 sec): 3 clusters Score: Raw -511105.246565 + Penalty 2915.927034 = -508189.319530 nChanged 4 SP:Iteration 39Q (2703.930430 sec): 3 clusters Score: Raw -511106.032750 + Penalty 2915.927034 = -508190.105716 nChanged 4 SP:Iteration 40F (2703.955148 sec): 3 clusters Score: Raw -511106.397654 + Penalty 2915.927034 = -508190.470620 nChanged 1 SP:Iteration 41Q (2703.978137 sec): 3 clusters Score: Raw -511106.486429 + Penalty 2915.927034 = -508190.559394 nChanged 1 SP:Iteration 42Q (2704.001409 sec): 3 clusters Score: Raw -511106.639108 + Penalty 2915.927034 = -508190.712074 nChanged 1 SP:Iteration 43Q (2704.024846 sec): 3 clusters Score: Raw -511106.674978 + Penalty 2915.927034 = -508190.747943 nChanged 0 SP:Iteration 44F (2704.049578 sec): 3 clusters Score: Raw -511106.674978 + Penalty 2915.927034 = -508190.747943 nChanged 0 Trying to split cluster 15 (4289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2704.067148 sec): 2 clusters Score: Raw -261552.849005 + Penalty 1359.118944 = -260193.730061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2704.087590 sec): 3 clusters Score: Raw -259385.269763 + Penalty 2718.237887 = -256667.031875 nChanged 1710 SP:Iteration 1F (2704.107592 sec): 3 clusters Score: Raw -260390.830535 + Penalty 2718.237887 = -257672.592648 nChanged 356 SP:Iteration 2F (2704.127364 sec): 3 clusters Score: Raw -260657.710319 + Penalty 2718.237887 = -257939.472432 nChanged 299 SP:Iteration 3F (2704.147157 sec): 3 clusters Score: Raw -260915.440215 + Penalty 2718.237887 = -258197.202327 nChanged 280 SP:Iteration 4F (2704.167141 sec): 3 clusters Score: Raw -261168.278026 + Penalty 2718.237887 = -258450.040138 nChanged 257 SP:Iteration 5F (2704.186905 sec): 3 clusters Score: Raw -261452.443329 + Penalty 2718.237887 = -258734.205442 nChanged 244 SP:Iteration 6F (2704.206702 sec): 3 clusters Score: Raw -261727.094516 + Penalty 2718.237887 = -259008.856629 nChanged 195 SP:Iteration 7Q (2704.226572 sec): 3 clusters Score: Raw -261916.051803 + Penalty 2718.237887 = -259197.813916 nChanged 154 SP:Iteration 8Q (2704.246200 sec): 3 clusters Score: Raw -262043.892547 + Penalty 2718.237887 = -259325.654660 nChanged 113 SP:Iteration 9Q (2704.265512 sec): 3 clusters Score: Raw -262108.420312 + Penalty 2718.237887 = -259390.182424 nChanged 72 SP:Iteration 10Q (2704.284747 sec): 3 clusters Score: Raw -262139.559936 + Penalty 2718.237887 = -259421.322049 nChanged 44 SP:Iteration 11Q (2704.303856 sec): 3 clusters Score: Raw -262165.170767 + Penalty 2718.237887 = -259446.932879 nChanged 37 SP:Iteration 12Q (2704.323019 sec): 3 clusters Score: Raw -262181.028924 + Penalty 2718.237887 = -259462.791037 nChanged 27 SP:Iteration 13Q (2704.342000 sec): 3 clusters Score: Raw -262190.348396 + Penalty 2718.237887 = -259472.110509 nChanged 16 SP:Iteration 14Q (2704.360883 sec): 3 clusters Score: Raw -262196.357443 + Penalty 2718.237887 = -259478.119556 nChanged 22 SP:Iteration 15Q (2704.379864 sec): 3 clusters Score: Raw -262202.285253 + Penalty 2718.237887 = -259484.047365 nChanged 4 SP:Iteration 16Q (2704.398858 sec): 3 clusters Score: Raw -262203.060876 + Penalty 2718.237887 = -259484.822989 nChanged 4 SP:Iteration 17Q (2704.417873 sec): 3 clusters Score: Raw -262204.409401 + Penalty 2718.237887 = -259486.171514 nChanged 6 SP:Iteration 18Q (2704.437050 sec): 3 clusters Score: Raw -262206.351858 + Penalty 2718.237887 = -259488.113971 nChanged 2 SP:Iteration 19Q (2704.455946 sec): 3 clusters Score: Raw -262206.976474 + Penalty 2718.237887 = -259488.738587 nChanged 2 SP:Iteration 20F (2704.475859 sec): 3 clusters Score: Raw -262207.204103 + Penalty 2718.237887 = -259488.966215 nChanged 1 SP:Iteration 21Q (2704.494979 sec): 3 clusters Score: Raw -262207.570037 + Penalty 2718.237887 = -259489.332149 nChanged 2 SP:Iteration 22Q (2704.514122 sec): 3 clusters Score: Raw -262207.824935 + Penalty 2718.237887 = -259489.587047 nChanged 1 SP:Iteration 23Q (2704.533269 sec): 3 clusters Score: Raw -262208.000153 + Penalty 2718.237887 = -259489.762265 nChanged 0 SP:Iteration 24F (2704.553196 sec): 3 clusters Score: Raw -262208.000153 + Penalty 2718.237887 = -259489.762265 nChanged 0 Trying to split cluster 16 (4361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2704.570708 sec): 2 clusters Score: Raw -245621.091767 + Penalty 1361.824209 = -244259.267558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2704.591158 sec): 3 clusters Score: Raw -243519.411529 + Penalty 2723.648417 = -240795.763112 nChanged 1750 SP:Iteration 1F (2704.611051 sec): 3 clusters Score: Raw -244852.668656 + Penalty 2723.648417 = -242129.020239 nChanged 461 SP:Iteration 2F (2704.630970 sec): 3 clusters Score: Raw -245291.167480 + Penalty 2723.648417 = -242567.519063 nChanged 385 SP:Iteration 3F (2704.650505 sec): 3 clusters Score: Raw -245647.366371 + Penalty 2723.648417 = -242923.717954 nChanged 294 SP:Iteration 4F (2704.670183 sec): 3 clusters Score: Raw -245910.230369 + Penalty 2723.648417 = -243186.581952 nChanged 246 SP:Iteration 5F (2704.689693 sec): 3 clusters Score: Raw -246140.164305 + Penalty 2723.648417 = -243416.515888 nChanged 190 SP:Iteration 6Q (2704.709329 sec): 3 clusters Score: Raw -246289.173350 + Penalty 2723.648417 = -243565.524933 nChanged 119 SP:Iteration 7Q (2704.729128 sec): 3 clusters Score: Raw -246368.394510 + Penalty 2723.648417 = -243644.746093 nChanged 91 SP:Iteration 8Q (2704.748487 sec): 3 clusters Score: Raw -246417.921262 + Penalty 2723.648417 = -243694.272845 nChanged 57 SP:Iteration 9Q (2704.767967 sec): 3 clusters Score: Raw -246443.480281 + Penalty 2723.648417 = -243719.831864 nChanged 35 SP:Iteration 10Q (2704.787597 sec): 3 clusters Score: Raw -246460.316621 + Penalty 2723.648417 = -243736.668204 nChanged 27 SP:Iteration 11Q (2704.807132 sec): 3 clusters Score: Raw -246473.663620 + Penalty 2723.648417 = -243750.015203 nChanged 22 SP:Iteration 12Q (2704.826791 sec): 3 clusters Score: Raw -246484.208169 + Penalty 2723.648417 = -243760.559752 nChanged 13 SP:Iteration 13Q (2704.846242 sec): 3 clusters Score: Raw -246488.730933 + Penalty 2723.648417 = -243765.082516 nChanged 12 SP:Iteration 14Q (2704.865868 sec): 3 clusters Score: Raw -246492.784020 + Penalty 2723.648417 = -243769.135602 nChanged 10 SP:Iteration 15Q (2704.885619 sec): 3 clusters Score: Raw -246497.402372 + Penalty 2723.648417 = -243773.753954 nChanged 12 SP:Iteration 16Q (2704.904935 sec): 3 clusters Score: Raw -246501.474218 + Penalty 2723.648417 = -243777.825801 nChanged 9 SP:Iteration 17Q (2704.924724 sec): 3 clusters Score: Raw -246504.665085 + Penalty 2723.648417 = -243781.016668 nChanged 8 SP:Iteration 18Q (2704.944449 sec): 3 clusters Score: Raw -246506.588592 + Penalty 2723.648417 = -243782.940175 nChanged 4 SP:Iteration 19Q (2704.964208 sec): 3 clusters Score: Raw -246508.527372 + Penalty 2723.648417 = -243784.878955 nChanged 10 SP:Iteration 20F (2704.983859 sec): 3 clusters Score: Raw -246512.113062 + Penalty 2723.648417 = -243788.464645 nChanged 8 SP:Iteration 21Q (2705.003511 sec): 3 clusters Score: Raw -246515.487384 + Penalty 2723.648417 = -243791.838967 nChanged 8 SP:Iteration 22Q (2705.023195 sec): 3 clusters Score: Raw -246517.638775 + Penalty 2723.648417 = -243793.990357 nChanged 5 SP:Iteration 23Q (2705.042799 sec): 3 clusters Score: Raw -246518.789866 + Penalty 2723.648417 = -243795.141449 nChanged 6 SP:Iteration 24Q (2705.062521 sec): 3 clusters Score: Raw -246519.982422 + Penalty 2723.648417 = -243796.334005 nChanged 1 SP:Iteration 25Q (2705.082233 sec): 3 clusters Score: Raw -246520.654158 + Penalty 2723.648417 = -243797.005741 nChanged 3 SP:Iteration 26Q (2705.101985 sec): 3 clusters Score: Raw -246521.598201 + Penalty 2723.648417 = -243797.949784 nChanged 2 SP:Iteration 27Q (2705.121640 sec): 3 clusters Score: Raw -246522.040249 + Penalty 2723.648417 = -243798.391832 nChanged 1 SP:Iteration 28Q (2705.141361 sec): 3 clusters Score: Raw -246522.207119 + Penalty 2723.648417 = -243798.558702 nChanged 1 SP:Iteration 29Q (2705.161107 sec): 3 clusters Score: Raw -246522.407655 + Penalty 2723.648417 = -243798.759238 nChanged 1 SP:Iteration 30Q (2705.180891 sec): 3 clusters Score: Raw -246522.692926 + Penalty 2723.648417 = -243799.044508 nChanged 2 SP:Iteration 31Q (2705.200505 sec): 3 clusters Score: Raw -246523.093293 + Penalty 2723.648417 = -243799.444876 nChanged 2 SP:Iteration 32Q (2705.220215 sec): 3 clusters Score: Raw -246523.503519 + Penalty 2723.648417 = -243799.855102 nChanged 3 SP:Iteration 33Q (2705.239814 sec): 3 clusters Score: Raw -246524.280479 + Penalty 2723.648417 = -243800.632062 nChanged 3 SP:Iteration 34Q (2705.259497 sec): 3 clusters Score: Raw -246524.952122 + Penalty 2723.648417 = -243801.303705 nChanged 3 SP:Iteration 35Q (2705.279292 sec): 3 clusters Score: Raw -246525.769550 + Penalty 2723.648417 = -243802.121133 nChanged 6 SP:Iteration 36Q (2705.299225 sec): 3 clusters Score: Raw -246527.967573 + Penalty 2723.648417 = -243804.319156 nChanged 7 SP:Iteration 37Q (2705.318870 sec): 3 clusters Score: Raw -246530.596462 + Penalty 2723.648417 = -243806.948045 nChanged 10 SP:Iteration 38Q (2705.338615 sec): 3 clusters Score: Raw -246535.217714 + Penalty 2723.648417 = -243811.569297 nChanged 18 SP:Iteration 39Q (2705.358345 sec): 3 clusters Score: Raw -246541.031360 + Penalty 2723.648417 = -243817.382943 nChanged 11 SP:Iteration 40F (2705.378068 sec): 3 clusters Score: Raw -246544.558709 + Penalty 2723.648417 = -243820.910292 nChanged 12 SP:Iteration 41Q (2705.397765 sec): 3 clusters Score: Raw -246548.443474 + Penalty 2723.648417 = -243824.795057 nChanged 16 SP:Iteration 42Q (2705.417437 sec): 3 clusters Score: Raw -246553.262067 + Penalty 2723.648417 = -243829.613650 nChanged 8 SP:Iteration 43Q (2705.436857 sec): 3 clusters Score: Raw -246555.430454 + Penalty 2723.648417 = -243831.782036 nChanged 5 SP:Iteration 44Q (2705.456522 sec): 3 clusters Score: Raw -246556.448805 + Penalty 2723.648417 = -243832.800388 nChanged 2 SP:Iteration 45Q (2705.476068 sec): 3 clusters Score: Raw -246557.650574 + Penalty 2723.648417 = -243834.002157 nChanged 4 SP:Iteration 46Q (2705.495809 sec): 3 clusters Score: Raw -246558.068694 + Penalty 2723.648417 = -243834.420277 nChanged 2 SP:Iteration 47Q (2705.515367 sec): 3 clusters Score: Raw -246558.461298 + Penalty 2723.648417 = -243834.812881 nChanged 0 SP:Iteration 48F (2705.535050 sec): 3 clusters Score: Raw -246558.461298 + Penalty 2723.648417 = -243834.812881 nChanged 0 Trying to split cluster 17 (10194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2705.560068 sec): 2 clusters Score: Raw -674913.654112 + Penalty 1499.802621 = -673413.851491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2705.590089 sec): 3 clusters Score: Raw -669181.062271 + Penalty 2999.605242 = -666181.457029 nChanged 4436 SP:Iteration 1F (2705.618949 sec): 3 clusters Score: Raw -671688.096824 + Penalty 2999.605242 = -668688.491582 nChanged 731 SP:Iteration 2F (2705.648026 sec): 3 clusters Score: Raw -672189.415332 + Penalty 2999.605242 = -669189.810090 nChanged 724 SP:Iteration 3F (2705.677206 sec): 3 clusters Score: Raw -672713.371274 + Penalty 2999.605242 = -669713.766032 nChanged 672 SP:Iteration 4F (2705.706119 sec): 3 clusters Score: Raw -673231.929101 + Penalty 2999.605242 = -670232.323859 nChanged 657 SP:Iteration 5F (2705.735073 sec): 3 clusters Score: Raw -673744.650054 + Penalty 2999.605242 = -670745.044812 nChanged 568 SP:Iteration 6F (2705.764108 sec): 3 clusters Score: Raw -674135.490136 + Penalty 2999.605242 = -671135.884894 nChanged 450 SP:Iteration 7Q (2705.793103 sec): 3 clusters Score: Raw -674394.602563 + Penalty 2999.605242 = -671394.997320 nChanged 328 SP:Iteration 8Q (2705.822056 sec): 3 clusters Score: Raw -674538.610025 + Penalty 2999.605242 = -671539.004783 nChanged 211 SP:Iteration 9Q (2705.850978 sec): 3 clusters Score: Raw -674614.944237 + Penalty 2999.605242 = -671615.338995 nChanged 165 SP:Iteration 10Q (2705.879754 sec): 3 clusters Score: Raw -674658.179693 + Penalty 2999.605242 = -671658.574451 nChanged 97 SP:Iteration 11Q (2705.908245 sec): 3 clusters Score: Raw -674680.714587 + Penalty 2999.605242 = -671681.109345 nChanged 80 SP:Iteration 12Q (2705.936707 sec): 3 clusters Score: Raw -674704.655271 + Penalty 2999.605242 = -671705.050029 nChanged 79 SP:Iteration 13Q (2705.965458 sec): 3 clusters Score: Raw -674722.434763 + Penalty 2999.605242 = -671722.829521 nChanged 55 SP:Iteration 14Q (2705.993960 sec): 3 clusters Score: Raw -674730.776323 + Penalty 2999.605242 = -671731.171080 nChanged 42 SP:Iteration 15Q (2706.022438 sec): 3 clusters Score: Raw -674737.008067 + Penalty 2999.605242 = -671737.402825 nChanged 38 SP:Iteration 16Q (2706.050997 sec): 3 clusters Score: Raw -674743.553152 + Penalty 2999.605242 = -671743.947910 nChanged 31 SP:Iteration 17Q (2706.079455 sec): 3 clusters Score: Raw -674747.519768 + Penalty 2999.605242 = -671747.914526 nChanged 27 SP:Iteration 18Q (2706.108082 sec): 3 clusters Score: Raw -674751.872477 + Penalty 2999.605242 = -671752.267235 nChanged 27 SP:Iteration 19Q (2706.136473 sec): 3 clusters Score: Raw -674755.263599 + Penalty 2999.605242 = -671755.658357 nChanged 25 SP:Iteration 20F (2706.165510 sec): 3 clusters Score: Raw -674758.570977 + Penalty 2999.605242 = -671758.965735 nChanged 21 SP:Iteration 21Q (2706.193978 sec): 3 clusters Score: Raw -674761.113293 + Penalty 2999.605242 = -671761.508051 nChanged 12 SP:Iteration 22Q (2706.222418 sec): 3 clusters Score: Raw -674762.431476 + Penalty 2999.605242 = -671762.826234 nChanged 11 SP:Iteration 23Q (2706.250752 sec): 3 clusters Score: Raw -674763.426804 + Penalty 2999.605242 = -671763.821562 nChanged 10 SP:Iteration 24Q (2706.279386 sec): 3 clusters Score: Raw -674764.282383 + Penalty 2999.605242 = -671764.677141 nChanged 8 SP:Iteration 25Q (2706.308047 sec): 3 clusters Score: Raw -674765.002559 + Penalty 2999.605242 = -671765.397317 nChanged 5 SP:Iteration 26Q (2706.336384 sec): 3 clusters Score: Raw -674765.569801 + Penalty 2999.605242 = -671765.964559 nChanged 4 SP:Iteration 27Q (2706.365086 sec): 3 clusters Score: Raw -674765.758644 + Penalty 2999.605242 = -671766.153402 nChanged 3 SP:Iteration 28Q (2706.393551 sec): 3 clusters Score: Raw -674765.927367 + Penalty 2999.605242 = -671766.322124 nChanged 2 SP:Iteration 29Q (2706.421932 sec): 3 clusters Score: Raw -674766.059384 + Penalty 2999.605242 = -671766.454142 nChanged 2 SP:Iteration 30Q (2706.450368 sec): 3 clusters Score: Raw -674766.277021 + Penalty 2999.605242 = -671766.671779 nChanged 3 SP:Iteration 31Q (2706.478705 sec): 3 clusters Score: Raw -674766.780047 + Penalty 2999.605242 = -671767.174805 nChanged 8 SP:Iteration 32Q (2706.507404 sec): 3 clusters Score: Raw -674767.615678 + Penalty 2999.605242 = -671768.010436 nChanged 9 SP:Iteration 33Q (2706.535804 sec): 3 clusters Score: Raw -674768.494607 + Penalty 2999.605242 = -671768.889365 nChanged 5 SP:Iteration 34Q (2706.564317 sec): 3 clusters Score: Raw -674769.006382 + Penalty 2999.605242 = -671769.401140 nChanged 8 SP:Iteration 35Q (2706.592798 sec): 3 clusters Score: Raw -674769.775631 + Penalty 2999.605242 = -671770.170389 nChanged 8 SP:Iteration 36Q (2706.621484 sec): 3 clusters Score: Raw -674770.553158 + Penalty 2999.605242 = -671770.947916 nChanged 7 SP:Iteration 37Q (2706.649770 sec): 3 clusters Score: Raw -674771.581955 + Penalty 2999.605242 = -671771.976713 nChanged 11 SP:Iteration 38Q (2706.678276 sec): 3 clusters Score: Raw -674772.543644 + Penalty 2999.605242 = -671772.938402 nChanged 5 SP:Iteration 39Q (2706.706882 sec): 3 clusters Score: Raw -674772.918808 + Penalty 2999.605242 = -671773.313566 nChanged 4 SP:Iteration 40F (2706.735981 sec): 3 clusters Score: Raw -674773.307460 + Penalty 2999.605242 = -671773.702218 nChanged 8 SP:Iteration 41Q (2706.764382 sec): 3 clusters Score: Raw -674774.036495 + Penalty 2999.605242 = -671774.431253 nChanged 5 SP:Iteration 42Q (2706.792923 sec): 3 clusters Score: Raw -674774.341507 + Penalty 2999.605242 = -671774.736265 nChanged 4 SP:Iteration 43Q (2706.821500 sec): 3 clusters Score: Raw -674774.686218 + Penalty 2999.605242 = -671775.080976 nChanged 4 SP:Iteration 44Q (2706.849853 sec): 3 clusters Score: Raw -674774.914684 + Penalty 2999.605242 = -671775.309442 nChanged 3 SP:Iteration 45Q (2706.878196 sec): 3 clusters Score: Raw -674775.075566 + Penalty 2999.605242 = -671775.470324 nChanged 1 SP:Iteration 46Q (2706.906574 sec): 3 clusters Score: Raw -674775.116686 + Penalty 2999.605242 = -671775.511444 nChanged 2 SP:Iteration 47Q (2706.935085 sec): 3 clusters Score: Raw -674775.241752 + Penalty 2999.605242 = -671775.636510 nChanged 1 SP:Iteration 48Q (2706.963557 sec): 3 clusters Score: Raw -674775.370010 + Penalty 2999.605242 = -671775.764768 nChanged 1 SP:Iteration 49Q (2706.992008 sec): 3 clusters Score: Raw -674775.516411 + Penalty 2999.605242 = -671775.911169 nChanged 2 SP:Iteration 50Q (2707.020490 sec): 3 clusters Score: Raw -674775.656548 + Penalty 2999.605242 = -671776.051306 nChanged 2 SP:Iteration 51Q (2707.048877 sec): 3 clusters Score: Raw -674775.786489 + Penalty 2999.605242 = -671776.181247 nChanged 0 SP:Iteration 52F (2707.077882 sec): 3 clusters Score: Raw -674775.786489 + Penalty 2999.605242 = -671776.181247 nChanged 0 Trying to split cluster 18 (6907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2707.098453 sec): 2 clusters Score: Raw -465529.203877 + Penalty 1436.547234 = -464092.656643 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2707.123305 sec): 3 clusters Score: Raw -461762.962198 + Penalty 2873.094467 = -458889.867731 nChanged 2885 SP:Iteration 1F (2707.147467 sec): 3 clusters Score: Raw -463365.867894 + Penalty 2873.094467 = -460492.773427 nChanged 448 SP:Iteration 2F (2707.171779 sec): 3 clusters Score: Raw -463563.521978 + Penalty 2873.094467 = -460690.427511 nChanged 316 SP:Iteration 3Q (2707.195979 sec): 3 clusters Score: Raw -463709.450409 + Penalty 2873.094467 = -460836.355942 nChanged 286 SP:Iteration 4Q (2707.220369 sec): 3 clusters Score: Raw -463833.172158 + Penalty 2873.094467 = -460960.077690 nChanged 268 SP:Iteration 5Q (2707.244451 sec): 3 clusters Score: Raw -463961.556506 + Penalty 2873.094467 = -461088.462039 nChanged 265 SP:Iteration 6Q (2707.268847 sec): 3 clusters Score: Raw -464094.159182 + Penalty 2873.094467 = -461221.064715 nChanged 262 SP:Iteration 7Q (2707.292853 sec): 3 clusters Score: Raw -464220.863475 + Penalty 2873.094467 = -461347.769008 nChanged 253 SP:Iteration 8Q (2707.317279 sec): 3 clusters Score: Raw -464334.754765 + Penalty 2873.094467 = -461461.660298 nChanged 233 SP:Iteration 9Q (2707.341336 sec): 3 clusters Score: Raw -464437.156496 + Penalty 2873.094467 = -461564.062028 nChanged 217 SP:Iteration 10Q (2707.365722 sec): 3 clusters Score: Raw -464529.454142 + Penalty 2873.094467 = -461656.359674 nChanged 218 SP:Iteration 11Q (2707.389792 sec): 3 clusters Score: Raw -464632.302673 + Penalty 2873.094467 = -461759.208206 nChanged 212 SP:Iteration 12Q (2707.413881 sec): 3 clusters Score: Raw -464742.934027 + Penalty 2873.094467 = -461869.839560 nChanged 204 SP:Iteration 13Q (2707.438022 sec): 3 clusters Score: Raw -464844.266733 + Penalty 2873.094467 = -461971.172265 nChanged 208 SP:Iteration 14Q (2707.462343 sec): 3 clusters Score: Raw -464948.488466 + Penalty 2873.094467 = -462075.393999 nChanged 205 SP:Iteration 15Q (2707.486614 sec): 3 clusters Score: Raw -465050.758050 + Penalty 2873.094467 = -462177.663582 nChanged 190 SP:Iteration 16Q (2707.522514 sec): 3 clusters Score: Raw -465150.727011 + Penalty 2873.094467 = -462277.632543 nChanged 179 SP:Iteration 17Q (2707.556369 sec): 3 clusters Score: Raw -465250.496632 + Penalty 2873.094467 = -462377.402165 nChanged 163 SP:Iteration 18Q (2707.580399 sec): 3 clusters Score: Raw -465330.940141 + Penalty 2873.094467 = -462457.845673 nChanged 133 SP:Iteration 19Q (2707.604583 sec): 3 clusters Score: Raw -465396.079323 + Penalty 2873.094467 = -462522.984855 nChanged 109 SP:Iteration 20F (2707.628274 sec): 3 clusters Score: Raw -465447.762607 + Penalty 2873.094467 = -462574.668140 nChanged 79 SP:Iteration 21Q (2707.652423 sec): 3 clusters Score: Raw -465480.110174 + Penalty 2873.094467 = -462607.015706 nChanged 66 SP:Iteration 22Q (2707.700455 sec): 3 clusters Score: Raw -465511.040777 + Penalty 2873.094467 = -462637.946310 nChanged 61 SP:Iteration 23Q (2707.724643 sec): 3 clusters Score: Raw -465542.261860 + Penalty 2873.094467 = -462669.167393 nChanged 49 SP:Iteration 24Q (2707.748365 sec): 3 clusters Score: Raw -465568.917909 + Penalty 2873.094467 = -462695.823442 nChanged 45 SP:Iteration 25Q (2707.772279 sec): 3 clusters Score: Raw -465595.445715 + Penalty 2873.094467 = -462722.351247 nChanged 50 SP:Iteration 26Q (2707.795861 sec): 3 clusters Score: Raw -465621.811469 + Penalty 2873.094467 = -462748.717001 nChanged 45 SP:Iteration 27Q (2707.819718 sec): 3 clusters Score: Raw -465643.112665 + Penalty 2873.094467 = -462770.018198 nChanged 40 SP:Iteration 28Q (2707.843524 sec): 3 clusters Score: Raw -465663.162375 + Penalty 2873.094467 = -462790.067908 nChanged 34 SP:Iteration 29Q (2707.867023 sec): 3 clusters Score: Raw -465679.088675 + Penalty 2873.094467 = -462805.994208 nChanged 29 SP:Iteration 30Q (2707.890510 sec): 3 clusters Score: Raw -465693.922756 + Penalty 2873.094467 = -462820.828288 nChanged 21 SP:Iteration 31Q (2707.914175 sec): 3 clusters Score: Raw -465706.678593 + Penalty 2873.094467 = -462833.584125 nChanged 18 SP:Iteration 32Q (2707.937422 sec): 3 clusters Score: Raw -465718.016143 + Penalty 2873.094467 = -462844.921676 nChanged 21 SP:Iteration 33Q (2707.960792 sec): 3 clusters Score: Raw -465727.983368 + Penalty 2873.094467 = -462854.888901 nChanged 9 SP:Iteration 34Q (2707.984106 sec): 3 clusters Score: Raw -465732.121435 + Penalty 2873.094467 = -462859.026968 nChanged 6 SP:Iteration 35Q (2708.007356 sec): 3 clusters Score: Raw -465734.657003 + Penalty 2873.094467 = -462861.562536 nChanged 8 SP:Iteration 36Q (2708.030444 sec): 3 clusters Score: Raw -465738.001207 + Penalty 2873.094467 = -462864.906739 nChanged 5 SP:Iteration 37Q (2708.053655 sec): 3 clusters Score: Raw -465741.245657 + Penalty 2873.094467 = -462868.151190 nChanged 5 SP:Iteration 38Q (2708.076934 sec): 3 clusters Score: Raw -465745.185287 + Penalty 2873.094467 = -462872.090819 nChanged 7 SP:Iteration 39Q (2708.100041 sec): 3 clusters Score: Raw -465749.006703 + Penalty 2873.094467 = -462875.912235 nChanged 6 SP:Iteration 40F (2708.124315 sec): 3 clusters Score: Raw -465751.729117 + Penalty 2873.094467 = -462878.634649 nChanged 9 SP:Iteration 41Q (2708.147575 sec): 3 clusters Score: Raw -465757.840469 + Penalty 2873.094467 = -462884.746001 nChanged 8 SP:Iteration 42Q (2708.170740 sec): 3 clusters Score: Raw -465761.299817 + Penalty 2873.094467 = -462888.205349 nChanged 6 SP:Iteration 43Q (2708.193674 sec): 3 clusters Score: Raw -465765.900130 + Penalty 2873.094467 = -462892.805663 nChanged 8 SP:Iteration 44Q (2708.216936 sec): 3 clusters Score: Raw -465772.128951 + Penalty 2873.094467 = -462899.034483 nChanged 9 SP:Iteration 45Q (2708.239953 sec): 3 clusters Score: Raw -465778.774400 + Penalty 2873.094467 = -462905.679933 nChanged 10 SP:Iteration 46Q (2708.262727 sec): 3 clusters Score: Raw -465785.023473 + Penalty 2873.094467 = -462911.929006 nChanged 5 SP:Iteration 47Q (2708.285540 sec): 3 clusters Score: Raw -465787.436829 + Penalty 2873.094467 = -462914.342361 nChanged 4 SP:Iteration 48Q (2708.308428 sec): 3 clusters Score: Raw -465790.233617 + Penalty 2873.094467 = -462917.139150 nChanged 3 SP:Iteration 49Q (2708.331247 sec): 3 clusters Score: Raw -465791.708032 + Penalty 2873.094467 = -462918.613565 nChanged 3 SP:Iteration 50Q (2708.354186 sec): 3 clusters Score: Raw -465792.693158 + Penalty 2873.094467 = -462919.598691 nChanged 3 SP:Iteration 51Q (2708.377027 sec): 3 clusters Score: Raw -465794.822229 + Penalty 2873.094467 = -462921.727762 nChanged 1 SP:Iteration 52Q (2708.400061 sec): 3 clusters Score: Raw -465795.464940 + Penalty 2873.094467 = -462922.370473 nChanged 1 SP:Iteration 53Q (2708.423045 sec): 3 clusters Score: Raw -465795.634951 + Penalty 2873.094467 = -462922.540484 nChanged 1 SP:Iteration 54Q (2708.445932 sec): 3 clusters Score: Raw -465795.985421 + Penalty 2873.094467 = -462922.890953 nChanged 0 SP:Iteration 55F (2708.470027 sec): 3 clusters Score: Raw -465795.985421 + Penalty 2873.094467 = -462922.890953 nChanged 0 Trying to split cluster 19 (1724 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2708.485171 sec): 2 clusters Score: Raw -92813.415735 + Penalty 1211.015398 = -91602.400336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2708.494559 sec): 3 clusters Score: Raw -92114.096820 + Penalty 2422.030797 = -89692.066023 nChanged 622 SP:Iteration 1F (2708.503333 sec): 3 clusters Score: Raw -92613.933311 + Penalty 2422.030797 = -90191.902514 nChanged 149 SP:Iteration 2F (2708.512110 sec): 3 clusters Score: Raw -92774.665733 + Penalty 2422.030797 = -90352.634936 nChanged 106 SP:Iteration 3F (2708.520808 sec): 3 clusters Score: Raw -92967.562446 + Penalty 2422.030797 = -90545.531649 nChanged 102 SP:Iteration 4F (2708.529514 sec): 3 clusters Score: Raw -93135.727716 + Penalty 2422.030797 = -90713.696920 nChanged 120 SP:Iteration 5F (2708.538208 sec): 3 clusters Score: Raw -93273.996475 + Penalty 2422.030797 = -90851.965678 nChanged 114 SP:Iteration 6F (2708.546963 sec): 3 clusters Score: Raw -93409.726026 + Penalty 2422.030797 = -90987.695230 nChanged 100 SP:Iteration 7F (2708.555701 sec): 3 clusters Score: Raw -93526.619312 + Penalty 2422.030797 = -91104.588515 nChanged 75 SP:Iteration 8Q (2708.564284 sec): 3 clusters Score: Raw -93604.888104 + Penalty 2422.030797 = -91182.857307 nChanged 60 SP:Iteration 9Q (2708.572845 sec): 3 clusters Score: Raw -93678.093264 + Penalty 2422.030797 = -91256.062467 nChanged 56 SP:Iteration 10Q (2708.581401 sec): 3 clusters Score: Raw -93743.816649 + Penalty 2422.030797 = -91321.785852 nChanged 33 SP:Iteration 11Q (2708.589956 sec): 3 clusters Score: Raw -93779.684064 + Penalty 2422.030797 = -91357.653268 nChanged 13 SP:Iteration 12Q (2708.598521 sec): 3 clusters Score: Raw -93799.727483 + Penalty 2422.030797 = -91377.696687 nChanged 8 SP:Iteration 13Q (2708.606964 sec): 3 clusters Score: Raw -93817.002650 + Penalty 2422.030797 = -91394.971854 nChanged 13 SP:Iteration 14Q (2708.615383 sec): 3 clusters Score: Raw -93831.476527 + Penalty 2422.030797 = -91409.445730 nChanged 11 SP:Iteration 15Q (2708.623776 sec): 3 clusters Score: Raw -93841.102018 + Penalty 2422.030797 = -91419.071221 nChanged 7 SP:Iteration 16Q (2708.632266 sec): 3 clusters Score: Raw -93848.916635 + Penalty 2422.030797 = -91426.885838 nChanged 7 SP:Iteration 17Q (2708.640707 sec): 3 clusters Score: Raw -93857.080874 + Penalty 2422.030797 = -91435.050078 nChanged 3 SP:Iteration 18Q (2708.649056 sec): 3 clusters Score: Raw -93859.015761 + Penalty 2422.030797 = -91436.984964 nChanged 2 SP:Iteration 19Q (2708.657494 sec): 3 clusters Score: Raw -93861.258321 + Penalty 2422.030797 = -91439.227524 nChanged 2 SP:Iteration 20F (2708.666219 sec): 3 clusters Score: Raw -93862.824871 + Penalty 2422.030797 = -91440.794074 nChanged 3 SP:Iteration 21Q (2708.674671 sec): 3 clusters Score: Raw -93864.941575 + Penalty 2422.030797 = -91442.910779 nChanged 2 SP:Iteration 22Q (2708.683101 sec): 3 clusters Score: Raw -93866.861048 + Penalty 2422.030797 = -91444.830252 nChanged 4 SP:Iteration 23Q (2708.691553 sec): 3 clusters Score: Raw -93871.683748 + Penalty 2422.030797 = -91449.652951 nChanged 0 SP:Iteration 24F (2708.700285 sec): 3 clusters Score: Raw -93871.683748 + Penalty 2422.030797 = -91449.652951 nChanged 0 Trying to split cluster 20 (7150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2708.721387 sec): 2 clusters Score: Raw -458772.210959 + Penalty 1442.165991 = -457330.044969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2708.745758 sec): 3 clusters Score: Raw -454868.453654 + Penalty 2884.331982 = -451984.121672 nChanged 2918 SP:Iteration 1F (2708.769604 sec): 3 clusters Score: Raw -456417.970613 + Penalty 2884.331982 = -453533.638632 nChanged 495 SP:Iteration 2F (2708.793568 sec): 3 clusters Score: Raw -456669.910572 + Penalty 2884.331982 = -453785.578591 nChanged 417 SP:Iteration 3F (2708.817385 sec): 3 clusters Score: Raw -456870.046086 + Penalty 2884.331982 = -453985.714104 nChanged 349 SP:Iteration 4Q (2708.841226 sec): 3 clusters Score: Raw -457041.213994 + Penalty 2884.331982 = -454156.882013 nChanged 311 SP:Iteration 5Q (2708.865193 sec): 3 clusters Score: Raw -457197.364318 + Penalty 2884.331982 = -454313.032337 nChanged 267 SP:Iteration 6Q (2708.889137 sec): 3 clusters Score: Raw -457351.804954 + Penalty 2884.331982 = -454467.472973 nChanged 325 SP:Iteration 7Q (2708.913056 sec): 3 clusters Score: Raw -457564.302475 + Penalty 2884.331982 = -454679.970493 nChanged 321 SP:Iteration 8Q (2708.936929 sec): 3 clusters Score: Raw -457795.200965 + Penalty 2884.331982 = -454910.868983 nChanged 341 SP:Iteration 9Q (2708.960902 sec): 3 clusters Score: Raw -458064.206213 + Penalty 2884.331982 = -455179.874231 nChanged 355 SP:Iteration 10Q (2708.984564 sec): 3 clusters Score: Raw -458383.088665 + Penalty 2884.331982 = -455498.756683 nChanged 349 SP:Iteration 11Q (2709.008282 sec): 3 clusters Score: Raw -458722.955280 + Penalty 2884.331982 = -455838.623299 nChanged 357 SP:Iteration 12Q (2709.031594 sec): 3 clusters Score: Raw -459121.380966 + Penalty 2884.331982 = -456237.048984 nChanged 308 SP:Iteration 13Q (2709.055074 sec): 3 clusters Score: Raw -459460.276837 + Penalty 2884.331982 = -456575.944856 nChanged 250 SP:Iteration 14Q (2709.078196 sec): 3 clusters Score: Raw -459711.234373 + Penalty 2884.331982 = -456826.902391 nChanged 161 SP:Iteration 15Q (2709.101164 sec): 3 clusters Score: Raw -459855.328897 + Penalty 2884.331982 = -456970.996915 nChanged 108 SP:Iteration 16Q (2709.123886 sec): 3 clusters Score: Raw -459947.048721 + Penalty 2884.331982 = -457062.716740 nChanged 83 SP:Iteration 17Q (2709.146153 sec): 3 clusters Score: Raw -460005.501808 + Penalty 2884.331982 = -457121.169826 nChanged 60 SP:Iteration 18Q (2709.168289 sec): 3 clusters Score: Raw -460035.324903 + Penalty 2884.331982 = -457150.992921 nChanged 30 SP:Iteration 19Q (2709.190290 sec): 3 clusters Score: Raw -460045.589284 + Penalty 2884.331982 = -457161.257303 nChanged 22 SP:Iteration 20F (2709.214375 sec): 3 clusters Score: Raw -460051.842869 + Penalty 2884.331982 = -457167.510887 nChanged 11 SP:Iteration 21Q (2709.236290 sec): 3 clusters Score: Raw -460053.965735 + Penalty 2884.331982 = -457169.633753 nChanged 10 SP:Iteration 22Q (2709.258592 sec): 3 clusters Score: Raw -460056.107399 + Penalty 2884.331982 = -457171.775417 nChanged 7 SP:Iteration 23Q (2709.280610 sec): 3 clusters Score: Raw -460058.274760 + Penalty 2884.331982 = -457173.942778 nChanged 8 SP:Iteration 24Q (2709.302770 sec): 3 clusters Score: Raw -460061.287304 + Penalty 2884.331982 = -457176.955322 nChanged 12 SP:Iteration 25Q (2709.324912 sec): 3 clusters Score: Raw -460064.633988 + Penalty 2884.331982 = -457180.302006 nChanged 8 SP:Iteration 26Q (2709.347023 sec): 3 clusters Score: Raw -460066.659558 + Penalty 2884.331982 = -457182.327577 nChanged 7 SP:Iteration 27Q (2709.369229 sec): 3 clusters Score: Raw -460068.182313 + Penalty 2884.331982 = -457183.850332 nChanged 7 SP:Iteration 28Q (2709.391381 sec): 3 clusters Score: Raw -460069.467865 + Penalty 2884.331982 = -457185.135883 nChanged 8 SP:Iteration 29Q (2709.413279 sec): 3 clusters Score: Raw -460071.277029 + Penalty 2884.331982 = -457186.945048 nChanged 4 SP:Iteration 30Q (2709.435256 sec): 3 clusters Score: Raw -460072.378234 + Penalty 2884.331982 = -457188.046253 nChanged 4 SP:Iteration 31Q (2709.457335 sec): 3 clusters Score: Raw -460073.305060 + Penalty 2884.331982 = -457188.973078 nChanged 2 SP:Iteration 32Q (2709.479384 sec): 3 clusters Score: Raw -460073.647150 + Penalty 2884.331982 = -457189.315168 nChanged 1 SP:Iteration 33Q (2709.501401 sec): 3 clusters Score: Raw -460073.844619 + Penalty 2884.331982 = -457189.512637 nChanged 0 SP:Iteration 34F (2709.525120 sec): 3 clusters Score: Raw -460073.844619 + Penalty 2884.331982 = -457189.512637 nChanged 0 Trying to split cluster 21 (7703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2709.545967 sec): 2 clusters Score: Raw -503758.179633 + Penalty 1454.271836 = -502303.907797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2709.571931 sec): 3 clusters Score: Raw -499562.809981 + Penalty 2908.543671 = -496654.266310 nChanged 3257 SP:Iteration 1F (2709.597297 sec): 3 clusters Score: Raw -501281.142898 + Penalty 2908.543671 = -498372.599227 nChanged 502 SP:Iteration 2F (2709.622582 sec): 3 clusters Score: Raw -501513.456554 + Penalty 2908.543671 = -498604.912883 nChanged 405 SP:Iteration 3F (2709.647621 sec): 3 clusters Score: Raw -501714.560532 + Penalty 2908.543671 = -498806.016860 nChanged 385 SP:Iteration 4Q (2709.673084 sec): 3 clusters Score: Raw -501911.004594 + Penalty 2908.543671 = -499002.460922 nChanged 339 SP:Iteration 5Q (2709.698490 sec): 3 clusters Score: Raw -502082.528655 + Penalty 2908.543671 = -499173.984983 nChanged 326 SP:Iteration 6Q (2709.723947 sec): 3 clusters Score: Raw -502261.536164 + Penalty 2908.543671 = -499352.992492 nChanged 297 SP:Iteration 7Q (2709.749394 sec): 3 clusters Score: Raw -502449.278892 + Penalty 2908.543671 = -499540.735221 nChanged 353 SP:Iteration 8Q (2709.774788 sec): 3 clusters Score: Raw -502701.869147 + Penalty 2908.543671 = -499793.325475 nChanged 372 SP:Iteration 9Q (2709.800127 sec): 3 clusters Score: Raw -502972.249283 + Penalty 2908.543671 = -500063.705612 nChanged 358 SP:Iteration 10Q (2709.825402 sec): 3 clusters Score: Raw -503196.922283 + Penalty 2908.543671 = -500288.378612 nChanged 274 SP:Iteration 11Q (2709.850638 sec): 3 clusters Score: Raw -503325.487548 + Penalty 2908.543671 = -500416.943877 nChanged 209 SP:Iteration 12Q (2709.875734 sec): 3 clusters Score: Raw -503414.239675 + Penalty 2908.543671 = -500505.696003 nChanged 157 SP:Iteration 13Q (2709.900643 sec): 3 clusters Score: Raw -503475.024636 + Penalty 2908.543671 = -500566.480965 nChanged 120 SP:Iteration 14Q (2709.925590 sec): 3 clusters Score: Raw -503519.819533 + Penalty 2908.543671 = -500611.275862 nChanged 106 SP:Iteration 15Q (2709.950606 sec): 3 clusters Score: Raw -503555.726186 + Penalty 2908.543671 = -500647.182515 nChanged 86 SP:Iteration 16Q (2709.975595 sec): 3 clusters Score: Raw -503587.530609 + Penalty 2908.543671 = -500678.986938 nChanged 86 SP:Iteration 17Q (2710.000494 sec): 3 clusters Score: Raw -503619.149729 + Penalty 2908.543671 = -500710.606058 nChanged 74 SP:Iteration 18Q (2710.025480 sec): 3 clusters Score: Raw -503647.497163 + Penalty 2908.543671 = -500738.953492 nChanged 81 SP:Iteration 19Q (2710.050231 sec): 3 clusters Score: Raw -503672.515362 + Penalty 2908.543671 = -500763.971691 nChanged 71 SP:Iteration 20F (2710.075333 sec): 3 clusters Score: Raw -503690.230992 + Penalty 2908.543671 = -500781.687321 nChanged 48 SP:Iteration 21Q (2710.099976 sec): 3 clusters Score: Raw -503697.883960 + Penalty 2908.543671 = -500789.340289 nChanged 26 SP:Iteration 22Q (2710.124945 sec): 3 clusters Score: Raw -503701.892625 + Penalty 2908.543671 = -500793.348954 nChanged 26 SP:Iteration 23Q (2710.149829 sec): 3 clusters Score: Raw -503705.890859 + Penalty 2908.543671 = -500797.347188 nChanged 26 SP:Iteration 24Q (2710.174398 sec): 3 clusters Score: Raw -503709.337170 + Penalty 2908.543671 = -500800.793499 nChanged 19 SP:Iteration 25Q (2710.199273 sec): 3 clusters Score: Raw -503712.011198 + Penalty 2908.543671 = -500803.467526 nChanged 13 SP:Iteration 26Q (2710.223948 sec): 3 clusters Score: Raw -503714.114631 + Penalty 2908.543671 = -500805.570959 nChanged 12 SP:Iteration 27Q (2710.248756 sec): 3 clusters Score: Raw -503716.002291 + Penalty 2908.543671 = -500807.458620 nChanged 18 SP:Iteration 28Q (2710.273357 sec): 3 clusters Score: Raw -503720.072737 + Penalty 2908.543671 = -500811.529066 nChanged 15 SP:Iteration 29Q (2710.298138 sec): 3 clusters Score: Raw -503722.988172 + Penalty 2908.543671 = -500814.444501 nChanged 19 SP:Iteration 30Q (2710.322751 sec): 3 clusters Score: Raw -503725.925366 + Penalty 2908.543671 = -500817.381695 nChanged 17 SP:Iteration 31Q (2710.347511 sec): 3 clusters Score: Raw -503729.321194 + Penalty 2908.543671 = -500820.777522 nChanged 19 SP:Iteration 32Q (2710.372431 sec): 3 clusters Score: Raw -503732.928782 + Penalty 2908.543671 = -500824.385111 nChanged 15 SP:Iteration 33Q (2710.397220 sec): 3 clusters Score: Raw -503735.333528 + Penalty 2908.543671 = -500826.789857 nChanged 16 SP:Iteration 34Q (2710.421849 sec): 3 clusters Score: Raw -503739.493373 + Penalty 2908.543671 = -500830.949702 nChanged 19 SP:Iteration 35Q (2710.446553 sec): 3 clusters Score: Raw -503743.156266 + Penalty 2908.543671 = -500834.612595 nChanged 14 SP:Iteration 36Q (2710.471512 sec): 3 clusters Score: Raw -503745.296609 + Penalty 2908.543671 = -500836.752937 nChanged 6 SP:Iteration 37Q (2710.496196 sec): 3 clusters Score: Raw -503746.249719 + Penalty 2908.543671 = -500837.706048 nChanged 9 SP:Iteration 38Q (2710.520694 sec): 3 clusters Score: Raw -503747.645235 + Penalty 2908.543671 = -500839.101564 nChanged 10 SP:Iteration 39Q (2710.545545 sec): 3 clusters Score: Raw -503749.258543 + Penalty 2908.543671 = -500840.714872 nChanged 4 SP:Iteration 40F (2710.571027 sec): 3 clusters Score: Raw -503749.727269 + Penalty 2908.543671 = -500841.183598 nChanged 4 SP:Iteration 41Q (2710.595811 sec): 3 clusters Score: Raw -503750.249356 + Penalty 2908.543671 = -500841.705685 nChanged 6 SP:Iteration 42Q (2710.620493 sec): 3 clusters Score: Raw -503750.911604 + Penalty 2908.543671 = -500842.367933 nChanged 3 SP:Iteration 43Q (2710.645464 sec): 3 clusters Score: Raw -503751.219448 + Penalty 2908.543671 = -500842.675777 nChanged 4 SP:Iteration 44Q (2710.670227 sec): 3 clusters Score: Raw -503751.758746 + Penalty 2908.543671 = -500843.215074 nChanged 2 SP:Iteration 45Q (2710.694907 sec): 3 clusters Score: Raw -503752.063256 + Penalty 2908.543671 = -500843.519584 nChanged 1 SP:Iteration 46Q (2710.719743 sec): 3 clusters Score: Raw -503752.222770 + Penalty 2908.543671 = -500843.679099 nChanged 1 SP:Iteration 47Q (2710.744674 sec): 3 clusters Score: Raw -503752.345430 + Penalty 2908.543671 = -500843.801759 nChanged 2 SP:Iteration 48Q (2710.769620 sec): 3 clusters Score: Raw -503752.547061 + Penalty 2908.543671 = -500844.003390 nChanged 0 SP:Iteration 49F (2710.794842 sec): 3 clusters Score: Raw -503752.547061 + Penalty 2908.543671 = -500844.003390 nChanged 0 Trying to split cluster 22 (2594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2710.810582 sec): 2 clusters Score: Raw -164543.547061 + Penalty 1277.405409 = -163266.141651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2710.824257 sec): 3 clusters Score: Raw -163402.844873 + Penalty 2554.810819 = -160848.034055 nChanged 978 SP:Iteration 1F (2710.837081 sec): 3 clusters Score: Raw -164053.633085 + Penalty 2554.810819 = -161498.822266 nChanged 219 SP:Iteration 2F (2710.849871 sec): 3 clusters Score: Raw -164281.085045 + Penalty 2554.810819 = -161726.274227 nChanged 166 SP:Iteration 3F (2710.862700 sec): 3 clusters Score: Raw -164438.900155 + Penalty 2554.810819 = -161884.089336 nChanged 100 SP:Iteration 4Q (2710.875390 sec): 3 clusters Score: Raw -164515.585899 + Penalty 2554.810819 = -161960.775081 nChanged 89 SP:Iteration 5Q (2710.888114 sec): 3 clusters Score: Raw -164586.368507 + Penalty 2554.810819 = -162031.557688 nChanged 83 SP:Iteration 6Q (2710.900661 sec): 3 clusters Score: Raw -164648.171880 + Penalty 2554.810819 = -162093.361062 nChanged 73 SP:Iteration 7Q (2710.913210 sec): 3 clusters Score: Raw -164688.750587 + Penalty 2554.810819 = -162133.939768 nChanged 68 SP:Iteration 8Q (2710.925851 sec): 3 clusters Score: Raw -164733.070699 + Penalty 2554.810819 = -162178.259881 nChanged 60 SP:Iteration 9Q (2710.938481 sec): 3 clusters Score: Raw -164771.042666 + Penalty 2554.810819 = -162216.231848 nChanged 57 SP:Iteration 10Q (2710.951065 sec): 3 clusters Score: Raw -164814.379639 + Penalty 2554.810819 = -162259.568821 nChanged 70 SP:Iteration 11Q (2710.963534 sec): 3 clusters Score: Raw -164865.767507 + Penalty 2554.810819 = -162310.956689 nChanged 71 SP:Iteration 12Q (2710.976108 sec): 3 clusters Score: Raw -164925.553866 + Penalty 2554.810819 = -162370.743047 nChanged 78 SP:Iteration 13Q (2710.988556 sec): 3 clusters Score: Raw -164986.884057 + Penalty 2554.810819 = -162432.073239 nChanged 64 SP:Iteration 14Q (2711.001001 sec): 3 clusters Score: Raw -165036.450093 + Penalty 2554.810819 = -162481.639274 nChanged 43 SP:Iteration 15Q (2711.013496 sec): 3 clusters Score: Raw -165064.983749 + Penalty 2554.810819 = -162510.172930 nChanged 36 SP:Iteration 16Q (2711.026089 sec): 3 clusters Score: Raw -165094.421971 + Penalty 2554.810819 = -162539.611152 nChanged 50 SP:Iteration 17Q (2711.038606 sec): 3 clusters Score: Raw -165133.231492 + Penalty 2554.810819 = -162578.420673 nChanged 43 SP:Iteration 18Q (2711.051123 sec): 3 clusters Score: Raw -165165.909482 + Penalty 2554.810819 = -162611.098663 nChanged 32 SP:Iteration 19Q (2711.063549 sec): 3 clusters Score: Raw -165193.073330 + Penalty 2554.810819 = -162638.262512 nChanged 29 SP:Iteration 20F (2711.076269 sec): 3 clusters Score: Raw -165216.041096 + Penalty 2554.810819 = -162661.230278 nChanged 34 SP:Iteration 21Q (2711.088564 sec): 3 clusters Score: Raw -165254.144353 + Penalty 2554.810819 = -162699.333535 nChanged 33 SP:Iteration 22Q (2711.100840 sec): 3 clusters Score: Raw -165296.046916 + Penalty 2554.810819 = -162741.236098 nChanged 29 SP:Iteration 23Q (2711.113180 sec): 3 clusters Score: Raw -165334.313968 + Penalty 2554.810819 = -162779.503150 nChanged 28 SP:Iteration 24Q (2711.125384 sec): 3 clusters Score: Raw -165362.292916 + Penalty 2554.810819 = -162807.482098 nChanged 21 SP:Iteration 25Q (2711.137648 sec): 3 clusters Score: Raw -165381.468468 + Penalty 2554.810819 = -162826.657649 nChanged 15 SP:Iteration 26Q (2711.149970 sec): 3 clusters Score: Raw -165394.742781 + Penalty 2554.810819 = -162839.931962 nChanged 16 SP:Iteration 27Q (2711.162202 sec): 3 clusters Score: Raw -165409.334399 + Penalty 2554.810819 = -162854.523581 nChanged 12 SP:Iteration 28Q (2711.174460 sec): 3 clusters Score: Raw -165418.885493 + Penalty 2554.810819 = -162864.074674 nChanged 8 SP:Iteration 29Q (2711.186647 sec): 3 clusters Score: Raw -165425.118268 + Penalty 2554.810819 = -162870.307450 nChanged 11 SP:Iteration 30Q (2711.198867 sec): 3 clusters Score: Raw -165432.073577 + Penalty 2554.810819 = -162877.262758 nChanged 4 SP:Iteration 31Q (2711.210984 sec): 3 clusters Score: Raw -165433.988664 + Penalty 2554.810819 = -162879.177846 nChanged 3 SP:Iteration 32Q (2711.223111 sec): 3 clusters Score: Raw -165435.415492 + Penalty 2554.810819 = -162880.604674 nChanged 2 SP:Iteration 33Q (2711.235276 sec): 3 clusters Score: Raw -165436.171713 + Penalty 2554.810819 = -162881.360895 nChanged 1 SP:Iteration 34Q (2711.247476 sec): 3 clusters Score: Raw -165436.738575 + Penalty 2554.810819 = -162881.927756 nChanged 0 SP:Iteration 35F (2711.260216 sec): 3 clusters Score: Raw -165442.057345 + Penalty 2554.810819 = -162887.246526 nChanged 2 SP:Iteration 36Q (2711.272367 sec): 3 clusters Score: Raw -165445.263786 + Penalty 2554.810819 = -162890.452967 nChanged 4 SP:Iteration 37Q (2711.284486 sec): 3 clusters Score: Raw -165447.285813 + Penalty 2554.810819 = -162892.474994 nChanged 1 SP:Iteration 38Q (2711.296580 sec): 3 clusters Score: Raw -165447.660139 + Penalty 2554.810819 = -162892.849321 nChanged 0 SP:Iteration 39F (2711.309374 sec): 3 clusters Score: Raw -165447.660139 + Penalty 2554.810819 = -162892.849321 nChanged 0 Trying to split cluster 23 (4318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2711.327259 sec): 2 clusters Score: Raw -302553.802677 + Penalty 1360.213987 = -301193.588690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2711.347420 sec): 3 clusters Score: Raw -300349.988576 + Penalty 2720.427974 = -297629.560603 nChanged 1743 SP:Iteration 1F (2711.367201 sec): 3 clusters Score: Raw -301332.907802 + Penalty 2720.427974 = -298612.479829 nChanged 278 SP:Iteration 2F (2711.386929 sec): 3 clusters Score: Raw -301498.884991 + Penalty 2720.427974 = -298778.457018 nChanged 197 SP:Iteration 3Q (2711.406768 sec): 3 clusters Score: Raw -301597.799260 + Penalty 2720.427974 = -298877.371286 nChanged 168 SP:Iteration 4Q (2711.426448 sec): 3 clusters Score: Raw -301681.500905 + Penalty 2720.427974 = -298961.072931 nChanged 153 SP:Iteration 5Q (2711.446250 sec): 3 clusters Score: Raw -301748.719628 + Penalty 2720.427974 = -299028.291654 nChanged 127 SP:Iteration 6Q (2711.465777 sec): 3 clusters Score: Raw -301805.604464 + Penalty 2720.427974 = -299085.176490 nChanged 102 SP:Iteration 7Q (2711.485311 sec): 3 clusters Score: Raw -301853.543950 + Penalty 2720.427974 = -299133.115977 nChanged 105 SP:Iteration 8Q (2711.505201 sec): 3 clusters Score: Raw -301897.577395 + Penalty 2720.427974 = -299177.149421 nChanged 80 SP:Iteration 9Q (2711.524955 sec): 3 clusters Score: Raw -301926.921276 + Penalty 2720.427974 = -299206.493303 nChanged 80 SP:Iteration 10Q (2711.544664 sec): 3 clusters Score: Raw -301960.179833 + Penalty 2720.427974 = -299239.751860 nChanged 89 SP:Iteration 11Q (2711.564411 sec): 3 clusters Score: Raw -301994.180445 + Penalty 2720.427974 = -299273.752471 nChanged 84 SP:Iteration 12Q (2711.583980 sec): 3 clusters Score: Raw -302030.378041 + Penalty 2720.427974 = -299309.950067 nChanged 102 SP:Iteration 13Q (2711.603671 sec): 3 clusters Score: Raw -302078.653904 + Penalty 2720.427974 = -299358.225930 nChanged 107 SP:Iteration 14Q (2711.623254 sec): 3 clusters Score: Raw -302131.008467 + Penalty 2720.427974 = -299410.580494 nChanged 89 SP:Iteration 15Q (2711.642735 sec): 3 clusters Score: Raw -302168.706012 + Penalty 2720.427974 = -299448.278038 nChanged 99 SP:Iteration 16Q (2711.662203 sec): 3 clusters Score: Raw -302216.927317 + Penalty 2720.427974 = -299496.499343 nChanged 89 SP:Iteration 17Q (2711.681645 sec): 3 clusters Score: Raw -302260.985238 + Penalty 2720.427974 = -299540.557264 nChanged 76 SP:Iteration 18Q (2711.701098 sec): 3 clusters Score: Raw -302297.479812 + Penalty 2720.427974 = -299577.051839 nChanged 68 SP:Iteration 19Q (2711.720723 sec): 3 clusters Score: Raw -302332.366099 + Penalty 2720.427974 = -299611.938126 nChanged 71 SP:Iteration 20F (2711.740072 sec): 3 clusters Score: Raw -302363.626663 + Penalty 2720.427974 = -299643.198690 nChanged 56 SP:Iteration 21Q (2711.759365 sec): 3 clusters Score: Raw -302391.073190 + Penalty 2720.427974 = -299670.645217 nChanged 52 SP:Iteration 22Q (2711.778705 sec): 3 clusters Score: Raw -302418.057776 + Penalty 2720.427974 = -299697.629803 nChanged 51 SP:Iteration 23Q (2711.798142 sec): 3 clusters Score: Raw -302443.323969 + Penalty 2720.427974 = -299722.895995 nChanged 50 SP:Iteration 24Q (2711.817756 sec): 3 clusters Score: Raw -302465.873316 + Penalty 2720.427974 = -299745.445342 nChanged 41 SP:Iteration 25Q (2711.837293 sec): 3 clusters Score: Raw -302484.852911 + Penalty 2720.427974 = -299764.424937 nChanged 30 SP:Iteration 26Q (2711.856525 sec): 3 clusters Score: Raw -302500.134158 + Penalty 2720.427974 = -299779.706185 nChanged 31 SP:Iteration 27Q (2711.875779 sec): 3 clusters Score: Raw -302518.462682 + Penalty 2720.427974 = -299798.034709 nChanged 34 SP:Iteration 28Q (2711.895263 sec): 3 clusters Score: Raw -302538.297265 + Penalty 2720.427974 = -299817.869291 nChanged 28 SP:Iteration 29Q (2711.914573 sec): 3 clusters Score: Raw -302554.926732 + Penalty 2720.427974 = -299834.498759 nChanged 33 SP:Iteration 30Q (2711.933779 sec): 3 clusters Score: Raw -302569.968748 + Penalty 2720.427974 = -299849.540774 nChanged 24 SP:Iteration 31Q (2711.953207 sec): 3 clusters Score: Raw -302583.640913 + Penalty 2720.427974 = -299863.212939 nChanged 25 SP:Iteration 32Q (2711.972635 sec): 3 clusters Score: Raw -302597.989803 + Penalty 2720.427974 = -299877.561830 nChanged 25 SP:Iteration 33Q (2711.991495 sec): 3 clusters Score: Raw -302611.977538 + Penalty 2720.427974 = -299891.549565 nChanged 20 SP:Iteration 34Q (2712.010633 sec): 3 clusters Score: Raw -302621.054316 + Penalty 2720.427974 = -299900.626342 nChanged 14 SP:Iteration 35Q (2712.029764 sec): 3 clusters Score: Raw -302625.197446 + Penalty 2720.427974 = -299904.769472 nChanged 9 SP:Iteration 36Q (2712.048654 sec): 3 clusters Score: Raw -302630.507696 + Penalty 2720.427974 = -299910.079723 nChanged 16 SP:Iteration 37Q (2712.067923 sec): 3 clusters Score: Raw -302637.107247 + Penalty 2720.427974 = -299916.679274 nChanged 9 SP:Iteration 38Q (2712.087008 sec): 3 clusters Score: Raw -302641.279582 + Penalty 2720.427974 = -299920.851609 nChanged 12 SP:Iteration 39Q (2712.106022 sec): 3 clusters Score: Raw -302646.477599 + Penalty 2720.427974 = -299926.049625 nChanged 5 SP:Iteration 40F (2712.125675 sec): 3 clusters Score: Raw -302647.956273 + Penalty 2720.427974 = -299927.528300 nChanged 6 SP:Iteration 41Q (2712.144701 sec): 3 clusters Score: Raw -302649.206440 + Penalty 2720.427974 = -299928.778467 nChanged 4 SP:Iteration 42Q (2712.163663 sec): 3 clusters Score: Raw -302650.959786 + Penalty 2720.427974 = -299930.531812 nChanged 3 SP:Iteration 43Q (2712.182821 sec): 3 clusters Score: Raw -302653.547768 + Penalty 2720.427974 = -299933.119794 nChanged 7 SP:Iteration 44Q (2712.235028 sec): 3 clusters Score: Raw -302657.522177 + Penalty 2720.427974 = -299937.094203 nChanged 7 SP:Iteration 45Q (2712.290114 sec): 3 clusters Score: Raw -302660.853716 + Penalty 2720.427974 = -299940.425742 nChanged 5 SP:Iteration 46Q (2712.343071 sec): 3 clusters Score: Raw -302662.784559 + Penalty 2720.427974 = -299942.356586 nChanged 5 SP:Iteration 47Q (2712.385226 sec): 3 clusters Score: Raw -302664.349631 + Penalty 2720.427974 = -299943.921657 nChanged 7 SP:Iteration 48Q (2712.404520 sec): 3 clusters Score: Raw -302667.951612 + Penalty 2720.427974 = -299947.523639 nChanged 9 SP:Iteration 49Q (2712.423815 sec): 3 clusters Score: Raw -302673.499160 + Penalty 2720.427974 = -299953.071186 nChanged 12 SP:Iteration 50Q (2712.442913 sec): 3 clusters Score: Raw -302679.769248 + Penalty 2720.427974 = -299959.341275 nChanged 8 SP:Iteration 51Q (2712.461843 sec): 3 clusters Score: Raw -302682.518310 + Penalty 2720.427974 = -299962.090336 nChanged 2 SP:Iteration 52Q (2712.481006 sec): 3 clusters Score: Raw -302683.324848 + Penalty 2720.427974 = -299962.896874 nChanged 3 SP:Iteration 53Q (2712.500067 sec): 3 clusters Score: Raw -302684.670465 + Penalty 2720.427974 = -299964.242491 nChanged 5 SP:Iteration 54Q (2712.518932 sec): 3 clusters Score: Raw -302686.716621 + Penalty 2720.427974 = -299966.288648 nChanged 4 SP:Iteration 55Q (2712.538052 sec): 3 clusters Score: Raw -302688.254653 + Penalty 2720.427974 = -299967.826680 nChanged 2 SP:Iteration 56Q (2712.556608 sec): 3 clusters Score: Raw -302688.870717 + Penalty 2720.427974 = -299968.442744 nChanged 1 SP:Iteration 57Q (2712.575457 sec): 3 clusters Score: Raw -302689.115277 + Penalty 2720.427974 = -299968.687304 nChanged 2 SP:Iteration 58Q (2712.594133 sec): 3 clusters Score: Raw -302690.280329 + Penalty 2720.427974 = -299969.852356 nChanged 1 SP:Iteration 59Q (2712.613045 sec): 3 clusters Score: Raw -302690.915290 + Penalty 2720.427974 = -299970.487317 nChanged 0 SP:Iteration 60F (2712.632368 sec): 3 clusters Score: Raw -302690.915290 + Penalty 2720.427974 = -299970.487317 nChanged 0 Trying to split cluster 24 (5123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2712.650937 sec): 2 clusters Score: Raw -302813.070593 + Penalty 1387.993016 = -301425.077576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2712.672266 sec): 3 clusters Score: Raw -300163.171675 + Penalty 2775.986032 = -297387.185642 nChanged 2067 SP:Iteration 1F (2712.693302 sec): 3 clusters Score: Raw -301486.858429 + Penalty 2775.986032 = -298710.872397 nChanged 448 SP:Iteration 2F (2712.714226 sec): 3 clusters Score: Raw -301854.531722 + Penalty 2775.986032 = -299078.545690 nChanged 347 SP:Iteration 3F (2712.735136 sec): 3 clusters Score: Raw -302151.646154 + Penalty 2775.986032 = -299375.660121 nChanged 299 SP:Iteration 4F (2712.755925 sec): 3 clusters Score: Raw -302360.965493 + Penalty 2775.986032 = -299584.979461 nChanged 232 SP:Iteration 5Q (2712.776803 sec): 3 clusters Score: Raw -302491.860145 + Penalty 2775.986032 = -299715.874113 nChanged 185 SP:Iteration 6Q (2712.797638 sec): 3 clusters Score: Raw -302594.494409 + Penalty 2775.986032 = -299818.508377 nChanged 141 SP:Iteration 7Q (2712.818685 sec): 3 clusters Score: Raw -302665.628467 + Penalty 2775.986032 = -299889.642434 nChanged 129 SP:Iteration 8Q (2712.839717 sec): 3 clusters Score: Raw -302732.623449 + Penalty 2775.986032 = -299956.637417 nChanged 133 SP:Iteration 9Q (2712.860510 sec): 3 clusters Score: Raw -302791.854883 + Penalty 2775.986032 = -300015.868851 nChanged 109 SP:Iteration 10Q (2712.881582 sec): 3 clusters Score: Raw -302842.011876 + Penalty 2775.986032 = -300066.025843 nChanged 102 SP:Iteration 11Q (2712.902296 sec): 3 clusters Score: Raw -302886.418058 + Penalty 2775.986032 = -300110.432025 nChanged 95 SP:Iteration 12Q (2712.923331 sec): 3 clusters Score: Raw -302919.760741 + Penalty 2775.986032 = -300143.774709 nChanged 64 SP:Iteration 13Q (2712.944189 sec): 3 clusters Score: Raw -302941.485886 + Penalty 2775.986032 = -300165.499854 nChanged 51 SP:Iteration 14Q (2712.965029 sec): 3 clusters Score: Raw -302956.451060 + Penalty 2775.986032 = -300180.465028 nChanged 49 SP:Iteration 15Q (2712.985772 sec): 3 clusters Score: Raw -302971.778459 + Penalty 2775.986032 = -300195.792427 nChanged 39 SP:Iteration 16Q (2713.006409 sec): 3 clusters Score: Raw -302982.536313 + Penalty 2775.986032 = -300206.550281 nChanged 27 SP:Iteration 17Q (2713.027184 sec): 3 clusters Score: Raw -302991.025289 + Penalty 2775.986032 = -300215.039256 nChanged 30 SP:Iteration 18Q (2713.048063 sec): 3 clusters Score: Raw -303000.993388 + Penalty 2775.986032 = -300225.007356 nChanged 26 SP:Iteration 19Q (2713.068957 sec): 3 clusters Score: Raw -303008.805508 + Penalty 2775.986032 = -300232.819475 nChanged 28 SP:Iteration 20F (2713.089895 sec): 3 clusters Score: Raw -303016.942024 + Penalty 2775.986032 = -300240.955992 nChanged 21 SP:Iteration 21Q (2713.110842 sec): 3 clusters Score: Raw -303021.582812 + Penalty 2775.986032 = -300245.596780 nChanged 12 SP:Iteration 22Q (2713.131589 sec): 3 clusters Score: Raw -303025.662135 + Penalty 2775.986032 = -300249.676103 nChanged 19 SP:Iteration 23Q (2713.152367 sec): 3 clusters Score: Raw -303031.736216 + Penalty 2775.986032 = -300255.750184 nChanged 20 SP:Iteration 24Q (2713.173093 sec): 3 clusters Score: Raw -303036.949567 + Penalty 2775.986032 = -300260.963535 nChanged 9 SP:Iteration 25Q (2713.193944 sec): 3 clusters Score: Raw -303039.122223 + Penalty 2775.986032 = -300263.136191 nChanged 8 SP:Iteration 26Q (2713.214486 sec): 3 clusters Score: Raw -303041.050503 + Penalty 2775.986032 = -300265.064470 nChanged 9 SP:Iteration 27Q (2713.235445 sec): 3 clusters Score: Raw -303042.986555 + Penalty 2775.986032 = -300267.000523 nChanged 14 SP:Iteration 28Q (2713.256340 sec): 3 clusters Score: Raw -303045.865471 + Penalty 2775.986032 = -300269.879439 nChanged 11 SP:Iteration 29Q (2713.277312 sec): 3 clusters Score: Raw -303047.246498 + Penalty 2775.986032 = -300271.260466 nChanged 7 SP:Iteration 30Q (2713.297959 sec): 3 clusters Score: Raw -303048.365046 + Penalty 2775.986032 = -300272.379013 nChanged 2 SP:Iteration 31Q (2713.318596 sec): 3 clusters Score: Raw -303048.725420 + Penalty 2775.986032 = -300272.739388 nChanged 3 SP:Iteration 32Q (2713.339252 sec): 3 clusters Score: Raw -303049.170404 + Penalty 2775.986032 = -300273.184371 nChanged 4 SP:Iteration 33Q (2713.359950 sec): 3 clusters Score: Raw -303050.142782 + Penalty 2775.986032 = -300274.156750 nChanged 6 SP:Iteration 34Q (2713.380867 sec): 3 clusters Score: Raw -303051.677714 + Penalty 2775.986032 = -300275.691682 nChanged 6 SP:Iteration 35Q (2713.401515 sec): 3 clusters Score: Raw -303052.789836 + Penalty 2775.986032 = -300276.803803 nChanged 4 SP:Iteration 36Q (2713.422277 sec): 3 clusters Score: Raw -303053.598410 + Penalty 2775.986032 = -300277.612378 nChanged 5 SP:Iteration 37Q (2713.443068 sec): 3 clusters Score: Raw -303054.374248 + Penalty 2775.986032 = -300278.388215 nChanged 4 SP:Iteration 38Q (2713.463707 sec): 3 clusters Score: Raw -303055.094785 + Penalty 2775.986032 = -300279.108753 nChanged 2 SP:Iteration 39Q (2713.484443 sec): 3 clusters Score: Raw -303055.701774 + Penalty 2775.986032 = -300279.715742 nChanged 4 SP:Iteration 40F (2713.505461 sec): 3 clusters Score: Raw -303056.532853 + Penalty 2775.986032 = -300280.546821 nChanged 5 SP:Iteration 41Q (2713.525977 sec): 3 clusters Score: Raw -303057.217674 + Penalty 2775.986032 = -300281.231642 nChanged 2 SP:Iteration 42Q (2713.546789 sec): 3 clusters Score: Raw -303057.636735 + Penalty 2775.986032 = -300281.650703 nChanged 3 SP:Iteration 43Q (2713.567388 sec): 3 clusters Score: Raw -303058.108238 + Penalty 2775.986032 = -300282.122206 nChanged 5 SP:Iteration 44Q (2713.588035 sec): 3 clusters Score: Raw -303059.234525 + Penalty 2775.986032 = -300283.248492 nChanged 6 SP:Iteration 45Q (2713.608658 sec): 3 clusters Score: Raw -303060.163894 + Penalty 2775.986032 = -300284.177862 nChanged 10 SP:Iteration 46Q (2713.629416 sec): 3 clusters Score: Raw -303061.508331 + Penalty 2775.986032 = -300285.522298 nChanged 8 SP:Iteration 47Q (2713.650147 sec): 3 clusters Score: Raw -303062.764524 + Penalty 2775.986032 = -300286.778492 nChanged 6 SP:Iteration 48Q (2713.670970 sec): 3 clusters Score: Raw -303063.440710 + Penalty 2775.986032 = -300287.454678 nChanged 1 SP:Iteration 49Q (2713.691596 sec): 3 clusters Score: Raw -303063.547397 + Penalty 2775.986032 = -300287.561365 nChanged 3 SP:Iteration 50Q (2713.712282 sec): 3 clusters Score: Raw -303064.058499 + Penalty 2775.986032 = -300288.072467 nChanged 6 SP:Iteration 51Q (2713.732988 sec): 3 clusters Score: Raw -303065.012666 + Penalty 2775.986032 = -300289.026634 nChanged 7 SP:Iteration 52Q (2713.753654 sec): 3 clusters Score: Raw -303065.890804 + Penalty 2775.986032 = -300289.904772 nChanged 4 SP:Iteration 53Q (2713.774288 sec): 3 clusters Score: Raw -303066.307116 + Penalty 2775.986032 = -300290.321084 nChanged 2 SP:Iteration 54Q (2713.794996 sec): 3 clusters Score: Raw -303066.617098 + Penalty 2775.986032 = -300290.631066 nChanged 4 SP:Iteration 55Q (2713.815718 sec): 3 clusters Score: Raw -303066.998234 + Penalty 2775.986032 = -300291.012202 nChanged 2 SP:Iteration 56Q (2713.836513 sec): 3 clusters Score: Raw -303067.511880 + Penalty 2775.986032 = -300291.525848 nChanged 4 SP:Iteration 57Q (2713.857082 sec): 3 clusters Score: Raw -303068.418590 + Penalty 2775.986032 = -300292.432557 nChanged 8 SP:Iteration 58Q (2713.877847 sec): 3 clusters Score: Raw -303070.182334 + Penalty 2775.986032 = -300294.196301 nChanged 15 SP:Iteration 59Q (2713.898589 sec): 3 clusters Score: Raw -303073.955861 + Penalty 2775.986032 = -300297.969829 nChanged 18 SP:Iteration 60F (2713.919656 sec): 3 clusters Score: Raw -303077.986389 + Penalty 2775.986032 = -300302.000357 nChanged 18 SP:Iteration 61Q (2713.940308 sec): 3 clusters Score: Raw -303082.288965 + Penalty 2775.986032 = -300306.302933 nChanged 21 SP:Iteration 62Q (2713.961038 sec): 3 clusters Score: Raw -303088.464164 + Penalty 2775.986032 = -300312.478132 nChanged 24 SP:Iteration 63Q (2713.981695 sec): 3 clusters Score: Raw -303096.659647 + Penalty 2775.986032 = -300320.673614 nChanged 27 SP:Iteration 64Q (2714.002393 sec): 3 clusters Score: Raw -303103.473572 + Penalty 2775.986032 = -300327.487540 nChanged 22 SP:Iteration 65Q (2714.059032 sec): 3 clusters Score: Raw -303107.954217 + Penalty 2775.986032 = -300331.968185 nChanged 23 SP:Iteration 66Q (2714.113659 sec): 3 clusters Score: Raw -303114.423513 + Penalty 2775.986032 = -300338.437481 nChanged 22 SP:Iteration 67Q (2714.168032 sec): 3 clusters Score: Raw -303120.880636 + Penalty 2775.986032 = -300344.894603 nChanged 22 SP:Iteration 68Q (2714.198055 sec): 3 clusters Score: Raw -303125.978741 + Penalty 2775.986032 = -300349.992709 nChanged 19 SP:Iteration 69Q (2714.218615 sec): 3 clusters Score: Raw -303129.572133 + Penalty 2775.986032 = -300353.586101 nChanged 11 SP:Iteration 70Q (2714.243241 sec): 3 clusters Score: Raw -303132.356203 + Penalty 2775.986032 = -300356.370171 nChanged 17 SP:Iteration 71Q (2714.264741 sec): 3 clusters Score: Raw -303137.114904 + Penalty 2775.986032 = -300361.128872 nChanged 14 SP:Iteration 72Q (2714.286151 sec): 3 clusters Score: Raw -303140.690602 + Penalty 2775.986032 = -300364.704570 nChanged 17 SP:Iteration 73Q (2714.329748 sec): 3 clusters Score: Raw -303143.769730 + Penalty 2775.986032 = -300367.783698 nChanged 10 SP:Iteration 74Q (2714.349996 sec): 3 clusters Score: Raw -303146.170440 + Penalty 2775.986032 = -300370.184407 nChanged 10 SP:Iteration 75Q (2714.370384 sec): 3 clusters Score: Raw -303148.803920 + Penalty 2775.986032 = -300372.817888 nChanged 17 SP:Iteration 76Q (2714.391011 sec): 3 clusters Score: Raw -303153.033416 + Penalty 2775.986032 = -300377.047383 nChanged 20 SP:Iteration 77Q (2714.411010 sec): 3 clusters Score: Raw -303158.450486 + Penalty 2775.986032 = -300382.464454 nChanged 16 SP:Iteration 78Q (2714.431269 sec): 3 clusters Score: Raw -303161.327121 + Penalty 2775.986032 = -300385.341089 nChanged 13 SP:Iteration 79Q (2714.451765 sec): 3 clusters Score: Raw -303164.535568 + Penalty 2775.986032 = -300388.549536 nChanged 13 SP:Iteration 80F (2714.472774 sec): 3 clusters Score: Raw -303167.039773 + Penalty 2775.986032 = -300391.053741 nChanged 11 SP:Iteration 81Q (2714.493319 sec): 3 clusters Score: Raw -303170.915791 + Penalty 2775.986032 = -300394.929759 nChanged 16 SP:Iteration 82Q (2714.513713 sec): 3 clusters Score: Raw -303176.137354 + Penalty 2775.986032 = -300400.151322 nChanged 23 SP:Iteration 83Q (2714.534280 sec): 3 clusters Score: Raw -303181.334102 + Penalty 2775.986032 = -300405.348070 nChanged 16 SP:Iteration 84Q (2714.554883 sec): 3 clusters Score: Raw -303185.422287 + Penalty 2775.986032 = -300409.436255 nChanged 14 SP:Iteration 85Q (2714.575265 sec): 3 clusters Score: Raw -303189.098031 + Penalty 2775.986032 = -300413.111999 nChanged 10 SP:Iteration 86Q (2714.595650 sec): 3 clusters Score: Raw -303191.798047 + Penalty 2775.986032 = -300415.812015 nChanged 6 SP:Iteration 87Q (2714.616222 sec): 3 clusters Score: Raw -303192.981083 + Penalty 2775.986032 = -300416.995051 nChanged 6 SP:Iteration 88Q (2714.636773 sec): 3 clusters Score: Raw -303194.144824 + Penalty 2775.986032 = -300418.158791 nChanged 4 SP:Iteration 89Q (2714.657271 sec): 3 clusters Score: Raw -303194.894050 + Penalty 2775.986032 = -300418.908017 nChanged 4 SP:Iteration 90Q (2714.677858 sec): 3 clusters Score: Raw -303196.104244 + Penalty 2775.986032 = -300420.118212 nChanged 3 SP:Iteration 91Q (2714.698296 sec): 3 clusters Score: Raw -303196.513840 + Penalty 2775.986032 = -300420.527807 nChanged 1 SP:Iteration 92Q (2714.718613 sec): 3 clusters Score: Raw -303196.645004 + Penalty 2775.986032 = -300420.658972 nChanged 3 SP:Iteration 93Q (2714.738996 sec): 3 clusters Score: Raw -303197.527959 + Penalty 2775.986032 = -300421.541927 nChanged 2 SP:Iteration 94Q (2714.759160 sec): 3 clusters Score: Raw -303197.821329 + Penalty 2775.986032 = -300421.835297 nChanged 2 SP:Iteration 95Q (2714.779582 sec): 3 clusters Score: Raw -303198.002401 + Penalty 2775.986032 = -300422.016369 nChanged 2 SP:Iteration 96Q (2714.800008 sec): 3 clusters Score: Raw -303198.559287 + Penalty 2775.986032 = -300422.573255 nChanged 7 SP:Iteration 97Q (2714.820286 sec): 3 clusters Score: Raw -303200.454895 + Penalty 2775.986032 = -300424.468863 nChanged 6 SP:Iteration 98Q (2714.840539 sec): 3 clusters Score: Raw -303201.566279 + Penalty 2775.986032 = -300425.580247 nChanged 9 SP:Iteration 99Q (2714.861009 sec): 3 clusters Score: Raw -303203.768202 + Penalty 2775.986032 = -300427.782169 nChanged 12 SP:Iteration 100F (2714.881840 sec): 3 clusters Score: Raw -303206.419709 + Penalty 2775.986032 = -300430.433677 nChanged 6 SP:Iteration 101Q (2714.902297 sec): 3 clusters Score: Raw -303207.525076 + Penalty 2775.986032 = -300431.539044 nChanged 8 SP:Iteration 102Q (2714.922885 sec): 3 clusters Score: Raw -303209.609032 + Penalty 2775.986032 = -300433.623000 nChanged 7 SP:Iteration 103Q (2714.943433 sec): 3 clusters Score: Raw -303210.735394 + Penalty 2775.986032 = -300434.749362 nChanged 6 SP:Iteration 104Q (2714.963890 sec): 3 clusters Score: Raw -303212.418991 + Penalty 2775.986032 = -300436.432958 nChanged 5 SP:Iteration 105Q (2714.984320 sec): 3 clusters Score: Raw -303213.545727 + Penalty 2775.986032 = -300437.559695 nChanged 4 SP:Iteration 106Q (2715.004854 sec): 3 clusters Score: Raw -303214.404976 + Penalty 2775.986032 = -300438.418944 nChanged 5 SP:Iteration 107Q (2715.025211 sec): 3 clusters Score: Raw -303215.359489 + Penalty 2775.986032 = -300439.373456 nChanged 5 SP:Iteration 108Q (2715.045720 sec): 3 clusters Score: Raw -303216.657300 + Penalty 2775.986032 = -300440.671267 nChanged 6 SP:Iteration 109Q (2715.066080 sec): 3 clusters Score: Raw -303218.018642 + Penalty 2775.986032 = -300442.032610 nChanged 7 SP:Iteration 110Q (2715.086620 sec): 3 clusters Score: Raw -303219.643477 + Penalty 2775.986032 = -300443.657445 nChanged 7 SP:Iteration 111Q (2715.107103 sec): 3 clusters Score: Raw -303221.355806 + Penalty 2775.986032 = -300445.369773 nChanged 5 SP:Iteration 112Q (2715.127299 sec): 3 clusters Score: Raw -303222.422116 + Penalty 2775.986032 = -300446.436084 nChanged 6 SP:Iteration 113Q (2715.147450 sec): 3 clusters Score: Raw -303223.273041 + Penalty 2775.986032 = -300447.287009 nChanged 5 SP:Iteration 114Q (2715.167846 sec): 3 clusters Score: Raw -303223.942206 + Penalty 2775.986032 = -300447.956174 nChanged 2 SP:Iteration 115Q (2715.188147 sec): 3 clusters Score: Raw -303224.280130 + Penalty 2775.986032 = -300448.294098 nChanged 0 SP:Iteration 116F (2715.209282 sec): 3 clusters Score: Raw -303224.280130 + Penalty 2775.986032 = -300448.294098 nChanged 0 Trying to split cluster 25 (19612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2715.246395 sec): 2 clusters Score: Raw -1334927.565242 + Penalty 1606.133247 = -1333321.431996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2715.289968 sec): 3 clusters Score: Raw -1323069.297237 + Penalty 3212.266493 = -1319857.030744 nChanged 8835 SP:Iteration 1F (2715.331290 sec): 3 clusters Score: Raw -1327927.224801 + Penalty 3212.266493 = -1324714.958308 nChanged 968 SP:Iteration 2Q (2715.373607 sec): 3 clusters Score: Raw -1328298.637217 + Penalty 3212.266493 = -1325086.370723 nChanged 947 SP:Iteration 3Q (2715.415833 sec): 3 clusters Score: Raw -1328698.754254 + Penalty 3212.266493 = -1325486.487761 nChanged 944 SP:Iteration 4Q (2715.458067 sec): 3 clusters Score: Raw -1329199.732546 + Penalty 3212.266493 = -1325987.466053 nChanged 1064 SP:Iteration 5F (2715.499490 sec): 3 clusters Score: Raw -1329927.204891 + Penalty 3212.266493 = -1326714.938398 nChanged 1263 SP:Iteration 6F (2715.540779 sec): 3 clusters Score: Raw -1331003.212850 + Penalty 3212.266493 = -1327790.946357 nChanged 1314 SP:Iteration 7F (2715.582201 sec): 3 clusters Score: Raw -1332267.055187 + Penalty 3212.266493 = -1329054.788694 nChanged 1363 SP:Iteration 8F (2715.623767 sec): 3 clusters Score: Raw -1333518.722513 + Penalty 3212.266493 = -1330306.456020 nChanged 1170 SP:Iteration 9F (2715.665370 sec): 3 clusters Score: Raw -1334488.603155 + Penalty 3212.266493 = -1331276.336661 nChanged 943 SP:Iteration 10Q (2715.705264 sec): 3 clusters Score: Raw -1335159.524453 + Penalty 3212.266493 = -1331947.257960 nChanged 719 SP:Iteration 11Q (2715.744655 sec): 3 clusters Score: Raw -1335597.529922 + Penalty 3212.266493 = -1332385.263428 nChanged 573 SP:Iteration 12Q (2715.783674 sec): 3 clusters Score: Raw -1335895.116686 + Penalty 3212.266493 = -1332682.850193 nChanged 422 SP:Iteration 13Q (2715.822436 sec): 3 clusters Score: Raw -1336097.504459 + Penalty 3212.266493 = -1332885.237966 nChanged 337 SP:Iteration 14Q (2715.860894 sec): 3 clusters Score: Raw -1336245.840196 + Penalty 3212.266493 = -1333033.573703 nChanged 296 SP:Iteration 15Q (2715.899280 sec): 3 clusters Score: Raw -1336371.666077 + Penalty 3212.266493 = -1333159.399584 nChanged 281 SP:Iteration 16Q (2715.937659 sec): 3 clusters Score: Raw -1336488.650884 + Penalty 3212.266493 = -1333276.384391 nChanged 246 SP:Iteration 17Q (2715.975805 sec): 3 clusters Score: Raw -1336583.594332 + Penalty 3212.266493 = -1333371.327838 nChanged 241 SP:Iteration 18Q (2716.013922 sec): 3 clusters Score: Raw -1336669.952148 + Penalty 3212.266493 = -1333457.685655 nChanged 227 SP:Iteration 19Q (2716.051810 sec): 3 clusters Score: Raw -1336760.347971 + Penalty 3212.266493 = -1333548.081478 nChanged 231 SP:Iteration 20F (2716.093301 sec): 3 clusters Score: Raw -1336845.887251 + Penalty 3212.266493 = -1333633.620758 nChanged 208 SP:Iteration 21Q (2716.131519 sec): 3 clusters Score: Raw -1336916.666464 + Penalty 3212.266493 = -1333704.399971 nChanged 208 SP:Iteration 22Q (2716.169729 sec): 3 clusters Score: Raw -1336985.966963 + Penalty 3212.266493 = -1333773.700470 nChanged 193 SP:Iteration 23Q (2716.207763 sec): 3 clusters Score: Raw -1337051.136745 + Penalty 3212.266493 = -1333838.870252 nChanged 214 SP:Iteration 24Q (2716.245599 sec): 3 clusters Score: Raw -1337111.226518 + Penalty 3212.266493 = -1333898.960024 nChanged 179 SP:Iteration 25Q (2716.283421 sec): 3 clusters Score: Raw -1337161.606065 + Penalty 3212.266493 = -1333949.339572 nChanged 174 SP:Iteration 26Q (2716.320911 sec): 3 clusters Score: Raw -1337207.158600 + Penalty 3212.266493 = -1333994.892107 nChanged 150 SP:Iteration 27Q (2716.358476 sec): 3 clusters Score: Raw -1337239.087925 + Penalty 3212.266493 = -1334026.821432 nChanged 119 SP:Iteration 28Q (2716.395900 sec): 3 clusters Score: Raw -1337259.708351 + Penalty 3212.266493 = -1334047.441857 nChanged 100 SP:Iteration 29Q (2716.433227 sec): 3 clusters Score: Raw -1337277.164708 + Penalty 3212.266493 = -1334064.898215 nChanged 94 SP:Iteration 30Q (2716.470480 sec): 3 clusters Score: Raw -1337291.344511 + Penalty 3212.266493 = -1334079.078017 nChanged 76 SP:Iteration 31Q (2716.507594 sec): 3 clusters Score: Raw -1337302.390444 + Penalty 3212.266493 = -1334090.123951 nChanged 84 SP:Iteration 32Q (2716.544899 sec): 3 clusters Score: Raw -1337313.438569 + Penalty 3212.266493 = -1334101.172076 nChanged 67 SP:Iteration 33Q (2716.582169 sec): 3 clusters Score: Raw -1337321.071315 + Penalty 3212.266493 = -1334108.804821 nChanged 47 SP:Iteration 34Q (2716.619305 sec): 3 clusters Score: Raw -1337326.095263 + Penalty 3212.266493 = -1334113.828769 nChanged 40 SP:Iteration 35Q (2716.656319 sec): 3 clusters Score: Raw -1337330.357784 + Penalty 3212.266493 = -1334118.091291 nChanged 45 SP:Iteration 36Q (2716.693361 sec): 3 clusters Score: Raw -1337335.698256 + Penalty 3212.266493 = -1334123.431763 nChanged 42 SP:Iteration 37Q (2716.730328 sec): 3 clusters Score: Raw -1337340.134049 + Penalty 3212.266493 = -1334127.867556 nChanged 33 SP:Iteration 38Q (2716.767301 sec): 3 clusters Score: Raw -1337344.013508 + Penalty 3212.266493 = -1334131.747014 nChanged 40 SP:Iteration 39Q (2716.804120 sec): 3 clusters Score: Raw -1337348.430454 + Penalty 3212.266493 = -1334136.163961 nChanged 35 SP:Iteration 40F (2716.845547 sec): 3 clusters Score: Raw -1337351.928780 + Penalty 3212.266493 = -1334139.662286 nChanged 32 SP:Iteration 41Q (2716.883694 sec): 3 clusters Score: Raw -1337355.453579 + Penalty 3212.266493 = -1334143.187085 nChanged 34 SP:Iteration 42Q (2716.921534 sec): 3 clusters Score: Raw -1337357.981070 + Penalty 3212.266493 = -1334145.714577 nChanged 24 SP:Iteration 43Q (2716.959364 sec): 3 clusters Score: Raw -1337360.321767 + Penalty 3212.266493 = -1334148.055274 nChanged 23 SP:Iteration 44Q (2716.997246 sec): 3 clusters Score: Raw -1337362.200546 + Penalty 3212.266493 = -1334149.934053 nChanged 22 SP:Iteration 45Q (2717.035134 sec): 3 clusters Score: Raw -1337363.721521 + Penalty 3212.266493 = -1334151.455028 nChanged 18 SP:Iteration 46Q (2717.073111 sec): 3 clusters Score: Raw -1337365.166490 + Penalty 3212.266493 = -1334152.899996 nChanged 16 SP:Iteration 47Q (2717.110793 sec): 3 clusters Score: Raw -1337366.141243 + Penalty 3212.266493 = -1334153.874750 nChanged 14 SP:Iteration 48Q (2717.148588 sec): 3 clusters Score: Raw -1337367.004773 + Penalty 3212.266493 = -1334154.738280 nChanged 8 SP:Iteration 49Q (2717.186388 sec): 3 clusters Score: Raw -1337367.385678 + Penalty 3212.266493 = -1334155.119184 nChanged 3 SP:Iteration 50Q (2717.224084 sec): 3 clusters Score: Raw -1337367.597069 + Penalty 3212.266493 = -1334155.330575 nChanged 4 SP:Iteration 51Q (2717.261634 sec): 3 clusters Score: Raw -1337367.897468 + Penalty 3212.266493 = -1334155.630975 nChanged 7 SP:Iteration 52Q (2717.299497 sec): 3 clusters Score: Raw -1337368.298457 + Penalty 3212.266493 = -1334156.031964 nChanged 6 SP:Iteration 53Q (2717.337357 sec): 3 clusters Score: Raw -1337368.737126 + Penalty 3212.266493 = -1334156.470632 nChanged 3 SP:Iteration 54Q (2717.375087 sec): 3 clusters Score: Raw -1337368.913929 + Penalty 3212.266493 = -1334156.647436 nChanged 4 SP:Iteration 55Q (2717.412837 sec): 3 clusters Score: Raw -1337369.287657 + Penalty 3212.266493 = -1334157.021163 nChanged 7 SP:Iteration 56Q (2717.450548 sec): 3 clusters Score: Raw -1337369.756458 + Penalty 3212.266493 = -1334157.489964 nChanged 8 SP:Iteration 57Q (2717.488340 sec): 3 clusters Score: Raw -1337370.491606 + Penalty 3212.266493 = -1334158.225113 nChanged 10 SP:Iteration 58Q (2717.526104 sec): 3 clusters Score: Raw -1337371.172272 + Penalty 3212.266493 = -1334158.905778 nChanged 8 SP:Iteration 59Q (2717.563723 sec): 3 clusters Score: Raw -1337371.632896 + Penalty 3212.266493 = -1334159.366403 nChanged 6 SP:Iteration 60F (2717.605271 sec): 3 clusters Score: Raw -1337371.939586 + Penalty 3212.266493 = -1334159.673092 nChanged 8 SP:Iteration 61Q (2717.643204 sec): 3 clusters Score: Raw -1337372.299562 + Penalty 3212.266493 = -1334160.033068 nChanged 4 SP:Iteration 62Q (2717.681014 sec): 3 clusters Score: Raw -1337372.519124 + Penalty 3212.266493 = -1334160.252630 nChanged 3 SP:Iteration 63Q (2717.718913 sec): 3 clusters Score: Raw -1337372.639925 + Penalty 3212.266493 = -1334160.373432 nChanged 2 SP:Iteration 64Q (2717.756675 sec): 3 clusters Score: Raw -1337372.737626 + Penalty 3212.266493 = -1334160.471133 nChanged 0 SP:Iteration 65F (2717.800341 sec): 3 clusters Score: Raw -1337372.737626 + Penalty 3212.266493 = -1334160.471133 nChanged 0 Score: Raw -27538851.264735 + Penalty 71752.754436 = -27467098.510300 Splitting cluster 25 changes total score from -27466745.392078 to -27467098.510300 So it's getting split into cluster 34. Trying to split cluster 26 (12106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2727.666785 sec): 2 clusters Score: Raw -821651.437492 + Penalty 1527.736677 = -820123.700814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2727.698897 sec): 3 clusters Score: Raw -814632.732955 + Penalty 3055.473355 = -811577.259600 nChanged 5418 SP:Iteration 1F (2727.729129 sec): 3 clusters Score: Raw -817551.645713 + Penalty 3055.473355 = -814496.172358 nChanged 669 SP:Iteration 2F (2727.760083 sec): 3 clusters Score: Raw -817799.675883 + Penalty 3055.473355 = -814744.202529 nChanged 559 SP:Iteration 3Q (2727.791239 sec): 3 clusters Score: Raw -817983.756288 + Penalty 3055.473355 = -814928.282933 nChanged 442 SP:Iteration 4Q (2727.822687 sec): 3 clusters Score: Raw -818117.500142 + Penalty 3055.473355 = -815062.026787 nChanged 380 SP:Iteration 5Q (2727.853979 sec): 3 clusters Score: Raw -818222.302968 + Penalty 3055.473355 = -815166.829613 nChanged 327 SP:Iteration 6Q (2727.885513 sec): 3 clusters Score: Raw -818304.198504 + Penalty 3055.473355 = -815248.725149 nChanged 258 SP:Iteration 7Q (2727.916812 sec): 3 clusters Score: Raw -818360.943164 + Penalty 3055.473355 = -815305.469809 nChanged 246 SP:Iteration 8Q (2727.948270 sec): 3 clusters Score: Raw -818421.795598 + Penalty 3055.473355 = -815366.322243 nChanged 243 SP:Iteration 9Q (2727.979310 sec): 3 clusters Score: Raw -818483.131400 + Penalty 3055.473355 = -815427.658045 nChanged 232 SP:Iteration 10Q (2728.010726 sec): 3 clusters Score: Raw -818541.895601 + Penalty 3055.473355 = -815486.422246 nChanged 244 SP:Iteration 11Q (2728.041924 sec): 3 clusters Score: Raw -818609.486302 + Penalty 3055.473355 = -815554.012947 nChanged 262 SP:Iteration 12Q (2728.073073 sec): 3 clusters Score: Raw -818706.986000 + Penalty 3055.473355 = -815651.512645 nChanged 322 SP:Iteration 13Q (2728.104251 sec): 3 clusters Score: Raw -818842.175364 + Penalty 3055.473355 = -815786.702009 nChanged 372 SP:Iteration 14Q (2728.135350 sec): 3 clusters Score: Raw -819009.344616 + Penalty 3055.473355 = -815953.871261 nChanged 422 SP:Iteration 15Q (2728.166467 sec): 3 clusters Score: Raw -819252.988099 + Penalty 3055.473355 = -816197.514744 nChanged 493 SP:Iteration 16Q (2728.197484 sec): 3 clusters Score: Raw -819572.529847 + Penalty 3055.473355 = -816517.056492 nChanged 546 SP:Iteration 17Q (2728.228755 sec): 3 clusters Score: Raw -819955.112377 + Penalty 3055.473355 = -816899.639022 nChanged 577 SP:Iteration 18Q (2728.259709 sec): 3 clusters Score: Raw -820339.322254 + Penalty 3055.473355 = -817283.848899 nChanged 535 SP:Iteration 19Q (2728.290635 sec): 3 clusters Score: Raw -820682.077018 + Penalty 3055.473355 = -817626.603663 nChanged 459 SP:Iteration 20F (2728.321469 sec): 3 clusters Score: Raw -820937.494443 + Penalty 3055.473355 = -817882.021088 nChanged 352 SP:Iteration 21Q (2728.352083 sec): 3 clusters Score: Raw -821121.217301 + Penalty 3055.473355 = -818065.743946 nChanged 286 SP:Iteration 22Q (2728.382425 sec): 3 clusters Score: Raw -821265.935907 + Penalty 3055.473355 = -818210.462552 nChanged 269 SP:Iteration 23Q (2728.412525 sec): 3 clusters Score: Raw -821396.579907 + Penalty 3055.473355 = -818341.106552 nChanged 275 SP:Iteration 24Q (2728.442715 sec): 3 clusters Score: Raw -821532.532893 + Penalty 3055.473355 = -818477.059538 nChanged 227 SP:Iteration 25Q (2728.472596 sec): 3 clusters Score: Raw -821632.460121 + Penalty 3055.473355 = -818576.986766 nChanged 200 SP:Iteration 26Q (2728.502609 sec): 3 clusters Score: Raw -821707.250346 + Penalty 3055.473355 = -818651.776992 nChanged 155 SP:Iteration 27Q (2728.532157 sec): 3 clusters Score: Raw -821755.190532 + Penalty 3055.473355 = -818699.717178 nChanged 144 SP:Iteration 28Q (2728.561875 sec): 3 clusters Score: Raw -821801.267991 + Penalty 3055.473355 = -818745.794637 nChanged 136 SP:Iteration 29Q (2728.591494 sec): 3 clusters Score: Raw -821841.596419 + Penalty 3055.473355 = -818786.123064 nChanged 123 SP:Iteration 30Q (2728.621015 sec): 3 clusters Score: Raw -821874.017505 + Penalty 3055.473355 = -818818.544150 nChanged 112 SP:Iteration 31Q (2728.650366 sec): 3 clusters Score: Raw -821904.594460 + Penalty 3055.473355 = -818849.121106 nChanged 101 SP:Iteration 32Q (2728.679842 sec): 3 clusters Score: Raw -821928.209770 + Penalty 3055.473355 = -818872.736415 nChanged 83 SP:Iteration 33Q (2728.709223 sec): 3 clusters Score: Raw -821946.659170 + Penalty 3055.473355 = -818891.185815 nChanged 77 SP:Iteration 34Q (2728.738741 sec): 3 clusters Score: Raw -821963.296150 + Penalty 3055.473355 = -818907.822795 nChanged 70 SP:Iteration 35Q (2728.767953 sec): 3 clusters Score: Raw -821978.807530 + Penalty 3055.473355 = -818923.334176 nChanged 77 SP:Iteration 36Q (2728.797454 sec): 3 clusters Score: Raw -821993.143389 + Penalty 3055.473355 = -818937.670034 nChanged 54 SP:Iteration 37Q (2728.826563 sec): 3 clusters Score: Raw -822002.463059 + Penalty 3055.473355 = -818946.989705 nChanged 42 SP:Iteration 38Q (2728.855702 sec): 3 clusters Score: Raw -822010.080753 + Penalty 3055.473355 = -818954.607398 nChanged 49 SP:Iteration 39Q (2728.884974 sec): 3 clusters Score: Raw -822017.781766 + Penalty 3055.473355 = -818962.308411 nChanged 32 SP:Iteration 40F (2728.915754 sec): 3 clusters Score: Raw -822022.587367 + Penalty 3055.473355 = -818967.114012 nChanged 26 SP:Iteration 41Q (2728.945281 sec): 3 clusters Score: Raw -822026.209583 + Penalty 3055.473355 = -818970.736228 nChanged 26 SP:Iteration 42Q (2728.974579 sec): 3 clusters Score: Raw -822029.785670 + Penalty 3055.473355 = -818974.312315 nChanged 29 SP:Iteration 43Q (2729.003715 sec): 3 clusters Score: Raw -822033.950744 + Penalty 3055.473355 = -818978.477389 nChanged 25 SP:Iteration 44Q (2729.033116 sec): 3 clusters Score: Raw -822037.431948 + Penalty 3055.473355 = -818981.958593 nChanged 17 SP:Iteration 45Q (2729.062238 sec): 3 clusters Score: Raw -822039.586844 + Penalty 3055.473355 = -818984.113489 nChanged 20 SP:Iteration 46Q (2729.091701 sec): 3 clusters Score: Raw -822042.361504 + Penalty 3055.473355 = -818986.888149 nChanged 23 SP:Iteration 47Q (2729.120785 sec): 3 clusters Score: Raw -822044.834925 + Penalty 3055.473355 = -818989.361570 nChanged 17 SP:Iteration 48Q (2729.150018 sec): 3 clusters Score: Raw -822046.672611 + Penalty 3055.473355 = -818991.199256 nChanged 16 SP:Iteration 49Q (2729.179266 sec): 3 clusters Score: Raw -822048.791144 + Penalty 3055.473355 = -818993.317789 nChanged 17 SP:Iteration 50Q (2729.208621 sec): 3 clusters Score: Raw -822051.053667 + Penalty 3055.473355 = -818995.580312 nChanged 10 SP:Iteration 51Q (2729.237895 sec): 3 clusters Score: Raw -822052.193438 + Penalty 3055.473355 = -818996.720084 nChanged 10 SP:Iteration 52Q (2729.267129 sec): 3 clusters Score: Raw -822053.018397 + Penalty 3055.473355 = -818997.545042 nChanged 9 SP:Iteration 53Q (2729.296219 sec): 3 clusters Score: Raw -822053.785279 + Penalty 3055.473355 = -818998.311924 nChanged 8 SP:Iteration 54Q (2729.325459 sec): 3 clusters Score: Raw -822054.416129 + Penalty 3055.473355 = -818998.942774 nChanged 8 SP:Iteration 55Q (2729.354576 sec): 3 clusters Score: Raw -822055.152532 + Penalty 3055.473355 = -818999.679177 nChanged 9 SP:Iteration 56Q (2729.383854 sec): 3 clusters Score: Raw -822056.202465 + Penalty 3055.473355 = -819000.729110 nChanged 11 SP:Iteration 57Q (2729.413050 sec): 3 clusters Score: Raw -822057.334646 + Penalty 3055.473355 = -819001.861291 nChanged 9 SP:Iteration 58Q (2729.442182 sec): 3 clusters Score: Raw -822058.317926 + Penalty 3055.473355 = -819002.844571 nChanged 9 SP:Iteration 59Q (2729.471340 sec): 3 clusters Score: Raw -822059.221104 + Penalty 3055.473355 = -819003.747749 nChanged 11 SP:Iteration 60F (2729.502164 sec): 3 clusters Score: Raw -822060.257118 + Penalty 3055.473355 = -819004.783763 nChanged 11 SP:Iteration 61Q (2729.531489 sec): 3 clusters Score: Raw -822061.309900 + Penalty 3055.473355 = -819005.836546 nChanged 7 SP:Iteration 62Q (2729.560753 sec): 3 clusters Score: Raw -822061.951089 + Penalty 3055.473355 = -819006.477735 nChanged 8 SP:Iteration 63Q (2729.589879 sec): 3 clusters Score: Raw -822062.440613 + Penalty 3055.473355 = -819006.967258 nChanged 9 SP:Iteration 64Q (2729.619112 sec): 3 clusters Score: Raw -822063.520124 + Penalty 3055.473355 = -819008.046769 nChanged 7 SP:Iteration 65Q (2729.648174 sec): 3 clusters Score: Raw -822064.080722 + Penalty 3055.473355 = -819008.607367 nChanged 7 SP:Iteration 66Q (2729.677493 sec): 3 clusters Score: Raw -822064.779948 + Penalty 3055.473355 = -819009.306593 nChanged 8 SP:Iteration 67Q (2729.706661 sec): 3 clusters Score: Raw -822065.484804 + Penalty 3055.473355 = -819010.011449 nChanged 5 SP:Iteration 68Q (2729.735728 sec): 3 clusters Score: Raw -822065.992651 + Penalty 3055.473355 = -819010.519296 nChanged 7 SP:Iteration 69Q (2729.764902 sec): 3 clusters Score: Raw -822066.685156 + Penalty 3055.473355 = -819011.211801 nChanged 5 SP:Iteration 70Q (2729.794178 sec): 3 clusters Score: Raw -822067.067279 + Penalty 3055.473355 = -819011.593924 nChanged 8 SP:Iteration 71Q (2729.823349 sec): 3 clusters Score: Raw -822067.663083 + Penalty 3055.473355 = -819012.189728 nChanged 8 SP:Iteration 72Q (2729.852652 sec): 3 clusters Score: Raw -822068.308216 + Penalty 3055.473355 = -819012.834861 nChanged 11 SP:Iteration 73Q (2729.881789 sec): 3 clusters Score: Raw -822069.114379 + Penalty 3055.473355 = -819013.641024 nChanged 9 SP:Iteration 74Q (2729.910844 sec): 3 clusters Score: Raw -822070.315540 + Penalty 3055.473355 = -819014.842185 nChanged 9 SP:Iteration 75Q (2729.940011 sec): 3 clusters Score: Raw -822071.540916 + Penalty 3055.473355 = -819016.067561 nChanged 9 SP:Iteration 76Q (2729.969149 sec): 3 clusters Score: Raw -822072.153191 + Penalty 3055.473355 = -819016.679836 nChanged 9 SP:Iteration 77Q (2729.998281 sec): 3 clusters Score: Raw -822072.722634 + Penalty 3055.473355 = -819017.249279 nChanged 7 SP:Iteration 78Q (2730.027374 sec): 3 clusters Score: Raw -822073.269694 + Penalty 3055.473355 = -819017.796339 nChanged 5 SP:Iteration 79Q (2730.056750 sec): 3 clusters Score: Raw -822074.053200 + Penalty 3055.473355 = -819018.579845 nChanged 9 SP:Iteration 80F (2730.087641 sec): 3 clusters Score: Raw -822075.205369 + Penalty 3055.473355 = -819019.732014 nChanged 12 SP:Iteration 81Q (2730.117048 sec): 3 clusters Score: Raw -822076.308778 + Penalty 3055.473355 = -819020.835423 nChanged 2 SP:Iteration 82Q (2730.146223 sec): 3 clusters Score: Raw -822076.509963 + Penalty 3055.473355 = -819021.036608 nChanged 3 SP:Iteration 83Q (2730.175376 sec): 3 clusters Score: Raw -822076.798705 + Penalty 3055.473355 = -819021.325350 nChanged 5 SP:Iteration 84Q (2730.204687 sec): 3 clusters Score: Raw -822077.139794 + Penalty 3055.473355 = -819021.666439 nChanged 4 SP:Iteration 85Q (2730.247490 sec): 3 clusters Score: Raw -822077.380118 + Penalty 3055.473355 = -819021.906763 nChanged 6 SP:Iteration 86Q (2730.276918 sec): 3 clusters Score: Raw -822077.923873 + Penalty 3055.473355 = -819022.450518 nChanged 6 SP:Iteration 87Q (2730.306625 sec): 3 clusters Score: Raw -822078.968495 + Penalty 3055.473355 = -819023.495141 nChanged 7 SP:Iteration 88Q (2730.335927 sec): 3 clusters Score: Raw -822079.647402 + Penalty 3055.473355 = -819024.174048 nChanged 6 SP:Iteration 89Q (2730.365032 sec): 3 clusters Score: Raw -822080.061701 + Penalty 3055.473355 = -819024.588347 nChanged 4 SP:Iteration 90Q (2730.394339 sec): 3 clusters Score: Raw -822080.344807 + Penalty 3055.473355 = -819024.871452 nChanged 7 SP:Iteration 91Q (2730.423711 sec): 3 clusters Score: Raw -822080.766559 + Penalty 3055.473355 = -819025.293204 nChanged 5 SP:Iteration 92Q (2730.453070 sec): 3 clusters Score: Raw -822081.175338 + Penalty 3055.473355 = -819025.701983 nChanged 3 SP:Iteration 93Q (2730.482213 sec): 3 clusters Score: Raw -822081.390925 + Penalty 3055.473355 = -819025.917570 nChanged 2 SP:Iteration 94Q (2730.511325 sec): 3 clusters Score: Raw -822081.576742 + Penalty 3055.473355 = -819026.103388 nChanged 1 SP:Iteration 95Q (2730.540402 sec): 3 clusters Score: Raw -822081.698667 + Penalty 3055.473355 = -819026.225312 nChanged 0 SP:Iteration 96F (2730.571341 sec): 3 clusters Score: Raw -822081.698667 + Penalty 3055.473355 = -819026.225312 nChanged 0 Trying to split cluster 27 (1545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2730.585512 sec): 2 clusters Score: Raw -99400.478797 + Penalty 1193.201618 = -98207.277178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2730.593911 sec): 3 clusters Score: Raw -98756.612280 + Penalty 2386.403237 = -96370.209044 nChanged 517 SP:Iteration 1F (2730.601773 sec): 3 clusters Score: Raw -99080.444352 + Penalty 2386.403237 = -96694.041116 nChanged 135 SP:Iteration 2F (2730.609573 sec): 3 clusters Score: Raw -99210.194955 + Penalty 2386.403237 = -96823.791718 nChanged 89 SP:Iteration 3F (2730.617386 sec): 3 clusters Score: Raw -99284.393820 + Penalty 2386.403237 = -96897.990584 nChanged 69 SP:Iteration 4Q (2730.625202 sec): 3 clusters Score: Raw -99341.987963 + Penalty 2386.403237 = -96955.584727 nChanged 51 SP:Iteration 5Q (2730.633034 sec): 3 clusters Score: Raw -99385.761791 + Penalty 2386.403237 = -96999.358554 nChanged 44 SP:Iteration 6Q (2730.640825 sec): 3 clusters Score: Raw -99420.677123 + Penalty 2386.403237 = -97034.273887 nChanged 41 SP:Iteration 7Q (2730.648539 sec): 3 clusters Score: Raw -99456.244828 + Penalty 2386.403237 = -97069.841591 nChanged 31 SP:Iteration 8Q (2730.656299 sec): 3 clusters Score: Raw -99478.757045 + Penalty 2386.403237 = -97092.353808 nChanged 23 SP:Iteration 9Q (2730.664073 sec): 3 clusters Score: Raw -99496.316280 + Penalty 2386.403237 = -97109.913043 nChanged 19 SP:Iteration 10Q (2730.671836 sec): 3 clusters Score: Raw -99517.914262 + Penalty 2386.403237 = -97131.511025 nChanged 28 SP:Iteration 11Q (2730.679581 sec): 3 clusters Score: Raw -99534.588273 + Penalty 2386.403237 = -97148.185037 nChanged 25 SP:Iteration 12Q (2730.687242 sec): 3 clusters Score: Raw -99552.649851 + Penalty 2386.403237 = -97166.246614 nChanged 20 SP:Iteration 13Q (2730.694990 sec): 3 clusters Score: Raw -99567.843564 + Penalty 2386.403237 = -97181.440327 nChanged 13 SP:Iteration 14Q (2730.702667 sec): 3 clusters Score: Raw -99578.752147 + Penalty 2386.403237 = -97192.348911 nChanged 12 SP:Iteration 15Q (2730.710369 sec): 3 clusters Score: Raw -99586.209677 + Penalty 2386.403237 = -97199.806441 nChanged 8 SP:Iteration 16Q (2730.718054 sec): 3 clusters Score: Raw -99590.517346 + Penalty 2386.403237 = -97204.114109 nChanged 5 SP:Iteration 17Q (2730.726145 sec): 3 clusters Score: Raw -99593.831766 + Penalty 2386.403237 = -97207.428530 nChanged 5 SP:Iteration 18Q (2730.733766 sec): 3 clusters Score: Raw -99596.992472 + Penalty 2386.403237 = -97210.589236 nChanged 4 SP:Iteration 19Q (2730.741443 sec): 3 clusters Score: Raw -99599.032671 + Penalty 2386.403237 = -97212.629434 nChanged 6 SP:Iteration 20F (2730.749180 sec): 3 clusters Score: Raw -99602.494012 + Penalty 2386.403237 = -97216.090776 nChanged 3 SP:Iteration 21Q (2730.756855 sec): 3 clusters Score: Raw -99604.427896 + Penalty 2386.403237 = -97218.024660 nChanged 2 SP:Iteration 22Q (2730.764537 sec): 3 clusters Score: Raw -99604.978833 + Penalty 2386.403237 = -97218.575596 nChanged 2 SP:Iteration 23Q (2730.772209 sec): 3 clusters Score: Raw -99606.082227 + Penalty 2386.403237 = -97219.678990 nChanged 0 SP:Iteration 24F (2730.779958 sec): 3 clusters Score: Raw -99606.082227 + Penalty 2386.403237 = -97219.678990 nChanged 0 Trying to split cluster 28 (4371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2730.798254 sec): 2 clusters Score: Raw -287450.163276 + Penalty 1362.196403 = -286087.966873 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2730.818757 sec): 3 clusters Score: Raw -285213.496541 + Penalty 2724.392806 = -282489.103736 nChanged 1727 SP:Iteration 1F (2730.838830 sec): 3 clusters Score: Raw -286076.764769 + Penalty 2724.392806 = -283352.371963 nChanged 306 SP:Iteration 2F (2730.858420 sec): 3 clusters Score: Raw -286234.562983 + Penalty 2724.392806 = -283510.170177 nChanged 212 SP:Iteration 3Q (2730.878077 sec): 3 clusters Score: Raw -286330.867637 + Penalty 2724.392806 = -283606.474831 nChanged 161 SP:Iteration 4Q (2730.898114 sec): 3 clusters Score: Raw -286411.849457 + Penalty 2724.392806 = -283687.456651 nChanged 147 SP:Iteration 5Q (2730.917906 sec): 3 clusters Score: Raw -286489.481025 + Penalty 2724.392806 = -283765.088219 nChanged 137 SP:Iteration 6Q (2730.937990 sec): 3 clusters Score: Raw -286549.155624 + Penalty 2724.392806 = -283824.762818 nChanged 112 SP:Iteration 7Q (2730.957895 sec): 3 clusters Score: Raw -286604.456113 + Penalty 2724.392806 = -283880.063307 nChanged 117 SP:Iteration 8Q (2730.977386 sec): 3 clusters Score: Raw -286660.364338 + Penalty 2724.392806 = -283935.971533 nChanged 98 SP:Iteration 9Q (2731.032943 sec): 3 clusters Score: Raw -286708.106738 + Penalty 2724.392806 = -283983.713933 nChanged 99 SP:Iteration 10Q (2731.086917 sec): 3 clusters Score: Raw -286749.416116 + Penalty 2724.392806 = -284025.023310 nChanged 95 SP:Iteration 11Q (2731.140210 sec): 3 clusters Score: Raw -286784.760093 + Penalty 2724.392806 = -284060.367287 nChanged 77 SP:Iteration 12Q (2731.180798 sec): 3 clusters Score: Raw -286813.652450 + Penalty 2724.392806 = -284089.259644 nChanged 76 SP:Iteration 13Q (2731.200351 sec): 3 clusters Score: Raw -286846.794454 + Penalty 2724.392806 = -284122.401648 nChanged 84 SP:Iteration 14Q (2731.220163 sec): 3 clusters Score: Raw -286890.752325 + Penalty 2724.392806 = -284166.359520 nChanged 87 SP:Iteration 15Q (2731.240077 sec): 3 clusters Score: Raw -286937.712261 + Penalty 2724.392806 = -284213.319455 nChanged 96 SP:Iteration 16Q (2731.259513 sec): 3 clusters Score: Raw -287002.270008 + Penalty 2724.392806 = -284277.877202 nChanged 99 SP:Iteration 17Q (2731.279384 sec): 3 clusters Score: Raw -287069.468186 + Penalty 2724.392806 = -284345.075380 nChanged 110 SP:Iteration 18Q (2731.298884 sec): 3 clusters Score: Raw -287143.029536 + Penalty 2724.392806 = -284418.636730 nChanged 96 SP:Iteration 19Q (2731.318502 sec): 3 clusters Score: Raw -287201.846629 + Penalty 2724.392806 = -284477.453823 nChanged 92 SP:Iteration 20F (2731.338315 sec): 3 clusters Score: Raw -287259.400037 + Penalty 2724.392806 = -284535.007231 nChanged 95 SP:Iteration 21Q (2731.357864 sec): 3 clusters Score: Raw -287323.849032 + Penalty 2724.392806 = -284599.456226 nChanged 105 SP:Iteration 22Q (2731.377395 sec): 3 clusters Score: Raw -287383.868274 + Penalty 2724.392806 = -284659.475468 nChanged 89 SP:Iteration 23Q (2731.396649 sec): 3 clusters Score: Raw -287434.445700 + Penalty 2724.392806 = -284710.052894 nChanged 81 SP:Iteration 24Q (2731.415955 sec): 3 clusters Score: Raw -287478.374767 + Penalty 2724.392806 = -284753.981961 nChanged 54 SP:Iteration 25Q (2731.435140 sec): 3 clusters Score: Raw -287500.641390 + Penalty 2724.392806 = -284776.248584 nChanged 35 SP:Iteration 26Q (2731.454458 sec): 3 clusters Score: Raw -287517.500814 + Penalty 2724.392806 = -284793.108008 nChanged 36 SP:Iteration 27Q (2731.473683 sec): 3 clusters Score: Raw -287535.866831 + Penalty 2724.392806 = -284811.474025 nChanged 30 SP:Iteration 28Q (2731.492797 sec): 3 clusters Score: Raw -287550.087400 + Penalty 2724.392806 = -284825.694594 nChanged 35 SP:Iteration 29Q (2731.511942 sec): 3 clusters Score: Raw -287561.611419 + Penalty 2724.392806 = -284837.218613 nChanged 21 SP:Iteration 30Q (2731.530893 sec): 3 clusters Score: Raw -287567.895346 + Penalty 2724.392806 = -284843.502540 nChanged 18 SP:Iteration 31Q (2731.549889 sec): 3 clusters Score: Raw -287572.570301 + Penalty 2724.392806 = -284848.177495 nChanged 12 SP:Iteration 32Q (2731.568948 sec): 3 clusters Score: Raw -287578.188108 + Penalty 2724.392806 = -284853.795302 nChanged 13 SP:Iteration 33Q (2731.587933 sec): 3 clusters Score: Raw -287581.900459 + Penalty 2724.392806 = -284857.507653 nChanged 5 SP:Iteration 34Q (2731.607058 sec): 3 clusters Score: Raw -287582.859912 + Penalty 2724.392806 = -284858.467106 nChanged 7 SP:Iteration 35Q (2731.626310 sec): 3 clusters Score: Raw -287585.217180 + Penalty 2724.392806 = -284860.824374 nChanged 12 SP:Iteration 36Q (2731.645291 sec): 3 clusters Score: Raw -287588.781316 + Penalty 2724.392806 = -284864.388510 nChanged 14 SP:Iteration 37Q (2731.664527 sec): 3 clusters Score: Raw -287594.663498 + Penalty 2724.392806 = -284870.270693 nChanged 20 SP:Iteration 38Q (2731.683638 sec): 3 clusters Score: Raw -287602.415559 + Penalty 2724.392806 = -284878.022753 nChanged 17 SP:Iteration 39Q (2731.702539 sec): 3 clusters Score: Raw -287607.548509 + Penalty 2724.392806 = -284883.155703 nChanged 17 SP:Iteration 40F (2731.722082 sec): 3 clusters Score: Raw -287614.184455 + Penalty 2724.392806 = -284889.791649 nChanged 13 SP:Iteration 41Q (2731.739974 sec): 3 clusters Score: Raw -287618.583281 + Penalty 2724.392806 = -284894.190476 nChanged 11 SP:Iteration 42Q (2731.759136 sec): 3 clusters Score: Raw -287621.875106 + Penalty 2724.392806 = -284897.482301 nChanged 9 SP:Iteration 43Q (2731.778166 sec): 3 clusters Score: Raw -287624.499253 + Penalty 2724.392806 = -284900.106447 nChanged 10 SP:Iteration 44Q (2731.797191 sec): 3 clusters Score: Raw -287628.101518 + Penalty 2724.392806 = -284903.708712 nChanged 9 SP:Iteration 45Q (2731.815986 sec): 3 clusters Score: Raw -287631.471732 + Penalty 2724.392806 = -284907.078926 nChanged 9 SP:Iteration 46Q (2731.835226 sec): 3 clusters Score: Raw -287634.540104 + Penalty 2724.392806 = -284910.147298 nChanged 9 SP:Iteration 47Q (2731.854182 sec): 3 clusters Score: Raw -287637.813396 + Penalty 2724.392806 = -284913.420590 nChanged 6 SP:Iteration 48Q (2731.873039 sec): 3 clusters Score: Raw -287639.273430 + Penalty 2724.392806 = -284914.880624 nChanged 9 SP:Iteration 49Q (2731.892258 sec): 3 clusters Score: Raw -287642.767714 + Penalty 2724.392806 = -284918.374909 nChanged 9 SP:Iteration 50Q (2731.911405 sec): 3 clusters Score: Raw -287645.182008 + Penalty 2724.392806 = -284920.789202 nChanged 10 SP:Iteration 51Q (2731.930534 sec): 3 clusters Score: Raw -287649.166315 + Penalty 2724.392806 = -284924.773509 nChanged 13 SP:Iteration 52Q (2731.949545 sec): 3 clusters Score: Raw -287654.277439 + Penalty 2724.392806 = -284929.884633 nChanged 14 SP:Iteration 53Q (2731.968362 sec): 3 clusters Score: Raw -287660.897331 + Penalty 2724.392806 = -284936.504525 nChanged 17 SP:Iteration 54Q (2731.987151 sec): 3 clusters Score: Raw -287668.632364 + Penalty 2724.392806 = -284944.239559 nChanged 17 SP:Iteration 55Q (2732.006181 sec): 3 clusters Score: Raw -287674.781091 + Penalty 2724.392806 = -284950.388285 nChanged 11 SP:Iteration 56Q (2732.025320 sec): 3 clusters Score: Raw -287678.979068 + Penalty 2724.392806 = -284954.586262 nChanged 9 SP:Iteration 57Q (2732.044421 sec): 3 clusters Score: Raw -287681.906950 + Penalty 2724.392806 = -284957.514144 nChanged 6 SP:Iteration 58Q (2732.063500 sec): 3 clusters Score: Raw -287684.687739 + Penalty 2724.392806 = -284960.294933 nChanged 7 SP:Iteration 59Q (2732.082596 sec): 3 clusters Score: Raw -287688.910433 + Penalty 2724.392806 = -284964.517628 nChanged 12 SP:Iteration 60F (2732.102332 sec): 3 clusters Score: Raw -287693.407672 + Penalty 2724.392806 = -284969.014866 nChanged 8 SP:Iteration 61Q (2732.121353 sec): 3 clusters Score: Raw -287696.965494 + Penalty 2724.392806 = -284972.572688 nChanged 10 SP:Iteration 62Q (2732.139925 sec): 3 clusters Score: Raw -287701.772056 + Penalty 2724.392806 = -284977.379251 nChanged 7 SP:Iteration 63Q (2732.158669 sec): 3 clusters Score: Raw -287704.307649 + Penalty 2724.392806 = -284979.914843 nChanged 6 SP:Iteration 64Q (2732.177611 sec): 3 clusters Score: Raw -287707.061570 + Penalty 2724.392806 = -284982.668764 nChanged 7 SP:Iteration 65Q (2732.196189 sec): 3 clusters Score: Raw -287710.190213 + Penalty 2724.392806 = -284985.797407 nChanged 5 SP:Iteration 66Q (2732.215101 sec): 3 clusters Score: Raw -287711.869706 + Penalty 2724.392806 = -284987.476900 nChanged 2 SP:Iteration 67Q (2732.234014 sec): 3 clusters Score: Raw -287712.453648 + Penalty 2724.392806 = -284988.060842 nChanged 3 SP:Iteration 68Q (2732.253190 sec): 3 clusters Score: Raw -287713.814666 + Penalty 2724.392806 = -284989.421860 nChanged 4 SP:Iteration 69Q (2732.271792 sec): 3 clusters Score: Raw -287715.207824 + Penalty 2724.392806 = -284990.815018 nChanged 3 SP:Iteration 70Q (2732.290682 sec): 3 clusters Score: Raw -287715.847030 + Penalty 2724.392806 = -284991.454224 nChanged 0 SP:Iteration 71F (2732.310364 sec): 3 clusters Score: Raw -287715.847030 + Penalty 2724.392806 = -284991.454224 nChanged 0 Trying to split cluster 29 (23329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2732.352619 sec): 2 clusters Score: Raw -1448363.785894 + Penalty 1634.336031 = -1446729.449862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2732.402495 sec): 3 clusters Score: Raw -1434309.609254 + Penalty 3268.672063 = -1431040.937191 nChanged 10557 SP:Iteration 1F (2732.451433 sec): 3 clusters Score: Raw -1440220.488667 + Penalty 3268.672063 = -1436951.816605 nChanged 1189 SP:Iteration 2F (2732.499971 sec): 3 clusters Score: Raw -1440724.364596 + Penalty 3268.672063 = -1437455.692534 nChanged 1185 SP:Iteration 3F (2732.548875 sec): 3 clusters Score: Raw -1441322.735381 + Penalty 3268.672063 = -1438054.063318 nChanged 1278 SP:Iteration 4F (2732.597793 sec): 3 clusters Score: Raw -1442043.127434 + Penalty 3268.672063 = -1438774.455371 nChanged 1341 SP:Iteration 5F (2732.646539 sec): 3 clusters Score: Raw -1442823.089023 + Penalty 3268.672063 = -1439554.416960 nChanged 1287 SP:Iteration 6F (2732.695399 sec): 3 clusters Score: Raw -1443547.295440 + Penalty 3268.672063 = -1440278.623377 nChanged 1194 SP:Iteration 7F (2732.744301 sec): 3 clusters Score: Raw -1444220.466205 + Penalty 3268.672063 = -1440951.794142 nChanged 1100 SP:Iteration 8Q (2732.793832 sec): 3 clusters Score: Raw -1444790.785506 + Penalty 3268.672063 = -1441522.113443 nChanged 974 SP:Iteration 9Q (2732.851347 sec): 3 clusters Score: Raw -1445256.087819 + Penalty 3268.672063 = -1441987.415756 nChanged 728 SP:Iteration 10Q (2732.899857 sec): 3 clusters Score: Raw -1445561.999678 + Penalty 3268.672063 = -1442293.327615 nChanged 565 SP:Iteration 11Q (2732.948495 sec): 3 clusters Score: Raw -1445753.606484 + Penalty 3268.672063 = -1442484.934421 nChanged 452 SP:Iteration 12Q (2732.997630 sec): 3 clusters Score: Raw -1445891.742886 + Penalty 3268.672063 = -1442623.070823 nChanged 372 SP:Iteration 13Q (2733.048576 sec): 3 clusters Score: Raw -1445995.016524 + Penalty 3268.672063 = -1442726.344461 nChanged 310 SP:Iteration 14Q (2733.096449 sec): 3 clusters Score: Raw -1446082.480619 + Penalty 3268.672063 = -1442813.808557 nChanged 291 SP:Iteration 15Q (2733.144157 sec): 3 clusters Score: Raw -1446152.553771 + Penalty 3268.672063 = -1442883.881708 nChanged 265 SP:Iteration 16Q (2733.191791 sec): 3 clusters Score: Raw -1446216.408261 + Penalty 3268.672063 = -1442947.736198 nChanged 253 SP:Iteration 17Q (2733.239262 sec): 3 clusters Score: Raw -1446278.849692 + Penalty 3268.672063 = -1443010.177629 nChanged 268 SP:Iteration 18Q (2733.286488 sec): 3 clusters Score: Raw -1446346.767357 + Penalty 3268.672063 = -1443078.095294 nChanged 259 SP:Iteration 19Q (2733.333454 sec): 3 clusters Score: Raw -1446415.077473 + Penalty 3268.672063 = -1443146.405410 nChanged 259 SP:Iteration 20F (2733.382115 sec): 3 clusters Score: Raw -1446483.560107 + Penalty 3268.672063 = -1443214.888044 nChanged 257 SP:Iteration 21Q (2733.429349 sec): 3 clusters Score: Raw -1446549.874135 + Penalty 3268.672063 = -1443281.202073 nChanged 246 SP:Iteration 22Q (2733.476101 sec): 3 clusters Score: Raw -1446613.330270 + Penalty 3268.672063 = -1443344.658208 nChanged 246 SP:Iteration 23Q (2733.522550 sec): 3 clusters Score: Raw -1446677.697941 + Penalty 3268.672063 = -1443409.025878 nChanged 238 SP:Iteration 24Q (2733.568951 sec): 3 clusters Score: Raw -1446745.232785 + Penalty 3268.672063 = -1443476.560722 nChanged 247 SP:Iteration 25Q (2733.615275 sec): 3 clusters Score: Raw -1446812.061828 + Penalty 3268.672063 = -1443543.389765 nChanged 253 SP:Iteration 26Q (2733.660924 sec): 3 clusters Score: Raw -1446887.258320 + Penalty 3268.672063 = -1443618.586257 nChanged 277 SP:Iteration 27Q (2733.706594 sec): 3 clusters Score: Raw -1446973.157280 + Penalty 3268.672063 = -1443704.485217 nChanged 273 SP:Iteration 28Q (2733.751618 sec): 3 clusters Score: Raw -1447057.118203 + Penalty 3268.672063 = -1443788.446141 nChanged 277 SP:Iteration 29Q (2733.796707 sec): 3 clusters Score: Raw -1447137.505732 + Penalty 3268.672063 = -1443868.833669 nChanged 268 SP:Iteration 30Q (2733.841070 sec): 3 clusters Score: Raw -1447226.698524 + Penalty 3268.672063 = -1443958.026461 nChanged 286 SP:Iteration 31Q (2733.885489 sec): 3 clusters Score: Raw -1447326.366196 + Penalty 3268.672063 = -1444057.694133 nChanged 267 SP:Iteration 32Q (2733.929399 sec): 3 clusters Score: Raw -1447420.983164 + Penalty 3268.672063 = -1444152.311102 nChanged 248 SP:Iteration 33Q (2733.972924 sec): 3 clusters Score: Raw -1447511.499965 + Penalty 3268.672063 = -1444242.827902 nChanged 254 SP:Iteration 34Q (2734.015823 sec): 3 clusters Score: Raw -1447603.299297 + Penalty 3268.672063 = -1444334.627235 nChanged 241 SP:Iteration 35Q (2734.058874 sec): 3 clusters Score: Raw -1447689.210407 + Penalty 3268.672063 = -1444420.538344 nChanged 224 SP:Iteration 36Q (2734.101365 sec): 3 clusters Score: Raw -1447767.514963 + Penalty 3268.672063 = -1444498.842900 nChanged 207 SP:Iteration 37Q (2734.143816 sec): 3 clusters Score: Raw -1447840.932831 + Penalty 3268.672063 = -1444572.260769 nChanged 207 SP:Iteration 38Q (2734.185925 sec): 3 clusters Score: Raw -1447923.519551 + Penalty 3268.672063 = -1444654.847488 nChanged 199 SP:Iteration 39Q (2734.227844 sec): 3 clusters Score: Raw -1448006.773978 + Penalty 3268.672063 = -1444738.101916 nChanged 151 SP:Iteration 40F (2734.275838 sec): 3 clusters Score: Raw -1448072.666118 + Penalty 3268.672063 = -1444803.994056 nChanged 137 SP:Iteration 41Q (2734.317998 sec): 3 clusters Score: Raw -1448140.128554 + Penalty 3268.672063 = -1444871.456492 nChanged 132 SP:Iteration 42Q (2734.359176 sec): 3 clusters Score: Raw -1448205.930299 + Penalty 3268.672063 = -1444937.258236 nChanged 100 SP:Iteration 43Q (2734.400121 sec): 3 clusters Score: Raw -1448260.834754 + Penalty 3268.672063 = -1444992.162691 nChanged 101 SP:Iteration 44Q (2734.440941 sec): 3 clusters Score: Raw -1448319.361811 + Penalty 3268.672063 = -1445050.689748 nChanged 93 SP:Iteration 45Q (2734.481495 sec): 3 clusters Score: Raw -1448376.325463 + Penalty 3268.672063 = -1445107.653400 nChanged 88 SP:Iteration 46Q (2734.521946 sec): 3 clusters Score: Raw -1448429.802006 + Penalty 3268.672063 = -1445161.129943 nChanged 79 SP:Iteration 47Q (2734.561931 sec): 3 clusters Score: Raw -1448474.887097 + Penalty 3268.672063 = -1445206.215035 nChanged 67 SP:Iteration 48Q (2734.602260 sec): 3 clusters Score: Raw -1448507.316120 + Penalty 3268.672063 = -1445238.644057 nChanged 66 SP:Iteration 49Q (2734.642322 sec): 3 clusters Score: Raw -1448535.985169 + Penalty 3268.672063 = -1445267.313106 nChanged 57 SP:Iteration 50Q (2734.682407 sec): 3 clusters Score: Raw -1448565.976636 + Penalty 3268.672063 = -1445297.304573 nChanged 50 SP:Iteration 51Q (2734.722265 sec): 3 clusters Score: Raw -1448593.726645 + Penalty 3268.672063 = -1445325.054582 nChanged 45 SP:Iteration 52Q (2734.761943 sec): 3 clusters Score: Raw -1448615.054576 + Penalty 3268.672063 = -1445346.382513 nChanged 41 SP:Iteration 53Q (2734.801790 sec): 3 clusters Score: Raw -1448631.031126 + Penalty 3268.672063 = -1445362.359063 nChanged 32 SP:Iteration 54Q (2734.841440 sec): 3 clusters Score: Raw -1448641.473549 + Penalty 3268.672063 = -1445372.801486 nChanged 18 SP:Iteration 55Q (2734.881201 sec): 3 clusters Score: Raw -1448647.477110 + Penalty 3268.672063 = -1445378.805047 nChanged 16 SP:Iteration 56Q (2734.920872 sec): 3 clusters Score: Raw -1448653.178090 + Penalty 3268.672063 = -1445384.506027 nChanged 16 SP:Iteration 57Q (2734.960360 sec): 3 clusters Score: Raw -1448660.035965 + Penalty 3268.672063 = -1445391.363902 nChanged 16 SP:Iteration 58Q (2735.000247 sec): 3 clusters Score: Raw -1448664.381069 + Penalty 3268.672063 = -1445395.709006 nChanged 12 SP:Iteration 59Q (2735.039791 sec): 3 clusters Score: Raw -1448668.212008 + Penalty 3268.672063 = -1445399.539945 nChanged 5 SP:Iteration 60F (2735.087949 sec): 3 clusters Score: Raw -1448669.925890 + Penalty 3268.672063 = -1445401.253827 nChanged 8 SP:Iteration 61Q (2735.128184 sec): 3 clusters Score: Raw -1448672.398855 + Penalty 3268.672063 = -1445403.726792 nChanged 8 SP:Iteration 62Q (2735.168035 sec): 3 clusters Score: Raw -1448675.200627 + Penalty 3268.672063 = -1445406.528564 nChanged 5 SP:Iteration 63Q (2735.207790 sec): 3 clusters Score: Raw -1448678.062659 + Penalty 3268.672063 = -1445409.390596 nChanged 5 SP:Iteration 64Q (2735.247216 sec): 3 clusters Score: Raw -1448679.372060 + Penalty 3268.672063 = -1445410.699998 nChanged 3 SP:Iteration 65Q (2735.286890 sec): 3 clusters Score: Raw -1448679.843189 + Penalty 3268.672063 = -1445411.171126 nChanged 1 SP:Iteration 66Q (2735.326627 sec): 3 clusters Score: Raw -1448680.047986 + Penalty 3268.672063 = -1445411.375923 nChanged 1 SP:Iteration 67Q (2735.366151 sec): 3 clusters Score: Raw -1448680.552598 + Penalty 3268.672063 = -1445411.880535 nChanged 2 SP:Iteration 68Q (2735.405789 sec): 3 clusters Score: Raw -1448681.004108 + Penalty 3268.672063 = -1445412.332045 nChanged 2 SP:Iteration 69Q (2735.445389 sec): 3 clusters Score: Raw -1448681.658244 + Penalty 3268.672063 = -1445412.986181 nChanged 1 SP:Iteration 70Q (2735.484966 sec): 3 clusters Score: Raw -1448681.891058 + Penalty 3268.672063 = -1445413.218995 nChanged 1 SP:Iteration 71Q (2735.524521 sec): 3 clusters Score: Raw -1448682.119570 + Penalty 3268.672063 = -1445413.447507 nChanged 0 SP:Iteration 72F (2735.572444 sec): 3 clusters Score: Raw -1448682.119570 + Penalty 3268.672063 = -1445413.447507 nChanged 0 Trying to split cluster 30 (73244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2735.670641 sec): 2 clusters Score: Raw -4874213.730420 + Penalty 1820.252137 = -4872393.478283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2735.801675 sec): 3 clusters Score: Raw -4827251.213072 + Penalty 3640.504274 = -4823610.708798 nChanged 34674 SP:Iteration 1F (2735.940916 sec): 3 clusters Score: Raw -4847406.576799 + Penalty 3640.504274 = -4843766.072525 nChanged 3167 SP:Iteration 2Q (2736.067886 sec): 3 clusters Score: Raw -4848555.067370 + Penalty 3640.504274 = -4844914.563096 nChanged 3658 SP:Iteration 3Q (2736.194160 sec): 3 clusters Score: Raw -4850127.658695 + Penalty 3640.504274 = -4846487.154421 nChanged 4191 SP:Iteration 4F (2736.312926 sec): 3 clusters Score: Raw -4852315.487685 + Penalty 3640.504274 = -4848674.983411 nChanged 4657 SP:Iteration 5F (2736.431377 sec): 3 clusters Score: Raw -4855078.862356 + Penalty 3640.504274 = -4851438.358082 nChanged 5000 SP:Iteration 6F (2736.549892 sec): 3 clusters Score: Raw -4858447.600356 + Penalty 3640.504274 = -4854807.096082 nChanged 4850 SP:Iteration 7F (2736.668439 sec): 3 clusters Score: Raw -4862042.035732 + Penalty 3640.504274 = -4858401.531458 nChanged 4348 SP:Iteration 8F (2736.786736 sec): 3 clusters Score: Raw -4865459.185200 + Penalty 3640.504274 = -4861818.680926 nChanged 3730 SP:Iteration 9F (2736.905130 sec): 3 clusters Score: Raw -4868485.217297 + Penalty 3640.504274 = -4864844.713023 nChanged 2917 SP:Iteration 10Q (2737.023764 sec): 3 clusters Score: Raw -4870917.102474 + Penalty 3640.504274 = -4867276.598200 nChanged 1978 SP:Iteration 11Q (2737.136234 sec): 3 clusters Score: Raw -4872543.833390 + Penalty 3640.504274 = -4868903.329116 nChanged 1187 SP:Iteration 12Q (2737.242496 sec): 3 clusters Score: Raw -4873500.169922 + Penalty 3640.504274 = -4869859.665648 nChanged 620 SP:Iteration 13Q (2737.343730 sec): 3 clusters Score: Raw -4873972.928742 + Penalty 3640.504274 = -4870332.424468 nChanged 291 SP:Iteration 14Q (2737.441297 sec): 3 clusters Score: Raw -4874180.656771 + Penalty 3640.504274 = -4870540.152497 nChanged 155 SP:Iteration 15Q (2737.536957 sec): 3 clusters Score: Raw -4874292.106192 + Penalty 3640.504274 = -4870651.601918 nChanged 80 SP:Iteration 16Q (2737.631442 sec): 3 clusters Score: Raw -4874359.421582 + Penalty 3640.504274 = -4870718.917308 nChanged 50 SP:Iteration 17Q (2737.725246 sec): 3 clusters Score: Raw -4874397.173150 + Penalty 3640.504274 = -4870756.668876 nChanged 32 SP:Iteration 18Q (2737.818710 sec): 3 clusters Score: Raw -4874427.283194 + Penalty 3640.504274 = -4870786.778920 nChanged 34 SP:Iteration 19Q (2737.912090 sec): 3 clusters Score: Raw -4874455.676025 + Penalty 3640.504274 = -4870815.171751 nChanged 25 SP:Iteration 20F (2738.029278 sec): 3 clusters Score: Raw -4874472.327773 + Penalty 3640.504274 = -4870831.823499 nChanged 13 SP:Iteration 21Q (2738.122312 sec): 3 clusters Score: Raw -4874478.455242 + Penalty 3640.504274 = -4870837.950968 nChanged 7 SP:Iteration 22Q (2738.215297 sec): 3 clusters Score: Raw -4874483.222234 + Penalty 3640.504274 = -4870842.717960 nChanged 9 SP:Iteration 23Q (2738.308168 sec): 3 clusters Score: Raw -4874488.150827 + Penalty 3640.504274 = -4870847.646553 nChanged 6 SP:Iteration 24Q (2738.400927 sec): 3 clusters Score: Raw -4874491.598363 + Penalty 3640.504274 = -4870851.094089 nChanged 6 SP:Iteration 25Q (2738.493759 sec): 3 clusters Score: Raw -4874495.072925 + Penalty 3640.504274 = -4870854.568651 nChanged 5 SP:Iteration 26Q (2738.586625 sec): 3 clusters Score: Raw -4874498.984626 + Penalty 3640.504274 = -4870858.480352 nChanged 6 SP:Iteration 27Q (2738.679377 sec): 3 clusters Score: Raw -4874502.413342 + Penalty 3640.504274 = -4870861.909068 nChanged 2 SP:Iteration 28Q (2738.772218 sec): 3 clusters Score: Raw -4874503.658634 + Penalty 3640.504274 = -4870863.154360 nChanged 3 SP:Iteration 29Q (2738.864997 sec): 3 clusters Score: Raw -4874504.598824 + Penalty 3640.504274 = -4870864.094550 nChanged 0 SP:Iteration 30F (2738.982097 sec): 3 clusters Score: Raw -4874504.598824 + Penalty 3640.504274 = -4870864.094550 nChanged 0 Trying to split cluster 31 (4714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2738.992743 sec): 2 clusters Score: Raw -315800.683604 + Penalty 1374.472464 = -314426.211141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2739.031178 sec): 3 clusters Score: Raw -313375.165864 + Penalty 2748.944927 = -310626.220937 nChanged 1881 SP:Iteration 1F (2739.051900 sec): 3 clusters Score: Raw -314409.614998 + Penalty 2748.944927 = -311660.670071 nChanged 344 SP:Iteration 2F (2739.072744 sec): 3 clusters Score: Raw -314621.010563 + Penalty 2748.944927 = -311872.065636 nChanged 299 SP:Iteration 3F (2739.093342 sec): 3 clusters Score: Raw -314821.929411 + Penalty 2748.944927 = -312072.984484 nChanged 280 SP:Iteration 4F (2739.113907 sec): 3 clusters Score: Raw -315016.679707 + Penalty 2748.944927 = -312267.734780 nChanged 244 SP:Iteration 5F (2739.134567 sec): 3 clusters Score: Raw -315168.658609 + Penalty 2748.944927 = -312419.713681 nChanged 210 SP:Iteration 6Q (2739.155244 sec): 3 clusters Score: Raw -315290.221573 + Penalty 2748.944927 = -312541.276646 nChanged 194 SP:Iteration 7Q (2739.175863 sec): 3 clusters Score: Raw -315404.884574 + Penalty 2748.944927 = -312655.939647 nChanged 164 SP:Iteration 8Q (2739.196538 sec): 3 clusters Score: Raw -315493.865239 + Penalty 2748.944927 = -312744.920312 nChanged 144 SP:Iteration 9Q (2739.217274 sec): 3 clusters Score: Raw -315579.362431 + Penalty 2748.944927 = -312830.417504 nChanged 142 SP:Iteration 10Q (2739.238085 sec): 3 clusters Score: Raw -315659.972333 + Penalty 2748.944927 = -312911.027406 nChanged 110 SP:Iteration 11Q (2739.258818 sec): 3 clusters Score: Raw -315721.351089 + Penalty 2748.944927 = -312972.406162 nChanged 93 SP:Iteration 12Q (2739.279420 sec): 3 clusters Score: Raw -315770.741374 + Penalty 2748.944927 = -313021.796447 nChanged 66 SP:Iteration 13Q (2739.300034 sec): 3 clusters Score: Raw -315808.718758 + Penalty 2748.944927 = -313059.773830 nChanged 55 SP:Iteration 14Q (2739.320582 sec): 3 clusters Score: Raw -315833.069602 + Penalty 2748.944927 = -313084.124675 nChanged 50 SP:Iteration 15Q (2739.341266 sec): 3 clusters Score: Raw -315860.891205 + Penalty 2748.944927 = -313111.946278 nChanged 52 SP:Iteration 16Q (2739.361944 sec): 3 clusters Score: Raw -315890.177277 + Penalty 2748.944927 = -313141.232349 nChanged 36 SP:Iteration 17Q (2739.382290 sec): 3 clusters Score: Raw -315908.084155 + Penalty 2748.944927 = -313159.139228 nChanged 35 SP:Iteration 18Q (2739.402986 sec): 3 clusters Score: Raw -315925.881082 + Penalty 2748.944927 = -313176.936155 nChanged 29 SP:Iteration 19Q (2739.423253 sec): 3 clusters Score: Raw -315941.950870 + Penalty 2748.944927 = -313193.005943 nChanged 20 SP:Iteration 20F (2739.444032 sec): 3 clusters Score: Raw -315952.522520 + Penalty 2748.944927 = -313203.577593 nChanged 12 SP:Iteration 21Q (2739.464677 sec): 3 clusters Score: Raw -315959.415039 + Penalty 2748.944927 = -313210.470112 nChanged 9 SP:Iteration 22Q (2739.484852 sec): 3 clusters Score: Raw -315962.547414 + Penalty 2748.944927 = -313213.602487 nChanged 7 SP:Iteration 23Q (2739.505299 sec): 3 clusters Score: Raw -315966.324040 + Penalty 2748.944927 = -313217.379113 nChanged 8 SP:Iteration 24Q (2739.525777 sec): 3 clusters Score: Raw -315970.797119 + Penalty 2748.944927 = -313221.852192 nChanged 9 SP:Iteration 25Q (2739.546040 sec): 3 clusters Score: Raw -315975.243336 + Penalty 2748.944927 = -313226.298409 nChanged 5 SP:Iteration 26Q (2739.566554 sec): 3 clusters Score: Raw -315977.144668 + Penalty 2748.944927 = -313228.199741 nChanged 5 SP:Iteration 27Q (2739.587036 sec): 3 clusters Score: Raw -315978.472782 + Penalty 2748.944927 = -313229.527855 nChanged 4 SP:Iteration 28Q (2739.607545 sec): 3 clusters Score: Raw -315980.347097 + Penalty 2748.944927 = -313231.402170 nChanged 4 SP:Iteration 29Q (2739.627784 sec): 3 clusters Score: Raw -315982.021894 + Penalty 2748.944927 = -313233.076967 nChanged 2 SP:Iteration 30Q (2739.648265 sec): 3 clusters Score: Raw -315983.112339 + Penalty 2748.944927 = -313234.167412 nChanged 3 SP:Iteration 31Q (2739.668704 sec): 3 clusters Score: Raw -315984.166943 + Penalty 2748.944927 = -313235.222016 nChanged 3 SP:Iteration 32Q (2739.689095 sec): 3 clusters Score: Raw -315985.796850 + Penalty 2748.944927 = -313236.851923 nChanged 4 SP:Iteration 33Q (2739.709552 sec): 3 clusters Score: Raw -315986.835148 + Penalty 2748.944927 = -313237.890221 nChanged 4 SP:Iteration 34Q (2739.729909 sec): 3 clusters Score: Raw -315988.173925 + Penalty 2748.944927 = -313239.228998 nChanged 2 SP:Iteration 35Q (2739.750025 sec): 3 clusters Score: Raw -315988.505703 + Penalty 2748.944927 = -313239.560776 nChanged 0 SP:Iteration 36F (2739.770674 sec): 3 clusters Score: Raw -315988.505703 + Penalty 2748.944927 = -313239.560776 nChanged 0 Trying to split cluster 32 (2808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2739.787017 sec): 2 clusters Score: Raw -139774.706306 + Penalty 1290.287012 = -138484.419295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2739.801939 sec): 3 clusters Score: Raw -138560.332227 + Penalty 2580.574024 = -135979.758203 nChanged 1045 SP:Iteration 1F (2739.816039 sec): 3 clusters Score: Raw -139563.557120 + Penalty 2580.574024 = -136982.983096 nChanged 326 SP:Iteration 2F (2739.830164 sec): 3 clusters Score: Raw -139950.413913 + Penalty 2580.574024 = -137369.839890 nChanged 221 SP:Iteration 3F (2739.844283 sec): 3 clusters Score: Raw -140182.754259 + Penalty 2580.574024 = -137602.180236 nChanged 183 SP:Iteration 4F (2739.858360 sec): 3 clusters Score: Raw -140352.106759 + Penalty 2580.574024 = -137771.532735 nChanged 113 SP:Iteration 5Q (2739.872250 sec): 3 clusters Score: Raw -140443.712747 + Penalty 2580.574024 = -137863.138724 nChanged 88 SP:Iteration 6Q (2739.886107 sec): 3 clusters Score: Raw -140512.392456 + Penalty 2580.574024 = -137931.818432 nChanged 49 SP:Iteration 7Q (2739.899916 sec): 3 clusters Score: Raw -140552.541614 + Penalty 2580.574024 = -137971.967590 nChanged 46 SP:Iteration 8Q (2739.913674 sec): 3 clusters Score: Raw -140587.638448 + Penalty 2580.574024 = -138007.064424 nChanged 28 SP:Iteration 9Q (2739.927424 sec): 3 clusters Score: Raw -140602.569066 + Penalty 2580.574024 = -138021.995043 nChanged 28 SP:Iteration 10Q (2739.941186 sec): 3 clusters Score: Raw -140618.851427 + Penalty 2580.574024 = -138038.277403 nChanged 25 SP:Iteration 11Q (2739.954918 sec): 3 clusters Score: Raw -140636.189167 + Penalty 2580.574024 = -138055.615143 nChanged 25 SP:Iteration 12Q (2739.968605 sec): 3 clusters Score: Raw -140652.139327 + Penalty 2580.574024 = -138071.565304 nChanged 24 SP:Iteration 13Q (2739.982271 sec): 3 clusters Score: Raw -140665.366952 + Penalty 2580.574024 = -138084.792929 nChanged 20 SP:Iteration 14Q (2739.995954 sec): 3 clusters Score: Raw -140676.546981 + Penalty 2580.574024 = -138095.972958 nChanged 30 SP:Iteration 15Q (2740.009474 sec): 3 clusters Score: Raw -140698.128181 + Penalty 2580.574024 = -138117.554157 nChanged 30 SP:Iteration 16Q (2740.023141 sec): 3 clusters Score: Raw -140716.595948 + Penalty 2580.574024 = -138136.021924 nChanged 17 SP:Iteration 17Q (2740.036742 sec): 3 clusters Score: Raw -140724.947690 + Penalty 2580.574024 = -138144.373666 nChanged 13 SP:Iteration 18Q (2740.050350 sec): 3 clusters Score: Raw -140730.697463 + Penalty 2580.574024 = -138150.123439 nChanged 12 SP:Iteration 19Q (2740.063809 sec): 3 clusters Score: Raw -140735.251529 + Penalty 2580.574024 = -138154.677505 nChanged 5 SP:Iteration 20F (2740.077802 sec): 3 clusters Score: Raw -140738.546995 + Penalty 2580.574024 = -138157.972972 nChanged 10 SP:Iteration 21Q (2740.091424 sec): 3 clusters Score: Raw -140743.597729 + Penalty 2580.574024 = -138163.023706 nChanged 10 SP:Iteration 22Q (2740.104950 sec): 3 clusters Score: Raw -140749.038955 + Penalty 2580.574024 = -138168.464931 nChanged 9 SP:Iteration 23Q (2740.126814 sec): 3 clusters Score: Raw -140753.438984 + Penalty 2580.574024 = -138172.864961 nChanged 5 SP:Iteration 24Q (2740.140369 sec): 3 clusters Score: Raw -140755.805166 + Penalty 2580.574024 = -138175.231142 nChanged 5 SP:Iteration 25Q (2740.153850 sec): 3 clusters Score: Raw -140758.564332 + Penalty 2580.574024 = -138177.990308 nChanged 5 SP:Iteration 26Q (2740.167405 sec): 3 clusters Score: Raw -140763.629112 + Penalty 2580.574024 = -138183.055088 nChanged 6 SP:Iteration 27Q (2740.180884 sec): 3 clusters Score: Raw -140766.988763 + Penalty 2580.574024 = -138186.414739 nChanged 5 SP:Iteration 28Q (2740.194284 sec): 3 clusters Score: Raw -140768.018826 + Penalty 2580.574024 = -138187.444802 nChanged 0 SP:Iteration 29F (2740.208320 sec): 3 clusters Score: Raw -140768.018826 + Penalty 2580.574024 = -138187.444802 nChanged 0 Trying to split cluster 33 (9801 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2740.234025 sec): 2 clusters Score: Raw -585117.543327 + Penalty 1493.413951 = -583624.129376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2740.263927 sec): 3 clusters Score: Raw -579594.208770 + Penalty 2986.827903 = -576607.380867 nChanged 4213 SP:Iteration 1F (2740.292943 sec): 3 clusters Score: Raw -581869.148988 + Penalty 2986.827903 = -578882.321085 nChanged 650 SP:Iteration 2F (2740.322398 sec): 3 clusters Score: Raw -582235.637847 + Penalty 2986.827903 = -579248.809944 nChanged 607 SP:Iteration 3F (2740.351309 sec): 3 clusters Score: Raw -582606.987694 + Penalty 2986.827903 = -579620.159791 nChanged 585 SP:Iteration 4F (2740.380537 sec): 3 clusters Score: Raw -582953.028568 + Penalty 2986.827903 = -579966.200666 nChanged 570 SP:Iteration 5F (2740.409622 sec): 3 clusters Score: Raw -583292.051107 + Penalty 2986.827903 = -580305.223204 nChanged 521 SP:Iteration 6F (2740.438487 sec): 3 clusters Score: Raw -583608.385014 + Penalty 2986.827903 = -580621.557112 nChanged 453 SP:Iteration 7Q (2740.467796 sec): 3 clusters Score: Raw -583873.058891 + Penalty 2986.827903 = -580886.230988 nChanged 396 SP:Iteration 8Q (2740.496769 sec): 3 clusters Score: Raw -584077.938260 + Penalty 2986.827903 = -581091.110357 nChanged 343 SP:Iteration 9Q (2740.525675 sec): 3 clusters Score: Raw -584249.838188 + Penalty 2986.827903 = -581263.010286 nChanged 273 SP:Iteration 10Q (2740.554889 sec): 3 clusters Score: Raw -584361.395172 + Penalty 2986.827903 = -581374.567270 nChanged 196 SP:Iteration 11Q (2740.583880 sec): 3 clusters Score: Raw -584435.076969 + Penalty 2986.827903 = -581448.249066 nChanged 153 SP:Iteration 12Q (2740.617518 sec): 3 clusters Score: Raw -584489.256332 + Penalty 2986.827903 = -581502.428429 nChanged 136 SP:Iteration 13Q (2740.645779 sec): 3 clusters Score: Raw -584532.584815 + Penalty 2986.827903 = -581545.756913 nChanged 110 SP:Iteration 14Q (2740.674319 sec): 3 clusters Score: Raw -584570.696906 + Penalty 2986.827903 = -581583.869003 nChanged 131 SP:Iteration 15Q (2740.702927 sec): 3 clusters Score: Raw -584623.383248 + Penalty 2986.827903 = -581636.555346 nChanged 146 SP:Iteration 16Q (2740.731205 sec): 3 clusters Score: Raw -584670.285157 + Penalty 2986.827903 = -581683.457254 nChanged 114 SP:Iteration 17Q (2740.759787 sec): 3 clusters Score: Raw -584709.101320 + Penalty 2986.827903 = -581722.273417 nChanged 99 SP:Iteration 18Q (2740.788198 sec): 3 clusters Score: Raw -584742.136983 + Penalty 2986.827903 = -581755.309080 nChanged 89 SP:Iteration 19Q (2740.816499 sec): 3 clusters Score: Raw -584769.199305 + Penalty 2986.827903 = -581782.371402 nChanged 79 SP:Iteration 20F (2740.845651 sec): 3 clusters Score: Raw -584791.063402 + Penalty 2986.827903 = -581804.235499 nChanged 72 SP:Iteration 21Q (2740.873537 sec): 3 clusters Score: Raw -584813.832470 + Penalty 2986.827903 = -581827.004568 nChanged 66 SP:Iteration 22Q (2740.901388 sec): 3 clusters Score: Raw -584839.287871 + Penalty 2986.827903 = -581852.459968 nChanged 80 SP:Iteration 23Q (2740.929314 sec): 3 clusters Score: Raw -584867.704162 + Penalty 2986.827903 = -581880.876259 nChanged 76 SP:Iteration 24Q (2740.957051 sec): 3 clusters Score: Raw -584889.859478 + Penalty 2986.827903 = -581903.031575 nChanged 65 SP:Iteration 25Q (2740.984812 sec): 3 clusters Score: Raw -584906.910429 + Penalty 2986.827903 = -581920.082526 nChanged 68 SP:Iteration 26Q (2741.012551 sec): 3 clusters Score: Raw -584929.053283 + Penalty 2986.827903 = -581942.225380 nChanged 64 SP:Iteration 27Q (2741.040310 sec): 3 clusters Score: Raw -584948.736736 + Penalty 2986.827903 = -581961.908833 nChanged 56 SP:Iteration 28Q (2741.067817 sec): 3 clusters Score: Raw -584965.520891 + Penalty 2986.827903 = -581978.692989 nChanged 51 SP:Iteration 29Q (2741.095400 sec): 3 clusters Score: Raw -584978.576121 + Penalty 2986.827903 = -581991.748219 nChanged 39 SP:Iteration 30Q (2741.122771 sec): 3 clusters Score: Raw -584989.579112 + Penalty 2986.827903 = -582002.751210 nChanged 46 SP:Iteration 31Q (2741.150056 sec): 3 clusters Score: Raw -585005.419054 + Penalty 2986.827903 = -582018.591151 nChanged 54 SP:Iteration 32Q (2741.177540 sec): 3 clusters Score: Raw -585026.644264 + Penalty 2986.827903 = -582039.816362 nChanged 60 SP:Iteration 33Q (2741.204779 sec): 3 clusters Score: Raw -585042.740468 + Penalty 2986.827903 = -582055.912566 nChanged 64 SP:Iteration 34Q (2741.232026 sec): 3 clusters Score: Raw -585061.185987 + Penalty 2986.827903 = -582074.358084 nChanged 58 SP:Iteration 35Q (2741.259152 sec): 3 clusters Score: Raw -585074.843702 + Penalty 2986.827903 = -582088.015799 nChanged 49 SP:Iteration 36Q (2741.286198 sec): 3 clusters Score: Raw -585087.651385 + Penalty 2986.827903 = -582100.823483 nChanged 40 SP:Iteration 37Q (2741.313099 sec): 3 clusters Score: Raw -585099.500314 + Penalty 2986.827903 = -582112.672412 nChanged 45 SP:Iteration 38Q (2741.340223 sec): 3 clusters Score: Raw -585112.809459 + Penalty 2986.827903 = -582125.981557 nChanged 38 SP:Iteration 39Q (2741.367286 sec): 3 clusters Score: Raw -585125.985733 + Penalty 2986.827903 = -582139.157831 nChanged 43 SP:Iteration 40F (2741.408150 sec): 3 clusters Score: Raw -585140.472338 + Penalty 2986.827903 = -582153.644435 nChanged 51 SP:Iteration 41Q (2741.434871 sec): 3 clusters Score: Raw -585155.951712 + Penalty 2986.827903 = -582169.123809 nChanged 50 SP:Iteration 42Q (2741.461544 sec): 3 clusters Score: Raw -585172.497162 + Penalty 2986.827903 = -582185.669259 nChanged 47 SP:Iteration 43Q (2741.491912 sec): 3 clusters Score: Raw -585188.137279 + Penalty 2986.827903 = -582201.309377 nChanged 45 SP:Iteration 44Q (2741.518612 sec): 3 clusters Score: Raw -585206.141161 + Penalty 2986.827903 = -582219.313259 nChanged 50 SP:Iteration 45Q (2741.545204 sec): 3 clusters Score: Raw -585224.927075 + Penalty 2986.827903 = -582238.099172 nChanged 48 SP:Iteration 46Q (2741.571692 sec): 3 clusters Score: Raw -585245.800465 + Penalty 2986.827903 = -582258.972563 nChanged 42 SP:Iteration 47Q (2741.598020 sec): 3 clusters Score: Raw -585263.691382 + Penalty 2986.827903 = -582276.863480 nChanged 53 SP:Iteration 48Q (2741.624428 sec): 3 clusters Score: Raw -585294.114399 + Penalty 2986.827903 = -582307.286497 nChanged 66 SP:Iteration 49Q (2741.650798 sec): 3 clusters Score: Raw -585333.364375 + Penalty 2986.827903 = -582346.536473 nChanged 70 SP:Iteration 50Q (2741.676985 sec): 3 clusters Score: Raw -585371.075188 + Penalty 2986.827903 = -582384.247285 nChanged 65 SP:Iteration 51Q (2741.703238 sec): 3 clusters Score: Raw -585404.448101 + Penalty 2986.827903 = -582417.620199 nChanged 60 SP:Iteration 52Q (2741.729234 sec): 3 clusters Score: Raw -585432.918505 + Penalty 2986.827903 = -582446.090602 nChanged 42 SP:Iteration 53Q (2741.755217 sec): 3 clusters Score: Raw -585452.913743 + Penalty 2986.827903 = -582466.085841 nChanged 32 SP:Iteration 54Q (2741.780909 sec): 3 clusters Score: Raw -585466.185294 + Penalty 2986.827903 = -582479.357392 nChanged 27 SP:Iteration 55Q (2741.806607 sec): 3 clusters Score: Raw -585476.611824 + Penalty 2986.827903 = -582489.783921 nChanged 26 SP:Iteration 56Q (2741.832180 sec): 3 clusters Score: Raw -585490.631087 + Penalty 2986.827903 = -582503.803185 nChanged 23 SP:Iteration 57Q (2741.857518 sec): 3 clusters Score: Raw -585501.977480 + Penalty 2986.827903 = -582515.149577 nChanged 27 SP:Iteration 58Q (2741.882928 sec): 3 clusters Score: Raw -585514.547176 + Penalty 2986.827903 = -582527.719274 nChanged 35 SP:Iteration 59Q (2741.908359 sec): 3 clusters Score: Raw -585530.390973 + Penalty 2986.827903 = -582543.563070 nChanged 28 SP:Iteration 60F (2741.937422 sec): 3 clusters Score: Raw -585547.665951 + Penalty 2986.827903 = -582560.838049 nChanged 25 SP:Iteration 61Q (2741.962889 sec): 3 clusters Score: Raw -585560.958724 + Penalty 2986.827903 = -582574.130822 nChanged 18 SP:Iteration 62Q (2741.988072 sec): 3 clusters Score: Raw -585569.565699 + Penalty 2986.827903 = -582582.737797 nChanged 19 SP:Iteration 63Q (2742.013513 sec): 3 clusters Score: Raw -585581.912446 + Penalty 2986.827903 = -582595.084543 nChanged 20 SP:Iteration 64Q (2742.038650 sec): 3 clusters Score: Raw -585595.926986 + Penalty 2986.827903 = -582609.099083 nChanged 22 SP:Iteration 65Q (2742.063786 sec): 3 clusters Score: Raw -585606.412925 + Penalty 2986.827903 = -582619.585022 nChanged 25 SP:Iteration 66Q (2742.088798 sec): 3 clusters Score: Raw -585622.804999 + Penalty 2986.827903 = -582635.977097 nChanged 18 SP:Iteration 67Q (2742.113946 sec): 3 clusters Score: Raw -585635.638552 + Penalty 2986.827903 = -582648.810649 nChanged 21 SP:Iteration 68Q (2742.138841 sec): 3 clusters Score: Raw -585649.139200 + Penalty 2986.827903 = -582662.311297 nChanged 13 SP:Iteration 69Q (2742.163681 sec): 3 clusters Score: Raw -585657.033621 + Penalty 2986.827903 = -582670.205718 nChanged 12 SP:Iteration 70Q (2742.188570 sec): 3 clusters Score: Raw -585664.520631 + Penalty 2986.827903 = -582677.692729 nChanged 17 SP:Iteration 71Q (2742.213398 sec): 3 clusters Score: Raw -585677.371081 + Penalty 2986.827903 = -582690.543179 nChanged 14 SP:Iteration 72Q (2742.238268 sec): 3 clusters Score: Raw -585687.494167 + Penalty 2986.827903 = -582700.666265 nChanged 11 SP:Iteration 73Q (2742.262923 sec): 3 clusters Score: Raw -585693.941581 + Penalty 2986.827903 = -582707.113678 nChanged 10 SP:Iteration 74Q (2742.287825 sec): 3 clusters Score: Raw -585698.926106 + Penalty 2986.827903 = -582712.098203 nChanged 7 SP:Iteration 75Q (2742.312569 sec): 3 clusters Score: Raw -585703.201185 + Penalty 2986.827903 = -582716.373282 nChanged 7 SP:Iteration 76Q (2742.337203 sec): 3 clusters Score: Raw -585707.190827 + Penalty 2986.827903 = -582720.362925 nChanged 11 SP:Iteration 77Q (2742.361765 sec): 3 clusters Score: Raw -585712.679517 + Penalty 2986.827903 = -582725.851615 nChanged 11 SP:Iteration 78Q (2742.386378 sec): 3 clusters Score: Raw -585718.165759 + Penalty 2986.827903 = -582731.337856 nChanged 12 SP:Iteration 79Q (2742.411072 sec): 3 clusters Score: Raw -585723.035546 + Penalty 2986.827903 = -582736.207643 nChanged 7 SP:Iteration 80F (2742.440079 sec): 3 clusters Score: Raw -585727.066926 + Penalty 2986.827903 = -582740.239024 nChanged 10 SP:Iteration 81Q (2742.464682 sec): 3 clusters Score: Raw -585732.660430 + Penalty 2986.827903 = -582745.832528 nChanged 8 SP:Iteration 82Q (2742.489324 sec): 3 clusters Score: Raw -585736.037336 + Penalty 2986.827903 = -582749.209433 nChanged 4 SP:Iteration 83Q (2742.513997 sec): 3 clusters Score: Raw -585738.175385 + Penalty 2986.827903 = -582751.347482 nChanged 4 SP:Iteration 84Q (2742.538686 sec): 3 clusters Score: Raw -585739.801121 + Penalty 2986.827903 = -582752.973218 nChanged 3 SP:Iteration 85Q (2742.563159 sec): 3 clusters Score: Raw -585741.076330 + Penalty 2986.827903 = -582754.248428 nChanged 1 SP:Iteration 86Q (2742.587603 sec): 3 clusters Score: Raw -585741.529987 + Penalty 2986.827903 = -582754.702084 nChanged 2 SP:Iteration 87Q (2742.612100 sec): 3 clusters Score: Raw -585743.648166 + Penalty 2986.827903 = -582756.820263 nChanged 3 SP:Iteration 88Q (2742.636611 sec): 3 clusters Score: Raw -585745.563790 + Penalty 2986.827903 = -582758.735888 nChanged 2 SP:Iteration 89Q (2742.661087 sec): 3 clusters Score: Raw -585746.650731 + Penalty 2986.827903 = -582759.822828 nChanged 0 SP:Iteration 90F (2742.690302 sec): 3 clusters Score: Raw -585746.650731 + Penalty 2986.827903 = -582759.822828 nChanged 0 Iteration 99Q (2746.593474 sec): 35 clusters Score: Raw -27540043.169880 + Penalty 71752.754436 = -27468290.415444 nChanged 1849 Iteration 100F (2755.174650 sec): 35 clusters Score: Raw -27540874.497976 + Penalty 71752.754436 = -27469121.743540 nChanged 1396 Iteration 101Q (2758.947337 sec): 35 clusters Score: Raw -27541204.129936 + Penalty 71752.754436 = -27469451.375500 nChanged 869 Iteration 102Q (2762.708869 sec): 35 clusters Score: Raw -27541391.001830 + Penalty 71752.754436 = -27469638.247394 nChanged 636 Iteration 103Q (2766.479392 sec): 35 clusters Score: Raw -27541510.408249 + Penalty 71752.754436 = -27469757.653813 nChanged 515 Iteration 104Q (2770.234598 sec): 35 clusters Score: Raw -27541612.515804 + Penalty 71752.754436 = -27469859.761369 nChanged 466 Iteration 105Q (2773.986754 sec): 35 clusters Score: Raw -27541695.540115 + Penalty 71752.754436 = -27469942.785680 nChanged 442 Iteration 106Q (2777.739797 sec): 35 clusters Score: Raw -27541763.464842 + Penalty 71752.754436 = -27470010.710406 nChanged 355 Iteration 107Q (2781.490045 sec): 35 clusters Score: Raw -27541813.047206 + Penalty 71752.754436 = -27470060.292770 nChanged 342 Iteration 108Q (2785.234410 sec): 35 clusters Score: Raw -27541857.063644 + Penalty 71752.754436 = -27470104.309208 nChanged 304 Iteration 109Q (2788.983642 sec): 35 clusters Score: Raw -27541894.188005 + Penalty 71752.754436 = -27470141.433569 nChanged 289 Iteration 110Q (2792.742279 sec): 35 clusters Score: Raw -27541923.550486 + Penalty 71752.754436 = -27470170.796050 nChanged 279 Iteration 111Q (2796.487775 sec): 35 clusters Score: Raw -27541949.327670 + Penalty 71752.754436 = -27470196.573234 nChanged 238 Iteration 112Q (2800.234765 sec): 35 clusters Score: Raw -27541969.571085 + Penalty 71752.754436 = -27470216.816649 nChanged 197 Iteration 113Q (2803.998000 sec): 35 clusters Score: Raw -27541985.962180 + Penalty 71752.754436 = -27470233.207744 nChanged 148 Iteration 114Q (2807.742267 sec): 35 clusters Score: Raw -27541999.449103 + Penalty 71752.754436 = -27470246.694668 nChanged 158 Iteration 115Q (2811.491026 sec): 35 clusters Score: Raw -27542013.193897 + Penalty 71752.754436 = -27470260.439461 nChanged 145 Iteration 116Q (2815.240723 sec): 35 clusters Score: Raw -27542026.262215 + Penalty 71752.754436 = -27470273.507779 nChanged 120 Iteration 117Q (2818.985913 sec): 35 clusters Score: Raw -27542038.856185 + Penalty 71752.754436 = -27470286.101749 nChanged 122 Iteration 118Q (2822.742582 sec): 35 clusters Score: Raw -27542049.987525 + Penalty 71752.754436 = -27470297.233089 nChanged 120 Iteration 119Q (2826.482876 sec): 35 clusters Score: Raw -27542059.948701 + Penalty 71752.754436 = -27470307.194266 nChanged 101 Iteration 120F (2835.056785 sec): 35 clusters Score: Raw -27542068.254394 + Penalty 71752.754436 = -27470315.499958 nChanged 91 Iteration 121Q (2838.813863 sec): 35 clusters Score: Raw -27542075.234331 + Penalty 71752.754436 = -27470322.479895 nChanged 66 Iteration 122Q (2842.568104 sec): 35 clusters Score: Raw -27542079.739008 + Penalty 71752.754436 = -27470326.984573 nChanged 63 Iteration 123Q (2846.329259 sec): 35 clusters Score: Raw -27542083.383506 + Penalty 71752.754436 = -27470330.629070 nChanged 52 Iteration 124Q (2850.083861 sec): 35 clusters Score: Raw -27542086.397820 + Penalty 71752.754436 = -27470333.643384 nChanged 45 Iteration 125Q (2853.836931 sec): 35 clusters Score: Raw -27542088.817102 + Penalty 71752.754436 = -27470336.062666 nChanged 41 Iteration 126Q (2857.591843 sec): 35 clusters Score: Raw -27542091.611628 + Penalty 71752.754436 = -27470338.857192 nChanged 37 Iteration 127Q (2861.341128 sec): 35 clusters Score: Raw -27542094.447152 + Penalty 71752.754436 = -27470341.692716 nChanged 40 Iteration 128Q (2865.099163 sec): 35 clusters Score: Raw -27542097.675652 + Penalty 71752.754436 = -27470344.921216 nChanged 36 Iteration 129Q (2868.873385 sec): 35 clusters Score: Raw -27542100.218225 + Penalty 71752.754436 = -27470347.463789 nChanged 42 Iteration 130Q (2872.621209 sec): 35 clusters Score: Raw -27542103.181886 + Penalty 71752.754436 = -27470350.427450 nChanged 44 Iteration 131Q (2876.375192 sec): 35 clusters Score: Raw -27542106.909532 + Penalty 71752.754436 = -27470354.155097 nChanged 60 Iteration 132Q (2880.130100 sec): 35 clusters Score: Raw -27542111.290319 + Penalty 71752.754436 = -27470358.535883 nChanged 68 Iteration 133Q (2883.880055 sec): 35 clusters Score: Raw -27542115.787038 + Penalty 71752.754436 = -27470363.032602 nChanged 66 Iteration 134Q (2887.646209 sec): 35 clusters Score: Raw -27542120.273097 + Penalty 71752.754436 = -27470367.518661 nChanged 56 Iteration 135Q (2891.395824 sec): 35 clusters Score: Raw -27542123.211812 + Penalty 71752.754436 = -27470370.457376 nChanged 51 Iteration 136Q (2895.141659 sec): 35 clusters Score: Raw -27542127.029012 + Penalty 71752.754436 = -27470374.274576 nChanged 44 Iteration 137Q (2898.906026 sec): 35 clusters Score: Raw -27542130.154181 + Penalty 71752.754436 = -27470377.399745 nChanged 44 Iteration 138Q (2902.654712 sec): 35 clusters Score: Raw -27542132.946212 + Penalty 71752.754436 = -27470380.191776 nChanged 44 Writing temp clu file Because OldScore, -27470377.399745, is greater than current (better) Score,-27470380.191776 Compute initial score before splitting: Score: Raw -27542132.946212 + Penalty 71752.754436 = -27470380.191776 Trying to split cluster 1 (10634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2902.748459 sec): 2 clusters Score: Raw -711868.824946 + Penalty 1506.669400 = -710362.155546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2902.777980 sec): 3 clusters Score: Raw -705793.021891 + Penalty 3013.338801 = -702779.683090 nChanged 4632 SP:Iteration 1F (2902.806233 sec): 3 clusters Score: Raw -708529.453237 + Penalty 3013.338801 = -705516.114437 nChanged 708 SP:Iteration 2F (2902.834666 sec): 3 clusters Score: Raw -708866.367338 + Penalty 3013.338801 = -705853.028538 nChanged 578 SP:Iteration 3F (2902.863114 sec): 3 clusters Score: Raw -709159.786865 + Penalty 3013.338801 = -706146.448064 nChanged 533 SP:Iteration 4F (2902.891406 sec): 3 clusters Score: Raw -709446.696793 + Penalty 3013.338801 = -706433.357992 nChanged 490 SP:Iteration 5Q (2902.920106 sec): 3 clusters Score: Raw -709726.153754 + Penalty 3013.338801 = -706712.814954 nChanged 489 SP:Iteration 6Q (2902.948774 sec): 3 clusters Score: Raw -710034.974671 + Penalty 3013.338801 = -707021.635870 nChanged 486 SP:Iteration 7Q (2902.977144 sec): 3 clusters Score: Raw -710373.464650 + Penalty 3013.338801 = -707360.125849 nChanged 521 SP:Iteration 8Q (2903.005803 sec): 3 clusters Score: Raw -710760.497629 + Penalty 3013.338801 = -707747.158829 nChanged 503 SP:Iteration 9Q (2903.034227 sec): 3 clusters Score: Raw -711195.030605 + Penalty 3013.338801 = -708181.691805 nChanged 509 SP:Iteration 10Q (2903.062369 sec): 3 clusters Score: Raw -711671.247965 + Penalty 3013.338801 = -708657.909164 nChanged 424 SP:Iteration 11Q (2903.090099 sec): 3 clusters Score: Raw -712029.812298 + Penalty 3013.338801 = -709016.473497 nChanged 344 SP:Iteration 12Q (2903.117730 sec): 3 clusters Score: Raw -712259.683069 + Penalty 3013.338801 = -709246.344269 nChanged 264 SP:Iteration 13Q (2903.145014 sec): 3 clusters Score: Raw -712412.549602 + Penalty 3013.338801 = -709399.210801 nChanged 211 SP:Iteration 14Q (2903.172060 sec): 3 clusters Score: Raw -712531.838396 + Penalty 3013.338801 = -709518.499596 nChanged 171 SP:Iteration 15Q (2903.198799 sec): 3 clusters Score: Raw -712626.940703 + Penalty 3013.338801 = -709613.601903 nChanged 135 SP:Iteration 16Q (2903.225870 sec): 3 clusters Score: Raw -712692.639238 + Penalty 3013.338801 = -709679.300437 nChanged 106 SP:Iteration 17Q (2903.252609 sec): 3 clusters Score: Raw -712728.986055 + Penalty 3013.338801 = -709715.647255 nChanged 75 SP:Iteration 18Q (2903.279344 sec): 3 clusters Score: Raw -712753.629051 + Penalty 3013.338801 = -709740.290250 nChanged 69 SP:Iteration 19Q (2903.305960 sec): 3 clusters Score: Raw -712770.462190 + Penalty 3013.338801 = -709757.123390 nChanged 42 SP:Iteration 20F (2903.334364 sec): 3 clusters Score: Raw -712778.999934 + Penalty 3013.338801 = -709765.661134 nChanged 29 SP:Iteration 21Q (2903.361036 sec): 3 clusters Score: Raw -712784.020492 + Penalty 3013.338801 = -709770.681691 nChanged 20 SP:Iteration 22Q (2903.387497 sec): 3 clusters Score: Raw -712787.304701 + Penalty 3013.338801 = -709773.965900 nChanged 21 SP:Iteration 23Q (2903.414071 sec): 3 clusters Score: Raw -712790.026107 + Penalty 3013.338801 = -709776.687307 nChanged 23 SP:Iteration 24Q (2903.440680 sec): 3 clusters Score: Raw -712792.555142 + Penalty 3013.338801 = -709779.216342 nChanged 14 SP:Iteration 25Q (2903.467385 sec): 3 clusters Score: Raw -712794.159747 + Penalty 3013.338801 = -709780.820947 nChanged 8 SP:Iteration 26Q (2903.493992 sec): 3 clusters Score: Raw -712795.352797 + Penalty 3013.338801 = -709782.013997 nChanged 9 SP:Iteration 27Q (2903.520479 sec): 3 clusters Score: Raw -712796.481176 + Penalty 3013.338801 = -709783.142375 nChanged 10 SP:Iteration 28Q (2903.547148 sec): 3 clusters Score: Raw -712797.522981 + Penalty 3013.338801 = -709784.184180 nChanged 11 SP:Iteration 29Q (2903.573682 sec): 3 clusters Score: Raw -712798.755895 + Penalty 3013.338801 = -709785.417094 nChanged 12 SP:Iteration 30Q (2903.616548 sec): 3 clusters Score: Raw -712800.078748 + Penalty 3013.338801 = -709786.739948 nChanged 13 SP:Iteration 31Q (2903.643053 sec): 3 clusters Score: Raw -712801.426502 + Penalty 3013.338801 = -709788.087701 nChanged 8 SP:Iteration 32Q (2903.678253 sec): 3 clusters Score: Raw -712802.471545 + Penalty 3013.338801 = -709789.132744 nChanged 5 SP:Iteration 33Q (2903.704874 sec): 3 clusters Score: Raw -712802.821921 + Penalty 3013.338801 = -709789.483121 nChanged 4 SP:Iteration 34Q (2903.731552 sec): 3 clusters Score: Raw -712803.195298 + Penalty 3013.338801 = -709789.856497 nChanged 4 SP:Iteration 35Q (2903.758077 sec): 3 clusters Score: Raw -712803.615694 + Penalty 3013.338801 = -709790.276894 nChanged 3 SP:Iteration 36Q (2903.784470 sec): 3 clusters Score: Raw -712803.818991 + Penalty 3013.338801 = -709790.480191 nChanged 1 SP:Iteration 37Q (2903.811027 sec): 3 clusters Score: Raw -712803.858643 + Penalty 3013.338801 = -709790.519842 nChanged 2 SP:Iteration 38Q (2903.837530 sec): 3 clusters Score: Raw -712804.005845 + Penalty 3013.338801 = -709790.667045 nChanged 3 SP:Iteration 39Q (2903.863995 sec): 3 clusters Score: Raw -712804.230279 + Penalty 3013.338801 = -709790.891479 nChanged 1 SP:Iteration 40F (2903.892436 sec): 3 clusters Score: Raw -712804.327006 + Penalty 3013.338801 = -709790.988205 nChanged 0 Trying to split cluster 2 (38514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2903.947782 sec): 2 clusters Score: Raw -2588820.483176 + Penalty 1715.801277 = -2587104.681899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2904.021688 sec): 3 clusters Score: Raw -2564669.096021 + Penalty 3431.602554 = -2561237.493467 nChanged 18003 SP:Iteration 1F (2904.089832 sec): 3 clusters Score: Raw -2575362.132086 + Penalty 3431.602554 = -2571930.529531 nChanged 2119 SP:Iteration 2F (2904.157850 sec): 3 clusters Score: Raw -2576511.650585 + Penalty 3431.602554 = -2573080.048030 nChanged 2476 SP:Iteration 3F (2904.225975 sec): 3 clusters Score: Raw -2578156.259307 + Penalty 3431.602554 = -2574724.656752 nChanged 2771 SP:Iteration 4F (2904.294108 sec): 3 clusters Score: Raw -2580279.273197 + Penalty 3431.602554 = -2576847.670643 nChanged 2792 SP:Iteration 5F (2904.362373 sec): 3 clusters Score: Raw -2582506.752067 + Penalty 3431.602554 = -2579075.149513 nChanged 2513 SP:Iteration 6F (2904.430374 sec): 3 clusters Score: Raw -2584291.716645 + Penalty 3431.602554 = -2580860.114091 nChanged 1963 SP:Iteration 7F (2904.498210 sec): 3 clusters Score: Raw -2585459.744349 + Penalty 3431.602554 = -2582028.141794 nChanged 1502 SP:Iteration 8Q (2904.566966 sec): 3 clusters Score: Raw -2586231.180015 + Penalty 3431.602554 = -2582799.577460 nChanged 1071 SP:Iteration 9Q (2904.634116 sec): 3 clusters Score: Raw -2586768.398841 + Penalty 3431.602554 = -2583336.796287 nChanged 843 SP:Iteration 10Q (2904.700735 sec): 3 clusters Score: Raw -2587203.651160 + Penalty 3431.602554 = -2583772.048606 nChanged 706 SP:Iteration 11Q (2904.766690 sec): 3 clusters Score: Raw -2587539.302454 + Penalty 3431.602554 = -2584107.699900 nChanged 616 SP:Iteration 12Q (2904.831845 sec): 3 clusters Score: Raw -2587801.882629 + Penalty 3431.602554 = -2584370.280075 nChanged 551 SP:Iteration 13Q (2904.896835 sec): 3 clusters Score: Raw -2588014.135032 + Penalty 3431.602554 = -2584582.532477 nChanged 527 SP:Iteration 14Q (2904.961274 sec): 3 clusters Score: Raw -2588200.323798 + Penalty 3431.602554 = -2584768.721243 nChanged 488 SP:Iteration 15Q (2905.025168 sec): 3 clusters Score: Raw -2588364.110229 + Penalty 3431.602554 = -2584932.507675 nChanged 473 SP:Iteration 16Q (2905.089193 sec): 3 clusters Score: Raw -2588521.266310 + Penalty 3431.602554 = -2585089.663756 nChanged 431 SP:Iteration 17Q (2905.152753 sec): 3 clusters Score: Raw -2588662.930203 + Penalty 3431.602554 = -2585231.327648 nChanged 371 SP:Iteration 18Q (2905.216019 sec): 3 clusters Score: Raw -2588774.978331 + Penalty 3431.602554 = -2585343.375777 nChanged 309 SP:Iteration 19Q (2905.278848 sec): 3 clusters Score: Raw -2588875.242139 + Penalty 3431.602554 = -2585443.639585 nChanged 338 SP:Iteration 20F (2905.346398 sec): 3 clusters Score: Raw -2588980.725004 + Penalty 3431.602554 = -2585549.122449 nChanged 311 SP:Iteration 21Q (2905.409538 sec): 3 clusters Score: Raw -2589074.166248 + Penalty 3431.602554 = -2585642.563694 nChanged 284 SP:Iteration 22Q (2905.472205 sec): 3 clusters Score: Raw -2589142.654300 + Penalty 3431.602554 = -2585711.051745 nChanged 248 SP:Iteration 23Q (2905.534306 sec): 3 clusters Score: Raw -2589199.156253 + Penalty 3431.602554 = -2585767.553699 nChanged 213 SP:Iteration 24Q (2905.596136 sec): 3 clusters Score: Raw -2589245.918193 + Penalty 3431.602554 = -2585814.315639 nChanged 196 SP:Iteration 25Q (2905.657820 sec): 3 clusters Score: Raw -2589290.170996 + Penalty 3431.602554 = -2585858.568442 nChanged 179 SP:Iteration 26Q (2905.719329 sec): 3 clusters Score: Raw -2589328.125062 + Penalty 3431.602554 = -2585896.522508 nChanged 178 SP:Iteration 27Q (2905.780567 sec): 3 clusters Score: Raw -2589367.805584 + Penalty 3431.602554 = -2585936.203029 nChanged 167 SP:Iteration 28Q (2905.846231 sec): 3 clusters Score: Raw -2589402.747221 + Penalty 3431.602554 = -2585971.144667 nChanged 155 SP:Iteration 29Q (2905.907728 sec): 3 clusters Score: Raw -2589431.413406 + Penalty 3431.602554 = -2585999.810852 nChanged 146 SP:Iteration 30Q (2905.970037 sec): 3 clusters Score: Raw -2589457.778684 + Penalty 3431.602554 = -2586026.176130 nChanged 140 SP:Iteration 31Q (2906.031458 sec): 3 clusters Score: Raw -2589479.980106 + Penalty 3431.602554 = -2586048.377552 nChanged 104 SP:Iteration 32Q (2906.092405 sec): 3 clusters Score: Raw -2589495.592163 + Penalty 3431.602554 = -2586063.989609 nChanged 100 SP:Iteration 33Q (2906.153456 sec): 3 clusters Score: Raw -2589506.553805 + Penalty 3431.602554 = -2586074.951251 nChanged 85 SP:Iteration 34Q (2906.214692 sec): 3 clusters Score: Raw -2589515.803126 + Penalty 3431.602554 = -2586084.200571 nChanged 73 SP:Iteration 35Q (2906.275745 sec): 3 clusters Score: Raw -2589523.449439 + Penalty 3431.602554 = -2586091.846885 nChanged 70 SP:Iteration 36Q (2906.336351 sec): 3 clusters Score: Raw -2589531.995435 + Penalty 3431.602554 = -2586100.392881 nChanged 65 SP:Iteration 37Q (2906.396632 sec): 3 clusters Score: Raw -2589539.654760 + Penalty 3431.602554 = -2586108.052205 nChanged 67 SP:Iteration 38Q (2906.456730 sec): 3 clusters Score: Raw -2589549.194025 + Penalty 3431.602554 = -2586117.591470 nChanged 72 SP:Iteration 39Q (2906.517141 sec): 3 clusters Score: Raw -2589558.779522 + Penalty 3431.602554 = -2586127.176967 nChanged 72 SP:Iteration 40F (2906.584766 sec): 3 clusters Score: Raw -2589568.033164 + Penalty 3431.602554 = -2586136.430610 nChanged 68 SP:Iteration 41Q (2906.645585 sec): 3 clusters Score: Raw -2589575.721439 + Penalty 3431.602554 = -2586144.118884 nChanged 53 SP:Iteration 42Q (2906.705863 sec): 3 clusters Score: Raw -2589581.310501 + Penalty 3431.602554 = -2586149.707947 nChanged 51 SP:Iteration 43Q (2906.799595 sec): 3 clusters Score: Raw -2589587.784054 + Penalty 3431.602554 = -2586156.181500 nChanged 52 SP:Iteration 44Q (2906.860857 sec): 3 clusters Score: Raw -2589593.761734 + Penalty 3431.602554 = -2586162.159180 nChanged 52 SP:Iteration 45Q (2906.920979 sec): 3 clusters Score: Raw -2589599.875516 + Penalty 3431.602554 = -2586168.272961 nChanged 48 SP:Iteration 46Q (2906.981178 sec): 3 clusters Score: Raw -2589604.716129 + Penalty 3431.602554 = -2586173.113575 nChanged 32 SP:Iteration 47Q (2907.041264 sec): 3 clusters Score: Raw -2589608.259839 + Penalty 3431.602554 = -2586176.657284 nChanged 33 SP:Iteration 48Q (2907.101171 sec): 3 clusters Score: Raw -2589611.416694 + Penalty 3431.602554 = -2586179.814139 nChanged 29 SP:Iteration 49Q (2907.161093 sec): 3 clusters Score: Raw -2589613.767500 + Penalty 3431.602554 = -2586182.164945 nChanged 28 SP:Iteration 50Q (2907.221162 sec): 3 clusters Score: Raw -2589615.958824 + Penalty 3431.602554 = -2586184.356269 nChanged 27 SP:Iteration 51Q (2907.281119 sec): 3 clusters Score: Raw -2589618.251209 + Penalty 3431.602554 = -2586186.648654 nChanged 25 SP:Iteration 52Q (2907.341187 sec): 3 clusters Score: Raw -2589620.343950 + Penalty 3431.602554 = -2586188.741395 nChanged 27 SP:Iteration 53Q (2907.401064 sec): 3 clusters Score: Raw -2589622.280021 + Penalty 3431.602554 = -2586190.677466 nChanged 26 SP:Iteration 54Q (2907.461600 sec): 3 clusters Score: Raw -2589624.906125 + Penalty 3431.602554 = -2586193.303571 nChanged 23 SP:Iteration 55Q (2907.522433 sec): 3 clusters Score: Raw -2589626.583097 + Penalty 3431.602554 = -2586194.980542 nChanged 22 SP:Iteration 56Q (2907.582420 sec): 3 clusters Score: Raw -2589628.323429 + Penalty 3431.602554 = -2586196.720875 nChanged 26 SP:Iteration 57Q (2907.642492 sec): 3 clusters Score: Raw -2589630.544931 + Penalty 3431.602554 = -2586198.942377 nChanged 18 SP:Iteration 58Q (2907.730983 sec): 3 clusters Score: Raw -2589631.622160 + Penalty 3431.602554 = -2586200.019605 nChanged 10 SP:Iteration 59Q (2907.789760 sec): 3 clusters Score: Raw -2589632.239515 + Penalty 3431.602554 = -2586200.636960 nChanged 8 SP:Iteration 60F (2907.857642 sec): 3 clusters Score: Raw -2589632.703860 + Penalty 3431.602554 = -2586201.101306 nChanged 6 SP:Iteration 61Q (2907.918061 sec): 3 clusters Score: Raw -2589633.005192 + Penalty 3431.602554 = -2586201.402638 nChanged 8 SP:Iteration 62Q (2907.978041 sec): 3 clusters Score: Raw -2589633.347244 + Penalty 3431.602554 = -2586201.744689 nChanged 11 SP:Iteration 63Q (2908.038018 sec): 3 clusters Score: Raw -2589633.991470 + Penalty 3431.602554 = -2586202.388916 nChanged 12 SP:Iteration 64Q (2908.098030 sec): 3 clusters Score: Raw -2589634.847264 + Penalty 3431.602554 = -2586203.244709 nChanged 8 SP:Iteration 65Q (2908.158058 sec): 3 clusters Score: Raw -2589635.431391 + Penalty 3431.602554 = -2586203.828837 nChanged 10 SP:Iteration 66Q (2908.217832 sec): 3 clusters Score: Raw -2589636.289212 + Penalty 3431.602554 = -2586204.686657 nChanged 11 SP:Iteration 67Q (2908.277564 sec): 3 clusters Score: Raw -2589637.159013 + Penalty 3431.602554 = -2586205.556459 nChanged 11 SP:Iteration 68Q (2908.337233 sec): 3 clusters Score: Raw -2589637.971506 + Penalty 3431.602554 = -2586206.368951 nChanged 16 SP:Iteration 69Q (2908.396995 sec): 3 clusters Score: Raw -2589639.336981 + Penalty 3431.602554 = -2586207.734426 nChanged 16 SP:Iteration 70Q (2908.456826 sec): 3 clusters Score: Raw -2589640.897968 + Penalty 3431.602554 = -2586209.295413 nChanged 15 SP:Iteration 71Q (2908.516476 sec): 3 clusters Score: Raw -2589642.189165 + Penalty 3431.602554 = -2586210.586611 nChanged 11 SP:Iteration 72Q (2908.576083 sec): 3 clusters Score: Raw -2589643.091404 + Penalty 3431.602554 = -2586211.488849 nChanged 10 SP:Iteration 73Q (2908.635989 sec): 3 clusters Score: Raw -2589644.031122 + Penalty 3431.602554 = -2586212.428568 nChanged 7 SP:Iteration 74Q (2908.695581 sec): 3 clusters Score: Raw -2589644.673434 + Penalty 3431.602554 = -2586213.070880 nChanged 10 SP:Iteration 75Q (2908.755396 sec): 3 clusters Score: Raw -2589645.407484 + Penalty 3431.602554 = -2586213.804929 nChanged 7 SP:Iteration 76Q (2908.814976 sec): 3 clusters Score: Raw -2589646.009897 + Penalty 3431.602554 = -2586214.407343 nChanged 9 SP:Iteration 77Q (2908.874929 sec): 3 clusters Score: Raw -2589646.617596 + Penalty 3431.602554 = -2586215.015042 nChanged 5 SP:Iteration 78Q (2908.934695 sec): 3 clusters Score: Raw -2589647.003744 + Penalty 3431.602554 = -2586215.401189 nChanged 4 SP:Iteration 79Q (2908.994432 sec): 3 clusters Score: Raw -2589647.222409 + Penalty 3431.602554 = -2586215.619854 nChanged 4 SP:Iteration 80F (2909.062524 sec): 3 clusters Score: Raw -2589647.403008 + Penalty 3431.602554 = -2586215.800454 nChanged 3 SP:Iteration 81Q (2909.122510 sec): 3 clusters Score: Raw -2589647.565514 + Penalty 3431.602554 = -2586215.962960 nChanged 3 SP:Iteration 82Q (2909.182191 sec): 3 clusters Score: Raw -2589647.662490 + Penalty 3431.602554 = -2586216.059936 nChanged 4 SP:Iteration 83Q (2909.241882 sec): 3 clusters Score: Raw -2589647.887693 + Penalty 3431.602554 = -2586216.285139 nChanged 5 SP:Iteration 84Q (2909.301590 sec): 3 clusters Score: Raw -2589648.139344 + Penalty 3431.602554 = -2586216.536790 nChanged 4 SP:Iteration 85Q (2909.361185 sec): 3 clusters Score: Raw -2589648.475353 + Penalty 3431.602554 = -2586216.872798 nChanged 6 SP:Iteration 86Q (2909.420863 sec): 3 clusters Score: Raw -2589648.831784 + Penalty 3431.602554 = -2586217.229229 nChanged 5 SP:Iteration 87Q (2909.480556 sec): 3 clusters Score: Raw -2589649.059344 + Penalty 3431.602554 = -2586217.456790 nChanged 7 SP:Iteration 88Q (2909.540232 sec): 3 clusters Score: Raw -2589649.421977 + Penalty 3431.602554 = -2586217.819422 nChanged 3 SP:Iteration 89Q (2909.599996 sec): 3 clusters Score: Raw -2589649.647212 + Penalty 3431.602554 = -2586218.044658 nChanged 6 SP:Iteration 90Q (2909.659586 sec): 3 clusters Score: Raw -2589649.917914 + Penalty 3431.602554 = -2586218.315360 nChanged 3 SP:Iteration 91Q (2909.719372 sec): 3 clusters Score: Raw -2589650.006870 + Penalty 3431.602554 = -2586218.404315 nChanged 2 SP:Iteration 92Q (2909.779092 sec): 3 clusters Score: Raw -2589650.239598 + Penalty 3431.602554 = -2586218.637043 nChanged 3 SP:Iteration 93Q (2909.838793 sec): 3 clusters Score: Raw -2589650.411439 + Penalty 3431.602554 = -2586218.808885 nChanged 2 SP:Iteration 94Q (2909.898524 sec): 3 clusters Score: Raw -2589650.517194 + Penalty 3431.602554 = -2586218.914640 nChanged 2 SP:Iteration 95Q (2909.958267 sec): 3 clusters Score: Raw -2589650.586548 + Penalty 3431.602554 = -2586218.983994 nChanged 1 SP:Iteration 96Q (2910.017966 sec): 3 clusters Score: Raw -2589650.651455 + Penalty 3431.602554 = -2586219.048901 nChanged 1 SP:Iteration 97Q (2910.087922 sec): 3 clusters Score: Raw -2589650.682368 + Penalty 3431.602554 = -2586219.079813 nChanged 0 SP:Iteration 98F (2910.154885 sec): 3 clusters Score: Raw -2589650.682368 + Penalty 3431.602554 = -2586219.079813 nChanged 0 Trying to split cluster 3 (1879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2910.164833 sec): 2 clusters Score: Raw -114287.419464 + Penalty 1225.005437 = -113062.414027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2910.175045 sec): 3 clusters Score: Raw -113452.284028 + Penalty 2450.010875 = -111002.273153 nChanged 672 SP:Iteration 1F (2910.184547 sec): 3 clusters Score: Raw -113922.367400 + Penalty 2450.010875 = -111472.356526 nChanged 157 SP:Iteration 2F (2910.194031 sec): 3 clusters Score: Raw -114046.874532 + Penalty 2450.010875 = -111596.863657 nChanged 99 SP:Iteration 3F (2910.203547 sec): 3 clusters Score: Raw -114136.109018 + Penalty 2450.010875 = -111686.098143 nChanged 83 SP:Iteration 4Q (2910.213121 sec): 3 clusters Score: Raw -114194.850902 + Penalty 2450.010875 = -111744.840028 nChanged 72 SP:Iteration 5Q (2910.222587 sec): 3 clusters Score: Raw -114261.391037 + Penalty 2450.010875 = -111811.380162 nChanged 64 SP:Iteration 6Q (2910.232013 sec): 3 clusters Score: Raw -114312.604968 + Penalty 2450.010875 = -111862.594093 nChanged 51 SP:Iteration 7Q (2910.241382 sec): 3 clusters Score: Raw -114348.044632 + Penalty 2450.010875 = -111898.033757 nChanged 35 SP:Iteration 8Q (2910.250744 sec): 3 clusters Score: Raw -114372.212542 + Penalty 2450.010875 = -111922.201667 nChanged 33 SP:Iteration 9Q (2910.260150 sec): 3 clusters Score: Raw -114394.352744 + Penalty 2450.010875 = -111944.341870 nChanged 26 SP:Iteration 10Q (2910.269590 sec): 3 clusters Score: Raw -114411.352659 + Penalty 2450.010875 = -111961.341784 nChanged 28 SP:Iteration 11Q (2910.278918 sec): 3 clusters Score: Raw -114428.905022 + Penalty 2450.010875 = -111978.894147 nChanged 15 SP:Iteration 12Q (2910.288302 sec): 3 clusters Score: Raw -114438.758860 + Penalty 2450.010875 = -111988.747985 nChanged 13 SP:Iteration 13Q (2910.297661 sec): 3 clusters Score: Raw -114448.852115 + Penalty 2450.010875 = -111998.841240 nChanged 14 SP:Iteration 14Q (2910.306958 sec): 3 clusters Score: Raw -114459.676097 + Penalty 2450.010875 = -112009.665223 nChanged 11 SP:Iteration 15Q (2910.316321 sec): 3 clusters Score: Raw -114469.435291 + Penalty 2450.010875 = -112019.424416 nChanged 11 SP:Iteration 16Q (2910.325699 sec): 3 clusters Score: Raw -114475.248628 + Penalty 2450.010875 = -112025.237753 nChanged 3 SP:Iteration 17Q (2910.335028 sec): 3 clusters Score: Raw -114476.800346 + Penalty 2450.010875 = -112026.789471 nChanged 5 SP:Iteration 18Q (2910.344407 sec): 3 clusters Score: Raw -114478.889247 + Penalty 2450.010875 = -112028.878372 nChanged 6 SP:Iteration 19Q (2910.353781 sec): 3 clusters Score: Raw -114481.818830 + Penalty 2450.010875 = -112031.807955 nChanged 3 SP:Iteration 20F (2910.363229 sec): 3 clusters Score: Raw -114483.550237 + Penalty 2450.010875 = -112033.539362 nChanged 4 SP:Iteration 21Q (2910.372618 sec): 3 clusters Score: Raw -114486.102215 + Penalty 2450.010875 = -112036.091340 nChanged 5 SP:Iteration 22Q (2910.381984 sec): 3 clusters Score: Raw -114488.991841 + Penalty 2450.010875 = -112038.980966 nChanged 7 SP:Iteration 23Q (2910.391385 sec): 3 clusters Score: Raw -114497.458296 + Penalty 2450.010875 = -112047.447421 nChanged 9 SP:Iteration 24Q (2910.400773 sec): 3 clusters Score: Raw -114503.325781 + Penalty 2450.010875 = -112053.314906 nChanged 5 SP:Iteration 25Q (2910.410131 sec): 3 clusters Score: Raw -114507.357023 + Penalty 2450.010875 = -112057.346148 nChanged 6 SP:Iteration 26Q (2910.419494 sec): 3 clusters Score: Raw -114514.361628 + Penalty 2450.010875 = -112064.350753 nChanged 8 SP:Iteration 27Q (2910.428886 sec): 3 clusters Score: Raw -114531.546935 + Penalty 2450.010875 = -112081.536061 nChanged 10 SP:Iteration 28Q (2910.438158 sec): 3 clusters Score: Raw -114551.901741 + Penalty 2450.010875 = -112101.890866 nChanged 20 SP:Iteration 29Q (2910.447478 sec): 3 clusters Score: Raw -114565.774086 + Penalty 2450.010875 = -112115.763211 nChanged 12 SP:Iteration 30Q (2910.456815 sec): 3 clusters Score: Raw -114572.504904 + Penalty 2450.010875 = -112122.494029 nChanged 4 SP:Iteration 31Q (2910.466110 sec): 3 clusters Score: Raw -114575.722370 + Penalty 2450.010875 = -112125.711496 nChanged 6 SP:Iteration 32Q (2910.475397 sec): 3 clusters Score: Raw -114578.881691 + Penalty 2450.010875 = -112128.870816 nChanged 7 SP:Iteration 33Q (2910.484681 sec): 3 clusters Score: Raw -114582.405753 + Penalty 2450.010875 = -112132.394878 nChanged 7 SP:Iteration 34Q (2910.493910 sec): 3 clusters Score: Raw -114586.067804 + Penalty 2450.010875 = -112136.056929 nChanged 6 SP:Iteration 35Q (2910.503219 sec): 3 clusters Score: Raw -114589.148207 + Penalty 2450.010875 = -112139.137333 nChanged 8 SP:Iteration 36Q (2910.512502 sec): 3 clusters Score: Raw -114593.839715 + Penalty 2450.010875 = -112143.828840 nChanged 7 SP:Iteration 37Q (2910.521751 sec): 3 clusters Score: Raw -114597.371350 + Penalty 2450.010875 = -112147.360476 nChanged 6 SP:Iteration 38Q (2910.530974 sec): 3 clusters Score: Raw -114601.714429 + Penalty 2450.010875 = -112151.703554 nChanged 6 SP:Iteration 39Q (2910.540180 sec): 3 clusters Score: Raw -114606.234533 + Penalty 2450.010875 = -112156.223659 nChanged 5 SP:Iteration 40F (2910.549619 sec): 3 clusters Score: Raw -114608.983790 + Penalty 2450.010875 = -112158.972915 nChanged 3 SP:Iteration 41Q (2910.558929 sec): 3 clusters Score: Raw -114611.186437 + Penalty 2450.010875 = -112161.175563 nChanged 2 SP:Iteration 42Q (2910.568215 sec): 3 clusters Score: Raw -114612.710821 + Penalty 2450.010875 = -112162.699946 nChanged 1 SP:Iteration 43Q (2910.577520 sec): 3 clusters Score: Raw -114613.013514 + Penalty 2450.010875 = -112163.002639 nChanged 1 SP:Iteration 44Q (2910.586838 sec): 3 clusters Score: Raw -114613.183474 + Penalty 2450.010875 = -112163.172600 nChanged 0 SP:Iteration 45F (2910.596290 sec): 3 clusters Score: Raw -114613.183474 + Penalty 2450.010875 = -112163.172600 nChanged 0 Trying to split cluster 4 (13852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2910.624288 sec): 2 clusters Score: Raw -950837.214927 + Penalty 1549.630047 = -949287.584879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2910.658292 sec): 3 clusters Score: Raw -942705.949814 + Penalty 3099.260094 = -939606.689720 nChanged 6169 SP:Iteration 1F (2910.690801 sec): 3 clusters Score: Raw -946136.238452 + Penalty 3099.260094 = -943036.978357 nChanged 784 SP:Iteration 2F (2910.723341 sec): 3 clusters Score: Raw -946465.494273 + Penalty 3099.260094 = -943366.234179 nChanged 670 SP:Iteration 3Q (2910.756222 sec): 3 clusters Score: Raw -946742.477874 + Penalty 3099.260094 = -943643.217780 nChanged 619 SP:Iteration 4Q (2910.789119 sec): 3 clusters Score: Raw -947039.132800 + Penalty 3099.260094 = -943939.872706 nChanged 636 SP:Iteration 5Q (2910.821971 sec): 3 clusters Score: Raw -947388.361674 + Penalty 3099.260094 = -944289.101580 nChanged 651 SP:Iteration 6Q (2910.854759 sec): 3 clusters Score: Raw -947766.295470 + Penalty 3099.260094 = -944667.035376 nChanged 686 SP:Iteration 7Q (2910.887546 sec): 3 clusters Score: Raw -948175.842622 + Penalty 3099.260094 = -945076.582527 nChanged 699 SP:Iteration 8F (2910.919932 sec): 3 clusters Score: Raw -948596.849711 + Penalty 3099.260094 = -945497.589617 nChanged 650 SP:Iteration 9Q (2910.952593 sec): 3 clusters Score: Raw -948990.799544 + Penalty 3099.260094 = -945891.539450 nChanged 601 SP:Iteration 10Q (2910.984927 sec): 3 clusters Score: Raw -949387.645461 + Penalty 3099.260094 = -946288.385366 nChanged 554 SP:Iteration 11Q (2911.016938 sec): 3 clusters Score: Raw -949771.479715 + Penalty 3099.260094 = -946672.219621 nChanged 484 SP:Iteration 12Q (2911.048762 sec): 3 clusters Score: Raw -950089.943838 + Penalty 3099.260094 = -946990.683744 nChanged 392 SP:Iteration 13Q (2911.080218 sec): 3 clusters Score: Raw -950308.721747 + Penalty 3099.260094 = -947209.461653 nChanged 317 SP:Iteration 14Q (2911.111305 sec): 3 clusters Score: Raw -950452.179457 + Penalty 3099.260094 = -947352.919363 nChanged 233 SP:Iteration 15Q (2911.142399 sec): 3 clusters Score: Raw -950554.410238 + Penalty 3099.260094 = -947455.150143 nChanged 214 SP:Iteration 16Q (2911.173026 sec): 3 clusters Score: Raw -950643.531708 + Penalty 3099.260094 = -947544.271614 nChanged 181 SP:Iteration 17Q (2911.203619 sec): 3 clusters Score: Raw -950706.940702 + Penalty 3099.260094 = -947607.680608 nChanged 147 SP:Iteration 18Q (2911.233953 sec): 3 clusters Score: Raw -950754.275285 + Penalty 3099.260094 = -947655.015190 nChanged 111 SP:Iteration 19Q (2911.264161 sec): 3 clusters Score: Raw -950789.861066 + Penalty 3099.260094 = -947690.600971 nChanged 117 SP:Iteration 20F (2911.296724 sec): 3 clusters Score: Raw -950825.836065 + Penalty 3099.260094 = -947726.575970 nChanged 97 SP:Iteration 21Q (2911.326785 sec): 3 clusters Score: Raw -950851.143680 + Penalty 3099.260094 = -947751.883586 nChanged 83 SP:Iteration 22Q (2911.356605 sec): 3 clusters Score: Raw -950873.531153 + Penalty 3099.260094 = -947774.271059 nChanged 67 SP:Iteration 23Q (2911.386510 sec): 3 clusters Score: Raw -950893.474243 + Penalty 3099.260094 = -947794.214149 nChanged 65 SP:Iteration 24Q (2911.416146 sec): 3 clusters Score: Raw -950914.603932 + Penalty 3099.260094 = -947815.343838 nChanged 70 SP:Iteration 25Q (2911.445990 sec): 3 clusters Score: Raw -950932.084120 + Penalty 3099.260094 = -947832.824026 nChanged 58 SP:Iteration 26Q (2911.475670 sec): 3 clusters Score: Raw -950946.637047 + Penalty 3099.260094 = -947847.376952 nChanged 53 SP:Iteration 27Q (2911.505422 sec): 3 clusters Score: Raw -950959.900930 + Penalty 3099.260094 = -947860.640836 nChanged 60 SP:Iteration 28Q (2911.535200 sec): 3 clusters Score: Raw -950973.673962 + Penalty 3099.260094 = -947874.413868 nChanged 50 SP:Iteration 29Q (2911.564689 sec): 3 clusters Score: Raw -950985.106940 + Penalty 3099.260094 = -947885.846845 nChanged 47 SP:Iteration 30Q (2911.594249 sec): 3 clusters Score: Raw -950996.944798 + Penalty 3099.260094 = -947897.684704 nChanged 43 SP:Iteration 31Q (2911.623781 sec): 3 clusters Score: Raw -951006.713056 + Penalty 3099.260094 = -947907.452962 nChanged 40 SP:Iteration 32Q (2911.660015 sec): 3 clusters Score: Raw -951014.852895 + Penalty 3099.260094 = -947915.592801 nChanged 35 SP:Iteration 33Q (2911.689430 sec): 3 clusters Score: Raw -951024.067912 + Penalty 3099.260094 = -947924.807818 nChanged 33 SP:Iteration 34Q (2911.718536 sec): 3 clusters Score: Raw -951031.571803 + Penalty 3099.260094 = -947932.311709 nChanged 32 SP:Iteration 35Q (2911.747843 sec): 3 clusters Score: Raw -951039.109962 + Penalty 3099.260094 = -947939.849868 nChanged 33 SP:Iteration 36Q (2911.777381 sec): 3 clusters Score: Raw -951046.751285 + Penalty 3099.260094 = -947947.491191 nChanged 30 SP:Iteration 37Q (2911.806588 sec): 3 clusters Score: Raw -951053.166523 + Penalty 3099.260094 = -947953.906428 nChanged 20 SP:Iteration 38Q (2911.836164 sec): 3 clusters Score: Raw -951056.918407 + Penalty 3099.260094 = -947957.658313 nChanged 22 SP:Iteration 39Q (2911.865327 sec): 3 clusters Score: Raw -951061.062476 + Penalty 3099.260094 = -947961.802382 nChanged 23 SP:Iteration 40F (2911.897962 sec): 3 clusters Score: Raw -951065.121279 + Penalty 3099.260094 = -947965.861185 nChanged 23 SP:Iteration 41Q (2911.927291 sec): 3 clusters Score: Raw -951069.697700 + Penalty 3099.260094 = -947970.437606 nChanged 23 SP:Iteration 42Q (2911.956649 sec): 3 clusters Score: Raw -951073.980185 + Penalty 3099.260094 = -947974.720090 nChanged 15 SP:Iteration 43Q (2911.985953 sec): 3 clusters Score: Raw -951077.398231 + Penalty 3099.260094 = -947978.138136 nChanged 21 SP:Iteration 44Q (2912.015365 sec): 3 clusters Score: Raw -951081.105606 + Penalty 3099.260094 = -947981.845512 nChanged 11 SP:Iteration 45Q (2912.044592 sec): 3 clusters Score: Raw -951083.296487 + Penalty 3099.260094 = -947984.036392 nChanged 11 SP:Iteration 46Q (2912.073726 sec): 3 clusters Score: Raw -951086.241313 + Penalty 3099.260094 = -947986.981219 nChanged 18 SP:Iteration 47Q (2912.102981 sec): 3 clusters Score: Raw -951090.027329 + Penalty 3099.260094 = -947990.767235 nChanged 21 SP:Iteration 48Q (2912.132387 sec): 3 clusters Score: Raw -951094.591248 + Penalty 3099.260094 = -947995.331154 nChanged 18 SP:Iteration 49Q (2912.161501 sec): 3 clusters Score: Raw -951097.632225 + Penalty 3099.260094 = -947998.372131 nChanged 13 SP:Iteration 50Q (2912.190732 sec): 3 clusters Score: Raw -951100.711836 + Penalty 3099.260094 = -948001.451742 nChanged 20 SP:Iteration 51Q (2912.219960 sec): 3 clusters Score: Raw -951105.155469 + Penalty 3099.260094 = -948005.895375 nChanged 18 SP:Iteration 52Q (2912.249137 sec): 3 clusters Score: Raw -951110.701968 + Penalty 3099.260094 = -948011.441874 nChanged 24 SP:Iteration 53Q (2912.278108 sec): 3 clusters Score: Raw -951117.717397 + Penalty 3099.260094 = -948018.457302 nChanged 20 SP:Iteration 54Q (2912.307248 sec): 3 clusters Score: Raw -951122.414160 + Penalty 3099.260094 = -948023.154066 nChanged 16 SP:Iteration 55Q (2912.336263 sec): 3 clusters Score: Raw -951125.696686 + Penalty 3099.260094 = -948026.436592 nChanged 18 SP:Iteration 56Q (2912.365665 sec): 3 clusters Score: Raw -951128.885411 + Penalty 3099.260094 = -948029.625317 nChanged 11 SP:Iteration 57Q (2912.394600 sec): 3 clusters Score: Raw -951130.631559 + Penalty 3099.260094 = -948031.371465 nChanged 7 SP:Iteration 58Q (2912.423652 sec): 3 clusters Score: Raw -951131.983526 + Penalty 3099.260094 = -948032.723432 nChanged 6 SP:Iteration 59Q (2912.452668 sec): 3 clusters Score: Raw -951133.346474 + Penalty 3099.260094 = -948034.086380 nChanged 6 SP:Iteration 60F (2912.485232 sec): 3 clusters Score: Raw -951134.489994 + Penalty 3099.260094 = -948035.229900 nChanged 5 SP:Iteration 61Q (2912.514324 sec): 3 clusters Score: Raw -951135.944786 + Penalty 3099.260094 = -948036.684692 nChanged 6 SP:Iteration 62Q (2912.543487 sec): 3 clusters Score: Raw -951137.855451 + Penalty 3099.260094 = -948038.595356 nChanged 8 SP:Iteration 63Q (2912.572525 sec): 3 clusters Score: Raw -951139.879090 + Penalty 3099.260094 = -948040.618996 nChanged 7 SP:Iteration 64Q (2912.601603 sec): 3 clusters Score: Raw -951141.230093 + Penalty 3099.260094 = -948041.969998 nChanged 8 SP:Iteration 65Q (2912.630447 sec): 3 clusters Score: Raw -951142.272210 + Penalty 3099.260094 = -948043.012115 nChanged 5 SP:Iteration 66Q (2912.659326 sec): 3 clusters Score: Raw -951143.066692 + Penalty 3099.260094 = -948043.806598 nChanged 6 SP:Iteration 67Q (2912.688378 sec): 3 clusters Score: Raw -951144.144208 + Penalty 3099.260094 = -948044.884114 nChanged 7 SP:Iteration 68Q (2912.717563 sec): 3 clusters Score: Raw -951145.576190 + Penalty 3099.260094 = -948046.316095 nChanged 8 SP:Iteration 69Q (2912.746555 sec): 3 clusters Score: Raw -951146.984498 + Penalty 3099.260094 = -948047.724403 nChanged 8 SP:Iteration 70Q (2912.775467 sec): 3 clusters Score: Raw -951149.601918 + Penalty 3099.260094 = -948050.341824 nChanged 7 SP:Iteration 71Q (2912.804429 sec): 3 clusters Score: Raw -951150.542521 + Penalty 3099.260094 = -948051.282427 nChanged 9 SP:Iteration 72Q (2912.833321 sec): 3 clusters Score: Raw -951152.213914 + Penalty 3099.260094 = -948052.953819 nChanged 9 SP:Iteration 73Q (2912.862317 sec): 3 clusters Score: Raw -951153.892615 + Penalty 3099.260094 = -948054.632520 nChanged 14 SP:Iteration 74Q (2912.891155 sec): 3 clusters Score: Raw -951157.027446 + Penalty 3099.260094 = -948057.767351 nChanged 11 SP:Iteration 75Q (2912.920169 sec): 3 clusters Score: Raw -951158.891262 + Penalty 3099.260094 = -948059.631168 nChanged 13 SP:Iteration 76Q (2912.949110 sec): 3 clusters Score: Raw -951161.905543 + Penalty 3099.260094 = -948062.645449 nChanged 16 SP:Iteration 77Q (2912.978048 sec): 3 clusters Score: Raw -951165.823304 + Penalty 3099.260094 = -948066.563210 nChanged 16 SP:Iteration 78Q (2913.007110 sec): 3 clusters Score: Raw -951169.740796 + Penalty 3099.260094 = -948070.480702 nChanged 19 SP:Iteration 79Q (2913.036085 sec): 3 clusters Score: Raw -951174.721129 + Penalty 3099.260094 = -948075.461035 nChanged 25 SP:Iteration 80F (2913.068413 sec): 3 clusters Score: Raw -951182.412475 + Penalty 3099.260094 = -948083.152380 nChanged 23 SP:Iteration 81Q (2913.097480 sec): 3 clusters Score: Raw -951189.029812 + Penalty 3099.260094 = -948089.769717 nChanged 19 SP:Iteration 82Q (2913.126191 sec): 3 clusters Score: Raw -951194.245220 + Penalty 3099.260094 = -948094.985125 nChanged 12 SP:Iteration 83Q (2913.155017 sec): 3 clusters Score: Raw -951198.069265 + Penalty 3099.260094 = -948098.809171 nChanged 11 SP:Iteration 84Q (2913.183686 sec): 3 clusters Score: Raw -951200.542154 + Penalty 3099.260094 = -948101.282059 nChanged 8 SP:Iteration 85Q (2913.212459 sec): 3 clusters Score: Raw -951202.262808 + Penalty 3099.260094 = -948103.002713 nChanged 5 SP:Iteration 86Q (2913.241264 sec): 3 clusters Score: Raw -951203.236526 + Penalty 3099.260094 = -948103.976432 nChanged 5 SP:Iteration 87Q (2913.270063 sec): 3 clusters Score: Raw -951204.068922 + Penalty 3099.260094 = -948104.808828 nChanged 3 SP:Iteration 88Q (2913.298673 sec): 3 clusters Score: Raw -951204.622055 + Penalty 3099.260094 = -948105.361961 nChanged 5 SP:Iteration 89Q (2913.327358 sec): 3 clusters Score: Raw -951205.919505 + Penalty 3099.260094 = -948106.659410 nChanged 4 SP:Iteration 90Q (2913.355867 sec): 3 clusters Score: Raw -951206.357627 + Penalty 3099.260094 = -948107.097533 nChanged 3 SP:Iteration 91Q (2913.384659 sec): 3 clusters Score: Raw -951207.326138 + Penalty 3099.260094 = -948108.066043 nChanged 4 SP:Iteration 92Q (2913.413309 sec): 3 clusters Score: Raw -951207.855827 + Penalty 3099.260094 = -948108.595733 nChanged 2 SP:Iteration 93Q (2913.442070 sec): 3 clusters Score: Raw -951208.274282 + Penalty 3099.260094 = -948109.014188 nChanged 2 SP:Iteration 94Q (2913.470672 sec): 3 clusters Score: Raw -951208.498892 + Penalty 3099.260094 = -948109.238797 nChanged 3 SP:Iteration 95Q (2913.499396 sec): 3 clusters Score: Raw -951208.786483 + Penalty 3099.260094 = -948109.526388 nChanged 1 SP:Iteration 96Q (2913.528209 sec): 3 clusters Score: Raw -951209.074099 + Penalty 3099.260094 = -948109.814005 nChanged 1 SP:Iteration 97Q (2913.556947 sec): 3 clusters Score: Raw -951209.549834 + Penalty 3099.260094 = -948110.289739 nChanged 2 SP:Iteration 98Q (2913.585512 sec): 3 clusters Score: Raw -951209.820866 + Penalty 3099.260094 = -948110.560771 nChanged 2 SP:Iteration 99Q (2913.614296 sec): 3 clusters Score: Raw -951210.350149 + Penalty 3099.260094 = -948111.090055 nChanged 2 SP:Iteration 100F (2913.646626 sec): 3 clusters Score: Raw -951211.083000 + Penalty 3099.260094 = -948111.822906 nChanged 4 SP:Iteration 101Q (2913.675442 sec): 3 clusters Score: Raw -951211.822939 + Penalty 3099.260094 = -948112.562845 nChanged 0 SP:Iteration 102F (2913.707908 sec): 3 clusters Score: Raw -951211.822939 + Penalty 3099.260094 = -948112.562845 nChanged 0 Trying to split cluster 5 (4284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2913.725174 sec): 2 clusters Score: Raw -262403.828712 + Penalty 1358.929395 = -261044.899317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2913.745349 sec): 3 clusters Score: Raw -260248.879331 + Penalty 2717.858790 = -257531.020540 nChanged 1715 SP:Iteration 1F (2913.764986 sec): 3 clusters Score: Raw -261302.633629 + Penalty 2717.858790 = -258584.774839 nChanged 315 SP:Iteration 2F (2913.784684 sec): 3 clusters Score: Raw -261508.844709 + Penalty 2717.858790 = -258790.985919 nChanged 245 SP:Iteration 3F (2913.804529 sec): 3 clusters Score: Raw -261649.950877 + Penalty 2717.858790 = -258932.092086 nChanged 198 SP:Iteration 4Q (2913.824096 sec): 3 clusters Score: Raw -261772.408794 + Penalty 2717.858790 = -259054.550003 nChanged 166 SP:Iteration 5Q (2913.843927 sec): 3 clusters Score: Raw -261868.190073 + Penalty 2717.858790 = -259150.331283 nChanged 146 SP:Iteration 6Q (2913.863837 sec): 3 clusters Score: Raw -261952.627835 + Penalty 2717.858790 = -259234.769044 nChanged 123 SP:Iteration 7Q (2913.883488 sec): 3 clusters Score: Raw -262015.040791 + Penalty 2717.858790 = -259297.182001 nChanged 124 SP:Iteration 8Q (2913.902934 sec): 3 clusters Score: Raw -262078.968337 + Penalty 2717.858790 = -259361.109546 nChanged 108 SP:Iteration 9Q (2913.922664 sec): 3 clusters Score: Raw -262130.506541 + Penalty 2717.858790 = -259412.647750 nChanged 95 SP:Iteration 10Q (2913.942103 sec): 3 clusters Score: Raw -262180.206587 + Penalty 2717.858790 = -259462.347797 nChanged 78 SP:Iteration 11Q (2913.961493 sec): 3 clusters Score: Raw -262220.151659 + Penalty 2717.858790 = -259502.292869 nChanged 68 SP:Iteration 12Q (2913.980886 sec): 3 clusters Score: Raw -262247.729462 + Penalty 2717.858790 = -259529.870672 nChanged 62 SP:Iteration 13Q (2914.000322 sec): 3 clusters Score: Raw -262274.488077 + Penalty 2717.858790 = -259556.629287 nChanged 53 SP:Iteration 14Q (2914.019634 sec): 3 clusters Score: Raw -262299.094957 + Penalty 2717.858790 = -259581.236167 nChanged 43 SP:Iteration 15Q (2914.038782 sec): 3 clusters Score: Raw -262320.620695 + Penalty 2717.858790 = -259602.761905 nChanged 36 SP:Iteration 16Q (2914.057850 sec): 3 clusters Score: Raw -262336.578559 + Penalty 2717.858790 = -259618.719768 nChanged 31 SP:Iteration 17Q (2914.077300 sec): 3 clusters Score: Raw -262349.070579 + Penalty 2717.858790 = -259631.211789 nChanged 35 SP:Iteration 18Q (2914.096834 sec): 3 clusters Score: Raw -262363.441691 + Penalty 2717.858790 = -259645.582901 nChanged 36 SP:Iteration 19Q (2914.116263 sec): 3 clusters Score: Raw -262381.450255 + Penalty 2717.858790 = -259663.591465 nChanged 34 SP:Iteration 20F (2914.135771 sec): 3 clusters Score: Raw -262394.646364 + Penalty 2717.858790 = -259676.787574 nChanged 32 SP:Iteration 21Q (2914.155095 sec): 3 clusters Score: Raw -262406.830376 + Penalty 2717.858790 = -259688.971586 nChanged 27 SP:Iteration 22Q (2914.174421 sec): 3 clusters Score: Raw -262417.390028 + Penalty 2717.858790 = -259699.531238 nChanged 29 SP:Iteration 23Q (2914.193856 sec): 3 clusters Score: Raw -262427.455046 + Penalty 2717.858790 = -259709.596256 nChanged 27 SP:Iteration 24Q (2914.212955 sec): 3 clusters Score: Raw -262440.146645 + Penalty 2717.858790 = -259722.287855 nChanged 26 SP:Iteration 25Q (2914.232350 sec): 3 clusters Score: Raw -262453.458737 + Penalty 2717.858790 = -259735.599946 nChanged 22 SP:Iteration 26Q (2914.251403 sec): 3 clusters Score: Raw -262460.798811 + Penalty 2717.858790 = -259742.940021 nChanged 24 SP:Iteration 27Q (2914.270681 sec): 3 clusters Score: Raw -262469.818855 + Penalty 2717.858790 = -259751.960064 nChanged 24 SP:Iteration 28Q (2914.289806 sec): 3 clusters Score: Raw -262479.903192 + Penalty 2717.858790 = -259762.044402 nChanged 21 SP:Iteration 29Q (2914.308828 sec): 3 clusters Score: Raw -262488.320212 + Penalty 2717.858790 = -259770.461422 nChanged 19 SP:Iteration 30Q (2914.327890 sec): 3 clusters Score: Raw -262498.728630 + Penalty 2717.858790 = -259780.869840 nChanged 25 SP:Iteration 31Q (2914.347194 sec): 3 clusters Score: Raw -262511.382676 + Penalty 2717.858790 = -259793.523886 nChanged 24 SP:Iteration 32Q (2914.366263 sec): 3 clusters Score: Raw -262521.260214 + Penalty 2717.858790 = -259803.401423 nChanged 25 SP:Iteration 33Q (2914.385697 sec): 3 clusters Score: Raw -262530.159474 + Penalty 2717.858790 = -259812.300684 nChanged 22 SP:Iteration 34Q (2914.404905 sec): 3 clusters Score: Raw -262540.313998 + Penalty 2717.858790 = -259822.455207 nChanged 25 SP:Iteration 35Q (2914.424113 sec): 3 clusters Score: Raw -262550.092822 + Penalty 2717.858790 = -259832.234032 nChanged 24 SP:Iteration 36Q (2914.443405 sec): 3 clusters Score: Raw -262559.460359 + Penalty 2717.858790 = -259841.601569 nChanged 18 SP:Iteration 37Q (2914.462681 sec): 3 clusters Score: Raw -262568.121505 + Penalty 2717.858790 = -259850.262715 nChanged 14 SP:Iteration 38Q (2914.481760 sec): 3 clusters Score: Raw -262573.778961 + Penalty 2717.858790 = -259855.920171 nChanged 18 SP:Iteration 39Q (2914.500951 sec): 3 clusters Score: Raw -262581.635501 + Penalty 2717.858790 = -259863.776711 nChanged 22 SP:Iteration 40F (2914.520482 sec): 3 clusters Score: Raw -262590.965457 + Penalty 2717.858790 = -259873.106666 nChanged 21 SP:Iteration 41Q (2914.539539 sec): 3 clusters Score: Raw -262603.193735 + Penalty 2717.858790 = -259885.334944 nChanged 31 SP:Iteration 42Q (2914.558830 sec): 3 clusters Score: Raw -262621.063157 + Penalty 2717.858790 = -259903.204367 nChanged 23 SP:Iteration 43Q (2914.577711 sec): 3 clusters Score: Raw -262630.691563 + Penalty 2717.858790 = -259912.832773 nChanged 25 SP:Iteration 44Q (2914.596739 sec): 3 clusters Score: Raw -262639.706442 + Penalty 2717.858790 = -259921.847651 nChanged 18 SP:Iteration 45Q (2914.615774 sec): 3 clusters Score: Raw -262646.905524 + Penalty 2717.858790 = -259929.046733 nChanged 16 SP:Iteration 46Q (2914.634700 sec): 3 clusters Score: Raw -262654.730337 + Penalty 2717.858790 = -259936.871547 nChanged 16 SP:Iteration 47Q (2914.653679 sec): 3 clusters Score: Raw -262666.616404 + Penalty 2717.858790 = -259948.757614 nChanged 18 SP:Iteration 48Q (2914.672475 sec): 3 clusters Score: Raw -262674.451553 + Penalty 2717.858790 = -259956.592763 nChanged 15 SP:Iteration 49Q (2914.691326 sec): 3 clusters Score: Raw -262680.418460 + Penalty 2717.858790 = -259962.559669 nChanged 11 SP:Iteration 50Q (2914.710130 sec): 3 clusters Score: Raw -262685.037425 + Penalty 2717.858790 = -259967.178635 nChanged 7 SP:Iteration 51Q (2914.728858 sec): 3 clusters Score: Raw -262688.158862 + Penalty 2717.858790 = -259970.300072 nChanged 10 SP:Iteration 52Q (2914.747631 sec): 3 clusters Score: Raw -262691.132726 + Penalty 2717.858790 = -259973.273936 nChanged 13 SP:Iteration 53Q (2914.766374 sec): 3 clusters Score: Raw -262696.654961 + Penalty 2717.858790 = -259978.796171 nChanged 9 SP:Iteration 54Q (2914.785148 sec): 3 clusters Score: Raw -262702.418388 + Penalty 2717.858790 = -259984.559598 nChanged 13 SP:Iteration 55Q (2914.803567 sec): 3 clusters Score: Raw -262707.599564 + Penalty 2717.858790 = -259989.740773 nChanged 10 SP:Iteration 56Q (2914.822253 sec): 3 clusters Score: Raw -262711.786259 + Penalty 2717.858790 = -259993.927468 nChanged 11 SP:Iteration 57Q (2914.840935 sec): 3 clusters Score: Raw -262717.224859 + Penalty 2717.858790 = -259999.366069 nChanged 13 SP:Iteration 58Q (2914.859993 sec): 3 clusters Score: Raw -262723.054351 + Penalty 2717.858790 = -260005.195560 nChanged 17 SP:Iteration 59Q (2914.878908 sec): 3 clusters Score: Raw -262733.002644 + Penalty 2717.858790 = -260015.143854 nChanged 17 SP:Iteration 60F (2914.898333 sec): 3 clusters Score: Raw -262746.801532 + Penalty 2717.858790 = -260028.942742 nChanged 22 SP:Iteration 61Q (2914.917052 sec): 3 clusters Score: Raw -262764.061148 + Penalty 2717.858790 = -260046.202357 nChanged 20 SP:Iteration 62Q (2914.935882 sec): 3 clusters Score: Raw -262779.583228 + Penalty 2717.858790 = -260061.724438 nChanged 19 SP:Iteration 63Q (2914.954520 sec): 3 clusters Score: Raw -262790.001930 + Penalty 2717.858790 = -260072.143139 nChanged 20 SP:Iteration 64Q (2914.973122 sec): 3 clusters Score: Raw -262798.340622 + Penalty 2717.858790 = -260080.481831 nChanged 8 SP:Iteration 65Q (2914.991703 sec): 3 clusters Score: Raw -262801.949883 + Penalty 2717.858790 = -260084.091093 nChanged 9 SP:Iteration 66Q (2915.010503 sec): 3 clusters Score: Raw -262807.328952 + Penalty 2717.858790 = -260089.470162 nChanged 8 SP:Iteration 67Q (2915.029225 sec): 3 clusters Score: Raw -262810.577789 + Penalty 2717.858790 = -260092.718999 nChanged 11 SP:Iteration 68Q (2915.047766 sec): 3 clusters Score: Raw -262816.052951 + Penalty 2717.858790 = -260098.194161 nChanged 9 SP:Iteration 69Q (2915.066245 sec): 3 clusters Score: Raw -262821.891041 + Penalty 2717.858790 = -260104.032251 nChanged 11 SP:Iteration 70Q (2915.084990 sec): 3 clusters Score: Raw -262829.107428 + Penalty 2717.858790 = -260111.248638 nChanged 9 SP:Iteration 71Q (2915.103731 sec): 3 clusters Score: Raw -262833.382974 + Penalty 2717.858790 = -260115.524183 nChanged 9 SP:Iteration 72Q (2915.122396 sec): 3 clusters Score: Raw -262836.887683 + Penalty 2717.858790 = -260119.028892 nChanged 7 SP:Iteration 73Q (2915.141112 sec): 3 clusters Score: Raw -262840.429690 + Penalty 2717.858790 = -260122.570899 nChanged 5 SP:Iteration 74Q (2915.159574 sec): 3 clusters Score: Raw -262843.214671 + Penalty 2717.858790 = -260125.355881 nChanged 2 SP:Iteration 75Q (2915.178040 sec): 3 clusters Score: Raw -262844.763348 + Penalty 2717.858790 = -260126.904558 nChanged 5 SP:Iteration 76Q (2915.196426 sec): 3 clusters Score: Raw -262846.704239 + Penalty 2717.858790 = -260128.845449 nChanged 2 SP:Iteration 77Q (2915.215135 sec): 3 clusters Score: Raw -262847.200638 + Penalty 2717.858790 = -260129.341848 nChanged 0 SP:Iteration 78F (2915.234532 sec): 3 clusters Score: Raw -262847.200638 + Penalty 2717.858790 = -260129.341848 nChanged 0 Trying to split cluster 6 (38406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2915.290874 sec): 2 clusters Score: Raw -2598241.869551 + Penalty 1715.344959 = -2596526.524592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2915.364712 sec): 3 clusters Score: Raw -2574293.001123 + Penalty 3430.689917 = -2570862.311206 nChanged 17804 SP:Iteration 1F (2915.432386 sec): 3 clusters Score: Raw -2584898.000434 + Penalty 3430.689917 = -2581467.310516 nChanged 2348 SP:Iteration 2F (2915.499827 sec): 3 clusters Score: Raw -2586111.306043 + Penalty 3430.689917 = -2582680.616126 nChanged 2552 SP:Iteration 3F (2915.567107 sec): 3 clusters Score: Raw -2587554.044988 + Penalty 3430.689917 = -2584123.355071 nChanged 2677 SP:Iteration 4F (2915.634467 sec): 3 clusters Score: Raw -2589268.718429 + Penalty 3430.689917 = -2585838.028512 nChanged 2633 SP:Iteration 5F (2915.701607 sec): 3 clusters Score: Raw -2591046.572431 + Penalty 3430.689917 = -2587615.882514 nChanged 2259 SP:Iteration 6F (2915.768971 sec): 3 clusters Score: Raw -2592631.613503 + Penalty 3430.689917 = -2589200.923585 nChanged 1841 SP:Iteration 7Q (2915.839932 sec): 3 clusters Score: Raw -2594005.564888 + Penalty 3430.689917 = -2590574.874970 nChanged 1420 SP:Iteration 8Q (2915.908957 sec): 3 clusters Score: Raw -2595143.054026 + Penalty 3430.689917 = -2591712.364108 nChanged 1038 SP:Iteration 9Q (2915.975222 sec): 3 clusters Score: Raw -2595876.313331 + Penalty 3430.689917 = -2592445.623414 nChanged 759 SP:Iteration 10Q (2916.041908 sec): 3 clusters Score: Raw -2596318.999432 + Penalty 3430.689917 = -2592888.309515 nChanged 621 SP:Iteration 11Q (2916.105229 sec): 3 clusters Score: Raw -2596618.032012 + Penalty 3430.689917 = -2593187.342094 nChanged 476 SP:Iteration 12Q (2916.167298 sec): 3 clusters Score: Raw -2596807.365078 + Penalty 3430.689917 = -2593376.675161 nChanged 406 SP:Iteration 13Q (2916.228827 sec): 3 clusters Score: Raw -2596962.501053 + Penalty 3430.689917 = -2593531.811135 nChanged 370 SP:Iteration 14Q (2916.289819 sec): 3 clusters Score: Raw -2597102.713098 + Penalty 3430.689917 = -2593672.023180 nChanged 350 SP:Iteration 15Q (2916.350335 sec): 3 clusters Score: Raw -2597227.697997 + Penalty 3430.689917 = -2593797.008080 nChanged 330 SP:Iteration 16Q (2916.410546 sec): 3 clusters Score: Raw -2597346.700942 + Penalty 3430.689917 = -2593916.011024 nChanged 305 SP:Iteration 17Q (2916.470355 sec): 3 clusters Score: Raw -2597451.473572 + Penalty 3430.689917 = -2594020.783655 nChanged 263 SP:Iteration 18Q (2916.529436 sec): 3 clusters Score: Raw -2597537.436114 + Penalty 3430.689917 = -2594106.746197 nChanged 222 SP:Iteration 19Q (2916.588460 sec): 3 clusters Score: Raw -2597605.235573 + Penalty 3430.689917 = -2594174.545656 nChanged 198 SP:Iteration 20F (2916.662276 sec): 3 clusters Score: Raw -2597670.225013 + Penalty 3430.689917 = -2594239.535095 nChanged 202 SP:Iteration 21Q (2916.720700 sec): 3 clusters Score: Raw -2597739.578979 + Penalty 3430.689917 = -2594308.889062 nChanged 194 SP:Iteration 22Q (2916.778403 sec): 3 clusters Score: Raw -2597798.383765 + Penalty 3430.689917 = -2594367.693847 nChanged 168 SP:Iteration 23Q (2916.835848 sec): 3 clusters Score: Raw -2597847.398093 + Penalty 3430.689917 = -2594416.708176 nChanged 156 SP:Iteration 24Q (2916.893154 sec): 3 clusters Score: Raw -2597894.814251 + Penalty 3430.689917 = -2594464.124334 nChanged 135 SP:Iteration 25Q (2916.950310 sec): 3 clusters Score: Raw -2597939.261402 + Penalty 3430.689917 = -2594508.571485 nChanged 124 SP:Iteration 26Q (2917.007144 sec): 3 clusters Score: Raw -2597972.505147 + Penalty 3430.689917 = -2594541.815230 nChanged 115 SP:Iteration 27Q (2917.063679 sec): 3 clusters Score: Raw -2598002.725255 + Penalty 3430.689917 = -2594572.035337 nChanged 100 SP:Iteration 28Q (2917.120354 sec): 3 clusters Score: Raw -2598030.793541 + Penalty 3430.689917 = -2594600.103624 nChanged 104 SP:Iteration 29Q (2917.176825 sec): 3 clusters Score: Raw -2598060.427366 + Penalty 3430.689917 = -2594629.737449 nChanged 99 SP:Iteration 30Q (2917.233334 sec): 3 clusters Score: Raw -2598088.713458 + Penalty 3430.689917 = -2594658.023541 nChanged 87 SP:Iteration 31Q (2917.289709 sec): 3 clusters Score: Raw -2598111.613431 + Penalty 3430.689917 = -2594680.923513 nChanged 93 SP:Iteration 32Q (2917.345820 sec): 3 clusters Score: Raw -2598145.344289 + Penalty 3430.689917 = -2594714.654371 nChanged 93 SP:Iteration 33Q (2917.401840 sec): 3 clusters Score: Raw -2598178.377077 + Penalty 3430.689917 = -2594747.687160 nChanged 81 SP:Iteration 34Q (2917.457507 sec): 3 clusters Score: Raw -2598207.105255 + Penalty 3430.689917 = -2594776.415337 nChanged 96 SP:Iteration 35Q (2917.513240 sec): 3 clusters Score: Raw -2598240.368686 + Penalty 3430.689917 = -2594809.678768 nChanged 70 SP:Iteration 36Q (2917.568760 sec): 3 clusters Score: Raw -2598264.144123 + Penalty 3430.689917 = -2594833.454206 nChanged 73 SP:Iteration 37Q (2917.624277 sec): 3 clusters Score: Raw -2598291.895192 + Penalty 3430.689917 = -2594861.205275 nChanged 77 SP:Iteration 38Q (2917.679343 sec): 3 clusters Score: Raw -2598325.284521 + Penalty 3430.689917 = -2594894.594603 nChanged 70 SP:Iteration 39Q (2917.734567 sec): 3 clusters Score: Raw -2598355.850114 + Penalty 3430.689917 = -2594925.160196 nChanged 68 SP:Iteration 40F (2917.802547 sec): 3 clusters Score: Raw -2598390.835067 + Penalty 3430.689917 = -2594960.145150 nChanged 68 SP:Iteration 41Q (2917.856983 sec): 3 clusters Score: Raw -2598421.769628 + Penalty 3430.689917 = -2594991.079711 nChanged 72 SP:Iteration 42Q (2917.912120 sec): 3 clusters Score: Raw -2598456.392040 + Penalty 3430.689917 = -2595025.702123 nChanged 69 SP:Iteration 43Q (2917.967145 sec): 3 clusters Score: Raw -2598486.662385 + Penalty 3430.689917 = -2595055.972468 nChanged 69 SP:Iteration 44Q (2918.022154 sec): 3 clusters Score: Raw -2598516.679020 + Penalty 3430.689917 = -2595085.989102 nChanged 58 SP:Iteration 45Q (2918.077183 sec): 3 clusters Score: Raw -2598549.312318 + Penalty 3430.689917 = -2595118.622400 nChanged 65 SP:Iteration 46Q (2918.132046 sec): 3 clusters Score: Raw -2598584.454646 + Penalty 3430.689917 = -2595153.764729 nChanged 57 SP:Iteration 47Q (2918.186811 sec): 3 clusters Score: Raw -2598609.180360 + Penalty 3430.689917 = -2595178.490443 nChanged 58 SP:Iteration 48Q (2918.240952 sec): 3 clusters Score: Raw -2598631.564040 + Penalty 3430.689917 = -2595200.874122 nChanged 50 SP:Iteration 49Q (2918.295013 sec): 3 clusters Score: Raw -2598650.415237 + Penalty 3430.689917 = -2595219.725320 nChanged 37 SP:Iteration 50Q (2918.349078 sec): 3 clusters Score: Raw -2598665.242077 + Penalty 3430.689917 = -2595234.552160 nChanged 22 SP:Iteration 51Q (2918.403153 sec): 3 clusters Score: Raw -2598673.141026 + Penalty 3430.689917 = -2595242.451109 nChanged 15 SP:Iteration 52Q (2918.457095 sec): 3 clusters Score: Raw -2598677.628244 + Penalty 3430.689917 = -2595246.938327 nChanged 7 SP:Iteration 53Q (2918.511263 sec): 3 clusters Score: Raw -2598679.552382 + Penalty 3430.689917 = -2595248.862464 nChanged 6 SP:Iteration 54Q (2918.565232 sec): 3 clusters Score: Raw -2598681.253902 + Penalty 3430.689917 = -2595250.563985 nChanged 8 SP:Iteration 55Q (2918.619346 sec): 3 clusters Score: Raw -2598683.792082 + Penalty 3430.689917 = -2595253.102165 nChanged 9 SP:Iteration 56Q (2918.673243 sec): 3 clusters Score: Raw -2598686.443532 + Penalty 3430.689917 = -2595255.753615 nChanged 8 SP:Iteration 57Q (2918.727349 sec): 3 clusters Score: Raw -2598688.275967 + Penalty 3430.689917 = -2595257.586050 nChanged 6 SP:Iteration 58Q (2918.781260 sec): 3 clusters Score: Raw -2598690.011300 + Penalty 3430.689917 = -2595259.321383 nChanged 4 SP:Iteration 59Q (2918.835300 sec): 3 clusters Score: Raw -2598690.765934 + Penalty 3430.689917 = -2595260.076017 nChanged 4 SP:Iteration 60F (2918.902865 sec): 3 clusters Score: Raw -2598691.522551 + Penalty 3430.689917 = -2595260.832634 nChanged 2 SP:Iteration 61Q (2918.956154 sec): 3 clusters Score: Raw -2598691.669655 + Penalty 3430.689917 = -2595260.979738 nChanged 0 SP:Iteration 62F (2919.023884 sec): 3 clusters Score: Raw -2598691.669655 + Penalty 3430.689917 = -2595260.979738 nChanged 0 Trying to split cluster 7 (3951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2919.036285 sec): 2 clusters Score: Raw -257564.456485 + Penalty 1345.780148 = -256218.676336 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2919.055683 sec): 3 clusters Score: Raw -255613.060206 + Penalty 2691.560297 = -252921.499909 nChanged 1549 SP:Iteration 1F (2919.074517 sec): 3 clusters Score: Raw -256500.931838 + Penalty 2691.560297 = -253809.371541 nChanged 297 SP:Iteration 2F (2919.093456 sec): 3 clusters Score: Raw -256666.101790 + Penalty 2691.560297 = -253974.541493 nChanged 209 SP:Iteration 3F (2919.112383 sec): 3 clusters Score: Raw -256794.770995 + Penalty 2691.560297 = -254103.210698 nChanged 171 SP:Iteration 4Q (2919.131176 sec): 3 clusters Score: Raw -256893.710335 + Penalty 2691.560297 = -254202.150038 nChanged 139 SP:Iteration 5Q (2919.149947 sec): 3 clusters Score: Raw -256971.993182 + Penalty 2691.560297 = -254280.432886 nChanged 122 SP:Iteration 6Q (2919.168746 sec): 3 clusters Score: Raw -257026.140628 + Penalty 2691.560297 = -254334.580331 nChanged 90 SP:Iteration 7Q (2919.187646 sec): 3 clusters Score: Raw -257068.294587 + Penalty 2691.560297 = -254376.734290 nChanged 94 SP:Iteration 8Q (2919.206679 sec): 3 clusters Score: Raw -257116.392452 + Penalty 2691.560297 = -254424.832155 nChanged 80 SP:Iteration 9Q (2919.225615 sec): 3 clusters Score: Raw -257152.811946 + Penalty 2691.560297 = -254461.251650 nChanged 66 SP:Iteration 10Q (2919.244411 sec): 3 clusters Score: Raw -257188.040292 + Penalty 2691.560297 = -254496.479995 nChanged 79 SP:Iteration 11Q (2919.263258 sec): 3 clusters Score: Raw -257228.495909 + Penalty 2691.560297 = -254536.935612 nChanged 79 SP:Iteration 12Q (2919.282184 sec): 3 clusters Score: Raw -257268.475935 + Penalty 2691.560297 = -254576.915638 nChanged 77 SP:Iteration 13Q (2919.301047 sec): 3 clusters Score: Raw -257325.933345 + Penalty 2691.560297 = -254634.373049 nChanged 88 SP:Iteration 14Q (2919.319786 sec): 3 clusters Score: Raw -257377.232807 + Penalty 2691.560297 = -254685.672510 nChanged 76 SP:Iteration 15Q (2919.338069 sec): 3 clusters Score: Raw -257417.563566 + Penalty 2691.560297 = -254726.003269 nChanged 57 SP:Iteration 16Q (2919.356608 sec): 3 clusters Score: Raw -257446.319727 + Penalty 2691.560297 = -254754.759430 nChanged 57 SP:Iteration 17Q (2919.375091 sec): 3 clusters Score: Raw -257475.018032 + Penalty 2691.560297 = -254783.457736 nChanged 56 SP:Iteration 18Q (2919.393643 sec): 3 clusters Score: Raw -257501.287948 + Penalty 2691.560297 = -254809.727651 nChanged 46 SP:Iteration 19Q (2919.412215 sec): 3 clusters Score: Raw -257520.849652 + Penalty 2691.560297 = -254829.289355 nChanged 41 SP:Iteration 20F (2919.430969 sec): 3 clusters Score: Raw -257539.565558 + Penalty 2691.560297 = -254848.005261 nChanged 49 SP:Iteration 21Q (2919.449585 sec): 3 clusters Score: Raw -257560.433192 + Penalty 2691.560297 = -254868.872895 nChanged 35 SP:Iteration 22Q (2919.468300 sec): 3 clusters Score: Raw -257575.464935 + Penalty 2691.560297 = -254883.904638 nChanged 27 SP:Iteration 23Q (2919.486754 sec): 3 clusters Score: Raw -257586.594370 + Penalty 2691.560297 = -254895.034073 nChanged 26 SP:Iteration 24Q (2919.505138 sec): 3 clusters Score: Raw -257596.067605 + Penalty 2691.560297 = -254904.507308 nChanged 26 SP:Iteration 25Q (2919.523678 sec): 3 clusters Score: Raw -257604.816843 + Penalty 2691.560297 = -254913.256546 nChanged 23 SP:Iteration 26Q (2919.542300 sec): 3 clusters Score: Raw -257614.097186 + Penalty 2691.560297 = -254922.536889 nChanged 25 SP:Iteration 27Q (2919.560804 sec): 3 clusters Score: Raw -257624.570354 + Penalty 2691.560297 = -254933.010057 nChanged 16 SP:Iteration 28Q (2919.579473 sec): 3 clusters Score: Raw -257630.143252 + Penalty 2691.560297 = -254938.582955 nChanged 19 SP:Iteration 29Q (2919.597962 sec): 3 clusters Score: Raw -257637.535384 + Penalty 2691.560297 = -254945.975087 nChanged 20 SP:Iteration 30Q (2919.616509 sec): 3 clusters Score: Raw -257644.575765 + Penalty 2691.560297 = -254953.015468 nChanged 14 SP:Iteration 31Q (2919.634824 sec): 3 clusters Score: Raw -257647.739549 + Penalty 2691.560297 = -254956.179253 nChanged 7 SP:Iteration 32Q (2919.653273 sec): 3 clusters Score: Raw -257649.046395 + Penalty 2691.560297 = -254957.486098 nChanged 4 SP:Iteration 33Q (2919.671890 sec): 3 clusters Score: Raw -257649.735741 + Penalty 2691.560297 = -254958.175444 nChanged 0 SP:Iteration 34F (2919.690644 sec): 3 clusters Score: Raw -257649.735741 + Penalty 2691.560297 = -254958.175444 nChanged 0 Trying to split cluster 8 (6997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2919.711188 sec): 2 clusters Score: Raw -482556.116081 + Penalty 1438.650974 = -481117.465107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2919.735540 sec): 3 clusters Score: Raw -478758.162979 + Penalty 2877.301949 = -475880.861030 nChanged 2907 SP:Iteration 1F (2919.759091 sec): 3 clusters Score: Raw -480318.540206 + Penalty 2877.301949 = -477441.238257 nChanged 465 SP:Iteration 2F (2919.782732 sec): 3 clusters Score: Raw -480517.723223 + Penalty 2877.301949 = -477640.421275 nChanged 354 SP:Iteration 3F (2919.806436 sec): 3 clusters Score: Raw -480667.335419 + Penalty 2877.301949 = -477790.033471 nChanged 267 SP:Iteration 4Q (2919.830474 sec): 3 clusters Score: Raw -480777.178791 + Penalty 2877.301949 = -477899.876842 nChanged 238 SP:Iteration 5Q (2919.854037 sec): 3 clusters Score: Raw -480885.989052 + Penalty 2877.301949 = -478008.687104 nChanged 261 SP:Iteration 6Q (2919.878079 sec): 3 clusters Score: Raw -481013.598912 + Penalty 2877.301949 = -478136.296963 nChanged 269 SP:Iteration 7Q (2919.901966 sec): 3 clusters Score: Raw -481158.178073 + Penalty 2877.301949 = -478280.876125 nChanged 281 SP:Iteration 8Q (2919.925896 sec): 3 clusters Score: Raw -481321.989830 + Penalty 2877.301949 = -478444.687882 nChanged 283 SP:Iteration 9Q (2919.949795 sec): 3 clusters Score: Raw -481500.112310 + Penalty 2877.301949 = -478622.810361 nChanged 274 SP:Iteration 10Q (2919.973672 sec): 3 clusters Score: Raw -481660.421071 + Penalty 2877.301949 = -478783.119123 nChanged 215 SP:Iteration 11Q (2919.997491 sec): 3 clusters Score: Raw -481801.060056 + Penalty 2877.301949 = -478923.758108 nChanged 223 SP:Iteration 12Q (2920.021262 sec): 3 clusters Score: Raw -481944.221868 + Penalty 2877.301949 = -479066.919919 nChanged 195 SP:Iteration 13Q (2920.044916 sec): 3 clusters Score: Raw -482072.913844 + Penalty 2877.301949 = -479195.611895 nChanged 158 SP:Iteration 14Q (2920.068180 sec): 3 clusters Score: Raw -482193.232135 + Penalty 2877.301949 = -479315.930186 nChanged 149 SP:Iteration 15Q (2920.091466 sec): 3 clusters Score: Raw -482311.222726 + Penalty 2877.301949 = -479433.920777 nChanged 121 SP:Iteration 16Q (2920.114220 sec): 3 clusters Score: Raw -482395.648916 + Penalty 2877.301949 = -479518.346967 nChanged 101 SP:Iteration 17Q (2920.136891 sec): 3 clusters Score: Raw -482463.677164 + Penalty 2877.301949 = -479586.375215 nChanged 77 SP:Iteration 18Q (2920.159375 sec): 3 clusters Score: Raw -482510.953277 + Penalty 2877.301949 = -479633.651328 nChanged 64 SP:Iteration 19Q (2920.181555 sec): 3 clusters Score: Raw -482548.603754 + Penalty 2877.301949 = -479671.301805 nChanged 52 SP:Iteration 20F (2920.205254 sec): 3 clusters Score: Raw -482575.369793 + Penalty 2877.301949 = -479698.067844 nChanged 50 SP:Iteration 21Q (2920.227286 sec): 3 clusters Score: Raw -482604.436945 + Penalty 2877.301949 = -479727.134997 nChanged 47 SP:Iteration 22Q (2920.249367 sec): 3 clusters Score: Raw -482626.772457 + Penalty 2877.301949 = -479749.470508 nChanged 28 SP:Iteration 23Q (2920.271433 sec): 3 clusters Score: Raw -482636.847138 + Penalty 2877.301949 = -479759.545189 nChanged 22 SP:Iteration 24Q (2920.293316 sec): 3 clusters Score: Raw -482645.152293 + Penalty 2877.301949 = -479767.850344 nChanged 21 SP:Iteration 25Q (2920.315274 sec): 3 clusters Score: Raw -482654.296307 + Penalty 2877.301949 = -479776.994358 nChanged 14 SP:Iteration 26Q (2920.337309 sec): 3 clusters Score: Raw -482660.205941 + Penalty 2877.301949 = -479782.903993 nChanged 16 SP:Iteration 27Q (2920.359426 sec): 3 clusters Score: Raw -482666.958630 + Penalty 2877.301949 = -479789.656681 nChanged 16 SP:Iteration 28Q (2920.381204 sec): 3 clusters Score: Raw -482673.448787 + Penalty 2877.301949 = -479796.146839 nChanged 15 SP:Iteration 29Q (2920.403065 sec): 3 clusters Score: Raw -482677.925009 + Penalty 2877.301949 = -479800.623061 nChanged 7 SP:Iteration 30Q (2920.424713 sec): 3 clusters Score: Raw -482679.270551 + Penalty 2877.301949 = -479801.968603 nChanged 4 SP:Iteration 31Q (2920.446433 sec): 3 clusters Score: Raw -482680.598924 + Penalty 2877.301949 = -479803.296976 nChanged 5 SP:Iteration 32Q (2920.468316 sec): 3 clusters Score: Raw -482682.072774 + Penalty 2877.301949 = -479804.770825 nChanged 5 SP:Iteration 33Q (2920.490259 sec): 3 clusters Score: Raw -482683.919270 + Penalty 2877.301949 = -479806.617321 nChanged 8 SP:Iteration 34Q (2920.512280 sec): 3 clusters Score: Raw -482685.964379 + Penalty 2877.301949 = -479808.662431 nChanged 3 SP:Iteration 35Q (2920.533884 sec): 3 clusters Score: Raw -482686.549761 + Penalty 2877.301949 = -479809.247812 nChanged 1 SP:Iteration 36Q (2920.555836 sec): 3 clusters Score: Raw -482686.732647 + Penalty 2877.301949 = -479809.430699 nChanged 0 SP:Iteration 37F (2920.579611 sec): 3 clusters Score: Raw -482686.732647 + Penalty 2877.301949 = -479809.430699 nChanged 0 Trying to split cluster 9 (6802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2920.600328 sec): 2 clusters Score: Raw -447008.962116 + Penalty 1434.057944 = -445574.904172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2920.624595 sec): 3 clusters Score: Raw -443334.138653 + Penalty 2868.115889 = -440466.022764 nChanged 2856 SP:Iteration 1F (2920.648187 sec): 3 clusters Score: Raw -445054.291586 + Penalty 2868.115889 = -442186.175698 nChanged 670 SP:Iteration 2F (2920.671849 sec): 3 clusters Score: Raw -445830.293493 + Penalty 2868.115889 = -442962.177604 nChanged 738 SP:Iteration 3F (2920.695444 sec): 3 clusters Score: Raw -446810.739179 + Penalty 2868.115889 = -443942.623290 nChanged 714 SP:Iteration 4F (2920.719242 sec): 3 clusters Score: Raw -447539.777111 + Penalty 2868.115889 = -444671.661222 nChanged 472 SP:Iteration 5F (2920.743060 sec): 3 clusters Score: Raw -447889.671907 + Penalty 2868.115889 = -445021.556018 nChanged 283 SP:Iteration 6Q (2920.766481 sec): 3 clusters Score: Raw -448046.875131 + Penalty 2868.115889 = -445178.759242 nChanged 201 SP:Iteration 7Q (2920.789869 sec): 3 clusters Score: Raw -448130.401974 + Penalty 2868.115889 = -445262.286086 nChanged 115 SP:Iteration 8Q (2920.813253 sec): 3 clusters Score: Raw -448166.534616 + Penalty 2868.115889 = -445298.418727 nChanged 69 SP:Iteration 9Q (2920.836706 sec): 3 clusters Score: Raw -448183.330847 + Penalty 2868.115889 = -445315.214958 nChanged 42 SP:Iteration 10Q (2920.860068 sec): 3 clusters Score: Raw -448190.029194 + Penalty 2868.115889 = -445321.913305 nChanged 22 SP:Iteration 11Q (2920.883567 sec): 3 clusters Score: Raw -448193.615238 + Penalty 2868.115889 = -445325.499349 nChanged 17 SP:Iteration 12Q (2920.906838 sec): 3 clusters Score: Raw -448196.354469 + Penalty 2868.115889 = -445328.238580 nChanged 19 SP:Iteration 13Q (2920.930231 sec): 3 clusters Score: Raw -448198.835222 + Penalty 2868.115889 = -445330.719333 nChanged 10 SP:Iteration 14Q (2920.953552 sec): 3 clusters Score: Raw -448200.494050 + Penalty 2868.115889 = -445332.378161 nChanged 9 SP:Iteration 15Q (2920.976981 sec): 3 clusters Score: Raw -448202.496881 + Penalty 2868.115889 = -445334.380992 nChanged 13 SP:Iteration 16Q (2921.000266 sec): 3 clusters Score: Raw -448204.230093 + Penalty 2868.115889 = -445336.114204 nChanged 17 SP:Iteration 17Q (2921.023641 sec): 3 clusters Score: Raw -448207.071346 + Penalty 2868.115889 = -445338.955457 nChanged 15 SP:Iteration 18Q (2921.047066 sec): 3 clusters Score: Raw -448209.855768 + Penalty 2868.115889 = -445341.739879 nChanged 11 SP:Iteration 19Q (2921.070612 sec): 3 clusters Score: Raw -448211.252115 + Penalty 2868.115889 = -445343.136227 nChanged 11 SP:Iteration 20F (2921.094373 sec): 3 clusters Score: Raw -448212.907798 + Penalty 2868.115889 = -445344.791910 nChanged 8 SP:Iteration 21Q (2921.117932 sec): 3 clusters Score: Raw -448213.643129 + Penalty 2868.115889 = -445345.527240 nChanged 8 SP:Iteration 22Q (2921.141568 sec): 3 clusters Score: Raw -448214.524317 + Penalty 2868.115889 = -445346.408428 nChanged 3 SP:Iteration 23Q (2921.164952 sec): 3 clusters Score: Raw -448214.766299 + Penalty 2868.115889 = -445346.650410 nChanged 1 SP:Iteration 24Q (2921.188480 sec): 3 clusters Score: Raw -448214.846984 + Penalty 2868.115889 = -445346.731095 nChanged 0 SP:Iteration 25F (2921.211981 sec): 3 clusters Score: Raw -448214.846984 + Penalty 2868.115889 = -445346.731095 nChanged 0 Trying to split cluster 10 (24197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2921.251863 sec): 2 clusters Score: Raw -1616303.140637 + Penalty 1640.272390 = -1614662.868247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2921.303381 sec): 3 clusters Score: Raw -1601586.390422 + Penalty 3280.544780 = -1598305.845642 nChanged 11054 SP:Iteration 1F (2921.351297 sec): 3 clusters Score: Raw -1607554.093238 + Penalty 3280.544780 = -1604273.548458 nChanged 1307 SP:Iteration 2F (2921.399375 sec): 3 clusters Score: Raw -1608084.879973 + Penalty 3280.544780 = -1604804.335193 nChanged 1337 SP:Iteration 3F (2921.447644 sec): 3 clusters Score: Raw -1608709.576479 + Penalty 3280.544780 = -1605429.031700 nChanged 1433 SP:Iteration 4F (2921.495935 sec): 3 clusters Score: Raw -1609545.775988 + Penalty 3280.544780 = -1606265.231208 nChanged 1675 SP:Iteration 5F (2921.543919 sec): 3 clusters Score: Raw -1610750.840980 + Penalty 3280.544780 = -1607470.296200 nChanged 1773 SP:Iteration 6F (2921.632881 sec): 3 clusters Score: Raw -1612270.656833 + Penalty 3280.544780 = -1608990.112053 nChanged 1659 SP:Iteration 7F (2921.681577 sec): 3 clusters Score: Raw -1613902.925684 + Penalty 3280.544780 = -1610622.380905 nChanged 1253 SP:Iteration 8F (2921.729765 sec): 3 clusters Score: Raw -1615326.185760 + Penalty 3280.544780 = -1612045.640980 nChanged 820 SP:Iteration 9Q (2921.776145 sec): 3 clusters Score: Raw -1616498.361149 + Penalty 3280.544780 = -1613217.816370 nChanged 544 SP:Iteration 10Q (2921.819659 sec): 3 clusters Score: Raw -1617418.649134 + Penalty 3280.544780 = -1614138.104354 nChanged 400 SP:Iteration 11Q (2921.861271 sec): 3 clusters Score: Raw -1617823.379657 + Penalty 3280.544780 = -1614542.834877 nChanged 285 SP:Iteration 12Q (2921.902299 sec): 3 clusters Score: Raw -1617998.388246 + Penalty 3280.544780 = -1614717.843466 nChanged 181 SP:Iteration 13Q (2921.943181 sec): 3 clusters Score: Raw -1618078.564883 + Penalty 3280.544780 = -1614798.020103 nChanged 128 SP:Iteration 14Q (2921.984040 sec): 3 clusters Score: Raw -1618130.464108 + Penalty 3280.544780 = -1614849.919329 nChanged 119 SP:Iteration 15Q (2922.024815 sec): 3 clusters Score: Raw -1618168.303219 + Penalty 3280.544780 = -1614887.758439 nChanged 78 SP:Iteration 16Q (2922.065735 sec): 3 clusters Score: Raw -1618193.242793 + Penalty 3280.544780 = -1614912.698013 nChanged 68 SP:Iteration 17Q (2922.106495 sec): 3 clusters Score: Raw -1618212.524533 + Penalty 3280.544780 = -1614931.979753 nChanged 54 SP:Iteration 18Q (2922.147302 sec): 3 clusters Score: Raw -1618226.486948 + Penalty 3280.544780 = -1614945.942169 nChanged 49 SP:Iteration 19Q (2922.188048 sec): 3 clusters Score: Raw -1618236.327858 + Penalty 3280.544780 = -1614955.783079 nChanged 40 SP:Iteration 20F (2922.236192 sec): 3 clusters Score: Raw -1618246.952657 + Penalty 3280.544780 = -1614966.407878 nChanged 36 SP:Iteration 21Q (2922.277293 sec): 3 clusters Score: Raw -1618253.670140 + Penalty 3280.544780 = -1614973.125361 nChanged 28 SP:Iteration 22Q (2922.318275 sec): 3 clusters Score: Raw -1618258.229187 + Penalty 3280.544780 = -1614977.684407 nChanged 20 SP:Iteration 23Q (2922.359284 sec): 3 clusters Score: Raw -1618262.640921 + Penalty 3280.544780 = -1614982.096141 nChanged 23 SP:Iteration 24Q (2922.400148 sec): 3 clusters Score: Raw -1618266.989146 + Penalty 3280.544780 = -1614986.444367 nChanged 19 SP:Iteration 25Q (2922.441060 sec): 3 clusters Score: Raw -1618269.792094 + Penalty 3280.544780 = -1614989.247314 nChanged 16 SP:Iteration 26Q (2922.482136 sec): 3 clusters Score: Raw -1618272.247078 + Penalty 3280.544780 = -1614991.702298 nChanged 13 SP:Iteration 27Q (2922.522992 sec): 3 clusters Score: Raw -1618273.963591 + Penalty 3280.544780 = -1614993.418812 nChanged 10 SP:Iteration 28Q (2922.564155 sec): 3 clusters Score: Raw -1618275.117237 + Penalty 3280.544780 = -1614994.572457 nChanged 10 SP:Iteration 29Q (2922.605014 sec): 3 clusters Score: Raw -1618276.251046 + Penalty 3280.544780 = -1614995.706266 nChanged 11 SP:Iteration 30Q (2922.645974 sec): 3 clusters Score: Raw -1618277.211309 + Penalty 3280.544780 = -1614996.666529 nChanged 9 SP:Iteration 31Q (2922.686966 sec): 3 clusters Score: Raw -1618278.170013 + Penalty 3280.544780 = -1614997.625234 nChanged 11 SP:Iteration 32Q (2922.728070 sec): 3 clusters Score: Raw -1618279.110531 + Penalty 3280.544780 = -1614998.565751 nChanged 13 SP:Iteration 33Q (2922.768906 sec): 3 clusters Score: Raw -1618281.078413 + Penalty 3280.544780 = -1615000.533634 nChanged 11 SP:Iteration 34Q (2922.809964 sec): 3 clusters Score: Raw -1618282.067674 + Penalty 3280.544780 = -1615001.522894 nChanged 3 SP:Iteration 35Q (2922.850949 sec): 3 clusters Score: Raw -1618282.282213 + Penalty 3280.544780 = -1615001.737434 nChanged 3 SP:Iteration 36Q (2922.891916 sec): 3 clusters Score: Raw -1618282.500109 + Penalty 3280.544780 = -1615001.955329 nChanged 3 SP:Iteration 37Q (2922.932748 sec): 3 clusters Score: Raw -1618282.859650 + Penalty 3280.544780 = -1615002.314871 nChanged 5 SP:Iteration 38Q (2922.973522 sec): 3 clusters Score: Raw -1618283.401051 + Penalty 3280.544780 = -1615002.856272 nChanged 8 SP:Iteration 39Q (2923.014539 sec): 3 clusters Score: Raw -1618284.632013 + Penalty 3280.544780 = -1615004.087233 nChanged 11 SP:Iteration 40F (2923.062662 sec): 3 clusters Score: Raw -1618286.659297 + Penalty 3280.544780 = -1615006.114517 nChanged 16 SP:Iteration 41Q (2923.103879 sec): 3 clusters Score: Raw -1618289.455817 + Penalty 3280.544780 = -1615008.911037 nChanged 19 SP:Iteration 42Q (2923.145021 sec): 3 clusters Score: Raw -1618291.932552 + Penalty 3280.544780 = -1615011.387773 nChanged 11 SP:Iteration 43Q (2923.185939 sec): 3 clusters Score: Raw -1618293.544620 + Penalty 3280.544780 = -1615012.999841 nChanged 14 SP:Iteration 44Q (2923.227141 sec): 3 clusters Score: Raw -1618295.430477 + Penalty 3280.544780 = -1615014.885698 nChanged 16 SP:Iteration 45Q (2923.268051 sec): 3 clusters Score: Raw -1618297.554222 + Penalty 3280.544780 = -1615017.009443 nChanged 14 SP:Iteration 46Q (2923.309079 sec): 3 clusters Score: Raw -1618299.705967 + Penalty 3280.544780 = -1615019.161188 nChanged 11 SP:Iteration 47Q (2923.350052 sec): 3 clusters Score: Raw -1618301.479697 + Penalty 3280.544780 = -1615020.934917 nChanged 16 SP:Iteration 48Q (2923.391030 sec): 3 clusters Score: Raw -1618303.177371 + Penalty 3280.544780 = -1615022.632591 nChanged 7 SP:Iteration 49Q (2923.432158 sec): 3 clusters Score: Raw -1618303.736197 + Penalty 3280.544780 = -1615023.191417 nChanged 7 SP:Iteration 50Q (2923.473212 sec): 3 clusters Score: Raw -1618304.568998 + Penalty 3280.544780 = -1615024.024218 nChanged 6 SP:Iteration 51Q (2923.514279 sec): 3 clusters Score: Raw -1618305.178510 + Penalty 3280.544780 = -1615024.633730 nChanged 5 SP:Iteration 52Q (2923.555357 sec): 3 clusters Score: Raw -1618305.712201 + Penalty 3280.544780 = -1615025.167422 nChanged 4 SP:Iteration 53Q (2923.596399 sec): 3 clusters Score: Raw -1618306.023155 + Penalty 3280.544780 = -1615025.478375 nChanged 1 SP:Iteration 54Q (2923.637365 sec): 3 clusters Score: Raw -1618306.133515 + Penalty 3280.544780 = -1615025.588735 nChanged 0 SP:Iteration 55F (2923.685454 sec): 3 clusters Score: Raw -1618306.133515 + Penalty 3280.544780 = -1615025.588735 nChanged 0 Score: Raw -27544138.240435 + Penalty 73863.129566 = -27470275.110869 Splitting cluster 10 changes total score from -27470380.191776 to -27470275.110869 So it's not getting split. Trying to split cluster 11 (67539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2933.854743 sec): 2 clusters Score: Raw -4513101.839601 + Penalty 1807.074829 = -4511294.764772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2933.973125 sec): 3 clusters Score: Raw -4469930.057380 + Penalty 3614.149659 = -4466315.907721 nChanged 31874 SP:Iteration 1F (2934.087551 sec): 3 clusters Score: Raw -4488209.569510 + Penalty 3614.149659 = -4484595.419852 nChanged 2902 SP:Iteration 2Q (2934.208581 sec): 3 clusters Score: Raw -4489348.371571 + Penalty 3614.149659 = -4485734.221912 nChanged 3222 SP:Iteration 3Q (2934.329547 sec): 3 clusters Score: Raw -4490892.754341 + Penalty 3614.149659 = -4487278.604682 nChanged 3726 SP:Iteration 4F (2934.443693 sec): 3 clusters Score: Raw -4492943.194486 + Penalty 3614.149659 = -4489329.044827 nChanged 4103 SP:Iteration 5F (2934.557964 sec): 3 clusters Score: Raw -4495403.708048 + Penalty 3614.149659 = -4491789.558390 nChanged 4357 SP:Iteration 6F (2934.672312 sec): 3 clusters Score: Raw -4498071.777046 + Penalty 3614.149659 = -4494457.627387 nChanged 4234 SP:Iteration 7F (2934.786746 sec): 3 clusters Score: Raw -4500623.980808 + Penalty 3614.149659 = -4497009.831149 nChanged 3795 SP:Iteration 8F (2934.900861 sec): 3 clusters Score: Raw -4502803.980512 + Penalty 3614.149659 = -4499189.830854 nChanged 3297 SP:Iteration 9Q (2935.019697 sec): 3 clusters Score: Raw -4504449.623128 + Penalty 3614.149659 = -4500835.473469 nChanged 2649 SP:Iteration 10Q (2935.137655 sec): 3 clusters Score: Raw -4505645.591527 + Penalty 3614.149659 = -4502031.441868 nChanged 2149 SP:Iteration 11Q (2935.254931 sec): 3 clusters Score: Raw -4506470.620037 + Penalty 3614.149659 = -4502856.470379 nChanged 1486 SP:Iteration 12Q (2935.371123 sec): 3 clusters Score: Raw -4506939.514667 + Penalty 3614.149659 = -4503325.365008 nChanged 1130 SP:Iteration 13Q (2935.486667 sec): 3 clusters Score: Raw -4507224.734211 + Penalty 3614.149659 = -4503610.584553 nChanged 902 SP:Iteration 14Q (2935.601688 sec): 3 clusters Score: Raw -4507427.916354 + Penalty 3614.149659 = -4503813.766695 nChanged 769 SP:Iteration 15Q (2935.716214 sec): 3 clusters Score: Raw -4507586.003873 + Penalty 3614.149659 = -4503971.854215 nChanged 653 SP:Iteration 16Q (2935.830687 sec): 3 clusters Score: Raw -4507711.037974 + Penalty 3614.149659 = -4504096.888316 nChanged 587 SP:Iteration 17Q (2935.944840 sec): 3 clusters Score: Raw -4507807.426542 + Penalty 3614.149659 = -4504193.276884 nChanged 546 SP:Iteration 18Q (2936.058984 sec): 3 clusters Score: Raw -4507895.048076 + Penalty 3614.149659 = -4504280.898418 nChanged 495 SP:Iteration 19Q (2936.172787 sec): 3 clusters Score: Raw -4507972.354956 + Penalty 3614.149659 = -4504358.205298 nChanged 495 SP:Iteration 20F (2936.287155 sec): 3 clusters Score: Raw -4508043.208670 + Penalty 3614.149659 = -4504429.059012 nChanged 401 SP:Iteration 21Q (2936.400877 sec): 3 clusters Score: Raw -4508097.352195 + Penalty 3614.149659 = -4504483.202536 nChanged 378 SP:Iteration 22Q (2936.514534 sec): 3 clusters Score: Raw -4508145.733997 + Penalty 3614.149659 = -4504531.584339 nChanged 394 SP:Iteration 23Q (2936.628393 sec): 3 clusters Score: Raw -4508197.790247 + Penalty 3614.149659 = -4504583.640588 nChanged 375 SP:Iteration 24Q (2936.742037 sec): 3 clusters Score: Raw -4508246.772646 + Penalty 3614.149659 = -4504632.622988 nChanged 359 SP:Iteration 25Q (2936.855298 sec): 3 clusters Score: Raw -4508292.160599 + Penalty 3614.149659 = -4504678.010941 nChanged 337 SP:Iteration 26Q (2936.968820 sec): 3 clusters Score: Raw -4508333.024294 + Penalty 3614.149659 = -4504718.874636 nChanged 348 SP:Iteration 27Q (2937.081844 sec): 3 clusters Score: Raw -4508376.098690 + Penalty 3614.149659 = -4504761.949031 nChanged 346 SP:Iteration 28Q (2937.194889 sec): 3 clusters Score: Raw -4508418.749109 + Penalty 3614.149659 = -4504804.599450 nChanged 312 SP:Iteration 29Q (2937.307968 sec): 3 clusters Score: Raw -4508451.896341 + Penalty 3614.149659 = -4504837.746683 nChanged 301 SP:Iteration 30Q (2937.420882 sec): 3 clusters Score: Raw -4508485.863678 + Penalty 3614.149659 = -4504871.714019 nChanged 329 SP:Iteration 31Q (2937.567366 sec): 3 clusters Score: Raw -4508522.394415 + Penalty 3614.149659 = -4504908.244757 nChanged 326 SP:Iteration 32Q (2937.699743 sec): 3 clusters Score: Raw -4508556.631480 + Penalty 3614.149659 = -4504942.481822 nChanged 316 SP:Iteration 33Q (2937.816374 sec): 3 clusters Score: Raw -4508588.658572 + Penalty 3614.149659 = -4504974.508913 nChanged 311 SP:Iteration 34Q (2937.929025 sec): 3 clusters Score: Raw -4508620.120107 + Penalty 3614.149659 = -4505005.970448 nChanged 336 SP:Iteration 35Q (2938.041328 sec): 3 clusters Score: Raw -4508657.419916 + Penalty 3614.149659 = -4505043.270258 nChanged 355 SP:Iteration 36Q (2938.153322 sec): 3 clusters Score: Raw -4508700.331466 + Penalty 3614.149659 = -4505086.181807 nChanged 409 SP:Iteration 37Q (2938.265349 sec): 3 clusters Score: Raw -4508755.778444 + Penalty 3614.149659 = -4505141.628785 nChanged 455 SP:Iteration 38Q (2938.377142 sec): 3 clusters Score: Raw -4508819.044108 + Penalty 3614.149659 = -4505204.894450 nChanged 456 SP:Iteration 39Q (2938.488969 sec): 3 clusters Score: Raw -4508884.414351 + Penalty 3614.149659 = -4505270.264692 nChanged 492 SP:Iteration 40F (2938.603224 sec): 3 clusters Score: Raw -4508961.191475 + Penalty 3614.149659 = -4505347.041816 nChanged 532 SP:Iteration 41Q (2938.715760 sec): 3 clusters Score: Raw -4509044.904310 + Penalty 3614.149659 = -4505430.754651 nChanged 526 SP:Iteration 42Q (2938.827996 sec): 3 clusters Score: Raw -4509137.068942 + Penalty 3614.149659 = -4505522.919284 nChanged 580 SP:Iteration 43Q (2938.939728 sec): 3 clusters Score: Raw -4509238.952612 + Penalty 3614.149659 = -4505624.802953 nChanged 570 SP:Iteration 44Q (2939.051288 sec): 3 clusters Score: Raw -4509338.756084 + Penalty 3614.149659 = -4505724.606425 nChanged 586 SP:Iteration 45Q (2939.162441 sec): 3 clusters Score: Raw -4509443.459109 + Penalty 3614.149659 = -4505829.309451 nChanged 576 SP:Iteration 46Q (2939.273129 sec): 3 clusters Score: Raw -4509553.934720 + Penalty 3614.149659 = -4505939.785061 nChanged 583 SP:Iteration 47Q (2939.383579 sec): 3 clusters Score: Raw -4509662.687726 + Penalty 3614.149659 = -4506048.538067 nChanged 588 SP:Iteration 48Q (2939.493825 sec): 3 clusters Score: Raw -4509774.874387 + Penalty 3614.149659 = -4506160.724728 nChanged 592 SP:Iteration 49Q (2939.603683 sec): 3 clusters Score: Raw -4509893.909934 + Penalty 3614.149659 = -4506279.760276 nChanged 605 SP:Iteration 50Q (2939.713107 sec): 3 clusters Score: Raw -4510011.149855 + Penalty 3614.149659 = -4506397.000196 nChanged 607 SP:Iteration 51Q (2939.822213 sec): 3 clusters Score: Raw -4510129.008218 + Penalty 3614.149659 = -4506514.858559 nChanged 590 SP:Iteration 52Q (2939.930984 sec): 3 clusters Score: Raw -4510243.050845 + Penalty 3614.149659 = -4506628.901187 nChanged 623 SP:Iteration 53Q (2940.039160 sec): 3 clusters Score: Raw -4510369.224294 + Penalty 3614.149659 = -4506755.074636 nChanged 587 SP:Iteration 54Q (2940.146970 sec): 3 clusters Score: Raw -4510488.662607 + Penalty 3614.149659 = -4506874.512949 nChanged 580 SP:Iteration 55Q (2940.254267 sec): 3 clusters Score: Raw -4510608.966050 + Penalty 3614.149659 = -4506994.816391 nChanged 584 SP:Iteration 56Q (2940.361146 sec): 3 clusters Score: Raw -4510726.527233 + Penalty 3614.149659 = -4507112.377574 nChanged 566 SP:Iteration 57Q (2940.467750 sec): 3 clusters Score: Raw -4510845.553176 + Penalty 3614.149659 = -4507231.403517 nChanged 602 SP:Iteration 58Q (2940.574014 sec): 3 clusters Score: Raw -4510982.492693 + Penalty 3614.149659 = -4507368.343035 nChanged 596 SP:Iteration 59Q (2940.679870 sec): 3 clusters Score: Raw -4511120.436415 + Penalty 3614.149659 = -4507506.286756 nChanged 576 SP:Iteration 60F (2940.794166 sec): 3 clusters Score: Raw -4511246.218694 + Penalty 3614.149659 = -4507632.069036 nChanged 522 SP:Iteration 61Q (2940.900658 sec): 3 clusters Score: Raw -4511358.328195 + Penalty 3614.149659 = -4507744.178536 nChanged 530 SP:Iteration 62Q (2941.006893 sec): 3 clusters Score: Raw -4511469.672494 + Penalty 3614.149659 = -4507855.522835 nChanged 501 SP:Iteration 63Q (2941.111857 sec): 3 clusters Score: Raw -4511573.301495 + Penalty 3614.149659 = -4507959.151836 nChanged 483 SP:Iteration 64Q (2941.216601 sec): 3 clusters Score: Raw -4511681.634707 + Penalty 3614.149659 = -4508067.485049 nChanged 508 SP:Iteration 65Q (2941.321357 sec): 3 clusters Score: Raw -4511795.526443 + Penalty 3614.149659 = -4508181.376785 nChanged 475 SP:Iteration 66Q (2941.425414 sec): 3 clusters Score: Raw -4511898.581389 + Penalty 3614.149659 = -4508284.431731 nChanged 461 SP:Iteration 67Q (2941.529533 sec): 3 clusters Score: Raw -4512001.622126 + Penalty 3614.149659 = -4508387.472467 nChanged 459 SP:Iteration 68Q (2941.633351 sec): 3 clusters Score: Raw -4512105.069598 + Penalty 3614.149659 = -4508490.919939 nChanged 430 SP:Iteration 69Q (2941.736577 sec): 3 clusters Score: Raw -4512200.306548 + Penalty 3614.149659 = -4508586.156889 nChanged 389 SP:Iteration 70Q (2941.839192 sec): 3 clusters Score: Raw -4512286.722891 + Penalty 3614.149659 = -4508672.573233 nChanged 365 SP:Iteration 71Q (2941.941539 sec): 3 clusters Score: Raw -4512365.992710 + Penalty 3614.149659 = -4508751.843051 nChanged 344 SP:Iteration 72Q (2942.043853 sec): 3 clusters Score: Raw -4512435.612174 + Penalty 3614.149659 = -4508821.462515 nChanged 318 SP:Iteration 73Q (2942.145747 sec): 3 clusters Score: Raw -4512503.146014 + Penalty 3614.149659 = -4508888.996355 nChanged 323 SP:Iteration 74Q (2942.247253 sec): 3 clusters Score: Raw -4512568.751812 + Penalty 3614.149659 = -4508954.602153 nChanged 302 SP:Iteration 75Q (2942.348471 sec): 3 clusters Score: Raw -4512628.583501 + Penalty 3614.149659 = -4509014.433842 nChanged 312 SP:Iteration 76Q (2942.449385 sec): 3 clusters Score: Raw -4512695.269117 + Penalty 3614.149659 = -4509081.119459 nChanged 279 SP:Iteration 77Q (2942.549948 sec): 3 clusters Score: Raw -4512755.366080 + Penalty 3614.149659 = -4509141.216422 nChanged 244 SP:Iteration 78Q (2942.650162 sec): 3 clusters Score: Raw -4512803.094344 + Penalty 3614.149659 = -4509188.944685 nChanged 246 SP:Iteration 79Q (2942.750187 sec): 3 clusters Score: Raw -4512847.778796 + Penalty 3614.149659 = -4509233.629138 nChanged 217 SP:Iteration 80F (2942.864028 sec): 3 clusters Score: Raw -4512889.064147 + Penalty 3614.149659 = -4509274.914489 nChanged 201 SP:Iteration 81Q (2942.963552 sec): 3 clusters Score: Raw -4512929.391096 + Penalty 3614.149659 = -4509315.241438 nChanged 185 SP:Iteration 82Q (2943.063067 sec): 3 clusters Score: Raw -4512962.448450 + Penalty 3614.149659 = -4509348.298791 nChanged 168 SP:Iteration 83Q (2943.162164 sec): 3 clusters Score: Raw -4512991.273499 + Penalty 3614.149659 = -4509377.123841 nChanged 155 SP:Iteration 84Q (2943.260934 sec): 3 clusters Score: Raw -4513019.288952 + Penalty 3614.149659 = -4509405.139293 nChanged 161 SP:Iteration 85Q (2943.359697 sec): 3 clusters Score: Raw -4513050.589550 + Penalty 3614.149659 = -4509436.439891 nChanged 167 SP:Iteration 86Q (2943.458366 sec): 3 clusters Score: Raw -4513080.187139 + Penalty 3614.149659 = -4509466.037481 nChanged 146 SP:Iteration 87Q (2943.556928 sec): 3 clusters Score: Raw -4513106.232993 + Penalty 3614.149659 = -4509492.083334 nChanged 138 SP:Iteration 88Q (2943.655235 sec): 3 clusters Score: Raw -4513132.310331 + Penalty 3614.149659 = -4509518.160672 nChanged 141 SP:Iteration 89Q (2943.753667 sec): 3 clusters Score: Raw -4513158.973379 + Penalty 3614.149659 = -4509544.823721 nChanged 131 SP:Iteration 90Q (2943.852030 sec): 3 clusters Score: Raw -4513183.023910 + Penalty 3614.149659 = -4509568.874251 nChanged 104 SP:Iteration 91Q (2943.950119 sec): 3 clusters Score: Raw -4513200.674048 + Penalty 3614.149659 = -4509586.524389 nChanged 108 SP:Iteration 92Q (2944.048030 sec): 3 clusters Score: Raw -4513220.236383 + Penalty 3614.149659 = -4509606.086724 nChanged 115 SP:Iteration 93Q (2944.145847 sec): 3 clusters Score: Raw -4513238.749816 + Penalty 3614.149659 = -4509624.600157 nChanged 89 SP:Iteration 94Q (2944.243357 sec): 3 clusters Score: Raw -4513252.414640 + Penalty 3614.149659 = -4509638.264981 nChanged 86 SP:Iteration 95Q (2944.340679 sec): 3 clusters Score: Raw -4513264.173463 + Penalty 3614.149659 = -4509650.023804 nChanged 64 SP:Iteration 96Q (2944.438200 sec): 3 clusters Score: Raw -4513272.507283 + Penalty 3614.149659 = -4509658.357625 nChanged 61 SP:Iteration 97Q (2944.535702 sec): 3 clusters Score: Raw -4513280.640131 + Penalty 3614.149659 = -4509666.490472 nChanged 54 SP:Iteration 98Q (2944.635820 sec): 3 clusters Score: Raw -4513287.840913 + Penalty 3614.149659 = -4509673.691255 nChanged 51 SP:Iteration 99Q (2944.733003 sec): 3 clusters Score: Raw -4513294.329505 + Penalty 3614.149659 = -4509680.179846 nChanged 44 SP:Iteration 100F (2944.847053 sec): 3 clusters Score: Raw -4513300.374849 + Penalty 3614.149659 = -4509686.225190 nChanged 41 SP:Iteration 101Q (2944.944034 sec): 3 clusters Score: Raw -4513304.764373 + Penalty 3614.149659 = -4509690.614715 nChanged 36 SP:Iteration 102Q (2945.045867 sec): 3 clusters Score: Raw -4513310.033918 + Penalty 3614.149659 = -4509695.884259 nChanged 36 SP:Iteration 103Q (2945.142822 sec): 3 clusters Score: Raw -4513314.506551 + Penalty 3614.149659 = -4509700.356892 nChanged 33 SP:Iteration 104Q (2945.239633 sec): 3 clusters Score: Raw -4513318.307976 + Penalty 3614.149659 = -4509704.158317 nChanged 33 SP:Iteration 105Q (2945.336558 sec): 3 clusters Score: Raw -4513322.353714 + Penalty 3614.149659 = -4509708.204056 nChanged 32 SP:Iteration 106Q (2945.433570 sec): 3 clusters Score: Raw -4513326.666287 + Penalty 3614.149659 = -4509712.516628 nChanged 34 SP:Iteration 107Q (2945.530530 sec): 3 clusters Score: Raw -4513332.708846 + Penalty 3614.149659 = -4509718.559188 nChanged 27 SP:Iteration 108Q (2945.627299 sec): 3 clusters Score: Raw -4513336.695765 + Penalty 3614.149659 = -4509722.546107 nChanged 34 SP:Iteration 109Q (2945.723949 sec): 3 clusters Score: Raw -4513341.277464 + Penalty 3614.149659 = -4509727.127805 nChanged 29 SP:Iteration 110Q (2945.820208 sec): 3 clusters Score: Raw -4513345.105170 + Penalty 3614.149659 = -4509730.955511 nChanged 26 SP:Iteration 111Q (2945.916721 sec): 3 clusters Score: Raw -4513348.340124 + Penalty 3614.149659 = -4509734.190466 nChanged 22 SP:Iteration 112Q (2946.013367 sec): 3 clusters Score: Raw -4513351.726662 + Penalty 3614.149659 = -4509737.577003 nChanged 29 SP:Iteration 113Q (2946.109902 sec): 3 clusters Score: Raw -4513355.970436 + Penalty 3614.149659 = -4509741.820777 nChanged 38 SP:Iteration 114Q (2946.206405 sec): 3 clusters Score: Raw -4513362.870240 + Penalty 3614.149659 = -4509748.720581 nChanged 38 SP:Iteration 115Q (2946.302842 sec): 3 clusters Score: Raw -4513369.531721 + Penalty 3614.149659 = -4509755.382062 nChanged 40 SP:Iteration 116Q (2946.399141 sec): 3 clusters Score: Raw -4513375.987186 + Penalty 3614.149659 = -4509761.837527 nChanged 40 SP:Iteration 117Q (2946.495223 sec): 3 clusters Score: Raw -4513381.532340 + Penalty 3614.149659 = -4509767.382682 nChanged 29 SP:Iteration 118Q (2946.591494 sec): 3 clusters Score: Raw -4513385.707681 + Penalty 3614.149659 = -4509771.558022 nChanged 32 SP:Iteration 119Q (2946.687487 sec): 3 clusters Score: Raw -4513390.030245 + Penalty 3614.149659 = -4509775.880586 nChanged 29 SP:Iteration 120F (2946.801261 sec): 3 clusters Score: Raw -4513393.345738 + Penalty 3614.149659 = -4509779.196080 nChanged 23 SP:Iteration 121Q (2946.897495 sec): 3 clusters Score: Raw -4513396.179059 + Penalty 3614.149659 = -4509782.029400 nChanged 18 SP:Iteration 122Q (2946.993372 sec): 3 clusters Score: Raw -4513398.336598 + Penalty 3614.149659 = -4509784.186939 nChanged 13 SP:Iteration 123Q (2947.089554 sec): 3 clusters Score: Raw -4513399.847681 + Penalty 3614.149659 = -4509785.698022 nChanged 8 SP:Iteration 124Q (2947.185684 sec): 3 clusters Score: Raw -4513400.743167 + Penalty 3614.149659 = -4509786.593508 nChanged 10 SP:Iteration 125Q (2947.281858 sec): 3 clusters Score: Raw -4513401.931868 + Penalty 3614.149659 = -4509787.782210 nChanged 9 SP:Iteration 126Q (2947.378018 sec): 3 clusters Score: Raw -4513403.246910 + Penalty 3614.149659 = -4509789.097252 nChanged 11 SP:Iteration 127Q (2947.473930 sec): 3 clusters Score: Raw -4513404.513395 + Penalty 3614.149659 = -4509790.363736 nChanged 11 SP:Iteration 128Q (2947.569943 sec): 3 clusters Score: Raw -4513405.599988 + Penalty 3614.149659 = -4509791.450330 nChanged 13 SP:Iteration 129Q (2947.665718 sec): 3 clusters Score: Raw -4513406.787681 + Penalty 3614.149659 = -4509792.638022 nChanged 4 SP:Iteration 130Q (2947.761510 sec): 3 clusters Score: Raw -4513407.156283 + Penalty 3614.149659 = -4509793.006624 nChanged 6 SP:Iteration 131Q (2947.857627 sec): 3 clusters Score: Raw -4513407.951091 + Penalty 3614.149659 = -4509793.801433 nChanged 5 SP:Iteration 132Q (2947.963993 sec): 3 clusters Score: Raw -4513408.388562 + Penalty 3614.149659 = -4509794.238904 nChanged 5 SP:Iteration 133Q (2948.090237 sec): 3 clusters Score: Raw -4513408.980180 + Penalty 3614.149659 = -4509794.830522 nChanged 3 SP:Iteration 134Q (2948.217658 sec): 3 clusters Score: Raw -4513409.291621 + Penalty 3614.149659 = -4509795.141962 nChanged 3 SP:Iteration 135Q (2948.326251 sec): 3 clusters Score: Raw -4513409.538414 + Penalty 3614.149659 = -4509795.388756 nChanged 2 SP:Iteration 136Q (2948.421604 sec): 3 clusters Score: Raw -4513409.696616 + Penalty 3614.149659 = -4509795.546957 nChanged 3 SP:Iteration 137Q (2948.517733 sec): 3 clusters Score: Raw -4513410.066604 + Penalty 3614.149659 = -4509795.916946 nChanged 4 SP:Iteration 138Q (2948.613790 sec): 3 clusters Score: Raw -4513410.497960 + Penalty 3614.149659 = -4509796.348302 nChanged 4 SP:Iteration 139Q (2948.709618 sec): 3 clusters Score: Raw -4513410.706026 + Penalty 3614.149659 = -4509796.556367 nChanged 2 SP:Iteration 140F (2948.823334 sec): 3 clusters Score: Raw -4513410.939938 + Penalty 3614.149659 = -4509796.790279 nChanged 4 SP:Iteration 141Q (2948.919444 sec): 3 clusters Score: Raw -4513411.290583 + Penalty 3614.149659 = -4509797.140924 nChanged 3 SP:Iteration 142Q (2949.015151 sec): 3 clusters Score: Raw -4513411.569881 + Penalty 3614.149659 = -4509797.420222 nChanged 4 SP:Iteration 143Q (2949.111078 sec): 3 clusters Score: Raw -4513411.959393 + Penalty 3614.149659 = -4509797.809735 nChanged 4 SP:Iteration 144Q (2949.206851 sec): 3 clusters Score: Raw -4513412.402097 + Penalty 3614.149659 = -4509798.252439 nChanged 5 SP:Iteration 145Q (2949.302733 sec): 3 clusters Score: Raw -4513412.870008 + Penalty 3614.149659 = -4509798.720349 nChanged 2 SP:Iteration 146Q (2949.398524 sec): 3 clusters Score: Raw -4513412.959069 + Penalty 3614.149659 = -4509798.809410 nChanged 1 SP:Iteration 147Q (2949.494510 sec): 3 clusters Score: Raw -4513413.021767 + Penalty 3614.149659 = -4509798.872108 nChanged 5 SP:Iteration 148Q (2949.590657 sec): 3 clusters Score: Raw -4513413.496955 + Penalty 3614.149659 = -4509799.347297 nChanged 6 SP:Iteration 149Q (2949.686743 sec): 3 clusters Score: Raw -4513414.192308 + Penalty 3614.149659 = -4509800.042650 nChanged 7 SP:Iteration 150Q (2949.782791 sec): 3 clusters Score: Raw -4513414.767030 + Penalty 3614.149659 = -4509800.617371 nChanged 7 SP:Iteration 151Q (2949.879313 sec): 3 clusters Score: Raw -4513415.385617 + Penalty 3614.149659 = -4509801.235959 nChanged 6 SP:Iteration 152Q (2949.976611 sec): 3 clusters Score: Raw -4513416.062787 + Penalty 3614.149659 = -4509801.913129 nChanged 4 SP:Iteration 153Q (2950.073290 sec): 3 clusters Score: Raw -4513416.517551 + Penalty 3614.149659 = -4509802.367893 nChanged 4 SP:Iteration 154Q (2950.170058 sec): 3 clusters Score: Raw -4513416.937086 + Penalty 3614.149659 = -4509802.787427 nChanged 5 SP:Iteration 155Q (2950.267003 sec): 3 clusters Score: Raw -4513417.417521 + Penalty 3614.149659 = -4509803.267862 nChanged 5 SP:Iteration 156Q (2950.363288 sec): 3 clusters Score: Raw -4513418.021549 + Penalty 3614.149659 = -4509803.871891 nChanged 7 SP:Iteration 157Q (2950.459100 sec): 3 clusters Score: Raw -4513418.674120 + Penalty 3614.149659 = -4509804.524462 nChanged 5 SP:Iteration 158Q (2950.554899 sec): 3 clusters Score: Raw -4513419.397351 + Penalty 3614.149659 = -4509805.247692 nChanged 9 SP:Iteration 159Q (2950.650916 sec): 3 clusters Score: Raw -4513420.328003 + Penalty 3614.149659 = -4509806.178344 nChanged 8 SP:Iteration 160F (2950.764605 sec): 3 clusters Score: Raw -4513421.483465 + Penalty 3614.149659 = -4509807.333806 nChanged 9 SP:Iteration 161Q (2950.860402 sec): 3 clusters Score: Raw -4513422.714068 + Penalty 3614.149659 = -4509808.564409 nChanged 11 SP:Iteration 162Q (2950.956191 sec): 3 clusters Score: Raw -4513425.002245 + Penalty 3614.149659 = -4509810.852587 nChanged 17 SP:Iteration 163Q (2951.052038 sec): 3 clusters Score: Raw -4513427.837324 + Penalty 3614.149659 = -4509813.687666 nChanged 19 SP:Iteration 164Q (2951.147818 sec): 3 clusters Score: Raw -4513430.455285 + Penalty 3614.149659 = -4509816.305626 nChanged 14 SP:Iteration 165Q (2951.243754 sec): 3 clusters Score: Raw -4513432.436111 + Penalty 3614.149659 = -4509818.286452 nChanged 13 SP:Iteration 166Q (2951.339562 sec): 3 clusters Score: Raw -4513433.473147 + Penalty 3614.149659 = -4509819.323489 nChanged 7 SP:Iteration 167Q (2951.469747 sec): 3 clusters Score: Raw -4513434.333211 + Penalty 3614.149659 = -4509820.183553 nChanged 6 SP:Iteration 168Q (2951.565918 sec): 3 clusters Score: Raw -4513435.055768 + Penalty 3614.149659 = -4509820.906110 nChanged 3 SP:Iteration 169Q (2951.661771 sec): 3 clusters Score: Raw -4513435.278176 + Penalty 3614.149659 = -4509821.128517 nChanged 3 SP:Iteration 170Q (2951.757589 sec): 3 clusters Score: Raw -4513435.416257 + Penalty 3614.149659 = -4509821.266598 nChanged 3 SP:Iteration 171Q (2951.853452 sec): 3 clusters Score: Raw -4513435.563802 + Penalty 3614.149659 = -4509821.414143 nChanged 2 SP:Iteration 172Q (2951.949099 sec): 3 clusters Score: Raw -4513435.698379 + Penalty 3614.149659 = -4509821.548720 nChanged 0 SP:Iteration 173F (2952.062986 sec): 3 clusters Score: Raw -4513435.698379 + Penalty 3614.149659 = -4509821.548720 nChanged 0 Trying to split cluster 12 (2492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2952.070880 sec): 2 clusters Score: Raw -170223.320214 + Penalty 1270.886643 = -168952.433571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2952.083917 sec): 3 clusters Score: Raw -169127.931710 + Penalty 2541.773286 = -166586.158424 nChanged 903 SP:Iteration 1F (2952.096309 sec): 3 clusters Score: Raw -169630.178788 + Penalty 2541.773286 = -167088.405502 nChanged 173 SP:Iteration 2F (2952.108623 sec): 3 clusters Score: Raw -169769.134997 + Penalty 2541.773286 = -167227.361711 nChanged 136 SP:Iteration 3F (2952.120979 sec): 3 clusters Score: Raw -169880.304661 + Penalty 2541.773286 = -167338.531375 nChanged 118 SP:Iteration 4Q (2952.133298 sec): 3 clusters Score: Raw -169964.532280 + Penalty 2541.773286 = -167422.758994 nChanged 86 SP:Iteration 5Q (2952.145664 sec): 3 clusters Score: Raw -170025.743775 + Penalty 2541.773286 = -167483.970489 nChanged 71 SP:Iteration 6Q (2952.158026 sec): 3 clusters Score: Raw -170066.016797 + Penalty 2541.773286 = -167524.243511 nChanged 54 SP:Iteration 7Q (2952.170270 sec): 3 clusters Score: Raw -170098.561948 + Penalty 2541.773286 = -167556.788662 nChanged 40 SP:Iteration 8Q (2952.182598 sec): 3 clusters Score: Raw -170119.205207 + Penalty 2541.773286 = -167577.431921 nChanged 37 SP:Iteration 9Q (2952.194951 sec): 3 clusters Score: Raw -170138.387811 + Penalty 2541.773286 = -167596.614526 nChanged 31 SP:Iteration 10Q (2952.207276 sec): 3 clusters Score: Raw -170151.448929 + Penalty 2541.773286 = -167609.675643 nChanged 27 SP:Iteration 11Q (2952.219559 sec): 3 clusters Score: Raw -170160.663369 + Penalty 2541.773286 = -167618.890083 nChanged 16 SP:Iteration 12Q (2952.231842 sec): 3 clusters Score: Raw -170165.182190 + Penalty 2541.773286 = -167623.408904 nChanged 10 SP:Iteration 13Q (2952.244014 sec): 3 clusters Score: Raw -170168.046374 + Penalty 2541.773286 = -167626.273088 nChanged 10 SP:Iteration 14Q (2952.256243 sec): 3 clusters Score: Raw -170170.736068 + Penalty 2541.773286 = -167628.962782 nChanged 11 SP:Iteration 15Q (2952.268557 sec): 3 clusters Score: Raw -170175.959266 + Penalty 2541.773286 = -167634.185980 nChanged 16 SP:Iteration 16Q (2952.280871 sec): 3 clusters Score: Raw -170182.379830 + Penalty 2541.773286 = -167640.606544 nChanged 21 SP:Iteration 17Q (2952.293213 sec): 3 clusters Score: Raw -170194.015585 + Penalty 2541.773286 = -167652.242299 nChanged 18 SP:Iteration 18Q (2952.305507 sec): 3 clusters Score: Raw -170204.359791 + Penalty 2541.773286 = -167662.586505 nChanged 18 SP:Iteration 19Q (2952.317830 sec): 3 clusters Score: Raw -170210.386216 + Penalty 2541.773286 = -167668.612930 nChanged 16 SP:Iteration 20F (2952.330161 sec): 3 clusters Score: Raw -170216.553923 + Penalty 2541.773286 = -167674.780637 nChanged 14 SP:Iteration 21Q (2952.342464 sec): 3 clusters Score: Raw -170224.873214 + Penalty 2541.773286 = -167683.099928 nChanged 19 SP:Iteration 22Q (2952.354832 sec): 3 clusters Score: Raw -170236.084037 + Penalty 2541.773286 = -167694.310751 nChanged 16 SP:Iteration 23Q (2952.367133 sec): 3 clusters Score: Raw -170242.221986 + Penalty 2541.773286 = -167700.448700 nChanged 17 SP:Iteration 24Q (2952.379414 sec): 3 clusters Score: Raw -170255.171109 + Penalty 2541.773286 = -167713.397823 nChanged 30 SP:Iteration 25Q (2952.391716 sec): 3 clusters Score: Raw -170272.349169 + Penalty 2541.773286 = -167730.575883 nChanged 25 SP:Iteration 26Q (2952.403989 sec): 3 clusters Score: Raw -170288.288589 + Penalty 2541.773286 = -167746.515303 nChanged 27 SP:Iteration 27Q (2952.416186 sec): 3 clusters Score: Raw -170296.502324 + Penalty 2541.773286 = -167754.729038 nChanged 17 SP:Iteration 28Q (2952.428469 sec): 3 clusters Score: Raw -170303.352232 + Penalty 2541.773286 = -167761.578946 nChanged 18 SP:Iteration 29Q (2952.440741 sec): 3 clusters Score: Raw -170311.604859 + Penalty 2541.773286 = -167769.831573 nChanged 15 SP:Iteration 30Q (2952.453071 sec): 3 clusters Score: Raw -170318.466547 + Penalty 2541.773286 = -167776.693261 nChanged 20 SP:Iteration 31Q (2952.465355 sec): 3 clusters Score: Raw -170330.399881 + Penalty 2541.773286 = -167788.626595 nChanged 22 SP:Iteration 32Q (2952.477539 sec): 3 clusters Score: Raw -170344.487162 + Penalty 2541.773286 = -167802.713876 nChanged 23 SP:Iteration 33Q (2952.489831 sec): 3 clusters Score: Raw -170357.057052 + Penalty 2541.773286 = -167815.283766 nChanged 17 SP:Iteration 34Q (2952.502074 sec): 3 clusters Score: Raw -170362.895149 + Penalty 2541.773286 = -167821.121863 nChanged 11 SP:Iteration 35Q (2952.514346 sec): 3 clusters Score: Raw -170366.052872 + Penalty 2541.773286 = -167824.279586 nChanged 10 SP:Iteration 36Q (2952.526479 sec): 3 clusters Score: Raw -170368.403460 + Penalty 2541.773286 = -167826.630174 nChanged 6 SP:Iteration 37Q (2952.538634 sec): 3 clusters Score: Raw -170370.189388 + Penalty 2541.773286 = -167828.416102 nChanged 11 SP:Iteration 38Q (2952.550809 sec): 3 clusters Score: Raw -170373.529217 + Penalty 2541.773286 = -167831.755931 nChanged 9 SP:Iteration 39Q (2952.563043 sec): 3 clusters Score: Raw -170377.692328 + Penalty 2541.773286 = -167835.919042 nChanged 17 SP:Iteration 40F (2952.575361 sec): 3 clusters Score: Raw -170385.508734 + Penalty 2541.773286 = -167843.735448 nChanged 16 SP:Iteration 41Q (2952.587513 sec): 3 clusters Score: Raw -170390.764486 + Penalty 2541.773286 = -167848.991200 nChanged 11 SP:Iteration 42Q (2952.599680 sec): 3 clusters Score: Raw -170397.884974 + Penalty 2541.773286 = -167856.111688 nChanged 11 SP:Iteration 43Q (2952.611840 sec): 3 clusters Score: Raw -170401.242218 + Penalty 2541.773286 = -167859.468932 nChanged 8 SP:Iteration 44Q (2952.624092 sec): 3 clusters Score: Raw -170403.726258 + Penalty 2541.773286 = -167861.952972 nChanged 5 SP:Iteration 45Q (2952.636347 sec): 3 clusters Score: Raw -170405.673952 + Penalty 2541.773286 = -167863.900666 nChanged 3 SP:Iteration 46Q (2952.648546 sec): 3 clusters Score: Raw -170407.044721 + Penalty 2541.773286 = -167865.271435 nChanged 3 SP:Iteration 47Q (2952.660807 sec): 3 clusters Score: Raw -170408.761848 + Penalty 2541.773286 = -167866.988562 nChanged 6 SP:Iteration 48Q (2952.673078 sec): 3 clusters Score: Raw -170411.362477 + Penalty 2541.773286 = -167869.589191 nChanged 10 SP:Iteration 49Q (2952.685236 sec): 3 clusters Score: Raw -170414.955594 + Penalty 2541.773286 = -167873.182308 nChanged 4 SP:Iteration 50Q (2952.697502 sec): 3 clusters Score: Raw -170416.718040 + Penalty 2541.773286 = -167874.944754 nChanged 3 SP:Iteration 51Q (2952.709802 sec): 3 clusters Score: Raw -170417.674473 + Penalty 2541.773286 = -167875.901187 nChanged 3 SP:Iteration 52Q (2952.722080 sec): 3 clusters Score: Raw -170418.109182 + Penalty 2541.773286 = -167876.335896 nChanged 2 SP:Iteration 53Q (2952.734251 sec): 3 clusters Score: Raw -170418.999344 + Penalty 2541.773286 = -167877.226058 nChanged 4 SP:Iteration 54Q (2952.746505 sec): 3 clusters Score: Raw -170420.081750 + Penalty 2541.773286 = -167878.308464 nChanged 1 SP:Iteration 55Q (2952.758693 sec): 3 clusters Score: Raw -170420.229146 + Penalty 2541.773286 = -167878.455860 nChanged 1 SP:Iteration 56Q (2952.770984 sec): 3 clusters Score: Raw -170420.455921 + Penalty 2541.773286 = -167878.682635 nChanged 1 SP:Iteration 57Q (2952.783222 sec): 3 clusters Score: Raw -170420.908583 + Penalty 2541.773286 = -167879.135297 nChanged 3 SP:Iteration 58Q (2952.795473 sec): 3 clusters Score: Raw -170422.985522 + Penalty 2541.773286 = -167881.212236 nChanged 8 SP:Iteration 59Q (2952.807767 sec): 3 clusters Score: Raw -170426.137145 + Penalty 2541.773286 = -167884.363859 nChanged 6 SP:Iteration 60F (2952.820002 sec): 3 clusters Score: Raw -170428.097086 + Penalty 2541.773286 = -167886.323800 nChanged 3 SP:Iteration 61Q (2952.832298 sec): 3 clusters Score: Raw -170429.010793 + Penalty 2541.773286 = -167887.237507 nChanged 4 SP:Iteration 62Q (2952.844561 sec): 3 clusters Score: Raw -170430.631496 + Penalty 2541.773286 = -167888.858210 nChanged 7 SP:Iteration 63Q (2952.856821 sec): 3 clusters Score: Raw -170432.775401 + Penalty 2541.773286 = -167891.002115 nChanged 3 SP:Iteration 64Q (2952.869098 sec): 3 clusters Score: Raw -170433.826325 + Penalty 2541.773286 = -167892.053039 nChanged 3 SP:Iteration 65Q (2952.881260 sec): 3 clusters Score: Raw -170435.123468 + Penalty 2541.773286 = -167893.350182 nChanged 1 SP:Iteration 66Q (2952.893528 sec): 3 clusters Score: Raw -170435.602942 + Penalty 2541.773286 = -167893.829656 nChanged 1 SP:Iteration 67Q (2952.905797 sec): 3 clusters Score: Raw -170435.873845 + Penalty 2541.773286 = -167894.100559 nChanged 4 SP:Iteration 68Q (2952.917945 sec): 3 clusters Score: Raw -170437.346129 + Penalty 2541.773286 = -167895.572844 nChanged 4 SP:Iteration 69Q (2952.930137 sec): 3 clusters Score: Raw -170438.193172 + Penalty 2541.773286 = -167896.419886 nChanged 6 SP:Iteration 70Q (2952.942451 sec): 3 clusters Score: Raw -170439.732536 + Penalty 2541.773286 = -167897.959250 nChanged 5 SP:Iteration 71Q (2952.954700 sec): 3 clusters Score: Raw -170441.305324 + Penalty 2541.773286 = -167899.532038 nChanged 6 SP:Iteration 72Q (2952.968804 sec): 3 clusters Score: Raw -170443.201501 + Penalty 2541.773286 = -167901.428216 nChanged 9 SP:Iteration 73Q (2952.981056 sec): 3 clusters Score: Raw -170445.444749 + Penalty 2541.773286 = -167903.671463 nChanged 5 SP:Iteration 74Q (2952.993359 sec): 3 clusters Score: Raw -170446.688935 + Penalty 2541.773286 = -167904.915649 nChanged 4 SP:Iteration 75Q (2953.005630 sec): 3 clusters Score: Raw -170448.316123 + Penalty 2541.773286 = -167906.542837 nChanged 4 SP:Iteration 76Q (2953.017880 sec): 3 clusters Score: Raw -170449.323755 + Penalty 2541.773286 = -167907.550469 nChanged 3 SP:Iteration 77Q (2953.030217 sec): 3 clusters Score: Raw -170450.047576 + Penalty 2541.773286 = -167908.274290 nChanged 2 SP:Iteration 78Q (2953.042354 sec): 3 clusters Score: Raw -170450.954353 + Penalty 2541.773286 = -167909.181067 nChanged 5 SP:Iteration 79Q (2953.054615 sec): 3 clusters Score: Raw -170453.150913 + Penalty 2541.773286 = -167911.377627 nChanged 3 SP:Iteration 80F (2953.066901 sec): 3 clusters Score: Raw -170454.122868 + Penalty 2541.773286 = -167912.349582 nChanged 2 SP:Iteration 81Q (2953.079066 sec): 3 clusters Score: Raw -170454.826298 + Penalty 2541.773286 = -167913.053012 nChanged 3 SP:Iteration 82Q (2953.091365 sec): 3 clusters Score: Raw -170455.807853 + Penalty 2541.773286 = -167914.034567 nChanged 0 SP:Iteration 83F (2953.103686 sec): 3 clusters Score: Raw -170455.807853 + Penalty 2541.773286 = -167914.034567 nChanged 0 Trying to split cluster 13 (1408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2953.118222 sec): 2 clusters Score: Raw -88955.320728 + Penalty 1178.112900 = -87777.207828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2953.126007 sec): 3 clusters Score: Raw -88424.138694 + Penalty 2356.225799 = -86067.912895 nChanged 442 SP:Iteration 1F (2953.133281 sec): 3 clusters Score: Raw -88734.474779 + Penalty 2356.225799 = -86378.248980 nChanged 103 SP:Iteration 2F (2953.140572 sec): 3 clusters Score: Raw -88818.934796 + Penalty 2356.225799 = -86462.708997 nChanged 62 SP:Iteration 3Q (2953.147890 sec): 3 clusters Score: Raw -88869.731530 + Penalty 2356.225799 = -86513.505730 nChanged 41 SP:Iteration 4Q (2953.155150 sec): 3 clusters Score: Raw -88900.427970 + Penalty 2356.225799 = -86544.202171 nChanged 31 SP:Iteration 5Q (2953.162366 sec): 3 clusters Score: Raw -88919.677943 + Penalty 2356.225799 = -86563.452143 nChanged 16 SP:Iteration 6Q (2953.169633 sec): 3 clusters Score: Raw -88929.363155 + Penalty 2356.225799 = -86573.137355 nChanged 11 SP:Iteration 7Q (2953.176897 sec): 3 clusters Score: Raw -88933.845808 + Penalty 2356.225799 = -86577.620008 nChanged 3 SP:Iteration 8Q (2953.184194 sec): 3 clusters Score: Raw -88935.402190 + Penalty 2356.225799 = -86579.176391 nChanged 0 SP:Iteration 9F (2953.191455 sec): 3 clusters Score: Raw -88935.402190 + Penalty 2356.225799 = -86579.176391 nChanged 0 Trying to split cluster 14 (7861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2953.213308 sec): 2 clusters Score: Raw -508904.093676 + Penalty 1457.571229 = -507446.522447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2953.238923 sec): 3 clusters Score: Raw -504596.785139 + Penalty 2915.142459 = -501681.642681 nChanged 3364 SP:Iteration 1F (2953.263814 sec): 3 clusters Score: Raw -506610.111058 + Penalty 2915.142459 = -503694.968599 nChanged 622 SP:Iteration 2F (2953.288693 sec): 3 clusters Score: Raw -506974.822541 + Penalty 2915.142459 = -504059.680082 nChanged 535 SP:Iteration 3F (2953.313582 sec): 3 clusters Score: Raw -507313.855662 + Penalty 2915.142459 = -504398.713204 nChanged 486 SP:Iteration 4F (2953.338512 sec): 3 clusters Score: Raw -507644.734849 + Penalty 2915.142459 = -504729.592390 nChanged 466 SP:Iteration 5F (2953.363536 sec): 3 clusters Score: Raw -507979.658321 + Penalty 2915.142459 = -505064.515863 nChanged 435 SP:Iteration 6F (2953.388449 sec): 3 clusters Score: Raw -508285.735560 + Penalty 2915.142459 = -505370.593101 nChanged 414 SP:Iteration 7F (2953.413251 sec): 3 clusters Score: Raw -508588.831062 + Penalty 2915.142459 = -505673.688604 nChanged 372 SP:Iteration 8Q (2953.438219 sec): 3 clusters Score: Raw -508850.025198 + Penalty 2915.142459 = -505934.882739 nChanged 324 SP:Iteration 9Q (2953.463203 sec): 3 clusters Score: Raw -509047.042992 + Penalty 2915.142459 = -506131.900533 nChanged 225 SP:Iteration 10Q (2953.488268 sec): 3 clusters Score: Raw -509171.102412 + Penalty 2915.142459 = -506255.959953 nChanged 186 SP:Iteration 11Q (2953.513327 sec): 3 clusters Score: Raw -509254.473339 + Penalty 2915.142459 = -506339.330880 nChanged 113 SP:Iteration 12Q (2953.538329 sec): 3 clusters Score: Raw -509296.305260 + Penalty 2915.142459 = -506381.162801 nChanged 66 SP:Iteration 13Q (2953.563321 sec): 3 clusters Score: Raw -509315.523467 + Penalty 2915.142459 = -506400.381008 nChanged 44 SP:Iteration 14Q (2953.588479 sec): 3 clusters Score: Raw -509327.022974 + Penalty 2915.142459 = -506411.880515 nChanged 40 SP:Iteration 15Q (2953.613441 sec): 3 clusters Score: Raw -509337.814496 + Penalty 2915.142459 = -506422.672037 nChanged 32 SP:Iteration 16Q (2953.638233 sec): 3 clusters Score: Raw -509344.843813 + Penalty 2915.142459 = -506429.701354 nChanged 19 SP:Iteration 17Q (2953.663211 sec): 3 clusters Score: Raw -509348.487853 + Penalty 2915.142459 = -506433.345394 nChanged 23 SP:Iteration 18Q (2953.688097 sec): 3 clusters Score: Raw -509353.323218 + Penalty 2915.142459 = -506438.180759 nChanged 14 SP:Iteration 19Q (2953.713316 sec): 3 clusters Score: Raw -509355.805638 + Penalty 2915.142459 = -506440.663180 nChanged 7 SP:Iteration 20F (2953.738304 sec): 3 clusters Score: Raw -509356.734718 + Penalty 2915.142459 = -506441.592259 nChanged 7 SP:Iteration 21Q (2953.763166 sec): 3 clusters Score: Raw -509358.637807 + Penalty 2915.142459 = -506443.495348 nChanged 6 SP:Iteration 22Q (2953.787948 sec): 3 clusters Score: Raw -509359.894880 + Penalty 2915.142459 = -506444.752422 nChanged 10 SP:Iteration 23Q (2953.813002 sec): 3 clusters Score: Raw -509362.348932 + Penalty 2915.142459 = -506447.206473 nChanged 11 SP:Iteration 24Q (2953.838129 sec): 3 clusters Score: Raw -509364.780383 + Penalty 2915.142459 = -506449.637924 nChanged 14 SP:Iteration 25Q (2953.863197 sec): 3 clusters Score: Raw -509367.428462 + Penalty 2915.142459 = -506452.286004 nChanged 9 SP:Iteration 26Q (2953.887967 sec): 3 clusters Score: Raw -509368.768708 + Penalty 2915.142459 = -506453.626250 nChanged 5 SP:Iteration 27Q (2953.913015 sec): 3 clusters Score: Raw -509369.832491 + Penalty 2915.142459 = -506454.690033 nChanged 8 SP:Iteration 28Q (2953.937883 sec): 3 clusters Score: Raw -509371.567680 + Penalty 2915.142459 = -506456.425221 nChanged 6 SP:Iteration 29Q (2953.962764 sec): 3 clusters Score: Raw -509372.837430 + Penalty 2915.142459 = -506457.694971 nChanged 7 SP:Iteration 30Q (2953.987812 sec): 3 clusters Score: Raw -509373.739979 + Penalty 2915.142459 = -506458.597521 nChanged 7 SP:Iteration 31Q (2954.012806 sec): 3 clusters Score: Raw -509375.374750 + Penalty 2915.142459 = -506460.232291 nChanged 8 SP:Iteration 32Q (2954.037615 sec): 3 clusters Score: Raw -509376.576403 + Penalty 2915.142459 = -506461.433944 nChanged 6 SP:Iteration 33Q (2954.062661 sec): 3 clusters Score: Raw -509377.211025 + Penalty 2915.142459 = -506462.068566 nChanged 1 SP:Iteration 34Q (2954.087597 sec): 3 clusters Score: Raw -509377.316497 + Penalty 2915.142459 = -506462.174038 nChanged 0 SP:Iteration 35F (2954.112472 sec): 3 clusters Score: Raw -509377.316497 + Penalty 2915.142459 = -506462.174038 nChanged 0 Trying to split cluster 15 (4194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2954.129953 sec): 2 clusters Score: Raw -254692.406036 + Penalty 1355.479159 = -253336.926877 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2954.150166 sec): 3 clusters Score: Raw -252558.006177 + Penalty 2710.958319 = -249847.047859 nChanged 1657 SP:Iteration 1F (2954.170133 sec): 3 clusters Score: Raw -253580.746505 + Penalty 2710.958319 = -250869.788186 nChanged 288 SP:Iteration 2F (2954.189882 sec): 3 clusters Score: Raw -253760.432763 + Penalty 2710.958319 = -251049.474444 nChanged 264 SP:Iteration 3F (2954.209556 sec): 3 clusters Score: Raw -253972.920407 + Penalty 2710.958319 = -251261.962088 nChanged 266 SP:Iteration 4F (2954.229325 sec): 3 clusters Score: Raw -254256.216728 + Penalty 2710.958319 = -251545.258409 nChanged 297 SP:Iteration 5F (2954.249103 sec): 3 clusters Score: Raw -254558.861265 + Penalty 2710.958319 = -251847.902946 nChanged 269 SP:Iteration 6F (2954.268879 sec): 3 clusters Score: Raw -254846.739473 + Penalty 2710.958319 = -252135.781155 nChanged 222 SP:Iteration 7F (2954.288401 sec): 3 clusters Score: Raw -255048.596182 + Penalty 2710.958319 = -252337.637864 nChanged 149 SP:Iteration 8Q (2954.307901 sec): 3 clusters Score: Raw -255170.139787 + Penalty 2710.958319 = -252459.181468 nChanged 112 SP:Iteration 9Q (2954.327188 sec): 3 clusters Score: Raw -255250.575623 + Penalty 2710.958319 = -252539.617304 nChanged 82 SP:Iteration 10Q (2954.346448 sec): 3 clusters Score: Raw -255305.296736 + Penalty 2710.958319 = -252594.338418 nChanged 68 SP:Iteration 11Q (2954.365604 sec): 3 clusters Score: Raw -255356.313798 + Penalty 2710.958319 = -252645.355479 nChanged 61 SP:Iteration 12Q (2954.384937 sec): 3 clusters Score: Raw -255394.707564 + Penalty 2710.958319 = -252683.749245 nChanged 50 SP:Iteration 13Q (2954.403757 sec): 3 clusters Score: Raw -255422.891035 + Penalty 2710.958319 = -252711.932716 nChanged 36 SP:Iteration 14Q (2954.422741 sec): 3 clusters Score: Raw -255455.486536 + Penalty 2710.958319 = -252744.528218 nChanged 28 SP:Iteration 15Q (2954.441692 sec): 3 clusters Score: Raw -255473.465286 + Penalty 2710.958319 = -252762.506967 nChanged 22 SP:Iteration 16Q (2954.460774 sec): 3 clusters Score: Raw -255482.400589 + Penalty 2710.958319 = -252771.442270 nChanged 16 SP:Iteration 17Q (2954.479565 sec): 3 clusters Score: Raw -255487.419730 + Penalty 2710.958319 = -252776.461411 nChanged 8 SP:Iteration 18Q (2954.498198 sec): 3 clusters Score: Raw -255489.516455 + Penalty 2710.958319 = -252778.558137 nChanged 3 SP:Iteration 19Q (2954.516694 sec): 3 clusters Score: Raw -255490.402462 + Penalty 2710.958319 = -252779.444143 nChanged 2 SP:Iteration 20F (2954.536209 sec): 3 clusters Score: Raw -255491.806495 + Penalty 2710.958319 = -252780.848176 nChanged 3 SP:Iteration 21Q (2954.555220 sec): 3 clusters Score: Raw -255492.550190 + Penalty 2710.958319 = -252781.591872 nChanged 2 SP:Iteration 22Q (2954.573949 sec): 3 clusters Score: Raw -255493.051225 + Penalty 2710.958319 = -252782.092906 nChanged 2 SP:Iteration 23Q (2954.592711 sec): 3 clusters Score: Raw -255493.586113 + Penalty 2710.958319 = -252782.627794 nChanged 1 SP:Iteration 24Q (2954.611473 sec): 3 clusters Score: Raw -255493.885830 + Penalty 2710.958319 = -252782.927512 nChanged 0 SP:Iteration 25F (2954.631109 sec): 3 clusters Score: Raw -255493.885830 + Penalty 2710.958319 = -252782.927512 nChanged 0 Trying to split cluster 16 (4395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2954.648775 sec): 2 clusters Score: Raw -247407.922453 + Penalty 1363.086207 = -246044.836246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2954.669073 sec): 3 clusters Score: Raw -245213.581488 + Penalty 2726.172413 = -242487.409075 nChanged 1749 SP:Iteration 1F (2954.689001 sec): 3 clusters Score: Raw -246336.994582 + Penalty 2726.172413 = -243610.822169 nChanged 387 SP:Iteration 2F (2954.708868 sec): 3 clusters Score: Raw -246708.381223 + Penalty 2726.172413 = -243982.208810 nChanged 352 SP:Iteration 3F (2954.728511 sec): 3 clusters Score: Raw -247070.632860 + Penalty 2726.172413 = -244344.460447 nChanged 341 SP:Iteration 4F (2954.748120 sec): 3 clusters Score: Raw -247446.728296 + Penalty 2726.172413 = -244720.555883 nChanged 320 SP:Iteration 5F (2954.767904 sec): 3 clusters Score: Raw -247761.499634 + Penalty 2726.172413 = -245035.327220 nChanged 217 SP:Iteration 6Q (2954.787414 sec): 3 clusters Score: Raw -247953.778265 + Penalty 2726.172413 = -245227.605851 nChanged 156 SP:Iteration 7Q (2954.807241 sec): 3 clusters Score: Raw -248075.920487 + Penalty 2726.172413 = -245349.748073 nChanged 104 SP:Iteration 8Q (2954.827077 sec): 3 clusters Score: Raw -248163.042231 + Penalty 2726.172413 = -245436.869818 nChanged 90 SP:Iteration 9Q (2954.846848 sec): 3 clusters Score: Raw -248223.673412 + Penalty 2726.172413 = -245497.500998 nChanged 75 SP:Iteration 10Q (2954.866686 sec): 3 clusters Score: Raw -248267.862073 + Penalty 2726.172413 = -245541.689659 nChanged 47 SP:Iteration 11Q (2954.886507 sec): 3 clusters Score: Raw -248294.573253 + Penalty 2726.172413 = -245568.400840 nChanged 36 SP:Iteration 12Q (2954.906041 sec): 3 clusters Score: Raw -248313.503776 + Penalty 2726.172413 = -245587.331363 nChanged 31 SP:Iteration 13Q (2954.925825 sec): 3 clusters Score: Raw -248331.298787 + Penalty 2726.172413 = -245605.126373 nChanged 30 SP:Iteration 14Q (2954.945155 sec): 3 clusters Score: Raw -248350.498837 + Penalty 2726.172413 = -245624.326423 nChanged 26 SP:Iteration 15Q (2954.964813 sec): 3 clusters Score: Raw -248364.868833 + Penalty 2726.172413 = -245638.696420 nChanged 36 SP:Iteration 16Q (2954.984393 sec): 3 clusters Score: Raw -248386.459910 + Penalty 2726.172413 = -245660.287497 nChanged 25 SP:Iteration 17Q (2955.003954 sec): 3 clusters Score: Raw -248396.809690 + Penalty 2726.172413 = -245670.637277 nChanged 19 SP:Iteration 18Q (2955.023478 sec): 3 clusters Score: Raw -248403.152366 + Penalty 2726.172413 = -245676.979953 nChanged 18 SP:Iteration 19Q (2955.043039 sec): 3 clusters Score: Raw -248407.148845 + Penalty 2726.172413 = -245680.976432 nChanged 11 SP:Iteration 20F (2955.062883 sec): 3 clusters Score: Raw -248411.850246 + Penalty 2726.172413 = -245685.677832 nChanged 14 SP:Iteration 21Q (2955.082284 sec): 3 clusters Score: Raw -248414.460989 + Penalty 2726.172413 = -245688.288576 nChanged 9 SP:Iteration 22Q (2955.101673 sec): 3 clusters Score: Raw -248418.904901 + Penalty 2726.172413 = -245692.732488 nChanged 5 SP:Iteration 23Q (2955.121030 sec): 3 clusters Score: Raw -248422.141884 + Penalty 2726.172413 = -245695.969471 nChanged 9 SP:Iteration 24Q (2955.140442 sec): 3 clusters Score: Raw -248431.657507 + Penalty 2726.172413 = -245705.485093 nChanged 13 SP:Iteration 25Q (2955.159806 sec): 3 clusters Score: Raw -248448.224830 + Penalty 2726.172413 = -245722.052417 nChanged 28 SP:Iteration 26Q (2955.179068 sec): 3 clusters Score: Raw -248469.934745 + Penalty 2726.172413 = -245743.762332 nChanged 35 SP:Iteration 27Q (2955.198343 sec): 3 clusters Score: Raw -248490.732925 + Penalty 2726.172413 = -245764.560512 nChanged 34 SP:Iteration 28Q (2955.217628 sec): 3 clusters Score: Raw -248509.880261 + Penalty 2726.172413 = -245783.707848 nChanged 35 SP:Iteration 29Q (2955.236835 sec): 3 clusters Score: Raw -248527.928042 + Penalty 2726.172413 = -245801.755628 nChanged 28 SP:Iteration 30Q (2955.256037 sec): 3 clusters Score: Raw -248542.636540 + Penalty 2726.172413 = -245816.464127 nChanged 24 SP:Iteration 31Q (2955.275371 sec): 3 clusters Score: Raw -248553.467527 + Penalty 2726.172413 = -245827.295114 nChanged 12 SP:Iteration 32Q (2955.294400 sec): 3 clusters Score: Raw -248559.422496 + Penalty 2726.172413 = -245833.250083 nChanged 13 SP:Iteration 33Q (2955.313608 sec): 3 clusters Score: Raw -248563.804582 + Penalty 2726.172413 = -245837.632169 nChanged 5 SP:Iteration 34Q (2955.332666 sec): 3 clusters Score: Raw -248566.532867 + Penalty 2726.172413 = -245840.360453 nChanged 4 SP:Iteration 35Q (2955.351914 sec): 3 clusters Score: Raw -248570.074483 + Penalty 2726.172413 = -245843.902070 nChanged 12 SP:Iteration 36Q (2955.371090 sec): 3 clusters Score: Raw -248575.459427 + Penalty 2726.172413 = -245849.287013 nChanged 6 SP:Iteration 37Q (2955.390217 sec): 3 clusters Score: Raw -248577.158824 + Penalty 2726.172413 = -245850.986411 nChanged 4 SP:Iteration 38Q (2955.409217 sec): 3 clusters Score: Raw -248577.984632 + Penalty 2726.172413 = -245851.812219 nChanged 1 SP:Iteration 39Q (2955.428236 sec): 3 clusters Score: Raw -248579.061966 + Penalty 2726.172413 = -245852.889552 nChanged 4 SP:Iteration 40F (2955.448024 sec): 3 clusters Score: Raw -248581.439078 + Penalty 2726.172413 = -245855.266665 nChanged 3 SP:Iteration 41Q (2955.467031 sec): 3 clusters Score: Raw -248584.874633 + Penalty 2726.172413 = -245858.702220 nChanged 10 SP:Iteration 42Q (2955.486091 sec): 3 clusters Score: Raw -248587.829949 + Penalty 2726.172413 = -245861.657536 nChanged 4 SP:Iteration 43Q (2955.505109 sec): 3 clusters Score: Raw -248589.141475 + Penalty 2726.172413 = -245862.969061 nChanged 3 SP:Iteration 44Q (2955.524246 sec): 3 clusters Score: Raw -248589.820664 + Penalty 2726.172413 = -245863.648250 nChanged 1 SP:Iteration 45Q (2955.543081 sec): 3 clusters Score: Raw -248589.957101 + Penalty 2726.172413 = -245863.784688 nChanged 0 SP:Iteration 46F (2955.562817 sec): 3 clusters Score: Raw -248589.957101 + Penalty 2726.172413 = -245863.784688 nChanged 0 Trying to split cluster 17 (10132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2955.587137 sec): 2 clusters Score: Raw -670583.873968 + Penalty 1498.811277 = -669085.062691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2955.616156 sec): 3 clusters Score: Raw -664826.376301 + Penalty 2997.622554 = -661828.753748 nChanged 4385 SP:Iteration 1F (2955.644215 sec): 3 clusters Score: Raw -667170.330102 + Penalty 2997.622554 = -664172.707548 nChanged 632 SP:Iteration 2F (2955.672169 sec): 3 clusters Score: Raw -667477.098091 + Penalty 2997.622554 = -664479.475537 nChanged 544 SP:Iteration 3F (2955.700264 sec): 3 clusters Score: Raw -667748.410713 + Penalty 2997.622554 = -664750.788160 nChanged 531 SP:Iteration 4F (2955.728499 sec): 3 clusters Score: Raw -668050.359735 + Penalty 2997.622554 = -665052.737181 nChanged 553 SP:Iteration 5F (2955.756587 sec): 3 clusters Score: Raw -668401.488676 + Penalty 2997.622554 = -665403.866122 nChanged 586 SP:Iteration 6F (2955.784667 sec): 3 clusters Score: Raw -668810.545612 + Penalty 2997.622554 = -665812.923059 nChanged 596 SP:Iteration 7F (2955.812731 sec): 3 clusters Score: Raw -669261.163695 + Penalty 2997.622554 = -666263.541141 nChanged 534 SP:Iteration 8F (2955.840769 sec): 3 clusters Score: Raw -669697.367597 + Penalty 2997.622554 = -666699.745044 nChanged 434 SP:Iteration 9Q (2955.868955 sec): 3 clusters Score: Raw -670063.912745 + Penalty 2997.622554 = -667066.290192 nChanged 311 SP:Iteration 10Q (2955.896687 sec): 3 clusters Score: Raw -670332.966784 + Penalty 2997.622554 = -667335.344230 nChanged 197 SP:Iteration 11Q (2955.924125 sec): 3 clusters Score: Raw -670490.931445 + Penalty 2997.622554 = -667493.308891 nChanged 118 SP:Iteration 12Q (2955.950988 sec): 3 clusters Score: Raw -670575.259325 + Penalty 2997.622554 = -667577.636771 nChanged 84 SP:Iteration 13Q (2955.977230 sec): 3 clusters Score: Raw -670636.054528 + Penalty 2997.622554 = -667638.431974 nChanged 57 SP:Iteration 14Q (2956.003291 sec): 3 clusters Score: Raw -670676.326633 + Penalty 2997.622554 = -667678.704079 nChanged 39 SP:Iteration 15Q (2956.029065 sec): 3 clusters Score: Raw -670704.396171 + Penalty 2997.622554 = -667706.773618 nChanged 27 SP:Iteration 16Q (2956.054651 sec): 3 clusters Score: Raw -670722.756295 + Penalty 2997.622554 = -667725.133742 nChanged 20 SP:Iteration 17Q (2956.080176 sec): 3 clusters Score: Raw -670737.613016 + Penalty 2997.622554 = -667739.990462 nChanged 16 SP:Iteration 18Q (2956.105634 sec): 3 clusters Score: Raw -670747.446193 + Penalty 2997.622554 = -667749.823640 nChanged 11 SP:Iteration 19Q (2956.130918 sec): 3 clusters Score: Raw -670756.004406 + Penalty 2997.622554 = -667758.381852 nChanged 15 SP:Iteration 20F (2956.158915 sec): 3 clusters Score: Raw -670767.345497 + Penalty 2997.622554 = -667769.722944 nChanged 10 SP:Iteration 21Q (2956.184229 sec): 3 clusters Score: Raw -670774.004217 + Penalty 2997.622554 = -667776.381663 nChanged 12 SP:Iteration 22Q (2956.209611 sec): 3 clusters Score: Raw -670785.497509 + Penalty 2997.622554 = -667787.874956 nChanged 12 SP:Iteration 23Q (2956.234948 sec): 3 clusters Score: Raw -670798.270971 + Penalty 2997.622554 = -667800.648417 nChanged 8 SP:Iteration 24Q (2956.260022 sec): 3 clusters Score: Raw -670808.179147 + Penalty 2997.622554 = -667810.556594 nChanged 9 SP:Iteration 25Q (2956.284908 sec): 3 clusters Score: Raw -670812.271501 + Penalty 2997.622554 = -667814.648947 nChanged 4 SP:Iteration 26Q (2956.310063 sec): 3 clusters Score: Raw -670817.603225 + Penalty 2997.622554 = -667819.980672 nChanged 7 SP:Iteration 27Q (2956.334931 sec): 3 clusters Score: Raw -670821.726715 + Penalty 2997.622554 = -667824.104161 nChanged 4 SP:Iteration 28Q (2956.359945 sec): 3 clusters Score: Raw -670824.015753 + Penalty 2997.622554 = -667826.393200 nChanged 2 SP:Iteration 29Q (2956.385262 sec): 3 clusters Score: Raw -670825.075162 + Penalty 2997.622554 = -667827.452608 nChanged 5 SP:Iteration 30Q (2956.409943 sec): 3 clusters Score: Raw -670828.282485 + Penalty 2997.622554 = -667830.659932 nChanged 6 SP:Iteration 31Q (2956.434857 sec): 3 clusters Score: Raw -670833.730293 + Penalty 2997.622554 = -667836.107740 nChanged 6 SP:Iteration 32Q (2956.459638 sec): 3 clusters Score: Raw -670837.499606 + Penalty 2997.622554 = -667839.877052 nChanged 6 SP:Iteration 33Q (2956.484461 sec): 3 clusters Score: Raw -670840.960391 + Penalty 2997.622554 = -667843.337838 nChanged 3 SP:Iteration 34Q (2956.509445 sec): 3 clusters Score: Raw -670842.567593 + Penalty 2997.622554 = -667844.945039 nChanged 3 SP:Iteration 35Q (2956.534405 sec): 3 clusters Score: Raw -670845.388100 + Penalty 2997.622554 = -667847.765546 nChanged 3 SP:Iteration 36Q (2956.559356 sec): 3 clusters Score: Raw -670847.164856 + Penalty 2997.622554 = -667849.542303 nChanged 1 SP:Iteration 37Q (2956.584337 sec): 3 clusters Score: Raw -670848.197932 + Penalty 2997.622554 = -667850.575378 nChanged 1 SP:Iteration 38Q (2956.609185 sec): 3 clusters Score: Raw -670848.933991 + Penalty 2997.622554 = -667851.311438 nChanged 0 SP:Iteration 39F (2956.637432 sec): 3 clusters Score: Raw -670848.933991 + Penalty 2997.622554 = -667851.311438 nChanged 0 Trying to split cluster 18 (6876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2956.657756 sec): 2 clusters Score: Raw -463512.552294 + Penalty 1435.816260 = -462076.736034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2956.682758 sec): 3 clusters Score: Raw -459736.832639 + Penalty 2871.632519 = -456865.200120 nChanged 2869 SP:Iteration 1F (2956.707038 sec): 3 clusters Score: Raw -461256.056339 + Penalty 2871.632519 = -458384.423820 nChanged 432 SP:Iteration 2F (2956.731301 sec): 3 clusters Score: Raw -461453.830840 + Penalty 2871.632519 = -458582.198321 nChanged 373 SP:Iteration 3F (2956.755710 sec): 3 clusters Score: Raw -461615.427438 + Penalty 2871.632519 = -458743.794918 nChanged 296 SP:Iteration 4Q (2956.780042 sec): 3 clusters Score: Raw -461727.588156 + Penalty 2871.632519 = -458855.955637 nChanged 250 SP:Iteration 5Q (2956.804678 sec): 3 clusters Score: Raw -461834.886407 + Penalty 2871.632519 = -458963.253888 nChanged 221 SP:Iteration 6Q (2956.828919 sec): 3 clusters Score: Raw -461914.666285 + Penalty 2871.632519 = -459043.033766 nChanged 188 SP:Iteration 7Q (2956.853359 sec): 3 clusters Score: Raw -461976.551791 + Penalty 2871.632519 = -459104.919272 nChanged 184 SP:Iteration 8Q (2956.877868 sec): 3 clusters Score: Raw -462045.108083 + Penalty 2871.632519 = -459173.475564 nChanged 185 SP:Iteration 9Q (2956.902077 sec): 3 clusters Score: Raw -462115.559447 + Penalty 2871.632519 = -459243.926928 nChanged 166 SP:Iteration 10Q (2956.926483 sec): 3 clusters Score: Raw -462179.313638 + Penalty 2871.632519 = -459307.681119 nChanged 170 SP:Iteration 11Q (2956.950973 sec): 3 clusters Score: Raw -462248.463483 + Penalty 2871.632519 = -459376.830964 nChanged 184 SP:Iteration 12Q (2956.975288 sec): 3 clusters Score: Raw -462327.980310 + Penalty 2871.632519 = -459456.347791 nChanged 199 SP:Iteration 13Q (2956.999516 sec): 3 clusters Score: Raw -462409.926021 + Penalty 2871.632519 = -459538.293501 nChanged 199 SP:Iteration 14Q (2957.023767 sec): 3 clusters Score: Raw -462488.427123 + Penalty 2871.632519 = -459616.794604 nChanged 199 SP:Iteration 15Q (2957.047981 sec): 3 clusters Score: Raw -462568.839534 + Penalty 2871.632519 = -459697.207015 nChanged 206 SP:Iteration 16Q (2957.072338 sec): 3 clusters Score: Raw -462663.415719 + Penalty 2871.632519 = -459791.783200 nChanged 199 SP:Iteration 17Q (2957.096640 sec): 3 clusters Score: Raw -462752.202795 + Penalty 2871.632519 = -459880.570276 nChanged 168 SP:Iteration 18Q (2957.120932 sec): 3 clusters Score: Raw -462825.100910 + Penalty 2871.632519 = -459953.468391 nChanged 163 SP:Iteration 19Q (2957.145317 sec): 3 clusters Score: Raw -462899.456941 + Penalty 2871.632519 = -460027.824422 nChanged 169 SP:Iteration 20F (2957.169674 sec): 3 clusters Score: Raw -462979.402832 + Penalty 2871.632519 = -460107.770313 nChanged 174 SP:Iteration 21Q (2957.193995 sec): 3 clusters Score: Raw -463062.947523 + Penalty 2871.632519 = -460191.315004 nChanged 152 SP:Iteration 22Q (2957.218449 sec): 3 clusters Score: Raw -463129.885034 + Penalty 2871.632519 = -460258.252515 nChanged 145 SP:Iteration 23Q (2957.242972 sec): 3 clusters Score: Raw -463204.583141 + Penalty 2871.632519 = -460332.950622 nChanged 133 SP:Iteration 24Q (2957.267378 sec): 3 clusters Score: Raw -463266.509100 + Penalty 2871.632519 = -460394.876581 nChanged 106 SP:Iteration 25Q (2957.291668 sec): 3 clusters Score: Raw -463314.271592 + Penalty 2871.632519 = -460442.639073 nChanged 108 SP:Iteration 26Q (2957.347196 sec): 3 clusters Score: Raw -463368.409259 + Penalty 2871.632519 = -460496.776740 nChanged 101 SP:Iteration 27Q (2957.371252 sec): 3 clusters Score: Raw -463421.618888 + Penalty 2871.632519 = -460549.986369 nChanged 87 SP:Iteration 28Q (2957.395419 sec): 3 clusters Score: Raw -463466.035722 + Penalty 2871.632519 = -460594.403203 nChanged 70 SP:Iteration 29Q (2957.419014 sec): 3 clusters Score: Raw -463501.326616 + Penalty 2871.632519 = -460629.694097 nChanged 71 SP:Iteration 30Q (2957.443032 sec): 3 clusters Score: Raw -463539.430268 + Penalty 2871.632519 = -460667.797749 nChanged 72 SP:Iteration 31Q (2957.467070 sec): 3 clusters Score: Raw -463581.029546 + Penalty 2871.632519 = -460709.397027 nChanged 56 SP:Iteration 32Q (2957.490686 sec): 3 clusters Score: Raw -463615.063235 + Penalty 2871.632519 = -460743.430716 nChanged 48 SP:Iteration 33Q (2957.514094 sec): 3 clusters Score: Raw -463641.869150 + Penalty 2871.632519 = -460770.236630 nChanged 40 SP:Iteration 34Q (2957.537235 sec): 3 clusters Score: Raw -463664.941196 + Penalty 2871.632519 = -460793.308677 nChanged 38 SP:Iteration 35Q (2957.560380 sec): 3 clusters Score: Raw -463683.986591 + Penalty 2871.632519 = -460812.354072 nChanged 36 SP:Iteration 36Q (2957.583604 sec): 3 clusters Score: Raw -463702.350958 + Penalty 2871.632519 = -460830.718439 nChanged 25 SP:Iteration 37Q (2957.606521 sec): 3 clusters Score: Raw -463717.277765 + Penalty 2871.632519 = -460845.645246 nChanged 22 SP:Iteration 38Q (2957.629526 sec): 3 clusters Score: Raw -463732.192237 + Penalty 2871.632519 = -460860.559718 nChanged 23 SP:Iteration 39Q (2957.652316 sec): 3 clusters Score: Raw -463745.649377 + Penalty 2871.632519 = -460874.016858 nChanged 14 SP:Iteration 40F (2957.676585 sec): 3 clusters Score: Raw -463754.096163 + Penalty 2871.632519 = -460882.463644 nChanged 14 SP:Iteration 41Q (2957.699310 sec): 3 clusters Score: Raw -463761.118108 + Penalty 2871.632519 = -460889.485589 nChanged 14 SP:Iteration 42Q (2957.721746 sec): 3 clusters Score: Raw -463769.869722 + Penalty 2871.632519 = -460898.237203 nChanged 7 SP:Iteration 43Q (2957.744189 sec): 3 clusters Score: Raw -463774.281150 + Penalty 2871.632519 = -460902.648631 nChanged 11 SP:Iteration 44Q (2957.766868 sec): 3 clusters Score: Raw -463783.288371 + Penalty 2871.632519 = -460911.655852 nChanged 8 SP:Iteration 45Q (2957.789313 sec): 3 clusters Score: Raw -463788.624037 + Penalty 2871.632519 = -460916.991518 nChanged 5 SP:Iteration 46Q (2957.811726 sec): 3 clusters Score: Raw -463791.402584 + Penalty 2871.632519 = -460919.770065 nChanged 6 SP:Iteration 47Q (2957.834224 sec): 3 clusters Score: Raw -463797.550546 + Penalty 2871.632519 = -460925.918027 nChanged 6 SP:Iteration 48Q (2957.856833 sec): 3 clusters Score: Raw -463802.379813 + Penalty 2871.632519 = -460930.747293 nChanged 4 SP:Iteration 49Q (2957.879220 sec): 3 clusters Score: Raw -463805.807816 + Penalty 2871.632519 = -460934.175297 nChanged 5 SP:Iteration 50Q (2957.901285 sec): 3 clusters Score: Raw -463809.637920 + Penalty 2871.632519 = -460938.005401 nChanged 8 SP:Iteration 51Q (2957.923753 sec): 3 clusters Score: Raw -463814.273661 + Penalty 2871.632519 = -460942.641142 nChanged 8 SP:Iteration 52Q (2957.945937 sec): 3 clusters Score: Raw -463818.572920 + Penalty 2871.632519 = -460946.940401 nChanged 9 SP:Iteration 53Q (2957.968257 sec): 3 clusters Score: Raw -463823.922134 + Penalty 2871.632519 = -460952.289615 nChanged 5 SP:Iteration 54Q (2957.990508 sec): 3 clusters Score: Raw -463826.650200 + Penalty 2871.632519 = -460955.017681 nChanged 5 SP:Iteration 55Q (2958.012759 sec): 3 clusters Score: Raw -463829.191010 + Penalty 2871.632519 = -460957.558491 nChanged 1 SP:Iteration 56Q (2958.034968 sec): 3 clusters Score: Raw -463829.714540 + Penalty 2871.632519 = -460958.082021 nChanged 2 SP:Iteration 57Q (2958.057204 sec): 3 clusters Score: Raw -463830.503082 + Penalty 2871.632519 = -460958.870563 nChanged 2 SP:Iteration 58Q (2958.079506 sec): 3 clusters Score: Raw -463830.937615 + Penalty 2871.632519 = -460959.305096 nChanged 0 SP:Iteration 59F (2958.104011 sec): 3 clusters Score: Raw -463830.937615 + Penalty 2871.632519 = -460959.305096 nChanged 0 Trying to split cluster 19 (1711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2958.119030 sec): 2 clusters Score: Raw -92107.885479 + Penalty 1209.785407 = -90898.100072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2958.128191 sec): 3 clusters Score: Raw -91457.713654 + Penalty 2419.570814 = -89038.142840 nChanged 589 SP:Iteration 1F (2958.136808 sec): 3 clusters Score: Raw -91908.918600 + Penalty 2419.570814 = -89489.347786 nChanged 158 SP:Iteration 2F (2958.145469 sec): 3 clusters Score: Raw -92118.005112 + Penalty 2419.570814 = -89698.434298 nChanged 120 SP:Iteration 3F (2958.154263 sec): 3 clusters Score: Raw -92338.394254 + Penalty 2419.570814 = -89918.823440 nChanged 103 SP:Iteration 4F (2958.162822 sec): 3 clusters Score: Raw -92483.095976 + Penalty 2419.570814 = -90063.525162 nChanged 86 SP:Iteration 5F (2958.171411 sec): 3 clusters Score: Raw -92586.398559 + Penalty 2419.570814 = -90166.827745 nChanged 63 SP:Iteration 6Q (2958.179935 sec): 3 clusters Score: Raw -92650.550454 + Penalty 2419.570814 = -90230.979640 nChanged 65 SP:Iteration 7Q (2958.188428 sec): 3 clusters Score: Raw -92711.467530 + Penalty 2419.570814 = -90291.896716 nChanged 61 SP:Iteration 8Q (2958.196901 sec): 3 clusters Score: Raw -92770.981815 + Penalty 2419.570814 = -90351.411001 nChanged 63 SP:Iteration 9Q (2958.205389 sec): 3 clusters Score: Raw -92848.540154 + Penalty 2419.570814 = -90428.969340 nChanged 70 SP:Iteration 10Q (2958.213843 sec): 3 clusters Score: Raw -92946.555266 + Penalty 2419.570814 = -90526.984452 nChanged 70 SP:Iteration 11Q (2958.222252 sec): 3 clusters Score: Raw -93041.340520 + Penalty 2419.570814 = -90621.769706 nChanged 64 SP:Iteration 12Q (2958.230634 sec): 3 clusters Score: Raw -93110.380767 + Penalty 2419.570814 = -90690.809953 nChanged 45 SP:Iteration 13Q (2958.238995 sec): 3 clusters Score: Raw -93166.671907 + Penalty 2419.570814 = -90747.101093 nChanged 38 SP:Iteration 14Q (2958.247308 sec): 3 clusters Score: Raw -93196.949843 + Penalty 2419.570814 = -90777.379029 nChanged 25 SP:Iteration 15Q (2958.255522 sec): 3 clusters Score: Raw -93224.148020 + Penalty 2419.570814 = -90804.577206 nChanged 20 SP:Iteration 16Q (2958.263771 sec): 3 clusters Score: Raw -93245.695739 + Penalty 2419.570814 = -90826.124925 nChanged 13 SP:Iteration 17Q (2958.272031 sec): 3 clusters Score: Raw -93259.460781 + Penalty 2419.570814 = -90839.889967 nChanged 6 SP:Iteration 18Q (2958.280276 sec): 3 clusters Score: Raw -93263.277474 + Penalty 2419.570814 = -90843.706660 nChanged 2 SP:Iteration 19Q (2958.288506 sec): 3 clusters Score: Raw -93264.204741 + Penalty 2419.570814 = -90844.633927 nChanged 4 SP:Iteration 20F (2958.297118 sec): 3 clusters Score: Raw -93272.022485 + Penalty 2419.570814 = -90852.451671 nChanged 5 SP:Iteration 21Q (2958.305322 sec): 3 clusters Score: Raw -93281.830736 + Penalty 2419.570814 = -90862.259922 nChanged 9 SP:Iteration 22Q (2958.313585 sec): 3 clusters Score: Raw -93294.449966 + Penalty 2419.570814 = -90874.879152 nChanged 7 SP:Iteration 23Q (2958.321847 sec): 3 clusters Score: Raw -93300.207433 + Penalty 2419.570814 = -90880.636619 nChanged 5 SP:Iteration 24Q (2958.330114 sec): 3 clusters Score: Raw -93305.283933 + Penalty 2419.570814 = -90885.713119 nChanged 3 SP:Iteration 25Q (2958.338290 sec): 3 clusters Score: Raw -93308.576084 + Penalty 2419.570814 = -90889.005270 nChanged 6 SP:Iteration 26Q (2958.346532 sec): 3 clusters Score: Raw -93316.662336 + Penalty 2419.570814 = -90897.091522 nChanged 8 SP:Iteration 27Q (2958.354779 sec): 3 clusters Score: Raw -93323.035723 + Penalty 2419.570814 = -90903.464908 nChanged 6 SP:Iteration 28Q (2958.362983 sec): 3 clusters Score: Raw -93338.382395 + Penalty 2419.570814 = -90918.811581 nChanged 5 SP:Iteration 29Q (2958.371215 sec): 3 clusters Score: Raw -93340.868252 + Penalty 2419.570814 = -90921.297438 nChanged 2 SP:Iteration 30Q (2958.379427 sec): 3 clusters Score: Raw -93342.292828 + Penalty 2419.570814 = -90922.722014 nChanged 1 SP:Iteration 31Q (2958.387621 sec): 3 clusters Score: Raw -93342.565972 + Penalty 2419.570814 = -90922.995158 nChanged 0 SP:Iteration 32F (2958.396261 sec): 3 clusters Score: Raw -93342.565972 + Penalty 2419.570814 = -90922.995158 nChanged 0 Score: Raw -27543369.928050 + Penalty 73863.129566 = -27469506.798484 Splitting cluster 19 changes total score from -27470380.191776 to -27469506.798484 So it's not getting split. Trying to split cluster 20 (7191 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2967.700720 sec): 2 clusters Score: Raw -461279.062654 + Penalty 1443.095148 = -459835.967507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2967.725071 sec): 3 clusters Score: Raw -457416.963876 + Penalty 2886.190295 = -454530.773581 nChanged 2973 SP:Iteration 1F (2967.748743 sec): 3 clusters Score: Raw -459056.367741 + Penalty 2886.190295 = -456170.177446 nChanged 457 SP:Iteration 2F (2967.772379 sec): 3 clusters Score: Raw -459276.814652 + Penalty 2886.190295 = -456390.624357 nChanged 367 SP:Iteration 3F (2967.795983 sec): 3 clusters Score: Raw -459463.210849 + Penalty 2886.190295 = -456577.020554 nChanged 308 SP:Iteration 4Q (2967.819893 sec): 3 clusters Score: Raw -459619.208693 + Penalty 2886.190295 = -456733.018398 nChanged 325 SP:Iteration 5Q (2967.843739 sec): 3 clusters Score: Raw -459807.225381 + Penalty 2886.190295 = -456921.035086 nChanged 331 SP:Iteration 6Q (2967.867541 sec): 3 clusters Score: Raw -460009.742224 + Penalty 2886.190295 = -457123.551929 nChanged 345 SP:Iteration 7Q (2967.891517 sec): 3 clusters Score: Raw -460234.526619 + Penalty 2886.190295 = -457348.336324 nChanged 298 SP:Iteration 8Q (2967.915097 sec): 3 clusters Score: Raw -460428.008572 + Penalty 2886.190295 = -457541.818277 nChanged 279 SP:Iteration 9Q (2967.938953 sec): 3 clusters Score: Raw -460613.737683 + Penalty 2886.190295 = -457727.547388 nChanged 265 SP:Iteration 10Q (2967.962593 sec): 3 clusters Score: Raw -460809.901483 + Penalty 2886.190295 = -457923.711188 nChanged 225 SP:Iteration 11Q (2967.986049 sec): 3 clusters Score: Raw -460984.723350 + Penalty 2886.190295 = -458098.533055 nChanged 164 SP:Iteration 12Q (2968.009218 sec): 3 clusters Score: Raw -461114.534850 + Penalty 2886.190295 = -458228.344555 nChanged 116 SP:Iteration 13Q (2968.032260 sec): 3 clusters Score: Raw -461195.883992 + Penalty 2886.190295 = -458309.693697 nChanged 88 SP:Iteration 14Q (2968.055087 sec): 3 clusters Score: Raw -461270.881022 + Penalty 2886.190295 = -458384.690727 nChanged 76 SP:Iteration 15Q (2968.077809 sec): 3 clusters Score: Raw -461318.813951 + Penalty 2886.190295 = -458432.623656 nChanged 61 SP:Iteration 16Q (2968.100255 sec): 3 clusters Score: Raw -461356.795468 + Penalty 2886.190295 = -458470.605173 nChanged 55 SP:Iteration 17Q (2968.122619 sec): 3 clusters Score: Raw -461397.868542 + Penalty 2886.190295 = -458511.678247 nChanged 54 SP:Iteration 18Q (2968.144941 sec): 3 clusters Score: Raw -461436.685474 + Penalty 2886.190295 = -458550.495179 nChanged 36 SP:Iteration 19Q (2968.166982 sec): 3 clusters Score: Raw -461465.779219 + Penalty 2886.190295 = -458579.588924 nChanged 46 SP:Iteration 20F (2968.190503 sec): 3 clusters Score: Raw -461500.004569 + Penalty 2886.190295 = -458613.814274 nChanged 39 SP:Iteration 21Q (2968.212532 sec): 3 clusters Score: Raw -461521.587363 + Penalty 2886.190295 = -458635.397068 nChanged 28 SP:Iteration 22Q (2968.234278 sec): 3 clusters Score: Raw -461535.898560 + Penalty 2886.190295 = -458649.708265 nChanged 32 SP:Iteration 23Q (2968.255966 sec): 3 clusters Score: Raw -461555.220135 + Penalty 2886.190295 = -458669.029840 nChanged 35 SP:Iteration 24Q (2968.277528 sec): 3 clusters Score: Raw -461582.746243 + Penalty 2886.190295 = -458696.555948 nChanged 36 SP:Iteration 25Q (2968.299283 sec): 3 clusters Score: Raw -461606.621732 + Penalty 2886.190295 = -458720.431437 nChanged 36 SP:Iteration 26Q (2968.321086 sec): 3 clusters Score: Raw -461631.456539 + Penalty 2886.190295 = -458745.266244 nChanged 29 SP:Iteration 27Q (2968.342676 sec): 3 clusters Score: Raw -461646.156916 + Penalty 2886.190295 = -458759.966621 nChanged 20 SP:Iteration 28Q (2968.364383 sec): 3 clusters Score: Raw -461658.448961 + Penalty 2886.190295 = -458772.258666 nChanged 18 SP:Iteration 29Q (2968.385700 sec): 3 clusters Score: Raw -461665.396543 + Penalty 2886.190295 = -458779.206248 nChanged 10 SP:Iteration 30Q (2968.407244 sec): 3 clusters Score: Raw -461670.114033 + Penalty 2886.190295 = -458783.923738 nChanged 14 SP:Iteration 31Q (2968.428976 sec): 3 clusters Score: Raw -461675.556379 + Penalty 2886.190295 = -458789.366084 nChanged 9 SP:Iteration 32Q (2968.450684 sec): 3 clusters Score: Raw -461680.003249 + Penalty 2886.190295 = -458793.812954 nChanged 3 SP:Iteration 33Q (2968.472220 sec): 3 clusters Score: Raw -461681.157736 + Penalty 2886.190295 = -458794.967441 nChanged 1 SP:Iteration 34Q (2968.493893 sec): 3 clusters Score: Raw -461681.323761 + Penalty 2886.190295 = -458795.133466 nChanged 0 SP:Iteration 35F (2968.517547 sec): 3 clusters Score: Raw -461681.323761 + Penalty 2886.190295 = -458795.133466 nChanged 0 Trying to split cluster 21 (7754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2968.538742 sec): 2 clusters Score: Raw -506485.358616 + Penalty 1455.344169 = -505030.014447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2968.564137 sec): 3 clusters Score: Raw -502157.385592 + Penalty 2910.688338 = -499246.697254 nChanged 3311 SP:Iteration 1F (2968.588979 sec): 3 clusters Score: Raw -503947.770160 + Penalty 2910.688338 = -501037.081822 nChanged 461 SP:Iteration 2F (2968.613908 sec): 3 clusters Score: Raw -504140.030026 + Penalty 2910.688338 = -501229.341687 nChanged 362 SP:Iteration 3Q (2968.638665 sec): 3 clusters Score: Raw -504279.653625 + Penalty 2910.688338 = -501368.965286 nChanged 307 SP:Iteration 4Q (2968.663673 sec): 3 clusters Score: Raw -504399.792093 + Penalty 2910.688338 = -501489.103755 nChanged 261 SP:Iteration 5Q (2968.688604 sec): 3 clusters Score: Raw -504514.783979 + Penalty 2910.688338 = -501604.095641 nChanged 265 SP:Iteration 6Q (2968.713508 sec): 3 clusters Score: Raw -504631.798334 + Penalty 2910.688338 = -501721.109995 nChanged 259 SP:Iteration 7Q (2968.738553 sec): 3 clusters Score: Raw -504764.354574 + Penalty 2910.688338 = -501853.666236 nChanged 282 SP:Iteration 8Q (2968.763474 sec): 3 clusters Score: Raw -504911.051845 + Penalty 2910.688338 = -502000.363507 nChanged 286 SP:Iteration 9Q (2968.788293 sec): 3 clusters Score: Raw -505068.704078 + Penalty 2910.688338 = -502158.015739 nChanged 312 SP:Iteration 10Q (2968.813118 sec): 3 clusters Score: Raw -505242.898090 + Penalty 2910.688338 = -502332.209752 nChanged 279 SP:Iteration 11Q (2968.837864 sec): 3 clusters Score: Raw -505383.938556 + Penalty 2910.688338 = -502473.250217 nChanged 251 SP:Iteration 12Q (2968.862452 sec): 3 clusters Score: Raw -505503.328555 + Penalty 2910.688338 = -502592.640217 nChanged 251 SP:Iteration 13Q (2968.887320 sec): 3 clusters Score: Raw -505640.649053 + Penalty 2910.688338 = -502729.960715 nChanged 266 SP:Iteration 14Q (2968.911927 sec): 3 clusters Score: Raw -505795.990890 + Penalty 2910.688338 = -502885.302551 nChanged 272 SP:Iteration 15Q (2968.936441 sec): 3 clusters Score: Raw -505942.536530 + Penalty 2910.688338 = -503031.848191 nChanged 246 SP:Iteration 16Q (2968.960958 sec): 3 clusters Score: Raw -506048.200393 + Penalty 2910.688338 = -503137.512054 nChanged 168 SP:Iteration 17Q (2968.985408 sec): 3 clusters Score: Raw -506112.501366 + Penalty 2910.688338 = -503201.813027 nChanged 151 SP:Iteration 18Q (2969.009846 sec): 3 clusters Score: Raw -506174.608692 + Penalty 2910.688338 = -503263.920353 nChanged 142 SP:Iteration 19Q (2969.034027 sec): 3 clusters Score: Raw -506232.158506 + Penalty 2910.688338 = -503321.470167 nChanged 132 SP:Iteration 20F (2969.058951 sec): 3 clusters Score: Raw -506285.943473 + Penalty 2910.688338 = -503375.255135 nChanged 111 SP:Iteration 21Q (2969.090047 sec): 3 clusters Score: Raw -506324.935841 + Penalty 2910.688338 = -503414.247503 nChanged 104 SP:Iteration 22Q (2969.114116 sec): 3 clusters Score: Raw -506360.345217 + Penalty 2910.688338 = -503449.656879 nChanged 81 SP:Iteration 23Q (2969.138372 sec): 3 clusters Score: Raw -506391.042253 + Penalty 2910.688338 = -503480.353914 nChanged 79 SP:Iteration 24Q (2969.162295 sec): 3 clusters Score: Raw -506414.772681 + Penalty 2910.688338 = -503504.084343 nChanged 67 SP:Iteration 25Q (2969.186574 sec): 3 clusters Score: Raw -506434.822593 + Penalty 2910.688338 = -503524.134255 nChanged 62 SP:Iteration 26Q (2969.210726 sec): 3 clusters Score: Raw -506452.227149 + Penalty 2910.688338 = -503541.538810 nChanged 58 SP:Iteration 27Q (2969.234788 sec): 3 clusters Score: Raw -506465.963556 + Penalty 2910.688338 = -503555.275217 nChanged 46 SP:Iteration 28Q (2969.258692 sec): 3 clusters Score: Raw -506478.474946 + Penalty 2910.688338 = -503567.786608 nChanged 48 SP:Iteration 29Q (2969.287238 sec): 3 clusters Score: Raw -506492.009280 + Penalty 2910.688338 = -503581.320942 nChanged 48 SP:Iteration 30Q (2969.322400 sec): 3 clusters Score: Raw -506504.254112 + Penalty 2910.688338 = -503593.565773 nChanged 46 SP:Iteration 31Q (2969.346286 sec): 3 clusters Score: Raw -506516.305643 + Penalty 2910.688338 = -503605.617305 nChanged 44 SP:Iteration 32Q (2969.370426 sec): 3 clusters Score: Raw -506526.351339 + Penalty 2910.688338 = -503615.663001 nChanged 38 SP:Iteration 33Q (2969.394393 sec): 3 clusters Score: Raw -506532.716745 + Penalty 2910.688338 = -503622.028407 nChanged 31 SP:Iteration 34Q (2969.418500 sec): 3 clusters Score: Raw -506538.007658 + Penalty 2910.688338 = -503627.319319 nChanged 25 SP:Iteration 35Q (2969.442430 sec): 3 clusters Score: Raw -506542.784546 + Penalty 2910.688338 = -503632.096207 nChanged 20 SP:Iteration 36Q (2969.466579 sec): 3 clusters Score: Raw -506546.220060 + Penalty 2910.688338 = -503635.531721 nChanged 6 SP:Iteration 37Q (2969.490612 sec): 3 clusters Score: Raw -506547.048427 + Penalty 2910.688338 = -503636.360089 nChanged 3 SP:Iteration 38Q (2969.514650 sec): 3 clusters Score: Raw -506547.495007 + Penalty 2910.688338 = -503636.806669 nChanged 2 SP:Iteration 39Q (2969.538666 sec): 3 clusters Score: Raw -506547.799962 + Penalty 2910.688338 = -503637.111623 nChanged 1 SP:Iteration 40F (2969.563651 sec): 3 clusters Score: Raw -506547.927532 + Penalty 2910.688338 = -503637.239194 nChanged 0 Trying to split cluster 22 (2596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2969.579412 sec): 2 clusters Score: Raw -164664.444693 + Penalty 1277.530650 = -163386.914042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2969.593099 sec): 3 clusters Score: Raw -163450.048312 + Penalty 2555.061300 = -160894.987012 nChanged 967 SP:Iteration 1F (2969.605952 sec): 3 clusters Score: Raw -164128.243091 + Penalty 2555.061300 = -161573.181791 nChanged 272 SP:Iteration 2F (2969.618712 sec): 3 clusters Score: Raw -164356.169719 + Penalty 2555.061300 = -161801.108419 nChanged 163 SP:Iteration 3F (2969.631436 sec): 3 clusters Score: Raw -164493.676755 + Penalty 2555.061300 = -161938.615454 nChanged 115 SP:Iteration 4Q (2969.644278 sec): 3 clusters Score: Raw -164590.676382 + Penalty 2555.061300 = -162035.615082 nChanged 104 SP:Iteration 5Q (2969.656970 sec): 3 clusters Score: Raw -164687.501921 + Penalty 2555.061300 = -162132.440621 nChanged 105 SP:Iteration 6Q (2969.669662 sec): 3 clusters Score: Raw -164793.531082 + Penalty 2555.061300 = -162238.469782 nChanged 101 SP:Iteration 7Q (2969.682465 sec): 3 clusters Score: Raw -164913.478784 + Penalty 2555.061300 = -162358.417483 nChanged 109 SP:Iteration 8Q (2969.695119 sec): 3 clusters Score: Raw -165082.216752 + Penalty 2555.061300 = -162527.155451 nChanged 110 SP:Iteration 9Q (2969.707750 sec): 3 clusters Score: Raw -165222.744347 + Penalty 2555.061300 = -162667.683047 nChanged 84 SP:Iteration 10Q (2969.720410 sec): 3 clusters Score: Raw -165309.597261 + Penalty 2555.061300 = -162754.535961 nChanged 75 SP:Iteration 11Q (2969.733008 sec): 3 clusters Score: Raw -165386.468533 + Penalty 2555.061300 = -162831.407232 nChanged 57 SP:Iteration 12Q (2969.745664 sec): 3 clusters Score: Raw -165423.127625 + Penalty 2555.061300 = -162868.066325 nChanged 34 SP:Iteration 13Q (2969.758264 sec): 3 clusters Score: Raw -165440.774839 + Penalty 2555.061300 = -162885.713539 nChanged 25 SP:Iteration 14Q (2969.770856 sec): 3 clusters Score: Raw -165455.590182 + Penalty 2555.061300 = -162900.528882 nChanged 27 SP:Iteration 15Q (2969.783317 sec): 3 clusters Score: Raw -165471.302438 + Penalty 2555.061300 = -162916.241138 nChanged 16 SP:Iteration 16Q (2969.795915 sec): 3 clusters Score: Raw -165477.444912 + Penalty 2555.061300 = -162922.383611 nChanged 12 SP:Iteration 17Q (2969.808509 sec): 3 clusters Score: Raw -165482.519735 + Penalty 2555.061300 = -162927.458435 nChanged 11 SP:Iteration 18Q (2969.821076 sec): 3 clusters Score: Raw -165488.450344 + Penalty 2555.061300 = -162933.389043 nChanged 8 SP:Iteration 19Q (2969.833617 sec): 3 clusters Score: Raw -165492.073696 + Penalty 2555.061300 = -162937.012395 nChanged 10 SP:Iteration 20F (2969.846299 sec): 3 clusters Score: Raw -165497.739752 + Penalty 2555.061300 = -162942.678452 nChanged 13 SP:Iteration 21Q (2969.858881 sec): 3 clusters Score: Raw -165503.682944 + Penalty 2555.061300 = -162948.621644 nChanged 7 SP:Iteration 22Q (2969.871531 sec): 3 clusters Score: Raw -165507.271115 + Penalty 2555.061300 = -162952.209815 nChanged 6 SP:Iteration 23Q (2969.884095 sec): 3 clusters Score: Raw -165509.806648 + Penalty 2555.061300 = -162954.745348 nChanged 8 SP:Iteration 24Q (2969.896539 sec): 3 clusters Score: Raw -165515.675297 + Penalty 2555.061300 = -162960.613996 nChanged 8 SP:Iteration 25Q (2969.909113 sec): 3 clusters Score: Raw -165519.713115 + Penalty 2555.061300 = -162964.651815 nChanged 5 SP:Iteration 26Q (2969.921552 sec): 3 clusters Score: Raw -165521.380885 + Penalty 2555.061300 = -162966.319584 nChanged 3 SP:Iteration 27Q (2969.934133 sec): 3 clusters Score: Raw -165522.398825 + Penalty 2555.061300 = -162967.337525 nChanged 1 SP:Iteration 28Q (2969.946568 sec): 3 clusters Score: Raw -165522.602407 + Penalty 2555.061300 = -162967.541107 nChanged 1 SP:Iteration 29Q (2969.959098 sec): 3 clusters Score: Raw -165522.963605 + Penalty 2555.061300 = -162967.902305 nChanged 2 SP:Iteration 30Q (2969.971568 sec): 3 clusters Score: Raw -165523.484069 + Penalty 2555.061300 = -162968.422768 nChanged 1 SP:Iteration 31Q (2969.984033 sec): 3 clusters Score: Raw -165523.949620 + Penalty 2555.061300 = -162968.888320 nChanged 2 SP:Iteration 32Q (2969.996594 sec): 3 clusters Score: Raw -165525.306789 + Penalty 2555.061300 = -162970.245488 nChanged 4 SP:Iteration 33Q (2970.009141 sec): 3 clusters Score: Raw -165527.949969 + Penalty 2555.061300 = -162972.888668 nChanged 2 SP:Iteration 34Q (2970.021566 sec): 3 clusters Score: Raw -165528.877170 + Penalty 2555.061300 = -162973.815869 nChanged 3 SP:Iteration 35Q (2970.034133 sec): 3 clusters Score: Raw -165529.848756 + Penalty 2555.061300 = -162974.787456 nChanged 2 SP:Iteration 36Q (2970.046673 sec): 3 clusters Score: Raw -165530.394916 + Penalty 2555.061300 = -162975.333616 nChanged 0 SP:Iteration 37F (2970.059350 sec): 3 clusters Score: Raw -165530.394916 + Penalty 2555.061300 = -162975.333616 nChanged 0 Trying to split cluster 23 (4477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2970.077510 sec): 2 clusters Score: Raw -313629.736854 + Penalty 1366.090124 = -312263.646729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2970.098217 sec): 3 clusters Score: Raw -311293.704188 + Penalty 2732.180249 = -308561.523939 nChanged 1772 SP:Iteration 1F (2970.118500 sec): 3 clusters Score: Raw -312280.283566 + Penalty 2732.180249 = -309548.103317 nChanged 324 SP:Iteration 2F (2970.138184 sec): 3 clusters Score: Raw -312456.664338 + Penalty 2732.180249 = -309724.484089 nChanged 255 SP:Iteration 3F (2970.158237 sec): 3 clusters Score: Raw -312598.216577 + Penalty 2732.180249 = -309866.036328 nChanged 217 SP:Iteration 4Q (2970.178402 sec): 3 clusters Score: Raw -312703.875939 + Penalty 2732.180249 = -309971.695690 nChanged 162 SP:Iteration 5Q (2970.198373 sec): 3 clusters Score: Raw -312781.954463 + Penalty 2732.180249 = -310049.774214 nChanged 155 SP:Iteration 6Q (2970.218331 sec): 3 clusters Score: Raw -312860.135199 + Penalty 2732.180249 = -310127.954950 nChanged 168 SP:Iteration 7Q (2970.238372 sec): 3 clusters Score: Raw -312953.038895 + Penalty 2732.180249 = -310220.858646 nChanged 160 SP:Iteration 8Q (2970.258213 sec): 3 clusters Score: Raw -313053.314471 + Penalty 2732.180249 = -310321.134222 nChanged 150 SP:Iteration 9Q (2970.278442 sec): 3 clusters Score: Raw -313150.151205 + Penalty 2732.180249 = -310417.970956 nChanged 141 SP:Iteration 10Q (2970.298341 sec): 3 clusters Score: Raw -313244.310530 + Penalty 2732.180249 = -310512.130281 nChanged 129 SP:Iteration 11Q (2970.317955 sec): 3 clusters Score: Raw -313338.846849 + Penalty 2732.180249 = -310606.666600 nChanged 125 SP:Iteration 12Q (2970.337510 sec): 3 clusters Score: Raw -313427.462283 + Penalty 2732.180249 = -310695.282034 nChanged 114 SP:Iteration 13Q (2970.357422 sec): 3 clusters Score: Raw -313503.704463 + Penalty 2732.180249 = -310771.524214 nChanged 100 SP:Iteration 14Q (2970.377190 sec): 3 clusters Score: Raw -313565.815640 + Penalty 2732.180249 = -310833.635391 nChanged 75 SP:Iteration 15Q (2970.396653 sec): 3 clusters Score: Raw -313615.982990 + Penalty 2732.180249 = -310883.802741 nChanged 53 SP:Iteration 16Q (2970.416070 sec): 3 clusters Score: Raw -313648.887885 + Penalty 2732.180249 = -310916.707636 nChanged 54 SP:Iteration 17Q (2970.435528 sec): 3 clusters Score: Raw -313679.904480 + Penalty 2732.180249 = -310947.724231 nChanged 38 SP:Iteration 18Q (2970.454604 sec): 3 clusters Score: Raw -313698.334956 + Penalty 2732.180249 = -310966.154707 nChanged 24 SP:Iteration 19Q (2970.473827 sec): 3 clusters Score: Raw -313711.314031 + Penalty 2732.180249 = -310979.133782 nChanged 17 SP:Iteration 20F (2970.493621 sec): 3 clusters Score: Raw -313721.412630 + Penalty 2732.180249 = -310989.232381 nChanged 13 SP:Iteration 21Q (2970.512567 sec): 3 clusters Score: Raw -313730.063332 + Penalty 2732.180249 = -310997.883083 nChanged 13 SP:Iteration 22Q (2970.531317 sec): 3 clusters Score: Raw -313739.391976 + Penalty 2732.180249 = -311007.211727 nChanged 12 SP:Iteration 23Q (2970.550534 sec): 3 clusters Score: Raw -313747.741428 + Penalty 2732.180249 = -311015.561179 nChanged 10 SP:Iteration 24Q (2970.569553 sec): 3 clusters Score: Raw -313753.857532 + Penalty 2732.180249 = -311021.677283 nChanged 8 SP:Iteration 25Q (2970.588625 sec): 3 clusters Score: Raw -313757.535546 + Penalty 2732.180249 = -311025.355297 nChanged 6 SP:Iteration 26Q (2970.607396 sec): 3 clusters Score: Raw -313760.362081 + Penalty 2732.180249 = -311028.181832 nChanged 4 SP:Iteration 27Q (2970.626459 sec): 3 clusters Score: Raw -313761.975573 + Penalty 2732.180249 = -311029.795324 nChanged 3 SP:Iteration 28Q (2970.645408 sec): 3 clusters Score: Raw -313763.526503 + Penalty 2732.180249 = -311031.346254 nChanged 1 SP:Iteration 29Q (2970.664143 sec): 3 clusters Score: Raw -313764.173917 + Penalty 2732.180249 = -311031.993668 nChanged 2 SP:Iteration 30Q (2970.683198 sec): 3 clusters Score: Raw -313764.870434 + Penalty 2732.180249 = -311032.690185 nChanged 1 SP:Iteration 31Q (2970.702151 sec): 3 clusters Score: Raw -313766.400592 + Penalty 2732.180249 = -311034.220343 nChanged 3 SP:Iteration 32Q (2970.721017 sec): 3 clusters Score: Raw -313769.239726 + Penalty 2732.180249 = -311037.059477 nChanged 6 SP:Iteration 33Q (2970.739583 sec): 3 clusters Score: Raw -313772.857851 + Penalty 2732.180249 = -311040.677602 nChanged 5 SP:Iteration 34Q (2970.758412 sec): 3 clusters Score: Raw -313775.091759 + Penalty 2732.180249 = -311042.911510 nChanged 5 SP:Iteration 35Q (2970.777246 sec): 3 clusters Score: Raw -313779.594402 + Penalty 2732.180249 = -311047.414153 nChanged 4 SP:Iteration 36Q (2970.796030 sec): 3 clusters Score: Raw -313782.146682 + Penalty 2732.180249 = -311049.966433 nChanged 2 SP:Iteration 37Q (2970.814822 sec): 3 clusters Score: Raw -313783.583242 + Penalty 2732.180249 = -311051.402993 nChanged 0 SP:Iteration 38F (2970.834741 sec): 3 clusters Score: Raw -313783.583242 + Penalty 2732.180249 = -311051.402993 nChanged 0 Trying to split cluster 24 (6111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2970.854277 sec): 2 clusters Score: Raw -358461.975201 + Penalty 1416.649927 = -357045.325274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2970.876590 sec): 3 clusters Score: Raw -355214.342409 + Penalty 2833.299854 = -352381.042555 nChanged 2524 SP:Iteration 1F (2970.898398 sec): 3 clusters Score: Raw -356716.826204 + Penalty 2833.299854 = -353883.526350 nChanged 514 SP:Iteration 2F (2970.920576 sec): 3 clusters Score: Raw -357133.049491 + Penalty 2833.299854 = -354299.749637 nChanged 476 SP:Iteration 3F (2970.942761 sec): 3 clusters Score: Raw -357542.541185 + Penalty 2833.299854 = -354709.241331 nChanged 445 SP:Iteration 4F (2970.964912 sec): 3 clusters Score: Raw -358060.464092 + Penalty 2833.299854 = -355227.164238 nChanged 446 SP:Iteration 5F (2970.987150 sec): 3 clusters Score: Raw -358589.781373 + Penalty 2833.299854 = -355756.481519 nChanged 399 SP:Iteration 6F (2971.009303 sec): 3 clusters Score: Raw -358973.927528 + Penalty 2833.299854 = -356140.627674 nChanged 326 SP:Iteration 7F (2971.031412 sec): 3 clusters Score: Raw -359276.033115 + Penalty 2833.299854 = -356442.733261 nChanged 256 SP:Iteration 8Q (2971.052991 sec): 3 clusters Score: Raw -359449.493292 + Penalty 2833.299854 = -356616.193438 nChanged 150 SP:Iteration 9Q (2971.074852 sec): 3 clusters Score: Raw -359546.425069 + Penalty 2833.299854 = -356713.125215 nChanged 118 SP:Iteration 10Q (2971.096245 sec): 3 clusters Score: Raw -359610.022352 + Penalty 2833.299854 = -356776.722498 nChanged 92 SP:Iteration 11Q (2971.118032 sec): 3 clusters Score: Raw -359653.682201 + Penalty 2833.299854 = -356820.382347 nChanged 69 SP:Iteration 12Q (2971.139432 sec): 3 clusters Score: Raw -359679.066926 + Penalty 2833.299854 = -356845.767072 nChanged 52 SP:Iteration 13Q (2971.160745 sec): 3 clusters Score: Raw -359698.213628 + Penalty 2833.299854 = -356864.913774 nChanged 48 SP:Iteration 14Q (2971.182181 sec): 3 clusters Score: Raw -359713.216268 + Penalty 2833.299854 = -356879.916414 nChanged 36 SP:Iteration 15Q (2971.203657 sec): 3 clusters Score: Raw -359722.999546 + Penalty 2833.299854 = -356889.699692 nChanged 28 SP:Iteration 16Q (2971.224903 sec): 3 clusters Score: Raw -359730.656993 + Penalty 2833.299854 = -356897.357139 nChanged 21 SP:Iteration 17Q (2971.246318 sec): 3 clusters Score: Raw -359737.147662 + Penalty 2833.299854 = -356903.847808 nChanged 18 SP:Iteration 18Q (2971.267752 sec): 3 clusters Score: Raw -359742.927300 + Penalty 2833.299854 = -356909.627446 nChanged 16 SP:Iteration 19Q (2971.289040 sec): 3 clusters Score: Raw -359746.702677 + Penalty 2833.299854 = -356913.402823 nChanged 16 SP:Iteration 20F (2971.311174 sec): 3 clusters Score: Raw -359750.475962 + Penalty 2833.299854 = -356917.176108 nChanged 15 SP:Iteration 21Q (2971.332453 sec): 3 clusters Score: Raw -359754.179408 + Penalty 2833.299854 = -356920.879554 nChanged 11 SP:Iteration 22Q (2971.389404 sec): 3 clusters Score: Raw -359756.568245 + Penalty 2833.299854 = -356923.268390 nChanged 10 SP:Iteration 23Q (2971.411351 sec): 3 clusters Score: Raw -359758.075419 + Penalty 2833.299854 = -356924.775564 nChanged 9 SP:Iteration 24Q (2971.434879 sec): 3 clusters Score: Raw -359759.688598 + Penalty 2833.299854 = -356926.388744 nChanged 7 SP:Iteration 25Q (2971.461863 sec): 3 clusters Score: Raw -359760.652574 + Penalty 2833.299854 = -356927.352720 nChanged 9 SP:Iteration 26Q (2971.485166 sec): 3 clusters Score: Raw -359762.438421 + Penalty 2833.299854 = -356929.138567 nChanged 11 SP:Iteration 27Q (2971.506656 sec): 3 clusters Score: Raw -359765.385651 + Penalty 2833.299854 = -356932.085797 nChanged 8 SP:Iteration 28Q (2971.527837 sec): 3 clusters Score: Raw -359768.283770 + Penalty 2833.299854 = -356934.983916 nChanged 10 SP:Iteration 29Q (2971.549305 sec): 3 clusters Score: Raw -359770.621133 + Penalty 2833.299854 = -356937.321279 nChanged 8 SP:Iteration 30Q (2971.570480 sec): 3 clusters Score: Raw -359772.214330 + Penalty 2833.299854 = -356938.914476 nChanged 8 SP:Iteration 31Q (2971.591619 sec): 3 clusters Score: Raw -359773.159215 + Penalty 2833.299854 = -356939.859361 nChanged 6 SP:Iteration 32Q (2971.612892 sec): 3 clusters Score: Raw -359774.132191 + Penalty 2833.299854 = -356940.832337 nChanged 5 SP:Iteration 33Q (2971.633978 sec): 3 clusters Score: Raw -359775.058708 + Penalty 2833.299854 = -356941.758854 nChanged 5 SP:Iteration 34Q (2971.655456 sec): 3 clusters Score: Raw -359775.701484 + Penalty 2833.299854 = -356942.401630 nChanged 3 SP:Iteration 35Q (2971.676612 sec): 3 clusters Score: Raw -359775.909464 + Penalty 2833.299854 = -356942.609610 nChanged 1 SP:Iteration 36Q (2971.698052 sec): 3 clusters Score: Raw -359775.957113 + Penalty 2833.299854 = -356942.657258 nChanged 0 SP:Iteration 37F (2971.720449 sec): 3 clusters Score: Raw -359775.957113 + Penalty 2833.299854 = -356942.657258 nChanged 0 Trying to split cluster 25 (8244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2971.741895 sec): 2 clusters Score: Raw -576637.994629 + Penalty 1465.301653 = -575172.692976 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2971.767929 sec): 3 clusters Score: Raw -572121.138799 + Penalty 2930.603306 = -569190.535492 nChanged 3441 SP:Iteration 1F (2971.792922 sec): 3 clusters Score: Raw -573960.905129 + Penalty 2930.603306 = -571030.301822 nChanged 547 SP:Iteration 2F (2971.817811 sec): 3 clusters Score: Raw -574235.859931 + Penalty 2930.603306 = -571305.256624 nChanged 490 SP:Iteration 3F (2971.843007 sec): 3 clusters Score: Raw -574478.691372 + Penalty 2930.603306 = -571548.088066 nChanged 437 SP:Iteration 4F (2971.868086 sec): 3 clusters Score: Raw -574699.944283 + Penalty 2930.603306 = -571769.340977 nChanged 384 SP:Iteration 5Q (2971.893614 sec): 3 clusters Score: Raw -574890.036837 + Penalty 2930.603306 = -571959.433530 nChanged 374 SP:Iteration 6Q (2971.919130 sec): 3 clusters Score: Raw -575076.612670 + Penalty 2930.603306 = -572146.009364 nChanged 308 SP:Iteration 7Q (2971.944513 sec): 3 clusters Score: Raw -575225.338255 + Penalty 2930.603306 = -572294.734949 nChanged 272 SP:Iteration 8Q (2971.969791 sec): 3 clusters Score: Raw -575362.789831 + Penalty 2930.603306 = -572432.186525 nChanged 240 SP:Iteration 9Q (2971.995021 sec): 3 clusters Score: Raw -575503.532205 + Penalty 2930.603306 = -572572.928898 nChanged 263 SP:Iteration 10Q (2972.020443 sec): 3 clusters Score: Raw -575657.972430 + Penalty 2930.603306 = -572727.369124 nChanged 238 SP:Iteration 11Q (2972.045893 sec): 3 clusters Score: Raw -575807.313667 + Penalty 2930.603306 = -572876.710361 nChanged 227 SP:Iteration 12Q (2972.070916 sec): 3 clusters Score: Raw -575955.780535 + Penalty 2930.603306 = -573025.177229 nChanged 210 SP:Iteration 13Q (2972.095829 sec): 3 clusters Score: Raw -576090.945937 + Penalty 2930.603306 = -573160.342631 nChanged 166 SP:Iteration 14Q (2972.120597 sec): 3 clusters Score: Raw -576178.742626 + Penalty 2930.603306 = -573248.139319 nChanged 130 SP:Iteration 15Q (2972.145032 sec): 3 clusters Score: Raw -576243.742522 + Penalty 2930.603306 = -573313.139216 nChanged 108 SP:Iteration 16Q (2972.169416 sec): 3 clusters Score: Raw -576291.923632 + Penalty 2930.603306 = -573361.320326 nChanged 89 SP:Iteration 17Q (2972.193806 sec): 3 clusters Score: Raw -576329.560703 + Penalty 2930.603306 = -573398.957397 nChanged 66 SP:Iteration 18Q (2972.218005 sec): 3 clusters Score: Raw -576352.644965 + Penalty 2930.603306 = -573422.041658 nChanged 67 SP:Iteration 19Q (2972.242101 sec): 3 clusters Score: Raw -576374.704168 + Penalty 2930.603306 = -573444.100862 nChanged 51 SP:Iteration 20F (2972.267547 sec): 3 clusters Score: Raw -576393.564969 + Penalty 2930.603306 = -573462.961663 nChanged 54 SP:Iteration 21Q (2972.291616 sec): 3 clusters Score: Raw -576420.262769 + Penalty 2930.603306 = -573489.659462 nChanged 55 SP:Iteration 22Q (2972.315574 sec): 3 clusters Score: Raw -576445.434264 + Penalty 2930.603306 = -573514.830958 nChanged 50 SP:Iteration 23Q (2972.339509 sec): 3 clusters Score: Raw -576463.990280 + Penalty 2930.603306 = -573533.386974 nChanged 48 SP:Iteration 24Q (2972.363270 sec): 3 clusters Score: Raw -576480.409821 + Penalty 2930.603306 = -573549.806515 nChanged 38 SP:Iteration 25Q (2972.386866 sec): 3 clusters Score: Raw -576493.566493 + Penalty 2930.603306 = -573562.963187 nChanged 40 SP:Iteration 26Q (2972.410499 sec): 3 clusters Score: Raw -576506.868600 + Penalty 2930.603306 = -573576.265294 nChanged 40 SP:Iteration 27Q (2972.434238 sec): 3 clusters Score: Raw -576520.476051 + Penalty 2930.603306 = -573589.872745 nChanged 44 SP:Iteration 28Q (2972.458030 sec): 3 clusters Score: Raw -576535.237266 + Penalty 2930.603306 = -573604.633960 nChanged 52 SP:Iteration 29Q (2972.481736 sec): 3 clusters Score: Raw -576558.312645 + Penalty 2930.603306 = -573627.709339 nChanged 49 SP:Iteration 30Q (2972.505484 sec): 3 clusters Score: Raw -576576.554395 + Penalty 2930.603306 = -573645.951088 nChanged 38 SP:Iteration 31Q (2972.528832 sec): 3 clusters Score: Raw -576587.710321 + Penalty 2930.603306 = -573657.107015 nChanged 25 SP:Iteration 32Q (2972.552384 sec): 3 clusters Score: Raw -576594.580841 + Penalty 2930.603306 = -573663.977534 nChanged 20 SP:Iteration 33Q (2972.575915 sec): 3 clusters Score: Raw -576600.286658 + Penalty 2930.603306 = -573669.683352 nChanged 14 SP:Iteration 34Q (2972.599099 sec): 3 clusters Score: Raw -576605.738702 + Penalty 2930.603306 = -573675.135396 nChanged 17 SP:Iteration 35Q (2972.622570 sec): 3 clusters Score: Raw -576610.287563 + Penalty 2930.603306 = -573679.684257 nChanged 15 SP:Iteration 36Q (2972.645765 sec): 3 clusters Score: Raw -576613.450947 + Penalty 2930.603306 = -573682.847641 nChanged 13 SP:Iteration 37Q (2972.669201 sec): 3 clusters Score: Raw -576617.404050 + Penalty 2930.603306 = -573686.800744 nChanged 17 SP:Iteration 38Q (2972.692604 sec): 3 clusters Score: Raw -576623.508159 + Penalty 2930.603306 = -573692.904853 nChanged 15 SP:Iteration 39Q (2972.715910 sec): 3 clusters Score: Raw -576628.981471 + Penalty 2930.603306 = -573698.378165 nChanged 18 SP:Iteration 40F (2972.741052 sec): 3 clusters Score: Raw -576635.094372 + Penalty 2930.603306 = -573704.491066 nChanged 14 SP:Iteration 41Q (2972.764326 sec): 3 clusters Score: Raw -576639.113374 + Penalty 2930.603306 = -573708.510068 nChanged 9 SP:Iteration 42Q (2972.787503 sec): 3 clusters Score: Raw -576641.808228 + Penalty 2930.603306 = -573711.204921 nChanged 12 SP:Iteration 43Q (2972.810835 sec): 3 clusters Score: Raw -576644.922192 + Penalty 2930.603306 = -573714.318885 nChanged 8 SP:Iteration 44Q (2972.834199 sec): 3 clusters Score: Raw -576647.186280 + Penalty 2930.603306 = -573716.582973 nChanged 5 SP:Iteration 45Q (2972.857319 sec): 3 clusters Score: Raw -576648.048678 + Penalty 2930.603306 = -573717.445372 nChanged 0 SP:Iteration 46F (2972.882468 sec): 3 clusters Score: Raw -576648.048678 + Penalty 2930.603306 = -573717.445372 nChanged 0 Trying to split cluster 26 (12120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2972.909756 sec): 2 clusters Score: Raw -822585.916767 + Penalty 1527.924492 = -821057.992275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2972.941869 sec): 3 clusters Score: Raw -815526.243996 + Penalty 3055.848984 = -812470.395011 nChanged 5319 SP:Iteration 1F (2972.972203 sec): 3 clusters Score: Raw -818456.195074 + Penalty 3055.848984 = -815400.346090 nChanged 722 SP:Iteration 2F (2973.002761 sec): 3 clusters Score: Raw -818782.639824 + Penalty 3055.848984 = -815726.790839 nChanged 653 SP:Iteration 3F (2973.033116 sec): 3 clusters Score: Raw -819107.465844 + Penalty 3055.848984 = -816051.616859 nChanged 652 SP:Iteration 4F (2973.063735 sec): 3 clusters Score: Raw -819497.137267 + Penalty 3055.848984 = -816441.288282 nChanged 695 SP:Iteration 5F (2973.094247 sec): 3 clusters Score: Raw -820036.223364 + Penalty 3055.848984 = -816980.374380 nChanged 795 SP:Iteration 6F (2973.124572 sec): 3 clusters Score: Raw -820735.048495 + Penalty 3055.848984 = -817679.199510 nChanged 829 SP:Iteration 7F (2973.155251 sec): 3 clusters Score: Raw -821421.549943 + Penalty 3055.848984 = -818365.700959 nChanged 749 SP:Iteration 8F (2973.185966 sec): 3 clusters Score: Raw -821955.685491 + Penalty 3055.848984 = -818899.836506 nChanged 625 SP:Iteration 9F (2973.216604 sec): 3 clusters Score: Raw -822351.054708 + Penalty 3055.848984 = -819295.205723 nChanged 449 SP:Iteration 10Q (2973.246435 sec): 3 clusters Score: Raw -822592.364093 + Penalty 3055.848984 = -819536.515109 nChanged 360 SP:Iteration 11Q (2973.276494 sec): 3 clusters Score: Raw -822753.941532 + Penalty 3055.848984 = -819698.092547 nChanged 251 SP:Iteration 12Q (2973.305931 sec): 3 clusters Score: Raw -822848.223804 + Penalty 3055.848984 = -819792.374820 nChanged 174 SP:Iteration 13Q (2973.335548 sec): 3 clusters Score: Raw -822912.644500 + Penalty 3055.848984 = -819856.795516 nChanged 149 SP:Iteration 14Q (2973.365017 sec): 3 clusters Score: Raw -822953.253323 + Penalty 3055.848984 = -819897.404339 nChanged 109 SP:Iteration 15Q (2973.394261 sec): 3 clusters Score: Raw -822978.440750 + Penalty 3055.848984 = -819922.591766 nChanged 92 SP:Iteration 16Q (2973.423437 sec): 3 clusters Score: Raw -822995.697259 + Penalty 3055.848984 = -819939.848275 nChanged 68 SP:Iteration 17Q (2973.452559 sec): 3 clusters Score: Raw -823008.680242 + Penalty 3055.848984 = -819952.831257 nChanged 80 SP:Iteration 18Q (2973.481577 sec): 3 clusters Score: Raw -823024.182622 + Penalty 3055.848984 = -819968.333637 nChanged 70 SP:Iteration 19Q (2973.510793 sec): 3 clusters Score: Raw -823036.917124 + Penalty 3055.848984 = -819981.068139 nChanged 64 SP:Iteration 20F (2973.541336 sec): 3 clusters Score: Raw -823045.376262 + Penalty 3055.848984 = -819989.527278 nChanged 43 SP:Iteration 21Q (2973.570512 sec): 3 clusters Score: Raw -823051.826736 + Penalty 3055.848984 = -819995.977752 nChanged 40 SP:Iteration 22Q (2973.599521 sec): 3 clusters Score: Raw -823058.642241 + Penalty 3055.848984 = -820002.793257 nChanged 39 SP:Iteration 23Q (2973.628481 sec): 3 clusters Score: Raw -823064.223874 + Penalty 3055.848984 = -820008.374890 nChanged 39 SP:Iteration 24Q (2973.657676 sec): 3 clusters Score: Raw -823070.452492 + Penalty 3055.848984 = -820014.603508 nChanged 42 SP:Iteration 25Q (2973.686531 sec): 3 clusters Score: Raw -823076.073120 + Penalty 3055.848984 = -820020.224136 nChanged 35 SP:Iteration 26Q (2973.715588 sec): 3 clusters Score: Raw -823080.468296 + Penalty 3055.848984 = -820024.619312 nChanged 39 SP:Iteration 27Q (2973.744657 sec): 3 clusters Score: Raw -823085.818757 + Penalty 3055.848984 = -820029.969772 nChanged 30 SP:Iteration 28Q (2973.773412 sec): 3 clusters Score: Raw -823091.254853 + Penalty 3055.848984 = -820035.405869 nChanged 27 SP:Iteration 29Q (2973.802496 sec): 3 clusters Score: Raw -823095.375620 + Penalty 3055.848984 = -820039.526635 nChanged 24 SP:Iteration 30Q (2973.831376 sec): 3 clusters Score: Raw -823098.242618 + Penalty 3055.848984 = -820042.393634 nChanged 18 SP:Iteration 31Q (2973.860434 sec): 3 clusters Score: Raw -823100.773839 + Penalty 3055.848984 = -820044.924855 nChanged 20 SP:Iteration 32Q (2973.889740 sec): 3 clusters Score: Raw -823103.302414 + Penalty 3055.848984 = -820047.453429 nChanged 21 SP:Iteration 33Q (2973.918499 sec): 3 clusters Score: Raw -823105.409110 + Penalty 3055.848984 = -820049.560125 nChanged 19 SP:Iteration 34Q (2973.947361 sec): 3 clusters Score: Raw -823107.560480 + Penalty 3055.848984 = -820051.711496 nChanged 13 SP:Iteration 35Q (2973.976526 sec): 3 clusters Score: Raw -823108.933616 + Penalty 3055.848984 = -820053.084632 nChanged 20 SP:Iteration 36Q (2974.005586 sec): 3 clusters Score: Raw -823111.300149 + Penalty 3055.848984 = -820055.451165 nChanged 17 SP:Iteration 37Q (2974.034593 sec): 3 clusters Score: Raw -823113.391567 + Penalty 3055.848984 = -820057.542583 nChanged 11 SP:Iteration 38Q (2974.063505 sec): 3 clusters Score: Raw -823114.750688 + Penalty 3055.848984 = -820058.901704 nChanged 21 SP:Iteration 39Q (2974.092276 sec): 3 clusters Score: Raw -823117.813993 + Penalty 3055.848984 = -820061.965009 nChanged 19 SP:Iteration 40F (2974.122849 sec): 3 clusters Score: Raw -823119.887011 + Penalty 3055.848984 = -820064.038027 nChanged 18 SP:Iteration 41Q (2974.151925 sec): 3 clusters Score: Raw -823121.372516 + Penalty 3055.848984 = -820065.523532 nChanged 14 SP:Iteration 42Q (2974.180740 sec): 3 clusters Score: Raw -823122.380547 + Penalty 3055.848984 = -820066.531562 nChanged 9 SP:Iteration 43Q (2974.209671 sec): 3 clusters Score: Raw -823122.839102 + Penalty 3055.848984 = -820066.990118 nChanged 5 SP:Iteration 44Q (2974.238666 sec): 3 clusters Score: Raw -823123.053876 + Penalty 3055.848984 = -820067.204892 nChanged 5 SP:Iteration 45Q (2974.267622 sec): 3 clusters Score: Raw -823123.364195 + Penalty 3055.848984 = -820067.515211 nChanged 5 SP:Iteration 46Q (2974.296449 sec): 3 clusters Score: Raw -823123.685449 + Penalty 3055.848984 = -820067.836465 nChanged 8 SP:Iteration 47Q (2974.325569 sec): 3 clusters Score: Raw -823124.273749 + Penalty 3055.848984 = -820068.424764 nChanged 8 SP:Iteration 48Q (2974.354530 sec): 3 clusters Score: Raw -823124.864578 + Penalty 3055.848984 = -820069.015593 nChanged 9 SP:Iteration 49Q (2974.383343 sec): 3 clusters Score: Raw -823125.613037 + Penalty 3055.848984 = -820069.764053 nChanged 8 SP:Iteration 50Q (2974.412377 sec): 3 clusters Score: Raw -823126.265779 + Penalty 3055.848984 = -820070.416795 nChanged 6 SP:Iteration 51Q (2974.441194 sec): 3 clusters Score: Raw -823126.888155 + Penalty 3055.848984 = -820071.039171 nChanged 10 SP:Iteration 52Q (2974.470105 sec): 3 clusters Score: Raw -823127.894348 + Penalty 3055.848984 = -820072.045364 nChanged 9 SP:Iteration 53Q (2974.499010 sec): 3 clusters Score: Raw -823128.545943 + Penalty 3055.848984 = -820072.696958 nChanged 4 SP:Iteration 54Q (2974.527801 sec): 3 clusters Score: Raw -823129.068851 + Penalty 3055.848984 = -820073.219867 nChanged 5 SP:Iteration 55Q (2974.556637 sec): 3 clusters Score: Raw -823129.819583 + Penalty 3055.848984 = -820073.970599 nChanged 8 SP:Iteration 56Q (2974.585392 sec): 3 clusters Score: Raw -823130.680677 + Penalty 3055.848984 = -820074.831692 nChanged 8 SP:Iteration 57Q (2974.614334 sec): 3 clusters Score: Raw -823131.370088 + Penalty 3055.848984 = -820075.521103 nChanged 6 SP:Iteration 58Q (2974.643525 sec): 3 clusters Score: Raw -823131.816164 + Penalty 3055.848984 = -820075.967180 nChanged 5 SP:Iteration 59Q (2974.672309 sec): 3 clusters Score: Raw -823132.094742 + Penalty 3055.848984 = -820076.245758 nChanged 1 SP:Iteration 60F (2974.702816 sec): 3 clusters Score: Raw -823132.134882 + Penalty 3055.848984 = -820076.285898 nChanged 3 SP:Iteration 61Q (2974.731670 sec): 3 clusters Score: Raw -823132.326590 + Penalty 3055.848984 = -820076.477606 nChanged 2 SP:Iteration 62Q (2974.760613 sec): 3 clusters Score: Raw -823132.498027 + Penalty 3055.848984 = -820076.649043 nChanged 4 SP:Iteration 63Q (2974.789576 sec): 3 clusters Score: Raw -823132.793116 + Penalty 3055.848984 = -820076.944132 nChanged 1 SP:Iteration 64Q (2974.818818 sec): 3 clusters Score: Raw -823132.836644 + Penalty 3055.848984 = -820076.987660 nChanged 0 SP:Iteration 65F (2974.849629 sec): 3 clusters Score: Raw -823132.836644 + Penalty 3055.848984 = -820076.987660 nChanged 0 Trying to split cluster 27 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2974.863707 sec): 2 clusters Score: Raw -99343.112332 + Penalty 1193.096406 = -98150.015926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2974.872036 sec): 3 clusters Score: Raw -98766.331925 + Penalty 2386.192812 = -96380.139113 nChanged 521 SP:Iteration 1F (2974.879926 sec): 3 clusters Score: Raw -99163.583279 + Penalty 2386.192812 = -96777.390466 nChanged 129 SP:Iteration 2F (2974.887650 sec): 3 clusters Score: Raw -99270.537623 + Penalty 2386.192812 = -96884.344811 nChanged 58 SP:Iteration 3Q (2974.895446 sec): 3 clusters Score: Raw -99315.718735 + Penalty 2386.192812 = -96929.525922 nChanged 49 SP:Iteration 4Q (2974.903220 sec): 3 clusters Score: Raw -99359.460197 + Penalty 2386.192812 = -96973.267385 nChanged 47 SP:Iteration 5Q (2974.910999 sec): 3 clusters Score: Raw -99390.831165 + Penalty 2386.192812 = -97004.638352 nChanged 43 SP:Iteration 6Q (2974.918684 sec): 3 clusters Score: Raw -99429.504186 + Penalty 2386.192812 = -97043.311373 nChanged 39 SP:Iteration 7Q (2974.926351 sec): 3 clusters Score: Raw -99462.565406 + Penalty 2386.192812 = -97076.372593 nChanged 31 SP:Iteration 8Q (2974.934104 sec): 3 clusters Score: Raw -99492.200592 + Penalty 2386.192812 = -97106.007779 nChanged 25 SP:Iteration 9Q (2974.941840 sec): 3 clusters Score: Raw -99512.695010 + Penalty 2386.192812 = -97126.502197 nChanged 21 SP:Iteration 10Q (2974.949535 sec): 3 clusters Score: Raw -99530.344135 + Penalty 2386.192812 = -97144.151323 nChanged 18 SP:Iteration 11Q (2974.957194 sec): 3 clusters Score: Raw -99543.785222 + Penalty 2386.192812 = -97157.592409 nChanged 15 SP:Iteration 12Q (2974.964802 sec): 3 clusters Score: Raw -99556.103996 + Penalty 2386.192812 = -97169.911183 nChanged 17 SP:Iteration 13Q (2974.972485 sec): 3 clusters Score: Raw -99571.759713 + Penalty 2386.192812 = -97185.566901 nChanged 18 SP:Iteration 14Q (2974.980089 sec): 3 clusters Score: Raw -99585.356609 + Penalty 2386.192812 = -97199.163797 nChanged 17 SP:Iteration 15Q (2974.987735 sec): 3 clusters Score: Raw -99599.762277 + Penalty 2386.192812 = -97213.569465 nChanged 13 SP:Iteration 16Q (2974.995373 sec): 3 clusters Score: Raw -99610.237495 + Penalty 2386.192812 = -97224.044682 nChanged 12 SP:Iteration 17Q (2975.003042 sec): 3 clusters Score: Raw -99617.856395 + Penalty 2386.192812 = -97231.663582 nChanged 6 SP:Iteration 18Q (2975.010608 sec): 3 clusters Score: Raw -99620.740592 + Penalty 2386.192812 = -97234.547780 nChanged 5 SP:Iteration 19Q (2975.018235 sec): 3 clusters Score: Raw -99625.244164 + Penalty 2386.192812 = -97239.051352 nChanged 5 SP:Iteration 20F (2975.025913 sec): 3 clusters Score: Raw -99627.610139 + Penalty 2386.192812 = -97241.417327 nChanged 4 SP:Iteration 21Q (2975.033547 sec): 3 clusters Score: Raw -99629.683581 + Penalty 2386.192812 = -97243.490769 nChanged 4 SP:Iteration 22Q (2975.041166 sec): 3 clusters Score: Raw -99634.033653 + Penalty 2386.192812 = -97247.840841 nChanged 5 SP:Iteration 23Q (2975.048781 sec): 3 clusters Score: Raw -99641.204468 + Penalty 2386.192812 = -97255.011656 nChanged 6 SP:Iteration 24Q (2975.056394 sec): 3 clusters Score: Raw -99644.937346 + Penalty 2386.192812 = -97258.744533 nChanged 2 SP:Iteration 25Q (2975.064015 sec): 3 clusters Score: Raw -99646.035332 + Penalty 2386.192812 = -97259.842520 nChanged 1 SP:Iteration 26Q (2975.071603 sec): 3 clusters Score: Raw -99647.723310 + Penalty 2386.192812 = -97261.530497 nChanged 2 SP:Iteration 27Q (2975.079209 sec): 3 clusters Score: Raw -99648.790869 + Penalty 2386.192812 = -97262.598056 nChanged 0 SP:Iteration 28F (2975.086951 sec): 3 clusters Score: Raw -99648.790869 + Penalty 2386.192812 = -97262.598056 nChanged 0 Trying to split cluster 28 (4404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2975.105286 sec): 2 clusters Score: Raw -289592.891728 + Penalty 1363.418631 = -288229.473097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2975.125641 sec): 3 clusters Score: Raw -287386.728876 + Penalty 2726.837262 = -284659.891615 nChanged 1701 SP:Iteration 1F (2975.145743 sec): 3 clusters Score: Raw -288313.652481 + Penalty 2726.837262 = -285586.815219 nChanged 320 SP:Iteration 2F (2975.165572 sec): 3 clusters Score: Raw -288468.705014 + Penalty 2726.837262 = -285741.867752 nChanged 226 SP:Iteration 3F (2975.185560 sec): 3 clusters Score: Raw -288578.022338 + Penalty 2726.837262 = -285851.185076 nChanged 173 SP:Iteration 4Q (2975.205776 sec): 3 clusters Score: Raw -288655.774703 + Penalty 2726.837262 = -285928.937441 nChanged 156 SP:Iteration 5Q (2975.225875 sec): 3 clusters Score: Raw -288745.338353 + Penalty 2726.837262 = -286018.501091 nChanged 175 SP:Iteration 6Q (2975.246045 sec): 3 clusters Score: Raw -288859.845301 + Penalty 2726.837262 = -286133.008039 nChanged 194 SP:Iteration 7Q (2975.265932 sec): 3 clusters Score: Raw -288986.934531 + Penalty 2726.837262 = -286260.097269 nChanged 201 SP:Iteration 8Q (2975.285601 sec): 3 clusters Score: Raw -289114.028547 + Penalty 2726.837262 = -286387.191285 nChanged 207 SP:Iteration 9Q (2975.305026 sec): 3 clusters Score: Raw -289254.242611 + Penalty 2726.837262 = -286527.405349 nChanged 183 SP:Iteration 10Q (2975.324793 sec): 3 clusters Score: Raw -289374.545373 + Penalty 2726.837262 = -286647.708111 nChanged 167 SP:Iteration 11Q (2975.344414 sec): 3 clusters Score: Raw -289485.747251 + Penalty 2726.837262 = -286758.909989 nChanged 151 SP:Iteration 12Q (2975.364190 sec): 3 clusters Score: Raw -289580.375555 + Penalty 2726.837262 = -286853.538294 nChanged 111 SP:Iteration 13Q (2975.384062 sec): 3 clusters Score: Raw -289639.084056 + Penalty 2726.837262 = -286912.246794 nChanged 92 SP:Iteration 14Q (2975.403847 sec): 3 clusters Score: Raw -289685.032796 + Penalty 2726.837262 = -286958.195534 nChanged 52 SP:Iteration 15Q (2975.423692 sec): 3 clusters Score: Raw -289705.727240 + Penalty 2726.837262 = -286978.889978 nChanged 35 SP:Iteration 16Q (2975.443626 sec): 3 clusters Score: Raw -289721.937496 + Penalty 2726.837262 = -286995.100234 nChanged 48 SP:Iteration 17Q (2975.462914 sec): 3 clusters Score: Raw -289742.043221 + Penalty 2726.837262 = -287015.205959 nChanged 37 SP:Iteration 18Q (2975.482902 sec): 3 clusters Score: Raw -289758.367577 + Penalty 2726.837262 = -287031.530316 nChanged 35 SP:Iteration 19Q (2975.502460 sec): 3 clusters Score: Raw -289771.816477 + Penalty 2726.837262 = -287044.979215 nChanged 23 SP:Iteration 20F (2975.522147 sec): 3 clusters Score: Raw -289781.810803 + Penalty 2726.837262 = -287054.973542 nChanged 20 SP:Iteration 21Q (2975.541835 sec): 3 clusters Score: Raw -289792.613122 + Penalty 2726.837262 = -287065.775860 nChanged 22 SP:Iteration 22Q (2975.561508 sec): 3 clusters Score: Raw -289802.472402 + Penalty 2726.837262 = -287075.635141 nChanged 23 SP:Iteration 23Q (2975.581181 sec): 3 clusters Score: Raw -289812.801258 + Penalty 2726.837262 = -287085.963996 nChanged 23 SP:Iteration 24Q (2975.600720 sec): 3 clusters Score: Raw -289822.915716 + Penalty 2726.837262 = -287096.078455 nChanged 24 SP:Iteration 25Q (2975.620474 sec): 3 clusters Score: Raw -289832.310454 + Penalty 2726.837262 = -287105.473192 nChanged 19 SP:Iteration 26Q (2975.640201 sec): 3 clusters Score: Raw -289839.956547 + Penalty 2726.837262 = -287113.119285 nChanged 13 SP:Iteration 27Q (2975.660033 sec): 3 clusters Score: Raw -289845.576466 + Penalty 2726.837262 = -287118.739204 nChanged 14 SP:Iteration 28Q (2975.679855 sec): 3 clusters Score: Raw -289850.872792 + Penalty 2726.837262 = -287124.035531 nChanged 12 SP:Iteration 29Q (2975.699407 sec): 3 clusters Score: Raw -289854.433127 + Penalty 2726.837262 = -287127.595865 nChanged 9 SP:Iteration 30Q (2975.719115 sec): 3 clusters Score: Raw -289857.507810 + Penalty 2726.837262 = -287130.670548 nChanged 3 SP:Iteration 31Q (2975.738812 sec): 3 clusters Score: Raw -289858.739677 + Penalty 2726.837262 = -287131.902416 nChanged 7 SP:Iteration 32Q (2975.758547 sec): 3 clusters Score: Raw -289861.138259 + Penalty 2726.837262 = -287134.300997 nChanged 5 SP:Iteration 33Q (2975.778411 sec): 3 clusters Score: Raw -289862.938864 + Penalty 2726.837262 = -287136.101602 nChanged 7 SP:Iteration 34Q (2975.798029 sec): 3 clusters Score: Raw -289865.688869 + Penalty 2726.837262 = -287138.851607 nChanged 4 SP:Iteration 35Q (2975.817701 sec): 3 clusters Score: Raw -289866.670534 + Penalty 2726.837262 = -287139.833272 nChanged 6 SP:Iteration 36Q (2975.837431 sec): 3 clusters Score: Raw -289868.582108 + Penalty 2726.837262 = -287141.744846 nChanged 9 SP:Iteration 37Q (2975.857169 sec): 3 clusters Score: Raw -289872.024795 + Penalty 2726.837262 = -287145.187533 nChanged 5 SP:Iteration 38Q (2975.876768 sec): 3 clusters Score: Raw -289874.704396 + Penalty 2726.837262 = -287147.867134 nChanged 6 SP:Iteration 39Q (2975.896348 sec): 3 clusters Score: Raw -289877.753013 + Penalty 2726.837262 = -287150.915752 nChanged 7 SP:Iteration 40F (2975.916100 sec): 3 clusters Score: Raw -289883.591150 + Penalty 2726.837262 = -287156.753888 nChanged 12 SP:Iteration 41Q (2975.935509 sec): 3 clusters Score: Raw -289888.849388 + Penalty 2726.837262 = -287162.012126 nChanged 7 SP:Iteration 42Q (2975.955154 sec): 3 clusters Score: Raw -289891.020322 + Penalty 2726.837262 = -287164.183060 nChanged 8 SP:Iteration 43Q (2975.974647 sec): 3 clusters Score: Raw -289893.742589 + Penalty 2726.837262 = -287166.905327 nChanged 8 SP:Iteration 44Q (2975.994282 sec): 3 clusters Score: Raw -289896.874233 + Penalty 2726.837262 = -287170.036971 nChanged 10 SP:Iteration 45Q (2976.013934 sec): 3 clusters Score: Raw -289900.370403 + Penalty 2726.837262 = -287173.533141 nChanged 7 SP:Iteration 46Q (2976.033586 sec): 3 clusters Score: Raw -289902.238383 + Penalty 2726.837262 = -287175.401121 nChanged 4 SP:Iteration 47Q (2976.053048 sec): 3 clusters Score: Raw -289903.832665 + Penalty 2726.837262 = -287176.995403 nChanged 5 SP:Iteration 48Q (2976.072458 sec): 3 clusters Score: Raw -289905.954474 + Penalty 2726.837262 = -287179.117212 nChanged 5 SP:Iteration 49Q (2976.091933 sec): 3 clusters Score: Raw -289907.558127 + Penalty 2726.837262 = -287180.720866 nChanged 3 SP:Iteration 50Q (2976.111521 sec): 3 clusters Score: Raw -289908.869639 + Penalty 2726.837262 = -287182.032377 nChanged 3 SP:Iteration 51Q (2976.131071 sec): 3 clusters Score: Raw -289910.780840 + Penalty 2726.837262 = -287183.943578 nChanged 1 SP:Iteration 52Q (2976.150689 sec): 3 clusters Score: Raw -289911.256362 + Penalty 2726.837262 = -287184.419100 nChanged 2 SP:Iteration 53Q (2976.170108 sec): 3 clusters Score: Raw -289911.812747 + Penalty 2726.837262 = -287184.975485 nChanged 4 SP:Iteration 54Q (2976.189389 sec): 3 clusters Score: Raw -289912.405211 + Penalty 2726.837262 = -287185.567949 nChanged 4 SP:Iteration 55Q (2976.209002 sec): 3 clusters Score: Raw -289913.809178 + Penalty 2726.837262 = -287186.971916 nChanged 1 SP:Iteration 56Q (2976.228557 sec): 3 clusters Score: Raw -289914.032809 + Penalty 2726.837262 = -287187.195548 nChanged 0 SP:Iteration 57F (2976.248394 sec): 3 clusters Score: Raw -289914.032809 + Penalty 2726.837262 = -287187.195548 nChanged 0 Trying to split cluster 29 (23355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2976.290577 sec): 2 clusters Score: Raw -1449967.191002 + Penalty 1634.517036 = -1448332.673967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2976.340044 sec): 3 clusters Score: Raw -1435800.910997 + Penalty 3269.034071 = -1432531.876925 nChanged 10647 SP:Iteration 1F (2976.388271 sec): 3 clusters Score: Raw -1441769.457502 + Penalty 3269.034071 = -1438500.423431 nChanged 1136 SP:Iteration 2Q (2976.438096 sec): 3 clusters Score: Raw -1442181.114800 + Penalty 3269.034071 = -1438912.080729 nChanged 1045 SP:Iteration 3Q (2976.487475 sec): 3 clusters Score: Raw -1442587.968194 + Penalty 3269.034071 = -1439318.934123 nChanged 1057 SP:Iteration 4Q (2976.537064 sec): 3 clusters Score: Raw -1443026.518913 + Penalty 3269.034071 = -1439757.484842 nChanged 1057 SP:Iteration 5Q (2976.586685 sec): 3 clusters Score: Raw -1443452.707961 + Penalty 3269.034071 = -1440183.673890 nChanged 1034 SP:Iteration 6Q (2976.635497 sec): 3 clusters Score: Raw -1443903.276219 + Penalty 3269.034071 = -1440634.242148 nChanged 994 SP:Iteration 7Q (2976.684957 sec): 3 clusters Score: Raw -1444382.319086 + Penalty 3269.034071 = -1441113.285015 nChanged 1045 SP:Iteration 8Q (2976.734303 sec): 3 clusters Score: Raw -1444886.092996 + Penalty 3269.034071 = -1441617.058925 nChanged 1026 SP:Iteration 9Q (2976.783670 sec): 3 clusters Score: Raw -1445389.686919 + Penalty 3269.034071 = -1442120.652847 nChanged 895 SP:Iteration 10Q (2976.833092 sec): 3 clusters Score: Raw -1445820.477538 + Penalty 3269.034071 = -1442551.443466 nChanged 857 SP:Iteration 11Q (2976.881799 sec): 3 clusters Score: Raw -1446222.593802 + Penalty 3269.034071 = -1442953.559731 nChanged 737 SP:Iteration 12Q (2976.930580 sec): 3 clusters Score: Raw -1446535.319171 + Penalty 3269.034071 = -1443266.285100 nChanged 638 SP:Iteration 13Q (2976.979336 sec): 3 clusters Score: Raw -1446740.859061 + Penalty 3269.034071 = -1443471.824989 nChanged 495 SP:Iteration 14Q (2977.028012 sec): 3 clusters Score: Raw -1446885.268913 + Penalty 3269.034071 = -1443616.234842 nChanged 402 SP:Iteration 15Q (2977.113795 sec): 3 clusters Score: Raw -1447002.674851 + Penalty 3269.034071 = -1443733.640780 nChanged 375 SP:Iteration 16Q (2977.167495 sec): 3 clusters Score: Raw -1447100.927819 + Penalty 3269.034071 = -1443831.893748 nChanged 301 SP:Iteration 17Q (2977.215226 sec): 3 clusters Score: Raw -1447178.005911 + Penalty 3269.034071 = -1443908.971839 nChanged 279 SP:Iteration 18Q (2977.263364 sec): 3 clusters Score: Raw -1447237.640844 + Penalty 3269.034071 = -1443968.606773 nChanged 275 SP:Iteration 19Q (2977.311045 sec): 3 clusters Score: Raw -1447299.467905 + Penalty 3269.034071 = -1444030.433834 nChanged 267 SP:Iteration 20F (2977.359527 sec): 3 clusters Score: Raw -1447363.961058 + Penalty 3269.034071 = -1444094.926987 nChanged 278 SP:Iteration 21Q (2977.407420 sec): 3 clusters Score: Raw -1447432.191470 + Penalty 3269.034071 = -1444163.157399 nChanged 258 SP:Iteration 22Q (2977.455204 sec): 3 clusters Score: Raw -1447493.755492 + Penalty 3269.034071 = -1444224.721421 nChanged 270 SP:Iteration 23Q (2977.502892 sec): 3 clusters Score: Raw -1447560.358835 + Penalty 3269.034071 = -1444291.324764 nChanged 264 SP:Iteration 24Q (2977.550542 sec): 3 clusters Score: Raw -1447630.377656 + Penalty 3269.034071 = -1444361.343585 nChanged 289 SP:Iteration 25Q (2977.597927 sec): 3 clusters Score: Raw -1447714.217361 + Penalty 3269.034071 = -1444445.183290 nChanged 304 SP:Iteration 26Q (2977.645404 sec): 3 clusters Score: Raw -1447802.348962 + Penalty 3269.034071 = -1444533.314891 nChanged 341 SP:Iteration 27Q (2977.692880 sec): 3 clusters Score: Raw -1447909.950583 + Penalty 3269.034071 = -1444640.916512 nChanged 345 SP:Iteration 28Q (2977.740147 sec): 3 clusters Score: Raw -1448029.609478 + Penalty 3269.034071 = -1444760.575407 nChanged 371 SP:Iteration 29Q (2977.787373 sec): 3 clusters Score: Raw -1448157.787493 + Penalty 3269.034071 = -1444888.753421 nChanged 357 SP:Iteration 30Q (2977.834484 sec): 3 clusters Score: Raw -1448284.068944 + Penalty 3269.034071 = -1445015.034873 nChanged 357 SP:Iteration 31Q (2977.881844 sec): 3 clusters Score: Raw -1448406.278922 + Penalty 3269.034071 = -1445137.244850 nChanged 331 SP:Iteration 32Q (2977.928652 sec): 3 clusters Score: Raw -1448514.411369 + Penalty 3269.034071 = -1445245.377298 nChanged 298 SP:Iteration 33Q (2977.975196 sec): 3 clusters Score: Raw -1448620.834064 + Penalty 3269.034071 = -1445351.799993 nChanged 310 SP:Iteration 34Q (2978.026319 sec): 3 clusters Score: Raw -1448741.176704 + Penalty 3269.034071 = -1445472.142633 nChanged 311 SP:Iteration 35Q (2978.072804 sec): 3 clusters Score: Raw -1448868.456531 + Penalty 3269.034071 = -1445599.422460 nChanged 275 SP:Iteration 36Q (2978.118877 sec): 3 clusters Score: Raw -1448973.078210 + Penalty 3269.034071 = -1445704.044139 nChanged 263 SP:Iteration 37Q (2978.164730 sec): 3 clusters Score: Raw -1449069.821749 + Penalty 3269.034071 = -1445800.787678 nChanged 250 SP:Iteration 38Q (2978.210124 sec): 3 clusters Score: Raw -1449158.094872 + Penalty 3269.034071 = -1445889.060801 nChanged 235 SP:Iteration 39Q (2978.255599 sec): 3 clusters Score: Raw -1449231.293241 + Penalty 3269.034071 = -1445962.259170 nChanged 217 SP:Iteration 40F (2978.303889 sec): 3 clusters Score: Raw -1449310.846198 + Penalty 3269.034071 = -1446041.812127 nChanged 220 SP:Iteration 41Q (2978.349482 sec): 3 clusters Score: Raw -1449382.303102 + Penalty 3269.034071 = -1446113.269031 nChanged 186 SP:Iteration 42Q (2978.394710 sec): 3 clusters Score: Raw -1449433.361389 + Penalty 3269.034071 = -1446164.327318 nChanged 166 SP:Iteration 43Q (2978.439494 sec): 3 clusters Score: Raw -1449475.819714 + Penalty 3269.034071 = -1446206.785643 nChanged 140 SP:Iteration 44Q (2978.484349 sec): 3 clusters Score: Raw -1449508.433359 + Penalty 3269.034071 = -1446239.399288 nChanged 140 SP:Iteration 45Q (2978.528867 sec): 3 clusters Score: Raw -1449539.036957 + Penalty 3269.034071 = -1446270.002885 nChanged 114 SP:Iteration 46Q (2978.573314 sec): 3 clusters Score: Raw -1449561.829912 + Penalty 3269.034071 = -1446292.795841 nChanged 110 SP:Iteration 47Q (2978.617412 sec): 3 clusters Score: Raw -1449585.896018 + Penalty 3269.034071 = -1446316.861947 nChanged 123 SP:Iteration 48Q (2978.661587 sec): 3 clusters Score: Raw -1449617.463026 + Penalty 3269.034071 = -1446348.428955 nChanged 115 SP:Iteration 49Q (2978.705466 sec): 3 clusters Score: Raw -1449649.064256 + Penalty 3269.034071 = -1446380.030185 nChanged 109 SP:Iteration 50Q (2978.749249 sec): 3 clusters Score: Raw -1449679.933264 + Penalty 3269.034071 = -1446410.899193 nChanged 117 SP:Iteration 51Q (2978.792699 sec): 3 clusters Score: Raw -1449710.491883 + Penalty 3269.034071 = -1446441.457812 nChanged 99 SP:Iteration 52Q (2978.836249 sec): 3 clusters Score: Raw -1449731.257641 + Penalty 3269.034071 = -1446462.223570 nChanged 87 SP:Iteration 53Q (2978.879452 sec): 3 clusters Score: Raw -1449754.498743 + Penalty 3269.034071 = -1446485.464672 nChanged 90 SP:Iteration 54Q (2978.922723 sec): 3 clusters Score: Raw -1449779.993023 + Penalty 3269.034071 = -1446510.958952 nChanged 86 SP:Iteration 55Q (2978.965626 sec): 3 clusters Score: Raw -1449803.688651 + Penalty 3269.034071 = -1446534.654580 nChanged 100 SP:Iteration 56Q (2979.008902 sec): 3 clusters Score: Raw -1449832.593485 + Penalty 3269.034071 = -1446563.559414 nChanged 94 SP:Iteration 57Q (2979.051413 sec): 3 clusters Score: Raw -1449859.433208 + Penalty 3269.034071 = -1446590.399137 nChanged 104 SP:Iteration 58Q (2979.094312 sec): 3 clusters Score: Raw -1449894.909633 + Penalty 3269.034071 = -1446625.875561 nChanged 113 SP:Iteration 59Q (2979.136651 sec): 3 clusters Score: Raw -1449933.924789 + Penalty 3269.034071 = -1446664.890717 nChanged 122 SP:Iteration 60F (2979.185118 sec): 3 clusters Score: Raw -1449982.586768 + Penalty 3269.034071 = -1446713.552697 nChanged 123 SP:Iteration 61Q (2979.227720 sec): 3 clusters Score: Raw -1450022.577536 + Penalty 3269.034071 = -1446753.543464 nChanged 105 SP:Iteration 62Q (2979.270037 sec): 3 clusters Score: Raw -1450053.381936 + Penalty 3269.034071 = -1446784.347865 nChanged 83 SP:Iteration 63Q (2979.312110 sec): 3 clusters Score: Raw -1450076.177043 + Penalty 3269.034071 = -1446807.142972 nChanged 80 SP:Iteration 64Q (2979.354237 sec): 3 clusters Score: Raw -1450099.629036 + Penalty 3269.034071 = -1446830.594965 nChanged 88 SP:Iteration 65Q (2979.396298 sec): 3 clusters Score: Raw -1450122.782668 + Penalty 3269.034071 = -1446853.748597 nChanged 78 SP:Iteration 66Q (2979.438270 sec): 3 clusters Score: Raw -1450141.859678 + Penalty 3269.034071 = -1446872.825607 nChanged 72 SP:Iteration 67Q (2979.479848 sec): 3 clusters Score: Raw -1450159.846321 + Penalty 3269.034071 = -1446890.812250 nChanged 54 SP:Iteration 68Q (2979.522967 sec): 3 clusters Score: Raw -1450171.447453 + Penalty 3269.034071 = -1446902.413382 nChanged 43 SP:Iteration 69Q (2979.564548 sec): 3 clusters Score: Raw -1450178.769362 + Penalty 3269.034071 = -1446909.735291 nChanged 39 SP:Iteration 70Q (2979.606912 sec): 3 clusters Score: Raw -1450186.634121 + Penalty 3269.034071 = -1446917.600050 nChanged 40 SP:Iteration 71Q (2979.648693 sec): 3 clusters Score: Raw -1450196.288573 + Penalty 3269.034071 = -1446927.254502 nChanged 39 SP:Iteration 72Q (2979.690200 sec): 3 clusters Score: Raw -1450204.055456 + Penalty 3269.034071 = -1446935.021385 nChanged 34 SP:Iteration 73Q (2979.731882 sec): 3 clusters Score: Raw -1450210.732528 + Penalty 3269.034071 = -1446941.698457 nChanged 28 SP:Iteration 74Q (2979.773446 sec): 3 clusters Score: Raw -1450215.369958 + Penalty 3269.034071 = -1446946.335886 nChanged 22 SP:Iteration 75Q (2979.814734 sec): 3 clusters Score: Raw -1450218.262963 + Penalty 3269.034071 = -1446949.228892 nChanged 17 SP:Iteration 76Q (2979.856845 sec): 3 clusters Score: Raw -1450220.821263 + Penalty 3269.034071 = -1446951.787192 nChanged 18 SP:Iteration 77Q (2979.897706 sec): 3 clusters Score: Raw -1450223.747741 + Penalty 3269.034071 = -1446954.713670 nChanged 17 SP:Iteration 78Q (2979.939179 sec): 3 clusters Score: Raw -1450225.979308 + Penalty 3269.034071 = -1446956.945236 nChanged 14 SP:Iteration 79Q (2979.980246 sec): 3 clusters Score: Raw -1450228.803589 + Penalty 3269.034071 = -1446959.769518 nChanged 17 SP:Iteration 80F (2980.028814 sec): 3 clusters Score: Raw -1450232.481877 + Penalty 3269.034071 = -1446963.447806 nChanged 18 SP:Iteration 81Q (2980.070354 sec): 3 clusters Score: Raw -1450235.829296 + Penalty 3269.034071 = -1446966.795225 nChanged 21 SP:Iteration 82Q (2980.111711 sec): 3 clusters Score: Raw -1450239.837749 + Penalty 3269.034071 = -1446970.803678 nChanged 17 SP:Iteration 83Q (2980.152607 sec): 3 clusters Score: Raw -1450242.738989 + Penalty 3269.034071 = -1446973.704918 nChanged 15 SP:Iteration 84Q (2980.193712 sec): 3 clusters Score: Raw -1450244.463196 + Penalty 3269.034071 = -1446975.429125 nChanged 11 SP:Iteration 85Q (2980.234776 sec): 3 clusters Score: Raw -1450246.258798 + Penalty 3269.034071 = -1446977.224726 nChanged 14 SP:Iteration 86Q (2980.275835 sec): 3 clusters Score: Raw -1450248.306136 + Penalty 3269.034071 = -1446979.272065 nChanged 9 SP:Iteration 87Q (2980.317018 sec): 3 clusters Score: Raw -1450249.770358 + Penalty 3269.034071 = -1446980.736287 nChanged 12 SP:Iteration 88Q (2980.357774 sec): 3 clusters Score: Raw -1450251.722110 + Penalty 3269.034071 = -1446982.688039 nChanged 10 SP:Iteration 89Q (2980.398824 sec): 3 clusters Score: Raw -1450253.515103 + Penalty 3269.034071 = -1446984.481031 nChanged 9 SP:Iteration 90Q (2980.439661 sec): 3 clusters Score: Raw -1450254.890186 + Penalty 3269.034071 = -1446985.856115 nChanged 10 SP:Iteration 91Q (2980.480691 sec): 3 clusters Score: Raw -1450256.277300 + Penalty 3269.034071 = -1446987.243229 nChanged 11 SP:Iteration 92Q (2980.521710 sec): 3 clusters Score: Raw -1450257.443130 + Penalty 3269.034071 = -1446988.409059 nChanged 8 SP:Iteration 93Q (2980.562484 sec): 3 clusters Score: Raw -1450258.619759 + Penalty 3269.034071 = -1446989.585688 nChanged 7 SP:Iteration 94Q (2980.603552 sec): 3 clusters Score: Raw -1450259.913910 + Penalty 3269.034071 = -1446990.879839 nChanged 9 SP:Iteration 95Q (2980.644333 sec): 3 clusters Score: Raw -1450261.723830 + Penalty 3269.034071 = -1446992.689759 nChanged 13 SP:Iteration 96Q (2980.685290 sec): 3 clusters Score: Raw -1450263.680293 + Penalty 3269.034071 = -1446994.646222 nChanged 12 SP:Iteration 97Q (2980.726081 sec): 3 clusters Score: Raw -1450265.127527 + Penalty 3269.034071 = -1446996.093456 nChanged 3 SP:Iteration 98Q (2980.767087 sec): 3 clusters Score: Raw -1450265.315770 + Penalty 3269.034071 = -1446996.281699 nChanged 2 SP:Iteration 99Q (2980.807938 sec): 3 clusters Score: Raw -1450265.466541 + Penalty 3269.034071 = -1446996.432470 nChanged 0 SP:Iteration 100F (2980.855256 sec): 3 clusters Score: Raw -1450265.466541 + Penalty 3269.034071 = -1446996.432470 nChanged 0 Trying to split cluster 30 (73273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2980.951796 sec): 2 clusters Score: Raw -4876506.042149 + Penalty 1820.316464 = -4874685.725685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2981.081096 sec): 3 clusters Score: Raw -4829097.714312 + Penalty 3640.632928 = -4825457.081384 nChanged 34812 SP:Iteration 1F (2981.203787 sec): 3 clusters Score: Raw -4849290.108789 + Penalty 3640.632928 = -4845649.475861 nChanged 2903 SP:Iteration 2Q (2981.331461 sec): 3 clusters Score: Raw -4850067.079080 + Penalty 3640.632928 = -4846426.446152 nChanged 2885 SP:Iteration 3Q (2981.458786 sec): 3 clusters Score: Raw -4850945.350606 + Penalty 3640.632928 = -4847304.717678 nChanged 3161 SP:Iteration 4Q (2981.585974 sec): 3 clusters Score: Raw -4852148.055332 + Penalty 3640.632928 = -4848507.422404 nChanged 3664 SP:Iteration 5F (2981.705344 sec): 3 clusters Score: Raw -4853952.043349 + Penalty 3640.632928 = -4850311.410421 nChanged 4403 SP:Iteration 6F (2981.842956 sec): 3 clusters Score: Raw -4856790.602220 + Penalty 3640.632928 = -4853149.969292 nChanged 5259 SP:Iteration 7F (2981.963361 sec): 3 clusters Score: Raw -4860883.877303 + Penalty 3640.632928 = -4857243.244375 nChanged 5450 SP:Iteration 8F (2982.082476 sec): 3 clusters Score: Raw -4865717.571343 + Penalty 3640.632928 = -4862076.938415 nChanged 4799 SP:Iteration 9F (2982.201749 sec): 3 clusters Score: Raw -4870210.393423 + Penalty 3640.632928 = -4866569.760495 nChanged 3382 SP:Iteration 10Q (2982.321195 sec): 3 clusters Score: Raw -4873293.244773 + Penalty 3640.632928 = -4869652.611845 nChanged 1986 SP:Iteration 11Q (2982.433834 sec): 3 clusters Score: Raw -4875058.080698 + Penalty 3640.632928 = -4871417.447770 nChanged 1051 SP:Iteration 12Q (2982.539541 sec): 3 clusters Score: Raw -4875950.479854 + Penalty 3640.632928 = -4872309.846926 nChanged 498 SP:Iteration 13Q (2982.641255 sec): 3 clusters Score: Raw -4876374.794856 + Penalty 3640.632928 = -4872734.161928 nChanged 221 SP:Iteration 14Q (2982.740087 sec): 3 clusters Score: Raw -4876568.218357 + Penalty 3640.632928 = -4872927.585429 nChanged 123 SP:Iteration 15Q (2982.837785 sec): 3 clusters Score: Raw -4876680.242997 + Penalty 3640.632928 = -4873039.610069 nChanged 89 SP:Iteration 16Q (2982.934450 sec): 3 clusters Score: Raw -4876752.023776 + Penalty 3640.632928 = -4873111.390848 nChanged 57 SP:Iteration 17Q (2983.030870 sec): 3 clusters Score: Raw -4876793.100501 + Penalty 3640.632928 = -4873152.467573 nChanged 41 SP:Iteration 18Q (2983.126880 sec): 3 clusters Score: Raw -4876824.931346 + Penalty 3640.632928 = -4873184.298418 nChanged 33 SP:Iteration 19Q (2983.222880 sec): 3 clusters Score: Raw -4876849.092791 + Penalty 3640.632928 = -4873208.459863 nChanged 27 SP:Iteration 20F (2983.340425 sec): 3 clusters Score: Raw -4876866.052679 + Penalty 3640.632928 = -4873225.419751 nChanged 18 SP:Iteration 21Q (2983.436283 sec): 3 clusters Score: Raw -4876874.069226 + Penalty 3640.632928 = -4873233.436298 nChanged 8 SP:Iteration 22Q (2983.532081 sec): 3 clusters Score: Raw -4876877.028827 + Penalty 3640.632928 = -4873236.395899 nChanged 5 SP:Iteration 23Q (2983.627983 sec): 3 clusters Score: Raw -4876879.359761 + Penalty 3640.632928 = -4873238.726833 nChanged 3 SP:Iteration 24Q (2983.732043 sec): 3 clusters Score: Raw -4876880.204869 + Penalty 3640.632928 = -4873239.571941 nChanged 1 SP:Iteration 25Q (2983.827863 sec): 3 clusters Score: Raw -4876880.895543 + Penalty 3640.632928 = -4873240.262615 nChanged 0 SP:Iteration 26F (2983.945221 sec): 3 clusters Score: Raw -4876880.895543 + Penalty 3640.632928 = -4873240.262615 nChanged 0 Trying to split cluster 31 (4673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2983.955727 sec): 2 clusters Score: Raw -313129.339498 + Penalty 1373.052938 = -311756.286559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2983.976800 sec): 3 clusters Score: Raw -310733.284607 + Penalty 2746.105876 = -307987.178731 nChanged 1904 SP:Iteration 1F (2983.997538 sec): 3 clusters Score: Raw -311774.357895 + Penalty 2746.105876 = -309028.252019 nChanged 342 SP:Iteration 2F (2984.018021 sec): 3 clusters Score: Raw -311980.675778 + Penalty 2746.105876 = -309234.569902 nChanged 270 SP:Iteration 3F (2984.038528 sec): 3 clusters Score: Raw -312103.733186 + Penalty 2746.105876 = -309357.627310 nChanged 191 SP:Iteration 4Q (2984.059312 sec): 3 clusters Score: Raw -312191.489795 + Penalty 2746.105876 = -309445.383919 nChanged 146 SP:Iteration 5Q (2984.080111 sec): 3 clusters Score: Raw -312257.711207 + Penalty 2746.105876 = -309511.605331 nChanged 120 SP:Iteration 6Q (2984.100732 sec): 3 clusters Score: Raw -312302.614428 + Penalty 2746.105876 = -309556.508552 nChanged 98 SP:Iteration 7Q (2984.121353 sec): 3 clusters Score: Raw -312333.745345 + Penalty 2746.105876 = -309587.639468 nChanged 72 SP:Iteration 8Q (2984.141759 sec): 3 clusters Score: Raw -312356.654319 + Penalty 2746.105876 = -309610.548443 nChanged 75 SP:Iteration 9Q (2984.162227 sec): 3 clusters Score: Raw -312378.569402 + Penalty 2746.105876 = -309632.463525 nChanged 59 SP:Iteration 10Q (2984.182707 sec): 3 clusters Score: Raw -312397.197318 + Penalty 2746.105876 = -309651.091441 nChanged 53 SP:Iteration 11Q (2984.202968 sec): 3 clusters Score: Raw -312415.135518 + Penalty 2746.105876 = -309669.029641 nChanged 59 SP:Iteration 12Q (2984.223417 sec): 3 clusters Score: Raw -312434.668010 + Penalty 2746.105876 = -309688.562134 nChanged 66 SP:Iteration 13Q (2984.244084 sec): 3 clusters Score: Raw -312464.335741 + Penalty 2746.105876 = -309718.229864 nChanged 76 SP:Iteration 14Q (2984.264623 sec): 3 clusters Score: Raw -312493.465979 + Penalty 2746.105876 = -309747.360103 nChanged 71 SP:Iteration 15Q (2984.285185 sec): 3 clusters Score: Raw -312525.279246 + Penalty 2746.105876 = -309779.173370 nChanged 81 SP:Iteration 16Q (2984.305689 sec): 3 clusters Score: Raw -312562.260994 + Penalty 2746.105876 = -309816.155117 nChanged 77 SP:Iteration 17Q (2984.326195 sec): 3 clusters Score: Raw -312592.205436 + Penalty 2746.105876 = -309846.099560 nChanged 74 SP:Iteration 18Q (2984.346814 sec): 3 clusters Score: Raw -312615.109328 + Penalty 2746.105876 = -309869.003451 nChanged 58 SP:Iteration 19Q (2984.376878 sec): 3 clusters Score: Raw -312634.165143 + Penalty 2746.105876 = -309888.059267 nChanged 58 SP:Iteration 20F (2984.397478 sec): 3 clusters Score: Raw -312658.664221 + Penalty 2746.105876 = -309912.558345 nChanged 69 SP:Iteration 21Q (2984.417839 sec): 3 clusters Score: Raw -312685.634036 + Penalty 2746.105876 = -309939.528159 nChanged 67 SP:Iteration 22Q (2984.438529 sec): 3 clusters Score: Raw -312713.361219 + Penalty 2746.105876 = -309967.255343 nChanged 56 SP:Iteration 23Q (2984.458907 sec): 3 clusters Score: Raw -312732.601732 + Penalty 2746.105876 = -309986.495856 nChanged 51 SP:Iteration 24Q (2984.479395 sec): 3 clusters Score: Raw -312752.839663 + Penalty 2746.105876 = -310006.733787 nChanged 54 SP:Iteration 25Q (2984.499911 sec): 3 clusters Score: Raw -312775.908359 + Penalty 2746.105876 = -310029.802483 nChanged 56 SP:Iteration 26Q (2984.520172 sec): 3 clusters Score: Raw -312797.301974 + Penalty 2746.105876 = -310051.196098 nChanged 57 SP:Iteration 27Q (2984.540762 sec): 3 clusters Score: Raw -312826.422628 + Penalty 2746.105876 = -310080.316752 nChanged 52 SP:Iteration 28Q (2984.561338 sec): 3 clusters Score: Raw -312849.972542 + Penalty 2746.105876 = -310103.866666 nChanged 46 SP:Iteration 29Q (2984.581465 sec): 3 clusters Score: Raw -312866.899278 + Penalty 2746.105876 = -310120.793402 nChanged 51 SP:Iteration 30Q (2984.601868 sec): 3 clusters Score: Raw -312884.301912 + Penalty 2746.105876 = -310138.196036 nChanged 36 SP:Iteration 31Q (2984.622428 sec): 3 clusters Score: Raw -312898.581163 + Penalty 2746.105876 = -310152.475286 nChanged 34 SP:Iteration 32Q (2984.642787 sec): 3 clusters Score: Raw -312910.790864 + Penalty 2746.105876 = -310164.684987 nChanged 31 SP:Iteration 33Q (2984.663048 sec): 3 clusters Score: Raw -312919.294192 + Penalty 2746.105876 = -310173.188316 nChanged 23 SP:Iteration 34Q (2984.683190 sec): 3 clusters Score: Raw -312925.171832 + Penalty 2746.105876 = -310179.065956 nChanged 15 SP:Iteration 35Q (2984.703527 sec): 3 clusters Score: Raw -312928.787027 + Penalty 2746.105876 = -310182.681151 nChanged 20 SP:Iteration 36Q (2984.723909 sec): 3 clusters Score: Raw -312933.766532 + Penalty 2746.105876 = -310187.660656 nChanged 18 SP:Iteration 37Q (2984.744290 sec): 3 clusters Score: Raw -312939.544642 + Penalty 2746.105876 = -310193.438766 nChanged 16 SP:Iteration 38Q (2984.764619 sec): 3 clusters Score: Raw -312944.729027 + Penalty 2746.105876 = -310198.623150 nChanged 16 SP:Iteration 39Q (2984.784891 sec): 3 clusters Score: Raw -312951.256253 + Penalty 2746.105876 = -310205.150377 nChanged 21 SP:Iteration 40F (2984.805407 sec): 3 clusters Score: Raw -312957.535184 + Penalty 2746.105876 = -310211.429308 nChanged 26 SP:Iteration 41Q (2984.825830 sec): 3 clusters Score: Raw -312964.235869 + Penalty 2746.105876 = -310218.129992 nChanged 20 SP:Iteration 42Q (2984.845905 sec): 3 clusters Score: Raw -312969.851708 + Penalty 2746.105876 = -310223.745831 nChanged 23 SP:Iteration 43Q (2984.866148 sec): 3 clusters Score: Raw -312976.272259 + Penalty 2746.105876 = -310230.166382 nChanged 24 SP:Iteration 44Q (2984.886240 sec): 3 clusters Score: Raw -312982.814083 + Penalty 2746.105876 = -310236.708206 nChanged 22 SP:Iteration 45Q (2984.906462 sec): 3 clusters Score: Raw -312989.659969 + Penalty 2746.105876 = -310243.554092 nChanged 31 SP:Iteration 46Q (2984.926665 sec): 3 clusters Score: Raw -313000.516590 + Penalty 2746.105876 = -310254.410714 nChanged 31 SP:Iteration 47Q (2984.947025 sec): 3 clusters Score: Raw -313010.295793 + Penalty 2746.105876 = -310264.189916 nChanged 23 SP:Iteration 48Q (2984.967282 sec): 3 clusters Score: Raw -313016.362163 + Penalty 2746.105876 = -310270.256287 nChanged 26 SP:Iteration 49Q (2984.987382 sec): 3 clusters Score: Raw -313025.802574 + Penalty 2746.105876 = -310279.696698 nChanged 29 SP:Iteration 50Q (2985.007527 sec): 3 clusters Score: Raw -313036.562209 + Penalty 2746.105876 = -310290.456333 nChanged 36 SP:Iteration 51Q (2985.027765 sec): 3 clusters Score: Raw -313051.336102 + Penalty 2746.105876 = -310305.230225 nChanged 47 SP:Iteration 52Q (2985.047812 sec): 3 clusters Score: Raw -313069.391933 + Penalty 2746.105876 = -310323.286057 nChanged 37 SP:Iteration 53Q (2985.067939 sec): 3 clusters Score: Raw -313081.502798 + Penalty 2746.105876 = -310335.396922 nChanged 31 SP:Iteration 54Q (2985.087919 sec): 3 clusters Score: Raw -313091.448064 + Penalty 2746.105876 = -310345.342187 nChanged 26 SP:Iteration 55Q (2985.107831 sec): 3 clusters Score: Raw -313098.173404 + Penalty 2746.105876 = -310352.067527 nChanged 28 SP:Iteration 56Q (2985.128025 sec): 3 clusters Score: Raw -313108.295828 + Penalty 2746.105876 = -310362.189951 nChanged 32 SP:Iteration 57Q (2985.148085 sec): 3 clusters Score: Raw -313119.562846 + Penalty 2746.105876 = -310373.456969 nChanged 25 SP:Iteration 58Q (2985.168197 sec): 3 clusters Score: Raw -313126.540236 + Penalty 2746.105876 = -310380.434360 nChanged 22 SP:Iteration 59Q (2985.188211 sec): 3 clusters Score: Raw -313132.930054 + Penalty 2746.105876 = -310386.824177 nChanged 17 SP:Iteration 60F (2985.208835 sec): 3 clusters Score: Raw -313139.543572 + Penalty 2746.105876 = -310393.437695 nChanged 18 SP:Iteration 61Q (2985.228799 sec): 3 clusters Score: Raw -313146.885869 + Penalty 2746.105876 = -310400.779993 nChanged 21 SP:Iteration 62Q (2985.248840 sec): 3 clusters Score: Raw -313153.244541 + Penalty 2746.105876 = -310407.138665 nChanged 17 SP:Iteration 63Q (2985.268986 sec): 3 clusters Score: Raw -313157.985748 + Penalty 2746.105876 = -310411.879872 nChanged 20 SP:Iteration 64Q (2985.288961 sec): 3 clusters Score: Raw -313164.211105 + Penalty 2746.105876 = -310418.105228 nChanged 14 SP:Iteration 65Q (2985.308771 sec): 3 clusters Score: Raw -313169.336658 + Penalty 2746.105876 = -310423.230782 nChanged 17 SP:Iteration 66Q (2985.328907 sec): 3 clusters Score: Raw -313174.954954 + Penalty 2746.105876 = -310428.849078 nChanged 14 SP:Iteration 67Q (2985.348569 sec): 3 clusters Score: Raw -313178.830259 + Penalty 2746.105876 = -310432.724382 nChanged 15 SP:Iteration 68Q (2985.368337 sec): 3 clusters Score: Raw -313182.454667 + Penalty 2746.105876 = -310436.348790 nChanged 10 SP:Iteration 69Q (2985.388454 sec): 3 clusters Score: Raw -313185.372325 + Penalty 2746.105876 = -310439.266448 nChanged 4 SP:Iteration 70Q (2985.408220 sec): 3 clusters Score: Raw -313186.723386 + Penalty 2746.105876 = -310440.617509 nChanged 4 SP:Iteration 71Q (2985.427968 sec): 3 clusters Score: Raw -313187.789606 + Penalty 2746.105876 = -310441.683730 nChanged 6 SP:Iteration 72Q (2985.447855 sec): 3 clusters Score: Raw -313189.335182 + Penalty 2746.105876 = -310443.229306 nChanged 0 SP:Iteration 73F (2985.468603 sec): 3 clusters Score: Raw -313189.335182 + Penalty 2746.105876 = -310443.229306 nChanged 0 Trying to split cluster 32 (2582 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2985.484453 sec): 2 clusters Score: Raw -128298.556110 + Penalty 1276.651930 = -127021.904180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2985.497957 sec): 3 clusters Score: Raw -127151.212564 + Penalty 2553.303861 = -124597.908704 nChanged 940 SP:Iteration 1F (2985.510652 sec): 3 clusters Score: Raw -127848.088336 + Penalty 2553.303861 = -125294.784476 nChanged 272 SP:Iteration 2F (2985.551170 sec): 3 clusters Score: Raw -128184.860716 + Penalty 2553.303861 = -125631.556855 nChanged 237 SP:Iteration 3F (2985.563976 sec): 3 clusters Score: Raw -128472.357631 + Penalty 2553.303861 = -125919.053770 nChanged 187 SP:Iteration 4F (2985.576570 sec): 3 clusters Score: Raw -128728.382146 + Penalty 2553.303861 = -126175.078285 nChanged 149 SP:Iteration 5F (2985.589159 sec): 3 clusters Score: Raw -128926.406479 + Penalty 2553.303861 = -126373.102618 nChanged 149 SP:Iteration 6F (2985.601724 sec): 3 clusters Score: Raw -129175.024025 + Penalty 2553.303861 = -126621.720165 nChanged 131 SP:Iteration 7F (2985.614259 sec): 3 clusters Score: Raw -129389.958049 + Penalty 2553.303861 = -126836.654188 nChanged 94 SP:Iteration 8Q (2985.626653 sec): 3 clusters Score: Raw -129483.993254 + Penalty 2553.303861 = -126930.689393 nChanged 61 SP:Iteration 9Q (2985.637826 sec): 3 clusters Score: Raw -129533.214717 + Penalty 2553.303861 = -126979.910856 nChanged 42 SP:Iteration 10Q (2985.650144 sec): 3 clusters Score: Raw -129568.791754 + Penalty 2553.303861 = -127015.487893 nChanged 38 SP:Iteration 11Q (2985.662283 sec): 3 clusters Score: Raw -129594.684919 + Penalty 2553.303861 = -127041.381058 nChanged 16 SP:Iteration 12Q (2985.674519 sec): 3 clusters Score: Raw -129602.822428 + Penalty 2553.303861 = -127049.518567 nChanged 14 SP:Iteration 13Q (2985.686808 sec): 3 clusters Score: Raw -129608.066630 + Penalty 2553.303861 = -127054.762769 nChanged 15 SP:Iteration 14Q (2985.698933 sec): 3 clusters Score: Raw -129614.588970 + Penalty 2553.303861 = -127061.285109 nChanged 10 SP:Iteration 15Q (2985.711145 sec): 3 clusters Score: Raw -129620.115326 + Penalty 2553.303861 = -127066.811465 nChanged 4 SP:Iteration 16Q (2985.723231 sec): 3 clusters Score: Raw -129622.442383 + Penalty 2553.303861 = -127069.138522 nChanged 3 SP:Iteration 17Q (2985.735319 sec): 3 clusters Score: Raw -129623.168967 + Penalty 2553.303861 = -127069.865106 nChanged 3 SP:Iteration 18Q (2985.747583 sec): 3 clusters Score: Raw -129624.870450 + Penalty 2553.303861 = -127071.566589 nChanged 5 SP:Iteration 19Q (2985.759651 sec): 3 clusters Score: Raw -129627.447669 + Penalty 2553.303861 = -127074.143808 nChanged 5 SP:Iteration 20F (2985.772315 sec): 3 clusters Score: Raw -129628.859078 + Penalty 2553.303861 = -127075.555218 nChanged 3 SP:Iteration 21Q (2985.793757 sec): 3 clusters Score: Raw -129629.858072 + Penalty 2553.303861 = -127076.554211 nChanged 2 SP:Iteration 22Q (2985.806009 sec): 3 clusters Score: Raw -129630.399479 + Penalty 2553.303861 = -127077.095618 nChanged 1 SP:Iteration 23Q (2985.818215 sec): 3 clusters Score: Raw -129630.708878 + Penalty 2553.303861 = -127077.405017 nChanged 1 SP:Iteration 24Q (2985.830329 sec): 3 clusters Score: Raw -129631.161897 + Penalty 2553.303861 = -127077.858037 nChanged 0 SP:Iteration 25F (2985.843017 sec): 3 clusters Score: Raw -129631.161897 + Penalty 2553.303861 = -127077.858037 nChanged 0 Score: Raw -27543467.853345 + Penalty 73863.129566 = -27469604.723779 Splitting cluster 32 changes total score from -27470380.191776 to -27469604.723779 So it's not getting split. Trying to split cluster 33 (10307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2996.275163 sec): 2 clusters Score: Raw -615527.582879 + Penalty 1501.594015 = -614025.988864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2996.304479 sec): 3 clusters Score: Raw -609666.563485 + Penalty 3003.188030 = -606663.375454 nChanged 4466 SP:Iteration 1F (2996.332753 sec): 3 clusters Score: Raw -612287.308972 + Penalty 3003.188030 = -609284.120942 nChanged 793 SP:Iteration 2F (2996.361072 sec): 3 clusters Score: Raw -612821.979337 + Penalty 3003.188030 = -609818.791307 nChanged 756 SP:Iteration 3F (2996.389274 sec): 3 clusters Score: Raw -613329.483687 + Penalty 3003.188030 = -610326.295657 nChanged 684 SP:Iteration 4F (2996.417417 sec): 3 clusters Score: Raw -613756.534422 + Penalty 3003.188030 = -610753.346392 nChanged 576 SP:Iteration 5F (2996.445873 sec): 3 clusters Score: Raw -614081.379726 + Penalty 3003.188030 = -611078.191695 nChanged 455 SP:Iteration 6Q (2996.474441 sec): 3 clusters Score: Raw -614308.166625 + Penalty 3003.188030 = -611304.978594 nChanged 373 SP:Iteration 7Q (2996.502813 sec): 3 clusters Score: Raw -614485.111113 + Penalty 3003.188030 = -611481.923083 nChanged 315 SP:Iteration 8Q (2996.531188 sec): 3 clusters Score: Raw -614627.187850 + Penalty 3003.188030 = -611623.999820 nChanged 286 SP:Iteration 9Q (2996.559591 sec): 3 clusters Score: Raw -614762.689059 + Penalty 3003.188030 = -611759.501029 nChanged 262 SP:Iteration 10Q (2996.588000 sec): 3 clusters Score: Raw -614878.865025 + Penalty 3003.188030 = -611875.676995 nChanged 221 SP:Iteration 11Q (2996.616411 sec): 3 clusters Score: Raw -614964.097180 + Penalty 3003.188030 = -611960.909150 nChanged 186 SP:Iteration 12Q (2996.644873 sec): 3 clusters Score: Raw -615035.234361 + Penalty 3003.188030 = -612032.046331 nChanged 154 SP:Iteration 13Q (2996.672918 sec): 3 clusters Score: Raw -615101.080311 + Penalty 3003.188030 = -612097.892281 nChanged 130 SP:Iteration 14Q (2996.701227 sec): 3 clusters Score: Raw -615152.003304 + Penalty 3003.188030 = -612148.815274 nChanged 127 SP:Iteration 15Q (2996.729408 sec): 3 clusters Score: Raw -615205.347504 + Penalty 3003.188030 = -612202.159474 nChanged 136 SP:Iteration 16Q (2996.757281 sec): 3 clusters Score: Raw -615254.250809 + Penalty 3003.188030 = -612251.062779 nChanged 120 SP:Iteration 17Q (2996.785130 sec): 3 clusters Score: Raw -615299.188628 + Penalty 3003.188030 = -612296.000598 nChanged 113 SP:Iteration 18Q (2996.812833 sec): 3 clusters Score: Raw -615343.082599 + Penalty 3003.188030 = -612339.894568 nChanged 104 SP:Iteration 19Q (2996.840512 sec): 3 clusters Score: Raw -615383.855037 + Penalty 3003.188030 = -612380.667006 nChanged 95 SP:Iteration 20F (2996.868867 sec): 3 clusters Score: Raw -615418.564013 + Penalty 3003.188030 = -612415.375983 nChanged 88 SP:Iteration 21Q (2996.896175 sec): 3 clusters Score: Raw -615451.461835 + Penalty 3003.188030 = -612448.273805 nChanged 81 SP:Iteration 22Q (2996.923465 sec): 3 clusters Score: Raw -615482.007285 + Penalty 3003.188030 = -612478.819254 nChanged 71 SP:Iteration 23Q (2996.950764 sec): 3 clusters Score: Raw -615511.315624 + Penalty 3003.188030 = -612508.127593 nChanged 81 SP:Iteration 24Q (2996.977920 sec): 3 clusters Score: Raw -615537.489196 + Penalty 3003.188030 = -612534.301166 nChanged 64 SP:Iteration 25Q (2997.004981 sec): 3 clusters Score: Raw -615561.552314 + Penalty 3003.188030 = -612558.364284 nChanged 66 SP:Iteration 26Q (2997.032010 sec): 3 clusters Score: Raw -615597.508139 + Penalty 3003.188030 = -612594.320108 nChanged 79 SP:Iteration 27Q (2997.058764 sec): 3 clusters Score: Raw -615636.011893 + Penalty 3003.188030 = -612632.823863 nChanged 68 SP:Iteration 28Q (2997.085452 sec): 3 clusters Score: Raw -615664.881737 + Penalty 3003.188030 = -612661.693706 nChanged 54 SP:Iteration 29Q (2997.112016 sec): 3 clusters Score: Raw -615690.687670 + Penalty 3003.188030 = -612687.499640 nChanged 57 SP:Iteration 30Q (2997.138624 sec): 3 clusters Score: Raw -615719.512442 + Penalty 3003.188030 = -612716.324412 nChanged 54 SP:Iteration 31Q (2997.165166 sec): 3 clusters Score: Raw -615741.156734 + Penalty 3003.188030 = -612737.968704 nChanged 55 SP:Iteration 32Q (2997.191559 sec): 3 clusters Score: Raw -615762.751199 + Penalty 3003.188030 = -612759.563168 nChanged 44 SP:Iteration 33Q (2997.217748 sec): 3 clusters Score: Raw -615786.290692 + Penalty 3003.188030 = -612783.102661 nChanged 52 SP:Iteration 34Q (2997.243796 sec): 3 clusters Score: Raw -615816.807400 + Penalty 3003.188030 = -612813.619370 nChanged 65 SP:Iteration 35Q (2997.269745 sec): 3 clusters Score: Raw -615852.826296 + Penalty 3003.188030 = -612849.638266 nChanged 52 SP:Iteration 36Q (2997.295737 sec): 3 clusters Score: Raw -615883.783830 + Penalty 3003.188030 = -612880.595799 nChanged 38 SP:Iteration 37Q (2997.321560 sec): 3 clusters Score: Raw -615908.432424 + Penalty 3003.188030 = -612905.244393 nChanged 35 SP:Iteration 38Q (2997.347267 sec): 3 clusters Score: Raw -615930.870469 + Penalty 3003.188030 = -612927.682439 nChanged 42 SP:Iteration 39Q (2997.372758 sec): 3 clusters Score: Raw -615958.606640 + Penalty 3003.188030 = -612955.418610 nChanged 40 SP:Iteration 40F (2997.401155 sec): 3 clusters Score: Raw -615985.213244 + Penalty 3003.188030 = -612982.025213 nChanged 31 SP:Iteration 41Q (2997.426483 sec): 3 clusters Score: Raw -616009.247518 + Penalty 3003.188030 = -613006.059487 nChanged 26 SP:Iteration 42Q (2997.451798 sec): 3 clusters Score: Raw -616022.606799 + Penalty 3003.188030 = -613019.418769 nChanged 16 SP:Iteration 43Q (2997.477058 sec): 3 clusters Score: Raw -616029.985224 + Penalty 3003.188030 = -613026.797193 nChanged 19 SP:Iteration 44Q (2997.502135 sec): 3 clusters Score: Raw -616038.362653 + Penalty 3003.188030 = -613035.174623 nChanged 14 SP:Iteration 45Q (2997.527150 sec): 3 clusters Score: Raw -616044.413901 + Penalty 3003.188030 = -613041.225871 nChanged 10 SP:Iteration 46Q (2997.552176 sec): 3 clusters Score: Raw -616050.006868 + Penalty 3003.188030 = -613046.818838 nChanged 9 SP:Iteration 47Q (2997.577279 sec): 3 clusters Score: Raw -616054.292448 + Penalty 3003.188030 = -613051.104417 nChanged 8 SP:Iteration 48Q (2997.602592 sec): 3 clusters Score: Raw -616058.209572 + Penalty 3003.188030 = -613055.021541 nChanged 10 SP:Iteration 49Q (2997.627734 sec): 3 clusters Score: Raw -616067.724692 + Penalty 3003.188030 = -613064.536662 nChanged 18 SP:Iteration 50Q (2997.652631 sec): 3 clusters Score: Raw -616079.633996 + Penalty 3003.188030 = -613076.445965 nChanged 16 SP:Iteration 51Q (2997.677612 sec): 3 clusters Score: Raw -616089.793781 + Penalty 3003.188030 = -613086.605751 nChanged 11 SP:Iteration 52Q (2997.702529 sec): 3 clusters Score: Raw -616096.898168 + Penalty 3003.188030 = -613093.710137 nChanged 9 SP:Iteration 53Q (2997.727257 sec): 3 clusters Score: Raw -616103.873945 + Penalty 3003.188030 = -613100.685914 nChanged 7 SP:Iteration 54Q (2997.752164 sec): 3 clusters Score: Raw -616107.807179 + Penalty 3003.188030 = -613104.619149 nChanged 7 SP:Iteration 55Q (2997.776979 sec): 3 clusters Score: Raw -616113.866411 + Penalty 3003.188030 = -613110.678380 nChanged 11 SP:Iteration 56Q (2997.801687 sec): 3 clusters Score: Raw -616119.200436 + Penalty 3003.188030 = -613116.012406 nChanged 9 SP:Iteration 57Q (2997.826464 sec): 3 clusters Score: Raw -616124.936534 + Penalty 3003.188030 = -613121.748504 nChanged 11 SP:Iteration 58Q (2997.851806 sec): 3 clusters Score: Raw -616132.117476 + Penalty 3003.188030 = -613128.929446 nChanged 13 SP:Iteration 59Q (2997.876290 sec): 3 clusters Score: Raw -616139.630188 + Penalty 3003.188030 = -613136.442158 nChanged 10 SP:Iteration 60F (2997.904595 sec): 3 clusters Score: Raw -616145.580452 + Penalty 3003.188030 = -613142.392422 nChanged 5 SP:Iteration 61Q (2997.929298 sec): 3 clusters Score: Raw -616147.247733 + Penalty 3003.188030 = -613144.059703 nChanged 3 SP:Iteration 62Q (2997.953819 sec): 3 clusters Score: Raw -616148.204454 + Penalty 3003.188030 = -613145.016423 nChanged 3 SP:Iteration 63Q (2997.978380 sec): 3 clusters Score: Raw -616150.325433 + Penalty 3003.188030 = -613147.137402 nChanged 5 SP:Iteration 64Q (2998.002987 sec): 3 clusters Score: Raw -616152.428927 + Penalty 3003.188030 = -613149.240897 nChanged 1 SP:Iteration 65Q (2998.027553 sec): 3 clusters Score: Raw -616152.564633 + Penalty 3003.188030 = -613149.376603 nChanged 0 SP:Iteration 66F (2998.056032 sec): 3 clusters Score: Raw -616152.564633 + Penalty 3003.188030 = -613149.376603 nChanged 0 Trying to split cluster 34 (11903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2998.081453 sec): 2 clusters Score: Raw -812134.900006 + Penalty 1524.988684 = -810609.911322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2998.113096 sec): 3 clusters Score: Raw -805255.777471 + Penalty 3049.977368 = -802205.800102 nChanged 5243 SP:Iteration 1F (2998.143391 sec): 3 clusters Score: Raw -808067.124605 + Penalty 3049.977368 = -805017.147237 nChanged 730 SP:Iteration 2F (2998.173934 sec): 3 clusters Score: Raw -808410.603606 + Penalty 3049.977368 = -805360.626238 nChanged 664 SP:Iteration 3F (2998.204290 sec): 3 clusters Score: Raw -808711.101129 + Penalty 3049.977368 = -805661.123760 nChanged 577 SP:Iteration 4Q (2998.234954 sec): 3 clusters Score: Raw -809000.477359 + Penalty 3049.977368 = -805950.499991 nChanged 566 SP:Iteration 5Q (2998.265764 sec): 3 clusters Score: Raw -809290.308683 + Penalty 3049.977368 = -806240.331315 nChanged 528 SP:Iteration 6Q (2998.296349 sec): 3 clusters Score: Raw -809587.170918 + Penalty 3049.977368 = -806537.193550 nChanged 537 SP:Iteration 7Q (2998.326853 sec): 3 clusters Score: Raw -809907.460961 + Penalty 3049.977368 = -806857.483593 nChanged 518 SP:Iteration 8Q (2998.357101 sec): 3 clusters Score: Raw -810211.781383 + Penalty 3049.977368 = -807161.804015 nChanged 488 SP:Iteration 9Q (2998.387529 sec): 3 clusters Score: Raw -810525.095073 + Penalty 3049.977368 = -807475.117705 nChanged 473 SP:Iteration 10Q (2998.417701 sec): 3 clusters Score: Raw -810892.626142 + Penalty 3049.977368 = -807842.648774 nChanged 450 SP:Iteration 11Q (2998.447531 sec): 3 clusters Score: Raw -811260.910600 + Penalty 3049.977368 = -808210.933232 nChanged 404 SP:Iteration 12Q (2998.477117 sec): 3 clusters Score: Raw -811588.087982 + Penalty 3049.977368 = -808538.110614 nChanged 314 SP:Iteration 13Q (2998.506039 sec): 3 clusters Score: Raw -811792.504225 + Penalty 3049.977368 = -808742.526857 nChanged 241 SP:Iteration 14Q (2998.534420 sec): 3 clusters Score: Raw -811939.431179 + Penalty 3049.977368 = -808889.453811 nChanged 172 SP:Iteration 15Q (2998.562906 sec): 3 clusters Score: Raw -812021.418334 + Penalty 3049.977368 = -808971.440966 nChanged 127 SP:Iteration 16Q (2998.590974 sec): 3 clusters Score: Raw -812068.127245 + Penalty 3049.977368 = -809018.149877 nChanged 104 SP:Iteration 17Q (2998.619046 sec): 3 clusters Score: Raw -812106.948286 + Penalty 3049.977368 = -809056.970918 nChanged 109 SP:Iteration 18Q (2998.647065 sec): 3 clusters Score: Raw -812150.939886 + Penalty 3049.977368 = -809100.962518 nChanged 97 SP:Iteration 19Q (2998.674802 sec): 3 clusters Score: Raw -812188.832024 + Penalty 3049.977368 = -809138.854656 nChanged 77 SP:Iteration 20F (2998.705146 sec): 3 clusters Score: Raw -812215.907530 + Penalty 3049.977368 = -809165.930161 nChanged 72 SP:Iteration 21Q (2998.733054 sec): 3 clusters Score: Raw -812236.268117 + Penalty 3049.977368 = -809186.290749 nChanged 58 SP:Iteration 22Q (2998.761123 sec): 3 clusters Score: Raw -812252.063301 + Penalty 3049.977368 = -809202.085933 nChanged 31 SP:Iteration 23Q (2998.788878 sec): 3 clusters Score: Raw -812260.644931 + Penalty 3049.977368 = -809210.667563 nChanged 34 SP:Iteration 24Q (2998.816742 sec): 3 clusters Score: Raw -812267.250954 + Penalty 3049.977368 = -809217.273586 nChanged 23 SP:Iteration 25Q (2998.844306 sec): 3 clusters Score: Raw -812271.298338 + Penalty 3049.977368 = -809221.320969 nChanged 14 SP:Iteration 26Q (2998.871936 sec): 3 clusters Score: Raw -812273.323563 + Penalty 3049.977368 = -809223.346194 nChanged 10 SP:Iteration 27Q (2998.899704 sec): 3 clusters Score: Raw -812274.737753 + Penalty 3049.977368 = -809224.760385 nChanged 7 SP:Iteration 28Q (2998.927645 sec): 3 clusters Score: Raw -812275.492868 + Penalty 3049.977368 = -809225.515499 nChanged 6 SP:Iteration 29Q (2998.955434 sec): 3 clusters Score: Raw -812276.061259 + Penalty 3049.977368 = -809226.083891 nChanged 3 SP:Iteration 30Q (2998.983066 sec): 3 clusters Score: Raw -812276.342749 + Penalty 3049.977368 = -809226.365381 nChanged 2 SP:Iteration 31Q (2999.010584 sec): 3 clusters Score: Raw -812276.627531 + Penalty 3049.977368 = -809226.650163 nChanged 3 SP:Iteration 32Q (2999.038237 sec): 3 clusters Score: Raw -812276.986061 + Penalty 3049.977368 = -809227.008693 nChanged 5 SP:Iteration 33Q (2999.065882 sec): 3 clusters Score: Raw -812278.180547 + Penalty 3049.977368 = -809228.203179 nChanged 7 SP:Iteration 34Q (2999.093571 sec): 3 clusters Score: Raw -812279.172652 + Penalty 3049.977368 = -809229.195283 nChanged 6 SP:Iteration 35Q (2999.151521 sec): 3 clusters Score: Raw -812279.949654 + Penalty 3049.977368 = -809229.972286 nChanged 6 SP:Iteration 36Q (2999.192339 sec): 3 clusters Score: Raw -812280.616033 + Penalty 3049.977368 = -809230.638665 nChanged 4 SP:Iteration 37Q (2999.224412 sec): 3 clusters Score: Raw -812281.142212 + Penalty 3049.977368 = -809231.164844 nChanged 2 SP:Iteration 38Q (2999.254678 sec): 3 clusters Score: Raw -812281.481547 + Penalty 3049.977368 = -809231.504179 nChanged 4 SP:Iteration 39Q (2999.282178 sec): 3 clusters Score: Raw -812282.044151 + Penalty 3049.977368 = -809232.066783 nChanged 2 SP:Iteration 40F (2999.312799 sec): 3 clusters Score: Raw -812282.308811 + Penalty 3049.977368 = -809232.331443 nChanged 2 SP:Iteration 41Q (2999.340402 sec): 3 clusters Score: Raw -812282.492377 + Penalty 3049.977368 = -809232.515008 nChanged 1 SP:Iteration 42Q (2999.367780 sec): 3 clusters Score: Raw -812282.601059 + Penalty 3049.977368 = -809232.623690 nChanged 1 SP:Iteration 43Q (2999.395371 sec): 3 clusters Score: Raw -812282.699371 + Penalty 3049.977368 = -809232.722003 nChanged 2 SP:Iteration 44Q (2999.422840 sec): 3 clusters Score: Raw -812282.896747 + Penalty 3049.977368 = -809232.919379 nChanged 3 SP:Iteration 45Q (2999.450515 sec): 3 clusters Score: Raw -812283.322665 + Penalty 3049.977368 = -809233.345297 nChanged 3 SP:Iteration 46Q (2999.478071 sec): 3 clusters Score: Raw -812283.584262 + Penalty 3049.977368 = -809233.606894 nChanged 0 SP:Iteration 47F (2999.508404 sec): 3 clusters Score: Raw -812283.584262 + Penalty 3049.977368 = -809233.606894 nChanged 0 Iteration 139Q (3003.262659 sec): 35 clusters Score: Raw -27542135.546827 + Penalty 71752.754436 = -27470382.792391 nChanged 46 Iteration 140F (3012.646497 sec): 35 clusters Score: Raw -27542137.944773 + Penalty 71752.754436 = -27470385.190337 nChanged 42 Iteration 141Q (3016.444246 sec): 35 clusters Score: Raw -27542140.497308 + Penalty 71752.754436 = -27470387.742872 nChanged 40 Iteration 142Q (3020.149487 sec): 35 clusters Score: Raw -27542143.224981 + Penalty 71752.754436 = -27470390.470545 nChanged 38 Iteration 143Q (3023.829094 sec): 35 clusters Score: Raw -27542145.702121 + Penalty 71752.754436 = -27470392.947685 nChanged 45 Iteration 144Q (3027.809425 sec): 35 clusters Score: Raw -27542148.730925 + Penalty 71752.754436 = -27470395.976489 nChanged 51 Iteration 145Q (3031.833281 sec): 35 clusters Score: Raw -27542152.790829 + Penalty 71752.754436 = -27470400.036393 nChanged 40 Iteration 146Q (3035.842124 sec): 35 clusters Score: Raw -27542155.648132 + Penalty 71752.754436 = -27470402.893696 nChanged 33 Iteration 147Q (3039.854270 sec): 35 clusters Score: Raw -27542158.797128 + Penalty 71752.754436 = -27470406.042692 nChanged 35 Iteration 148Q (3043.885456 sec): 35 clusters Score: Raw -27542161.370919 + Penalty 71752.754436 = -27470408.616483 nChanged 44 Iteration 149Q (3047.894848 sec): 35 clusters Score: Raw -27542164.052095 + Penalty 71752.754436 = -27470411.297659 nChanged 41 Iteration 150Q (3051.905448 sec): 35 clusters Score: Raw -27542166.424641 + Penalty 71752.754436 = -27470413.670205 nChanged 35 Iteration 151Q (3055.924560 sec): 35 clusters Score: Raw -27542168.966566 + Penalty 71752.754436 = -27470416.212130 nChanged 35 Iteration 152Q (3059.947231 sec): 35 clusters Score: Raw -27542171.548371 + Penalty 71752.754436 = -27470418.793935 nChanged 36 Iteration 153Q (3063.958848 sec): 35 clusters Score: Raw -27542173.936858 + Penalty 71752.754436 = -27470421.182422 nChanged 35 Iteration 154Q (3067.966485 sec): 35 clusters Score: Raw -27542175.838299 + Penalty 71752.754436 = -27470423.083863 nChanged 36 Iteration 155Q (3071.983404 sec): 35 clusters Score: Raw -27542178.496915 + Penalty 71752.754436 = -27470425.742479 nChanged 37 Iteration 156Q (3076.003326 sec): 35 clusters Score: Raw -27542180.937338 + Penalty 71752.754436 = -27470428.182902 nChanged 33 Iteration 157Q (3080.010739 sec): 35 clusters Score: Raw -27542183.287517 + Penalty 71752.754436 = -27470430.533081 nChanged 25 Iteration 158Q (3084.024048 sec): 35 clusters Score: Raw -27542185.097906 + Penalty 71752.754436 = -27470432.343471 nChanged 33 Iteration 159Q (3088.034653 sec): 35 clusters Score: Raw -27542187.466434 + Penalty 71752.754436 = -27470434.711998 nChanged 48 Iteration 160F (3097.205192 sec): 35 clusters Score: Raw -27542191.315315 + Penalty 71752.754436 = -27470438.560880 nChanged 46 Iteration 161Q (3101.218971 sec): 35 clusters Score: Raw -27542194.112227 + Penalty 71752.754436 = -27470441.357791 nChanged 41 Iteration 162Q (3105.243313 sec): 35 clusters Score: Raw -27542198.073888 + Penalty 71752.754436 = -27470445.319452 nChanged 38 Iteration 163Q (3109.254151 sec): 35 clusters Score: Raw -27542201.147846 + Penalty 71752.754436 = -27470448.393410 nChanged 41 Iteration 164Q (3113.261463 sec): 35 clusters Score: Raw -27542204.180397 + Penalty 71752.754436 = -27470451.425961 nChanged 31 Iteration 165Q (3117.299900 sec): 35 clusters Score: Raw -27542206.370422 + Penalty 71752.754436 = -27470453.615987 nChanged 28 Iteration 166Q (3121.308214 sec): 35 clusters Score: Raw -27542208.640002 + Penalty 71752.754436 = -27470455.885566 nChanged 29 Iteration 167Q (3125.318970 sec): 35 clusters Score: Raw -27542210.154681 + Penalty 71752.754436 = -27470457.400246 nChanged 18 Iteration 168Q (3129.326292 sec): 35 clusters Score: Raw -27542211.277891 + Penalty 71752.754436 = -27470458.523455 nChanged 12 Iteration 169Q (3133.336512 sec): 35 clusters Score: Raw -27542212.531902 + Penalty 71752.754436 = -27470459.777466 nChanged 16 Iteration 170Q (3137.348551 sec): 35 clusters Score: Raw -27542213.915195 + Penalty 71752.754436 = -27470461.160759 nChanged 15 Iteration 171Q (3141.358451 sec): 35 clusters Score: Raw -27542215.028551 + Penalty 71752.754436 = -27470462.274116 nChanged 14 Iteration 172Q (3145.367418 sec): 35 clusters Score: Raw -27542215.652918 + Penalty 71752.754436 = -27470462.898482 nChanged 10 Iteration 173Q (3149.404095 sec): 35 clusters Score: Raw -27542216.410820 + Penalty 71752.754436 = -27470463.656384 nChanged 9 Iteration 174Q (3153.413478 sec): 35 clusters Score: Raw -27542216.732132 + Penalty 71752.754436 = -27470463.977696 nChanged 10 Iteration 175Q (3157.422109 sec): 35 clusters Score: Raw -27542217.170799 + Penalty 71752.754436 = -27470464.416363 nChanged 4 Iteration 176Q (3161.430030 sec): 35 clusters Score: Raw -27542217.420646 + Penalty 71752.754436 = -27470464.666210 nChanged 2 Iteration 177Q (3165.445193 sec): 35 clusters Score: Raw -27542217.610522 + Penalty 71752.754436 = -27470464.856086 nChanged 5 Iteration 178Q (3169.454109 sec): 35 clusters Score: Raw -27542217.855345 + Penalty 71752.754436 = -27470465.100909 nChanged 10 Writing temp clu file Because OldScore, -27470464.856086, is greater than current (better) Score,-27470465.100909 Compute initial score before splitting: Score: Raw -27542217.855345 + Penalty 71752.754436 = -27470465.100909 Trying to split cluster 1 (10616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3169.548294 sec): 2 clusters Score: Raw -711224.979648 + Penalty 1506.394106 = -709718.585542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3169.577626 sec): 3 clusters Score: Raw -705088.619265 + Penalty 3012.788212 = -702075.831053 nChanged 4708 SP:Iteration 1F (3169.605964 sec): 3 clusters Score: Raw -707753.088031 + Penalty 3012.788212 = -704740.299819 nChanged 731 SP:Iteration 2F (3169.634242 sec): 3 clusters Score: Raw -708161.859769 + Penalty 3012.788212 = -705149.071557 nChanged 670 SP:Iteration 3F (3169.662296 sec): 3 clusters Score: Raw -708601.789604 + Penalty 3012.788212 = -705589.001391 nChanged 579 SP:Iteration 4F (3169.690573 sec): 3 clusters Score: Raw -709029.791543 + Penalty 3012.788212 = -706017.003331 nChanged 572 SP:Iteration 5F (3169.718726 sec): 3 clusters Score: Raw -709433.907807 + Penalty 3012.788212 = -706421.119595 nChanged 534 SP:Iteration 6F (3169.777663 sec): 3 clusters Score: Raw -709817.746229 + Penalty 3012.788212 = -706804.958017 nChanged 479 SP:Iteration 7Q (3169.805004 sec): 3 clusters Score: Raw -710116.846960 + Penalty 3012.788212 = -707104.058748 nChanged 388 SP:Iteration 8Q (3169.832400 sec): 3 clusters Score: Raw -710340.588806 + Penalty 3012.788212 = -707327.800594 nChanged 331 SP:Iteration 9Q (3169.859777 sec): 3 clusters Score: Raw -710510.859799 + Penalty 3012.788212 = -707498.071586 nChanged 267 SP:Iteration 10Q (3169.887050 sec): 3 clusters Score: Raw -710628.273624 + Penalty 3012.788212 = -707615.485412 nChanged 231 SP:Iteration 11Q (3169.913927 sec): 3 clusters Score: Raw -710724.288846 + Penalty 3012.788212 = -707711.500633 nChanged 204 SP:Iteration 12Q (3169.940870 sec): 3 clusters Score: Raw -710818.589195 + Penalty 3012.788212 = -707805.800983 nChanged 208 SP:Iteration 13Q (3169.967503 sec): 3 clusters Score: Raw -710917.845097 + Penalty 3012.788212 = -707905.056885 nChanged 178 SP:Iteration 14Q (3169.994287 sec): 3 clusters Score: Raw -711000.998681 + Penalty 3012.788212 = -707988.210469 nChanged 165 SP:Iteration 15Q (3170.020641 sec): 3 clusters Score: Raw -711086.689840 + Penalty 3012.788212 = -708073.901627 nChanged 142 SP:Iteration 16Q (3170.047006 sec): 3 clusters Score: Raw -711151.653930 + Penalty 3012.788212 = -708138.865718 nChanged 112 SP:Iteration 17Q (3170.073245 sec): 3 clusters Score: Raw -711200.269841 + Penalty 3012.788212 = -708187.481629 nChanged 128 SP:Iteration 18Q (3170.099361 sec): 3 clusters Score: Raw -711261.625578 + Penalty 3012.788212 = -708248.837366 nChanged 113 SP:Iteration 19Q (3170.125322 sec): 3 clusters Score: Raw -711313.415716 + Penalty 3012.788212 = -708300.627504 nChanged 97 SP:Iteration 20F (3170.153548 sec): 3 clusters Score: Raw -711358.033786 + Penalty 3012.788212 = -708345.245574 nChanged 81 SP:Iteration 21Q (3170.179371 sec): 3 clusters Score: Raw -711402.081188 + Penalty 3012.788212 = -708389.292976 nChanged 90 SP:Iteration 22Q (3170.205072 sec): 3 clusters Score: Raw -711444.540150 + Penalty 3012.788212 = -708431.751938 nChanged 76 SP:Iteration 23Q (3170.230854 sec): 3 clusters Score: Raw -711481.317124 + Penalty 3012.788212 = -708468.528912 nChanged 61 SP:Iteration 24Q (3170.256684 sec): 3 clusters Score: Raw -711508.815920 + Penalty 3012.788212 = -708496.027708 nChanged 65 SP:Iteration 25Q (3170.282035 sec): 3 clusters Score: Raw -711540.113341 + Penalty 3012.788212 = -708527.325129 nChanged 62 SP:Iteration 26Q (3170.307322 sec): 3 clusters Score: Raw -711574.364606 + Penalty 3012.788212 = -708561.576394 nChanged 52 SP:Iteration 27Q (3170.332665 sec): 3 clusters Score: Raw -711596.455186 + Penalty 3012.788212 = -708583.666974 nChanged 35 SP:Iteration 28Q (3170.358093 sec): 3 clusters Score: Raw -711615.074119 + Penalty 3012.788212 = -708602.285907 nChanged 25 SP:Iteration 29Q (3170.383296 sec): 3 clusters Score: Raw -711626.055607 + Penalty 3012.788212 = -708613.267395 nChanged 27 SP:Iteration 30Q (3170.408534 sec): 3 clusters Score: Raw -711635.605554 + Penalty 3012.788212 = -708622.817342 nChanged 18 SP:Iteration 31Q (3170.433682 sec): 3 clusters Score: Raw -711641.931612 + Penalty 3012.788212 = -708629.143399 nChanged 12 SP:Iteration 32Q (3170.458935 sec): 3 clusters Score: Raw -711645.422798 + Penalty 3012.788212 = -708632.634586 nChanged 6 SP:Iteration 33Q (3170.484258 sec): 3 clusters Score: Raw -711647.010792 + Penalty 3012.788212 = -708634.222579 nChanged 7 SP:Iteration 34Q (3170.509529 sec): 3 clusters Score: Raw -711649.938394 + Penalty 3012.788212 = -708637.150181 nChanged 5 SP:Iteration 35Q (3170.534516 sec): 3 clusters Score: Raw -711651.822439 + Penalty 3012.788212 = -708639.034226 nChanged 5 SP:Iteration 36Q (3170.559814 sec): 3 clusters Score: Raw -711652.848429 + Penalty 3012.788212 = -708640.060217 nChanged 2 SP:Iteration 37Q (3170.584844 sec): 3 clusters Score: Raw -711653.131131 + Penalty 3012.788212 = -708640.342919 nChanged 3 SP:Iteration 38Q (3170.610081 sec): 3 clusters Score: Raw -711654.264299 + Penalty 3012.788212 = -708641.476086 nChanged 2 SP:Iteration 39Q (3170.635477 sec): 3 clusters Score: Raw -711655.445597 + Penalty 3012.788212 = -708642.657385 nChanged 3 SP:Iteration 40F (3170.663832 sec): 3 clusters Score: Raw -711656.885037 + Penalty 3012.788212 = -708644.096825 nChanged 6 SP:Iteration 41Q (3170.688995 sec): 3 clusters Score: Raw -711659.573030 + Penalty 3012.788212 = -708646.784817 nChanged 10 SP:Iteration 42Q (3170.714014 sec): 3 clusters Score: Raw -711663.304197 + Penalty 3012.788212 = -708650.515985 nChanged 8 SP:Iteration 43Q (3170.739150 sec): 3 clusters Score: Raw -711666.365654 + Penalty 3012.788212 = -708653.577442 nChanged 5 SP:Iteration 44Q (3170.764502 sec): 3 clusters Score: Raw -711668.252880 + Penalty 3012.788212 = -708655.464668 nChanged 5 SP:Iteration 45Q (3170.789634 sec): 3 clusters Score: Raw -711670.265225 + Penalty 3012.788212 = -708657.477013 nChanged 8 SP:Iteration 46Q (3170.814793 sec): 3 clusters Score: Raw -711673.295226 + Penalty 3012.788212 = -708660.507014 nChanged 6 SP:Iteration 47Q (3170.839771 sec): 3 clusters Score: Raw -711675.938835 + Penalty 3012.788212 = -708663.150622 nChanged 5 SP:Iteration 48Q (3170.865009 sec): 3 clusters Score: Raw -711678.361240 + Penalty 3012.788212 = -708665.573028 nChanged 4 SP:Iteration 49Q (3170.890229 sec): 3 clusters Score: Raw -711680.885874 + Penalty 3012.788212 = -708668.097662 nChanged 2 SP:Iteration 50Q (3170.915334 sec): 3 clusters Score: Raw -711681.413548 + Penalty 3012.788212 = -708668.625336 nChanged 1 SP:Iteration 51Q (3170.940416 sec): 3 clusters Score: Raw -711681.538164 + Penalty 3012.788212 = -708668.749952 nChanged 1 SP:Iteration 52Q (3170.965525 sec): 3 clusters Score: Raw -711681.677255 + Penalty 3012.788212 = -708668.889043 nChanged 0 SP:Iteration 53F (3170.993549 sec): 3 clusters Score: Raw -711681.677255 + Penalty 3012.788212 = -708668.889043 nChanged 0 Trying to split cluster 2 (38514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3171.048657 sec): 2 clusters Score: Raw -2588820.483176 + Penalty 1715.801277 = -2587104.681899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3171.122895 sec): 3 clusters Score: Raw -2564737.933609 + Penalty 3431.602554 = -2561306.331055 nChanged 17868 SP:Iteration 1F (3171.191010 sec): 3 clusters Score: Raw -2574996.927656 + Penalty 3431.602554 = -2571565.325101 nChanged 2011 SP:Iteration 2F (3171.259115 sec): 3 clusters Score: Raw -2575823.901740 + Penalty 3431.602554 = -2572392.299186 nChanged 2199 SP:Iteration 3F (3171.327725 sec): 3 clusters Score: Raw -2576893.161018 + Penalty 3431.602554 = -2573461.558464 nChanged 2436 SP:Iteration 4F (3171.395282 sec): 3 clusters Score: Raw -2578303.177078 + Penalty 3431.602554 = -2574871.574524 nChanged 2524 SP:Iteration 5F (3171.463339 sec): 3 clusters Score: Raw -2579991.906886 + Penalty 3431.602554 = -2576560.304331 nChanged 2475 SP:Iteration 6F (3171.530966 sec): 3 clusters Score: Raw -2581757.686137 + Penalty 3431.602554 = -2578326.083583 nChanged 2175 SP:Iteration 7F (3171.598859 sec): 3 clusters Score: Raw -2583307.302902 + Penalty 3431.602554 = -2579875.700347 nChanged 1830 SP:Iteration 8Q (3171.669666 sec): 3 clusters Score: Raw -2584644.632224 + Penalty 3431.602554 = -2581213.029669 nChanged 1507 SP:Iteration 9Q (3171.738433 sec): 3 clusters Score: Raw -2585804.270948 + Penalty 3431.602554 = -2582372.668393 nChanged 1182 SP:Iteration 10Q (3171.805199 sec): 3 clusters Score: Raw -2586646.745336 + Penalty 3431.602554 = -2583215.142782 nChanged 940 SP:Iteration 11Q (3171.870172 sec): 3 clusters Score: Raw -2587243.007596 + Penalty 3431.602554 = -2583811.405042 nChanged 677 SP:Iteration 12Q (3171.933749 sec): 3 clusters Score: Raw -2587633.358797 + Penalty 3431.602554 = -2584201.756242 nChanged 552 SP:Iteration 13Q (3171.996408 sec): 3 clusters Score: Raw -2587957.825402 + Penalty 3431.602554 = -2584526.222848 nChanged 505 SP:Iteration 14Q (3172.058278 sec): 3 clusters Score: Raw -2588240.763736 + Penalty 3431.602554 = -2584809.161182 nChanged 451 SP:Iteration 15Q (3172.119587 sec): 3 clusters Score: Raw -2588485.811402 + Penalty 3431.602554 = -2585054.208847 nChanged 425 SP:Iteration 16Q (3172.180435 sec): 3 clusters Score: Raw -2588714.513584 + Penalty 3431.602554 = -2585282.911030 nChanged 385 SP:Iteration 17Q (3172.240895 sec): 3 clusters Score: Raw -2588928.760074 + Penalty 3431.602554 = -2585497.157519 nChanged 342 SP:Iteration 18Q (3172.300927 sec): 3 clusters Score: Raw -2589114.687990 + Penalty 3431.602554 = -2585683.085435 nChanged 278 SP:Iteration 19Q (3172.360648 sec): 3 clusters Score: Raw -2589235.967501 + Penalty 3431.602554 = -2585804.364946 nChanged 234 SP:Iteration 20F (3172.428608 sec): 3 clusters Score: Raw -2589329.681858 + Penalty 3431.602554 = -2585898.079304 nChanged 213 SP:Iteration 21Q (3172.488168 sec): 3 clusters Score: Raw -2589403.219755 + Penalty 3431.602554 = -2585971.617201 nChanged 151 SP:Iteration 22Q (3172.547449 sec): 3 clusters Score: Raw -2589445.634488 + Penalty 3431.602554 = -2586014.031934 nChanged 125 SP:Iteration 23Q (3172.606396 sec): 3 clusters Score: Raw -2589473.885385 + Penalty 3431.602554 = -2586042.282830 nChanged 98 SP:Iteration 24Q (3172.665147 sec): 3 clusters Score: Raw -2589496.123549 + Penalty 3431.602554 = -2586064.520995 nChanged 103 SP:Iteration 25Q (3172.723939 sec): 3 clusters Score: Raw -2589524.549282 + Penalty 3431.602554 = -2586092.946728 nChanged 110 SP:Iteration 26Q (3172.782563 sec): 3 clusters Score: Raw -2589558.085718 + Penalty 3431.602554 = -2586126.483164 nChanged 111 SP:Iteration 27Q (3172.841172 sec): 3 clusters Score: Raw -2589589.318848 + Penalty 3431.602554 = -2586157.716294 nChanged 107 SP:Iteration 28Q (3172.899783 sec): 3 clusters Score: Raw -2589616.957314 + Penalty 3431.602554 = -2586185.354760 nChanged 89 SP:Iteration 29Q (3172.958104 sec): 3 clusters Score: Raw -2589636.640566 + Penalty 3431.602554 = -2586205.038012 nChanged 63 SP:Iteration 30Q (3173.016510 sec): 3 clusters Score: Raw -2589647.588456 + Penalty 3431.602554 = -2586215.985901 nChanged 43 SP:Iteration 31Q (3173.074913 sec): 3 clusters Score: Raw -2589654.355410 + Penalty 3431.602554 = -2586222.752856 nChanged 38 SP:Iteration 32Q (3173.133236 sec): 3 clusters Score: Raw -2589661.297930 + Penalty 3431.602554 = -2586229.695376 nChanged 38 SP:Iteration 33Q (3173.191456 sec): 3 clusters Score: Raw -2589667.169923 + Penalty 3431.602554 = -2586235.567368 nChanged 37 SP:Iteration 34Q (3173.249671 sec): 3 clusters Score: Raw -2589673.370251 + Penalty 3431.602554 = -2586241.767696 nChanged 32 SP:Iteration 35Q (3173.308046 sec): 3 clusters Score: Raw -2589677.802815 + Penalty 3431.602554 = -2586246.200260 nChanged 21 SP:Iteration 36Q (3173.366204 sec): 3 clusters Score: Raw -2589681.434339 + Penalty 3431.602554 = -2586249.831784 nChanged 15 SP:Iteration 37Q (3173.424400 sec): 3 clusters Score: Raw -2589683.465015 + Penalty 3431.602554 = -2586251.862461 nChanged 16 SP:Iteration 38Q (3173.482718 sec): 3 clusters Score: Raw -2589685.627251 + Penalty 3431.602554 = -2586254.024696 nChanged 20 SP:Iteration 39Q (3173.540937 sec): 3 clusters Score: Raw -2589688.703934 + Penalty 3431.602554 = -2586257.101380 nChanged 24 SP:Iteration 40F (3173.608910 sec): 3 clusters Score: Raw -2589691.030569 + Penalty 3431.602554 = -2586259.428015 nChanged 18 SP:Iteration 41Q (3173.667241 sec): 3 clusters Score: Raw -2589693.069231 + Penalty 3431.602554 = -2586261.466676 nChanged 13 SP:Iteration 42Q (3173.725697 sec): 3 clusters Score: Raw -2589694.522157 + Penalty 3431.602554 = -2586262.919602 nChanged 16 SP:Iteration 43Q (3173.784099 sec): 3 clusters Score: Raw -2589696.620203 + Penalty 3431.602554 = -2586265.017649 nChanged 14 SP:Iteration 44Q (3173.842077 sec): 3 clusters Score: Raw -2589697.936511 + Penalty 3431.602554 = -2586266.333957 nChanged 14 SP:Iteration 45Q (3173.910900 sec): 3 clusters Score: Raw -2589699.806447 + Penalty 3431.602554 = -2586268.203892 nChanged 18 SP:Iteration 46Q (3173.969235 sec): 3 clusters Score: Raw -2589702.147151 + Penalty 3431.602554 = -2586270.544597 nChanged 17 SP:Iteration 47Q (3174.027776 sec): 3 clusters Score: Raw -2589704.494833 + Penalty 3431.602554 = -2586272.892279 nChanged 18 SP:Iteration 48Q (3174.086275 sec): 3 clusters Score: Raw -2589706.755884 + Penalty 3431.602554 = -2586275.153330 nChanged 20 SP:Iteration 49Q (3174.144703 sec): 3 clusters Score: Raw -2589709.637881 + Penalty 3431.602554 = -2586278.035327 nChanged 24 SP:Iteration 50Q (3174.203100 sec): 3 clusters Score: Raw -2589712.479288 + Penalty 3431.602554 = -2586280.876733 nChanged 16 SP:Iteration 51Q (3174.261641 sec): 3 clusters Score: Raw -2589714.028458 + Penalty 3431.602554 = -2586282.425903 nChanged 13 SP:Iteration 52Q (3174.320118 sec): 3 clusters Score: Raw -2589715.355391 + Penalty 3431.602554 = -2586283.752836 nChanged 10 SP:Iteration 53Q (3174.378514 sec): 3 clusters Score: Raw -2589716.260999 + Penalty 3431.602554 = -2586284.658444 nChanged 9 SP:Iteration 54Q (3174.436930 sec): 3 clusters Score: Raw -2589717.331695 + Penalty 3431.602554 = -2586285.729141 nChanged 6 SP:Iteration 55Q (3174.495301 sec): 3 clusters Score: Raw -2589718.134696 + Penalty 3431.602554 = -2586286.532142 nChanged 10 SP:Iteration 56Q (3174.553470 sec): 3 clusters Score: Raw -2589719.182921 + Penalty 3431.602554 = -2586287.580366 nChanged 5 SP:Iteration 57Q (3174.611704 sec): 3 clusters Score: Raw -2589719.464841 + Penalty 3431.602554 = -2586287.862287 nChanged 2 SP:Iteration 58Q (3174.669895 sec): 3 clusters Score: Raw -2589719.729910 + Penalty 3431.602554 = -2586288.127356 nChanged 5 SP:Iteration 59Q (3174.728269 sec): 3 clusters Score: Raw -2589720.022058 + Penalty 3431.602554 = -2586288.419503 nChanged 6 SP:Iteration 60F (3174.796117 sec): 3 clusters Score: Raw -2589720.562112 + Penalty 3431.602554 = -2586288.959558 nChanged 8 SP:Iteration 61Q (3174.854375 sec): 3 clusters Score: Raw -2589721.335714 + Penalty 3431.602554 = -2586289.733159 nChanged 7 SP:Iteration 62Q (3174.912591 sec): 3 clusters Score: Raw -2589721.962915 + Penalty 3431.602554 = -2586290.360361 nChanged 3 SP:Iteration 63Q (3174.971071 sec): 3 clusters Score: Raw -2589722.076715 + Penalty 3431.602554 = -2586290.474161 nChanged 2 SP:Iteration 64Q (3175.029402 sec): 3 clusters Score: Raw -2589722.277428 + Penalty 3431.602554 = -2586290.674874 nChanged 2 SP:Iteration 65Q (3175.087638 sec): 3 clusters Score: Raw -2589722.721035 + Penalty 3431.602554 = -2586291.118481 nChanged 5 SP:Iteration 66Q (3175.146047 sec): 3 clusters Score: Raw -2589723.391064 + Penalty 3431.602554 = -2586291.788509 nChanged 9 SP:Iteration 67Q (3175.204235 sec): 3 clusters Score: Raw -2589724.243837 + Penalty 3431.602554 = -2586292.641283 nChanged 5 SP:Iteration 68Q (3175.262491 sec): 3 clusters Score: Raw -2589724.683751 + Penalty 3431.602554 = -2586293.081196 nChanged 3 SP:Iteration 69Q (3175.320916 sec): 3 clusters Score: Raw -2589724.961443 + Penalty 3431.602554 = -2586293.358889 nChanged 2 SP:Iteration 70Q (3175.379129 sec): 3 clusters Score: Raw -2589725.135931 + Penalty 3431.602554 = -2586293.533377 nChanged 1 SP:Iteration 71Q (3175.437437 sec): 3 clusters Score: Raw -2589725.174510 + Penalty 3431.602554 = -2586293.571956 nChanged 0 SP:Iteration 72F (3175.505448 sec): 3 clusters Score: Raw -2589725.174510 + Penalty 3431.602554 = -2586293.571956 nChanged 0 Trying to split cluster 3 (1879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3175.515509 sec): 2 clusters Score: Raw -114287.419464 + Penalty 1225.005437 = -113062.414027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3175.525544 sec): 3 clusters Score: Raw -113479.522538 + Penalty 2450.010875 = -111029.511663 nChanged 665 SP:Iteration 1F (3175.534905 sec): 3 clusters Score: Raw -113955.621296 + Penalty 2450.010875 = -111505.610421 nChanged 158 SP:Iteration 2F (3175.544224 sec): 3 clusters Score: Raw -114125.967522 + Penalty 2450.010875 = -111675.956647 nChanged 117 SP:Iteration 3F (3175.553589 sec): 3 clusters Score: Raw -114230.299403 + Penalty 2450.010875 = -111780.288528 nChanged 77 SP:Iteration 4Q (3175.562957 sec): 3 clusters Score: Raw -114283.726803 + Penalty 2450.010875 = -111833.715929 nChanged 55 SP:Iteration 5Q (3175.572283 sec): 3 clusters Score: Raw -114326.335121 + Penalty 2450.010875 = -111876.324246 nChanged 44 SP:Iteration 6Q (3175.581601 sec): 3 clusters Score: Raw -114369.658019 + Penalty 2450.010875 = -111919.647145 nChanged 43 SP:Iteration 7Q (3175.590938 sec): 3 clusters Score: Raw -114409.930828 + Penalty 2450.010875 = -111959.919953 nChanged 48 SP:Iteration 8Q (3175.600243 sec): 3 clusters Score: Raw -114445.659588 + Penalty 2450.010875 = -111995.648713 nChanged 42 SP:Iteration 9Q (3175.609454 sec): 3 clusters Score: Raw -114475.342357 + Penalty 2450.010875 = -112025.331482 nChanged 24 SP:Iteration 10Q (3175.618771 sec): 3 clusters Score: Raw -114488.714948 + Penalty 2450.010875 = -112038.704074 nChanged 17 SP:Iteration 11Q (3175.628056 sec): 3 clusters Score: Raw -114503.505642 + Penalty 2450.010875 = -112053.494767 nChanged 22 SP:Iteration 12Q (3175.637337 sec): 3 clusters Score: Raw -114520.271366 + Penalty 2450.010875 = -112070.260491 nChanged 26 SP:Iteration 13Q (3175.646627 sec): 3 clusters Score: Raw -114537.337203 + Penalty 2450.010875 = -112087.326328 nChanged 16 SP:Iteration 14Q (3175.655928 sec): 3 clusters Score: Raw -114544.936533 + Penalty 2450.010875 = -112094.925658 nChanged 9 SP:Iteration 15Q (3175.665120 sec): 3 clusters Score: Raw -114550.568967 + Penalty 2450.010875 = -112100.558092 nChanged 10 SP:Iteration 16Q (3175.674309 sec): 3 clusters Score: Raw -114559.178009 + Penalty 2450.010875 = -112109.167134 nChanged 6 SP:Iteration 17Q (3175.683612 sec): 3 clusters Score: Raw -114564.310591 + Penalty 2450.010875 = -112114.299716 nChanged 8 SP:Iteration 18Q (3175.692862 sec): 3 clusters Score: Raw -114572.131976 + Penalty 2450.010875 = -112122.121101 nChanged 10 SP:Iteration 19Q (3175.702121 sec): 3 clusters Score: Raw -114579.554811 + Penalty 2450.010875 = -112129.543936 nChanged 8 SP:Iteration 20F (3175.711436 sec): 3 clusters Score: Raw -114583.249420 + Penalty 2450.010875 = -112133.238545 nChanged 2 SP:Iteration 21Q (3175.720699 sec): 3 clusters Score: Raw -114584.033830 + Penalty 2450.010875 = -112134.022955 nChanged 1 SP:Iteration 22Q (3175.729954 sec): 3 clusters Score: Raw -114584.893711 + Penalty 2450.010875 = -112134.882836 nChanged 3 SP:Iteration 23Q (3175.739221 sec): 3 clusters Score: Raw -114586.103709 + Penalty 2450.010875 = -112136.092835 nChanged 2 SP:Iteration 24Q (3175.748537 sec): 3 clusters Score: Raw -114587.094723 + Penalty 2450.010875 = -112137.083849 nChanged 3 SP:Iteration 25Q (3175.757729 sec): 3 clusters Score: Raw -114589.154778 + Penalty 2450.010875 = -112139.143903 nChanged 6 SP:Iteration 26Q (3175.766993 sec): 3 clusters Score: Raw -114591.714480 + Penalty 2450.010875 = -112141.703605 nChanged 2 SP:Iteration 27Q (3175.776262 sec): 3 clusters Score: Raw -114592.200301 + Penalty 2450.010875 = -112142.189426 nChanged 0 SP:Iteration 28F (3175.785589 sec): 3 clusters Score: Raw -114592.200301 + Penalty 2450.010875 = -112142.189426 nChanged 0 Trying to split cluster 4 (13858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3175.814639 sec): 2 clusters Score: Raw -951357.784955 + Penalty 1549.700419 = -949808.084536 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3175.849375 sec): 3 clusters Score: Raw -943251.499468 + Penalty 3099.400838 = -940152.098630 nChanged 6086 SP:Iteration 1F (3175.882599 sec): 3 clusters Score: Raw -946566.793062 + Penalty 3099.400838 = -943467.392225 nChanged 790 SP:Iteration 2F (3175.916218 sec): 3 clusters Score: Raw -946984.228640 + Penalty 3099.400838 = -943884.827803 nChanged 822 SP:Iteration 3F (3175.949471 sec): 3 clusters Score: Raw -947420.692375 + Penalty 3099.400838 = -944321.291537 nChanged 778 SP:Iteration 4F (3175.982993 sec): 3 clusters Score: Raw -947812.276720 + Penalty 3099.400838 = -944712.875882 nChanged 718 SP:Iteration 5F (3176.016433 sec): 3 clusters Score: Raw -948124.213879 + Penalty 3099.400838 = -945024.813041 nChanged 643 SP:Iteration 6Q (3176.050013 sec): 3 clusters Score: Raw -948409.992231 + Penalty 3099.400838 = -945310.591393 nChanged 582 SP:Iteration 7Q (3176.083457 sec): 3 clusters Score: Raw -948662.239897 + Penalty 3099.400838 = -945562.839059 nChanged 518 SP:Iteration 8Q (3176.116869 sec): 3 clusters Score: Raw -948900.659357 + Penalty 3099.400838 = -945801.258520 nChanged 531 SP:Iteration 9Q (3176.150270 sec): 3 clusters Score: Raw -949161.701430 + Penalty 3099.400838 = -946062.300593 nChanged 469 SP:Iteration 10Q (3176.183695 sec): 3 clusters Score: Raw -949414.780221 + Penalty 3099.400838 = -946315.379384 nChanged 420 SP:Iteration 11Q (3176.217082 sec): 3 clusters Score: Raw -949654.684305 + Penalty 3099.400838 = -946555.283467 nChanged 405 SP:Iteration 12Q (3176.250277 sec): 3 clusters Score: Raw -949889.454059 + Penalty 3099.400838 = -946790.053221 nChanged 359 SP:Iteration 13Q (3176.283297 sec): 3 clusters Score: Raw -950125.910540 + Penalty 3099.400838 = -947026.509702 nChanged 362 SP:Iteration 14Q (3176.315990 sec): 3 clusters Score: Raw -950342.989045 + Penalty 3099.400838 = -947243.588208 nChanged 309 SP:Iteration 15Q (3176.348326 sec): 3 clusters Score: Raw -950501.611552 + Penalty 3099.400838 = -947402.210714 nChanged 263 SP:Iteration 16Q (3176.380485 sec): 3 clusters Score: Raw -950625.458422 + Penalty 3099.400838 = -947526.057585 nChanged 225 SP:Iteration 17Q (3176.412211 sec): 3 clusters Score: Raw -950726.467226 + Penalty 3099.400838 = -947627.066388 nChanged 217 SP:Iteration 18Q (3176.443728 sec): 3 clusters Score: Raw -950825.858247 + Penalty 3099.400838 = -947726.457409 nChanged 208 SP:Iteration 19Q (3176.475025 sec): 3 clusters Score: Raw -950920.756109 + Penalty 3099.400838 = -947821.355271 nChanged 187 SP:Iteration 20F (3176.508557 sec): 3 clusters Score: Raw -951003.321814 + Penalty 3099.400838 = -947903.920976 nChanged 188 SP:Iteration 21Q (3176.539671 sec): 3 clusters Score: Raw -951088.721853 + Penalty 3099.400838 = -947989.321016 nChanged 163 SP:Iteration 22Q (3176.570542 sec): 3 clusters Score: Raw -951157.450243 + Penalty 3099.400838 = -948058.049406 nChanged 148 SP:Iteration 23Q (3176.601210 sec): 3 clusters Score: Raw -951232.873287 + Penalty 3099.400838 = -948133.472449 nChanged 132 SP:Iteration 24Q (3176.631713 sec): 3 clusters Score: Raw -951305.315671 + Penalty 3099.400838 = -948205.914833 nChanged 120 SP:Iteration 25Q (3176.661972 sec): 3 clusters Score: Raw -951365.589606 + Penalty 3099.400838 = -948266.188769 nChanged 111 SP:Iteration 26Q (3176.692452 sec): 3 clusters Score: Raw -951424.628449 + Penalty 3099.400838 = -948325.227611 nChanged 110 SP:Iteration 27Q (3176.722607 sec): 3 clusters Score: Raw -951482.126401 + Penalty 3099.400838 = -948382.725563 nChanged 106 SP:Iteration 28Q (3176.752610 sec): 3 clusters Score: Raw -951531.433636 + Penalty 3099.400838 = -948432.032798 nChanged 86 SP:Iteration 29Q (3176.782475 sec): 3 clusters Score: Raw -951575.108873 + Penalty 3099.400838 = -948475.708035 nChanged 77 SP:Iteration 30Q (3176.812142 sec): 3 clusters Score: Raw -951610.498463 + Penalty 3099.400838 = -948511.097625 nChanged 67 SP:Iteration 31Q (3176.841724 sec): 3 clusters Score: Raw -951636.697972 + Penalty 3099.400838 = -948537.297134 nChanged 48 SP:Iteration 32Q (3176.871044 sec): 3 clusters Score: Raw -951655.614072 + Penalty 3099.400838 = -948556.213235 nChanged 44 SP:Iteration 33Q (3176.900485 sec): 3 clusters Score: Raw -951671.878638 + Penalty 3099.400838 = -948572.477801 nChanged 35 SP:Iteration 34Q (3176.929795 sec): 3 clusters Score: Raw -951683.917614 + Penalty 3099.400838 = -948584.516776 nChanged 31 SP:Iteration 35Q (3176.959075 sec): 3 clusters Score: Raw -951693.499242 + Penalty 3099.400838 = -948594.098404 nChanged 28 SP:Iteration 36Q (3176.988205 sec): 3 clusters Score: Raw -951701.040541 + Penalty 3099.400838 = -948601.639703 nChanged 21 SP:Iteration 37Q (3177.017419 sec): 3 clusters Score: Raw -951706.597019 + Penalty 3099.400838 = -948607.196181 nChanged 15 SP:Iteration 38Q (3177.046559 sec): 3 clusters Score: Raw -951710.342289 + Penalty 3099.400838 = -948610.941451 nChanged 15 SP:Iteration 39Q (3177.075599 sec): 3 clusters Score: Raw -951714.160177 + Penalty 3099.400838 = -948614.759339 nChanged 15 SP:Iteration 40F (3177.108671 sec): 3 clusters Score: Raw -951720.869055 + Penalty 3099.400838 = -948621.468217 nChanged 16 SP:Iteration 41Q (3177.137978 sec): 3 clusters Score: Raw -951727.578203 + Penalty 3099.400838 = -948628.177366 nChanged 18 SP:Iteration 42Q (3177.166973 sec): 3 clusters Score: Raw -951736.364038 + Penalty 3099.400838 = -948636.963201 nChanged 22 SP:Iteration 43Q (3177.196134 sec): 3 clusters Score: Raw -951751.065798 + Penalty 3099.400838 = -948651.664960 nChanged 23 SP:Iteration 44Q (3177.225245 sec): 3 clusters Score: Raw -951764.253947 + Penalty 3099.400838 = -948664.853110 nChanged 27 SP:Iteration 45Q (3177.254169 sec): 3 clusters Score: Raw -951778.120964 + Penalty 3099.400838 = -948678.720126 nChanged 23 SP:Iteration 46Q (3177.283081 sec): 3 clusters Score: Raw -951789.512503 + Penalty 3099.400838 = -948690.111665 nChanged 19 SP:Iteration 47Q (3177.312123 sec): 3 clusters Score: Raw -951797.626757 + Penalty 3099.400838 = -948698.225920 nChanged 15 SP:Iteration 48Q (3177.340896 sec): 3 clusters Score: Raw -951803.613335 + Penalty 3099.400838 = -948704.212497 nChanged 15 SP:Iteration 49Q (3177.369715 sec): 3 clusters Score: Raw -951810.106119 + Penalty 3099.400838 = -948710.705281 nChanged 9 SP:Iteration 50Q (3177.398435 sec): 3 clusters Score: Raw -951814.108613 + Penalty 3099.400838 = -948714.707775 nChanged 10 SP:Iteration 51Q (3177.427257 sec): 3 clusters Score: Raw -951817.829951 + Penalty 3099.400838 = -948718.429113 nChanged 10 SP:Iteration 52Q (3177.456128 sec): 3 clusters Score: Raw -951821.849134 + Penalty 3099.400838 = -948722.448296 nChanged 14 SP:Iteration 53Q (3177.485100 sec): 3 clusters Score: Raw -951827.509771 + Penalty 3099.400838 = -948728.108933 nChanged 13 SP:Iteration 54Q (3177.514161 sec): 3 clusters Score: Raw -951832.778612 + Penalty 3099.400838 = -948733.377774 nChanged 10 SP:Iteration 55Q (3177.543170 sec): 3 clusters Score: Raw -951836.952347 + Penalty 3099.400838 = -948737.551510 nChanged 7 SP:Iteration 56Q (3177.571964 sec): 3 clusters Score: Raw -951839.467984 + Penalty 3099.400838 = -948740.067147 nChanged 2 SP:Iteration 57Q (3177.601033 sec): 3 clusters Score: Raw -951840.192653 + Penalty 3099.400838 = -948740.791816 nChanged 1 SP:Iteration 58Q (3177.629920 sec): 3 clusters Score: Raw -951840.467889 + Penalty 3099.400838 = -948741.067052 nChanged 0 SP:Iteration 59F (3177.663453 sec): 3 clusters Score: Raw -951840.467889 + Penalty 3099.400838 = -948741.067052 nChanged 0 Trying to split cluster 5 (4291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3177.680771 sec): 2 clusters Score: Raw -263945.964690 + Penalty 1359.194701 = -262586.769989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3177.701486 sec): 3 clusters Score: Raw -261754.819668 + Penalty 2718.389403 = -259036.430266 nChanged 1724 SP:Iteration 1F (3177.721679 sec): 3 clusters Score: Raw -262740.412966 + Penalty 2718.389403 = -260022.023564 nChanged 352 SP:Iteration 2F (3177.741873 sec): 3 clusters Score: Raw -262985.943053 + Penalty 2718.389403 = -260267.553650 nChanged 281 SP:Iteration 3F (3177.762185 sec): 3 clusters Score: Raw -263169.979878 + Penalty 2718.389403 = -260451.590475 nChanged 225 SP:Iteration 4F (3177.782329 sec): 3 clusters Score: Raw -263308.301664 + Penalty 2718.389403 = -260589.912261 nChanged 179 SP:Iteration 5Q (3177.802642 sec): 3 clusters Score: Raw -263408.225432 + Penalty 2718.389403 = -260689.836029 nChanged 161 SP:Iteration 6Q (3177.835507 sec): 3 clusters Score: Raw -263516.955498 + Penalty 2718.389403 = -260798.566095 nChanged 169 SP:Iteration 7Q (3177.855445 sec): 3 clusters Score: Raw -263659.420742 + Penalty 2718.389403 = -260941.031339 nChanged 160 SP:Iteration 8Q (3177.875355 sec): 3 clusters Score: Raw -263786.977486 + Penalty 2718.389403 = -261068.588084 nChanged 141 SP:Iteration 9Q (3177.895231 sec): 3 clusters Score: Raw -263887.390304 + Penalty 2718.389403 = -261169.000902 nChanged 114 SP:Iteration 10Q (3177.914851 sec): 3 clusters Score: Raw -263977.256819 + Penalty 2718.389403 = -261258.867417 nChanged 109 SP:Iteration 11Q (3177.934638 sec): 3 clusters Score: Raw -264056.399142 + Penalty 2718.389403 = -261338.009739 nChanged 78 SP:Iteration 12Q (3177.954648 sec): 3 clusters Score: Raw -264115.072561 + Penalty 2718.389403 = -261396.683159 nChanged 63 SP:Iteration 13Q (3177.974195 sec): 3 clusters Score: Raw -264163.994006 + Penalty 2718.389403 = -261445.604603 nChanged 57 SP:Iteration 14Q (3177.993708 sec): 3 clusters Score: Raw -264213.313148 + Penalty 2718.389403 = -261494.923746 nChanged 54 SP:Iteration 15Q (3178.013127 sec): 3 clusters Score: Raw -264264.076308 + Penalty 2718.389403 = -261545.686906 nChanged 51 SP:Iteration 16Q (3178.032433 sec): 3 clusters Score: Raw -264313.299771 + Penalty 2718.389403 = -261594.910368 nChanged 41 SP:Iteration 17Q (3178.051658 sec): 3 clusters Score: Raw -264355.333587 + Penalty 2718.389403 = -261636.944185 nChanged 36 SP:Iteration 18Q (3178.070620 sec): 3 clusters Score: Raw -264380.544425 + Penalty 2718.389403 = -261662.155022 nChanged 18 SP:Iteration 19Q (3178.089751 sec): 3 clusters Score: Raw -264392.875808 + Penalty 2718.389403 = -261674.486405 nChanged 19 SP:Iteration 20F (3178.109667 sec): 3 clusters Score: Raw -264405.874853 + Penalty 2718.389403 = -261687.485450 nChanged 22 SP:Iteration 21Q (3178.128876 sec): 3 clusters Score: Raw -264417.397782 + Penalty 2718.389403 = -261699.008379 nChanged 13 SP:Iteration 22Q (3178.147770 sec): 3 clusters Score: Raw -264423.670797 + Penalty 2718.389403 = -261705.281394 nChanged 7 SP:Iteration 23Q (3178.167021 sec): 3 clusters Score: Raw -264427.101100 + Penalty 2718.389403 = -261708.711697 nChanged 5 SP:Iteration 24Q (3178.185832 sec): 3 clusters Score: Raw -264429.973310 + Penalty 2718.389403 = -261711.583908 nChanged 9 SP:Iteration 25Q (3178.204855 sec): 3 clusters Score: Raw -264435.013621 + Penalty 2718.389403 = -261716.624219 nChanged 6 SP:Iteration 26Q (3178.223392 sec): 3 clusters Score: Raw -264439.089521 + Penalty 2718.389403 = -261720.700118 nChanged 5 SP:Iteration 27Q (3178.242241 sec): 3 clusters Score: Raw -264440.485778 + Penalty 2718.389403 = -261722.096376 nChanged 3 SP:Iteration 28Q (3178.261102 sec): 3 clusters Score: Raw -264441.482940 + Penalty 2718.389403 = -261723.093538 nChanged 3 SP:Iteration 29Q (3178.279901 sec): 3 clusters Score: Raw -264443.019164 + Penalty 2718.389403 = -261724.629762 nChanged 3 SP:Iteration 30Q (3178.298828 sec): 3 clusters Score: Raw -264444.254069 + Penalty 2718.389403 = -261725.864666 nChanged 2 SP:Iteration 31Q (3178.317741 sec): 3 clusters Score: Raw -264444.758638 + Penalty 2718.389403 = -261726.369236 nChanged 3 SP:Iteration 32Q (3178.336794 sec): 3 clusters Score: Raw -264446.248141 + Penalty 2718.389403 = -261727.858738 nChanged 1 SP:Iteration 33Q (3178.355870 sec): 3 clusters Score: Raw -264446.430817 + Penalty 2718.389403 = -261728.041414 nChanged 0 SP:Iteration 34F (3178.375628 sec): 3 clusters Score: Raw -264446.430817 + Penalty 2718.389403 = -261728.041414 nChanged 0 Trying to split cluster 6 (38334 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3178.431903 sec): 2 clusters Score: Raw -2593609.973376 + Penalty 1715.040033 = -2591894.933343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3178.528344 sec): 3 clusters Score: Raw -2569687.226961 + Penalty 3430.080066 = -2566257.146895 nChanged 17755 SP:Iteration 1F (3178.595117 sec): 3 clusters Score: Raw -2579790.151209 + Penalty 3430.080066 = -2576360.071143 nChanged 1665 SP:Iteration 2Q (3178.667239 sec): 3 clusters Score: Raw -2580359.984680 + Penalty 3430.080066 = -2576929.904614 nChanged 1783 SP:Iteration 3Q (3178.738123 sec): 3 clusters Score: Raw -2581047.491333 + Penalty 3430.080066 = -2577617.411267 nChanged 1948 SP:Iteration 4F (3178.805156 sec): 3 clusters Score: Raw -2581949.980823 + Penalty 3430.080066 = -2578519.900757 nChanged 2198 SP:Iteration 5F (3178.872623 sec): 3 clusters Score: Raw -2583129.164442 + Penalty 3430.080066 = -2579699.084377 nChanged 2300 SP:Iteration 6F (3178.940580 sec): 3 clusters Score: Raw -2584405.039659 + Penalty 3430.080066 = -2580974.959593 nChanged 2274 SP:Iteration 7F (3179.008470 sec): 3 clusters Score: Raw -2585700.343874 + Penalty 3430.080066 = -2582270.263808 nChanged 2142 SP:Iteration 8F (3179.076266 sec): 3 clusters Score: Raw -2586891.892124 + Penalty 3430.080066 = -2583461.812058 nChanged 1849 SP:Iteration 9Q (3179.147224 sec): 3 clusters Score: Raw -2587847.793625 + Penalty 3430.080066 = -2584417.713559 nChanged 1519 SP:Iteration 10Q (3179.217584 sec): 3 clusters Score: Raw -2588635.787563 + Penalty 3430.080066 = -2585205.707498 nChanged 1367 SP:Iteration 11Q (3179.287248 sec): 3 clusters Score: Raw -2589371.915850 + Penalty 3430.080066 = -2585941.835784 nChanged 1157 SP:Iteration 12Q (3179.357316 sec): 3 clusters Score: Raw -2590049.431615 + Penalty 3430.080066 = -2586619.351550 nChanged 1020 SP:Iteration 13Q (3179.439869 sec): 3 clusters Score: Raw -2590608.841769 + Penalty 3430.080066 = -2587178.761703 nChanged 899 SP:Iteration 14Q (3179.512219 sec): 3 clusters Score: Raw -2591020.855573 + Penalty 3430.080066 = -2587590.775507 nChanged 703 SP:Iteration 15Q (3179.580432 sec): 3 clusters Score: Raw -2591310.638911 + Penalty 3430.080066 = -2587880.558846 nChanged 555 SP:Iteration 16Q (3179.647456 sec): 3 clusters Score: Raw -2591509.788101 + Penalty 3430.080066 = -2588079.708036 nChanged 478 SP:Iteration 17Q (3179.713827 sec): 3 clusters Score: Raw -2591670.218047 + Penalty 3430.080066 = -2588240.137981 nChanged 437 SP:Iteration 18Q (3179.779583 sec): 3 clusters Score: Raw -2591805.315179 + Penalty 3430.080066 = -2588375.235114 nChanged 388 SP:Iteration 19Q (3179.844666 sec): 3 clusters Score: Raw -2591909.211635 + Penalty 3430.080066 = -2588479.131570 nChanged 356 SP:Iteration 20F (3179.911457 sec): 3 clusters Score: Raw -2592004.808257 + Penalty 3430.080066 = -2588574.728192 nChanged 343 SP:Iteration 21Q (3179.977304 sec): 3 clusters Score: Raw -2592093.056177 + Penalty 3430.080066 = -2588662.976111 nChanged 310 SP:Iteration 22Q (3180.041668 sec): 3 clusters Score: Raw -2592172.580015 + Penalty 3430.080066 = -2588742.499949 nChanged 300 SP:Iteration 23Q (3180.105385 sec): 3 clusters Score: Raw -2592250.382666 + Penalty 3430.080066 = -2588820.302600 nChanged 302 SP:Iteration 24Q (3180.168970 sec): 3 clusters Score: Raw -2592330.991712 + Penalty 3430.080066 = -2588900.911647 nChanged 286 SP:Iteration 25Q (3180.232221 sec): 3 clusters Score: Raw -2592407.583622 + Penalty 3430.080066 = -2588977.503556 nChanged 268 SP:Iteration 26Q (3180.295426 sec): 3 clusters Score: Raw -2592484.488156 + Penalty 3430.080066 = -2589054.408090 nChanged 265 SP:Iteration 27Q (3180.358144 sec): 3 clusters Score: Raw -2592570.760146 + Penalty 3430.080066 = -2589140.680081 nChanged 295 SP:Iteration 28Q (3180.420569 sec): 3 clusters Score: Raw -2592658.789240 + Penalty 3430.080066 = -2589228.709174 nChanged 261 SP:Iteration 29Q (3180.482496 sec): 3 clusters Score: Raw -2592737.118122 + Penalty 3430.080066 = -2589307.038056 nChanged 250 SP:Iteration 30Q (3180.544189 sec): 3 clusters Score: Raw -2592814.303896 + Penalty 3430.080066 = -2589384.223831 nChanged 276 SP:Iteration 31Q (3180.605566 sec): 3 clusters Score: Raw -2592904.564944 + Penalty 3430.080066 = -2589474.484878 nChanged 253 SP:Iteration 32Q (3180.666648 sec): 3 clusters Score: Raw -2592975.145681 + Penalty 3430.080066 = -2589545.065615 nChanged 232 SP:Iteration 33Q (3180.727545 sec): 3 clusters Score: Raw -2593050.435874 + Penalty 3430.080066 = -2589620.355809 nChanged 231 SP:Iteration 34Q (3180.788337 sec): 3 clusters Score: Raw -2593127.310927 + Penalty 3430.080066 = -2589697.230862 nChanged 224 SP:Iteration 35Q (3180.848844 sec): 3 clusters Score: Raw -2593196.606091 + Penalty 3430.080066 = -2589766.526025 nChanged 206 SP:Iteration 36Q (3180.909214 sec): 3 clusters Score: Raw -2593267.679430 + Penalty 3430.080066 = -2589837.599364 nChanged 203 SP:Iteration 37Q (3180.969262 sec): 3 clusters Score: Raw -2593335.635904 + Penalty 3430.080066 = -2589905.555838 nChanged 183 SP:Iteration 38Q (3181.029284 sec): 3 clusters Score: Raw -2593396.031461 + Penalty 3430.080066 = -2589965.951396 nChanged 177 SP:Iteration 39Q (3181.088883 sec): 3 clusters Score: Raw -2593459.125183 + Penalty 3430.080066 = -2590029.045118 nChanged 171 SP:Iteration 40F (3181.155265 sec): 3 clusters Score: Raw -2593522.131278 + Penalty 3430.080066 = -2590092.051212 nChanged 180 SP:Iteration 41Q (3181.215913 sec): 3 clusters Score: Raw -2593603.602914 + Penalty 3430.080066 = -2590173.522848 nChanged 186 SP:Iteration 42Q (3181.275190 sec): 3 clusters Score: Raw -2593684.307427 + Penalty 3430.080066 = -2590254.227362 nChanged 194 SP:Iteration 43Q (3181.334251 sec): 3 clusters Score: Raw -2593770.458710 + Penalty 3430.080066 = -2590340.378645 nChanged 192 SP:Iteration 44Q (3181.392946 sec): 3 clusters Score: Raw -2593861.616405 + Penalty 3430.080066 = -2590431.536339 nChanged 196 SP:Iteration 45Q (3181.451627 sec): 3 clusters Score: Raw -2593955.556162 + Penalty 3430.080066 = -2590525.476097 nChanged 185 SP:Iteration 46Q (3181.510050 sec): 3 clusters Score: Raw -2594056.002438 + Penalty 3430.080066 = -2590625.922373 nChanged 188 SP:Iteration 47Q (3181.568278 sec): 3 clusters Score: Raw -2594161.438472 + Penalty 3430.080066 = -2590731.358406 nChanged 180 SP:Iteration 48Q (3181.626308 sec): 3 clusters Score: Raw -2594254.282903 + Penalty 3430.080066 = -2590824.202837 nChanged 173 SP:Iteration 49Q (3181.683812 sec): 3 clusters Score: Raw -2594338.998778 + Penalty 3430.080066 = -2590908.918713 nChanged 150 SP:Iteration 50Q (3181.741253 sec): 3 clusters Score: Raw -2594413.410965 + Penalty 3430.080066 = -2590983.330900 nChanged 134 SP:Iteration 51Q (3181.798658 sec): 3 clusters Score: Raw -2594468.047928 + Penalty 3430.080066 = -2591037.967862 nChanged 115 SP:Iteration 52Q (3181.855761 sec): 3 clusters Score: Raw -2594503.170072 + Penalty 3430.080066 = -2591073.090006 nChanged 89 SP:Iteration 53Q (3181.912937 sec): 3 clusters Score: Raw -2594524.420163 + Penalty 3430.080066 = -2591094.340097 nChanged 81 SP:Iteration 54Q (3181.969981 sec): 3 clusters Score: Raw -2594542.601916 + Penalty 3430.080066 = -2591112.521850 nChanged 55 SP:Iteration 55Q (3182.026934 sec): 3 clusters Score: Raw -2594554.359645 + Penalty 3430.080066 = -2591124.279579 nChanged 49 SP:Iteration 56Q (3182.083883 sec): 3 clusters Score: Raw -2594562.852954 + Penalty 3430.080066 = -2591132.772888 nChanged 34 SP:Iteration 57Q (3182.140787 sec): 3 clusters Score: Raw -2594568.131404 + Penalty 3430.080066 = -2591138.051338 nChanged 28 SP:Iteration 58Q (3182.197643 sec): 3 clusters Score: Raw -2594573.666914 + Penalty 3430.080066 = -2591143.586848 nChanged 31 SP:Iteration 59Q (3182.254570 sec): 3 clusters Score: Raw -2594579.499380 + Penalty 3430.080066 = -2591149.419314 nChanged 25 SP:Iteration 60F (3182.321524 sec): 3 clusters Score: Raw -2594583.142865 + Penalty 3430.080066 = -2591153.062799 nChanged 16 SP:Iteration 61Q (3182.380292 sec): 3 clusters Score: Raw -2594585.377558 + Penalty 3430.080066 = -2591155.297492 nChanged 8 SP:Iteration 62Q (3182.437517 sec): 3 clusters Score: Raw -2594586.289885 + Penalty 3430.080066 = -2591156.209819 nChanged 8 SP:Iteration 63Q (3182.494537 sec): 3 clusters Score: Raw -2594587.395188 + Penalty 3430.080066 = -2591157.315122 nChanged 10 SP:Iteration 64Q (3182.551540 sec): 3 clusters Score: Raw -2594588.400474 + Penalty 3430.080066 = -2591158.320408 nChanged 8 SP:Iteration 65Q (3182.608504 sec): 3 clusters Score: Raw -2594589.038108 + Penalty 3430.080066 = -2591158.958043 nChanged 6 SP:Iteration 66Q (3182.665533 sec): 3 clusters Score: Raw -2594589.983681 + Penalty 3430.080066 = -2591159.903615 nChanged 8 SP:Iteration 67Q (3182.722543 sec): 3 clusters Score: Raw -2594590.806524 + Penalty 3430.080066 = -2591160.726458 nChanged 9 SP:Iteration 68Q (3182.779480 sec): 3 clusters Score: Raw -2594591.796783 + Penalty 3430.080066 = -2591161.716717 nChanged 12 SP:Iteration 69Q (3182.836461 sec): 3 clusters Score: Raw -2594593.375664 + Penalty 3430.080066 = -2591163.295598 nChanged 13 SP:Iteration 70Q (3182.893523 sec): 3 clusters Score: Raw -2594594.724924 + Penalty 3430.080066 = -2591164.644859 nChanged 12 SP:Iteration 71Q (3182.950396 sec): 3 clusters Score: Raw -2594595.995969 + Penalty 3430.080066 = -2591165.915904 nChanged 9 SP:Iteration 72Q (3183.007239 sec): 3 clusters Score: Raw -2594597.176633 + Penalty 3430.080066 = -2591167.096568 nChanged 12 SP:Iteration 73Q (3183.064058 sec): 3 clusters Score: Raw -2594599.033229 + Penalty 3430.080066 = -2591168.953163 nChanged 12 SP:Iteration 74Q (3183.120938 sec): 3 clusters Score: Raw -2594600.144822 + Penalty 3430.080066 = -2591170.064756 nChanged 3 SP:Iteration 75Q (3183.177848 sec): 3 clusters Score: Raw -2594600.375709 + Penalty 3430.080066 = -2591170.295643 nChanged 4 SP:Iteration 76Q (3183.234827 sec): 3 clusters Score: Raw -2594600.734317 + Penalty 3430.080066 = -2591170.654252 nChanged 3 SP:Iteration 77Q (3183.291701 sec): 3 clusters Score: Raw -2594601.058480 + Penalty 3430.080066 = -2591170.978415 nChanged 0 SP:Iteration 78F (3183.357780 sec): 3 clusters Score: Raw -2594601.058480 + Penalty 3430.080066 = -2591170.978415 nChanged 0 Trying to split cluster 7 (3954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3183.369830 sec): 2 clusters Score: Raw -257725.447253 + Penalty 1345.903488 = -256379.543765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3183.389361 sec): 3 clusters Score: Raw -255775.304865 + Penalty 2691.806976 = -253083.497889 nChanged 1530 SP:Iteration 1F (3183.408225 sec): 3 clusters Score: Raw -256616.004723 + Penalty 2691.806976 = -253924.197746 nChanged 291 SP:Iteration 2F (3183.427137 sec): 3 clusters Score: Raw -256789.667650 + Penalty 2691.806976 = -254097.860674 nChanged 205 SP:Iteration 3F (3183.446136 sec): 3 clusters Score: Raw -256910.835667 + Penalty 2691.806976 = -254219.028691 nChanged 175 SP:Iteration 4Q (3183.464903 sec): 3 clusters Score: Raw -257027.546662 + Penalty 2691.806976 = -254335.739686 nChanged 179 SP:Iteration 5Q (3183.483804 sec): 3 clusters Score: Raw -257139.722863 + Penalty 2691.806976 = -254447.915887 nChanged 174 SP:Iteration 6Q (3183.502644 sec): 3 clusters Score: Raw -257249.625342 + Penalty 2691.806976 = -254557.818366 nChanged 143 SP:Iteration 7Q (3183.521377 sec): 3 clusters Score: Raw -257342.506200 + Penalty 2691.806976 = -254650.699224 nChanged 129 SP:Iteration 8Q (3183.539932 sec): 3 clusters Score: Raw -257432.744278 + Penalty 2691.806976 = -254740.937302 nChanged 111 SP:Iteration 9Q (3183.558877 sec): 3 clusters Score: Raw -257514.388166 + Penalty 2691.806976 = -254822.581190 nChanged 111 SP:Iteration 10Q (3183.577607 sec): 3 clusters Score: Raw -257596.673096 + Penalty 2691.806976 = -254904.866119 nChanged 103 SP:Iteration 11Q (3183.596268 sec): 3 clusters Score: Raw -257675.679094 + Penalty 2691.806976 = -254983.872118 nChanged 106 SP:Iteration 12Q (3183.615022 sec): 3 clusters Score: Raw -257758.237909 + Penalty 2691.806976 = -255066.430933 nChanged 97 SP:Iteration 13Q (3183.633671 sec): 3 clusters Score: Raw -257825.965938 + Penalty 2691.806976 = -255134.158962 nChanged 86 SP:Iteration 14Q (3183.652136 sec): 3 clusters Score: Raw -257909.360202 + Penalty 2691.806976 = -255217.553226 nChanged 96 SP:Iteration 15Q (3183.670786 sec): 3 clusters Score: Raw -257994.414193 + Penalty 2691.806976 = -255302.607217 nChanged 95 SP:Iteration 16Q (3183.689273 sec): 3 clusters Score: Raw -258065.978984 + Penalty 2691.806976 = -255374.172008 nChanged 70 SP:Iteration 17Q (3183.707368 sec): 3 clusters Score: Raw -258111.925590 + Penalty 2691.806976 = -255420.118614 nChanged 48 SP:Iteration 18Q (3183.725675 sec): 3 clusters Score: Raw -258135.572178 + Penalty 2691.806976 = -255443.765202 nChanged 36 SP:Iteration 19Q (3183.743767 sec): 3 clusters Score: Raw -258152.943003 + Penalty 2691.806976 = -255461.136027 nChanged 26 SP:Iteration 20F (3183.762744 sec): 3 clusters Score: Raw -258164.692179 + Penalty 2691.806976 = -255472.885203 nChanged 22 SP:Iteration 21Q (3183.780699 sec): 3 clusters Score: Raw -258174.315565 + Penalty 2691.806976 = -255482.508588 nChanged 13 SP:Iteration 22Q (3183.798773 sec): 3 clusters Score: Raw -258178.823616 + Penalty 2691.806976 = -255487.016639 nChanged 10 SP:Iteration 23Q (3183.816800 sec): 3 clusters Score: Raw -258181.809428 + Penalty 2691.806976 = -255490.002452 nChanged 8 SP:Iteration 24Q (3183.834886 sec): 3 clusters Score: Raw -258184.330964 + Penalty 2691.806976 = -255492.523988 nChanged 8 SP:Iteration 25Q (3183.852996 sec): 3 clusters Score: Raw -258187.309188 + Penalty 2691.806976 = -255495.502212 nChanged 8 SP:Iteration 26Q (3183.871046 sec): 3 clusters Score: Raw -258190.015174 + Penalty 2691.806976 = -255498.208197 nChanged 8 SP:Iteration 27Q (3183.889303 sec): 3 clusters Score: Raw -258192.902864 + Penalty 2691.806976 = -255501.095888 nChanged 10 SP:Iteration 28Q (3183.907276 sec): 3 clusters Score: Raw -258196.960446 + Penalty 2691.806976 = -255505.153470 nChanged 9 SP:Iteration 29Q (3183.925281 sec): 3 clusters Score: Raw -258199.704363 + Penalty 2691.806976 = -255507.897387 nChanged 8 SP:Iteration 30Q (3183.943315 sec): 3 clusters Score: Raw -258202.800892 + Penalty 2691.806976 = -255510.993916 nChanged 7 SP:Iteration 31Q (3183.961229 sec): 3 clusters Score: Raw -258204.490171 + Penalty 2691.806976 = -255512.683195 nChanged 1 SP:Iteration 32Q (3183.979163 sec): 3 clusters Score: Raw -258204.645798 + Penalty 2691.806976 = -255512.838822 nChanged 1 SP:Iteration 33Q (3183.997004 sec): 3 clusters Score: Raw -258204.937525 + Penalty 2691.806976 = -255513.130549 nChanged 1 SP:Iteration 34Q (3184.015057 sec): 3 clusters Score: Raw -258205.129312 + Penalty 2691.806976 = -255513.322336 nChanged 0 SP:Iteration 35F (3184.033858 sec): 3 clusters Score: Raw -258205.129312 + Penalty 2691.806976 = -255513.322336 nChanged 0 Trying to split cluster 8 (6996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3184.054450 sec): 2 clusters Score: Raw -482497.457916 + Penalty 1438.627748 = -481058.830168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3184.078487 sec): 3 clusters Score: Raw -478703.484932 + Penalty 2877.255497 = -475826.229435 nChanged 2946 SP:Iteration 1F (3184.102113 sec): 3 clusters Score: Raw -480319.862215 + Penalty 2877.255497 = -477442.606719 nChanged 449 SP:Iteration 2F (3184.125934 sec): 3 clusters Score: Raw -480531.712568 + Penalty 2877.255497 = -477654.457071 nChanged 354 SP:Iteration 3F (3184.149433 sec): 3 clusters Score: Raw -480705.814564 + Penalty 2877.255497 = -477828.559067 nChanged 318 SP:Iteration 4Q (3184.173247 sec): 3 clusters Score: Raw -480858.189225 + Penalty 2877.255497 = -477980.933729 nChanged 294 SP:Iteration 5Q (3184.197138 sec): 3 clusters Score: Raw -480990.611967 + Penalty 2877.255497 = -478113.356470 nChanged 268 SP:Iteration 6Q (3184.221090 sec): 3 clusters Score: Raw -481117.428223 + Penalty 2877.255497 = -478240.172726 nChanged 257 SP:Iteration 7Q (3184.244970 sec): 3 clusters Score: Raw -481252.461656 + Penalty 2877.255497 = -478375.206159 nChanged 247 SP:Iteration 8Q (3184.268895 sec): 3 clusters Score: Raw -481391.536850 + Penalty 2877.255497 = -478514.281353 nChanged 229 SP:Iteration 9Q (3184.292843 sec): 3 clusters Score: Raw -481517.670554 + Penalty 2877.255497 = -478640.415057 nChanged 205 SP:Iteration 10Q (3184.316787 sec): 3 clusters Score: Raw -481635.833519 + Penalty 2877.255497 = -478758.578022 nChanged 191 SP:Iteration 11Q (3184.340528 sec): 3 clusters Score: Raw -481752.779170 + Penalty 2877.255497 = -478875.523674 nChanged 184 SP:Iteration 12Q (3184.364419 sec): 3 clusters Score: Raw -481872.987694 + Penalty 2877.255497 = -478995.732197 nChanged 182 SP:Iteration 13Q (3184.388169 sec): 3 clusters Score: Raw -481997.272866 + Penalty 2877.255497 = -479120.017369 nChanged 160 SP:Iteration 14Q (3184.411753 sec): 3 clusters Score: Raw -482110.568601 + Penalty 2877.255497 = -479233.313104 nChanged 151 SP:Iteration 15Q (3184.435002 sec): 3 clusters Score: Raw -482221.444336 + Penalty 2877.255497 = -479344.188839 nChanged 125 SP:Iteration 16Q (3184.458065 sec): 3 clusters Score: Raw -482312.226622 + Penalty 2877.255497 = -479434.971125 nChanged 86 SP:Iteration 17Q (3184.480747 sec): 3 clusters Score: Raw -482378.242631 + Penalty 2877.255497 = -479500.987134 nChanged 74 SP:Iteration 18Q (3184.503229 sec): 3 clusters Score: Raw -482435.279422 + Penalty 2877.255497 = -479558.023925 nChanged 61 SP:Iteration 19Q (3184.525531 sec): 3 clusters Score: Raw -482484.825211 + Penalty 2877.255497 = -479607.569714 nChanged 48 SP:Iteration 20F (3184.549286 sec): 3 clusters Score: Raw -482519.426859 + Penalty 2877.255497 = -479642.171362 nChanged 27 SP:Iteration 21Q (3184.571199 sec): 3 clusters Score: Raw -482534.287362 + Penalty 2877.255497 = -479657.031865 nChanged 15 SP:Iteration 22Q (3184.593094 sec): 3 clusters Score: Raw -482540.883985 + Penalty 2877.255497 = -479663.628488 nChanged 10 SP:Iteration 23Q (3184.614771 sec): 3 clusters Score: Raw -482545.050017 + Penalty 2877.255497 = -479667.794521 nChanged 9 SP:Iteration 24Q (3184.636778 sec): 3 clusters Score: Raw -482549.252796 + Penalty 2877.255497 = -479671.997299 nChanged 10 SP:Iteration 25Q (3184.658459 sec): 3 clusters Score: Raw -482555.005071 + Penalty 2877.255497 = -479677.749575 nChanged 12 SP:Iteration 26Q (3184.680461 sec): 3 clusters Score: Raw -482561.000048 + Penalty 2877.255497 = -479683.744551 nChanged 11 SP:Iteration 27Q (3184.702292 sec): 3 clusters Score: Raw -482565.592405 + Penalty 2877.255497 = -479688.336908 nChanged 11 SP:Iteration 28Q (3184.724081 sec): 3 clusters Score: Raw -482569.962855 + Penalty 2877.255497 = -479692.707358 nChanged 11 SP:Iteration 29Q (3184.745771 sec): 3 clusters Score: Raw -482575.757706 + Penalty 2877.255497 = -479698.502209 nChanged 6 SP:Iteration 30Q (3184.767556 sec): 3 clusters Score: Raw -482579.373706 + Penalty 2877.255497 = -479702.118210 nChanged 6 SP:Iteration 31Q (3184.789416 sec): 3 clusters Score: Raw -482584.132190 + Penalty 2877.255497 = -479706.876693 nChanged 10 SP:Iteration 32Q (3184.811225 sec): 3 clusters Score: Raw -482593.252484 + Penalty 2877.255497 = -479715.996987 nChanged 12 SP:Iteration 33Q (3184.832885 sec): 3 clusters Score: Raw -482599.502477 + Penalty 2877.255497 = -479722.246981 nChanged 11 SP:Iteration 34Q (3184.854711 sec): 3 clusters Score: Raw -482605.283744 + Penalty 2877.255497 = -479728.028247 nChanged 6 SP:Iteration 35Q (3184.876409 sec): 3 clusters Score: Raw -482609.091037 + Penalty 2877.255497 = -479731.835540 nChanged 7 SP:Iteration 36Q (3184.898231 sec): 3 clusters Score: Raw -482613.853319 + Penalty 2877.255497 = -479736.597822 nChanged 9 SP:Iteration 37Q (3184.920019 sec): 3 clusters Score: Raw -482619.760220 + Penalty 2877.255497 = -479742.504724 nChanged 10 SP:Iteration 38Q (3184.941533 sec): 3 clusters Score: Raw -482624.115711 + Penalty 2877.255497 = -479746.860214 nChanged 7 SP:Iteration 39Q (3184.963233 sec): 3 clusters Score: Raw -482629.563485 + Penalty 2877.255497 = -479752.307989 nChanged 8 SP:Iteration 40F (3184.987131 sec): 3 clusters Score: Raw -482636.185747 + Penalty 2877.255497 = -479758.930250 nChanged 13 SP:Iteration 41Q (3185.008499 sec): 3 clusters Score: Raw -482646.128202 + Penalty 2877.255497 = -479768.872706 nChanged 11 SP:Iteration 42Q (3185.030207 sec): 3 clusters Score: Raw -482652.452368 + Penalty 2877.255497 = -479775.196871 nChanged 5 SP:Iteration 43Q (3185.098768 sec): 3 clusters Score: Raw -482656.223002 + Penalty 2877.255497 = -479778.967505 nChanged 5 SP:Iteration 44Q (3185.107845 sec): 3 clusters Score: Raw -482660.372078 + Penalty 2877.255497 = -479783.116582 nChanged 4 SP:Iteration 45Q (3185.129390 sec): 3 clusters Score: Raw -482662.665127 + Penalty 2877.255497 = -479785.409630 nChanged 4 SP:Iteration 46Q (3185.150954 sec): 3 clusters Score: Raw -482664.574284 + Penalty 2877.255497 = -479787.318787 nChanged 0 SP:Iteration 47F (3185.174801 sec): 3 clusters Score: Raw -482664.574284 + Penalty 2877.255497 = -479787.318787 nChanged 0 Trying to split cluster 9 (6775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3185.195285 sec): 2 clusters Score: Raw -445335.832727 + Penalty 1433.411630 = -443902.421097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3185.219728 sec): 3 clusters Score: Raw -441737.332419 + Penalty 2866.823260 = -438870.509159 nChanged 2894 SP:Iteration 1F (3185.260087 sec): 3 clusters Score: Raw -443685.608463 + Penalty 2866.823260 = -440818.785203 nChanged 694 SP:Iteration 2F (3185.284056 sec): 3 clusters Score: Raw -444533.322565 + Penalty 2866.823260 = -441666.499306 nChanged 758 SP:Iteration 3F (3185.307585 sec): 3 clusters Score: Raw -445496.622905 + Penalty 2866.823260 = -442629.799645 nChanged 605 SP:Iteration 4F (3185.331516 sec): 3 clusters Score: Raw -446112.306497 + Penalty 2866.823260 = -443245.483237 nChanged 369 SP:Iteration 5F (3185.355012 sec): 3 clusters Score: Raw -446351.581981 + Penalty 2866.823260 = -443484.758721 nChanged 195 SP:Iteration 6Q (3185.378563 sec): 3 clusters Score: Raw -446437.336332 + Penalty 2866.823260 = -443570.513072 nChanged 129 SP:Iteration 7Q (3185.401891 sec): 3 clusters Score: Raw -446483.017515 + Penalty 2866.823260 = -443616.194255 nChanged 84 SP:Iteration 8Q (3185.425577 sec): 3 clusters Score: Raw -446504.514342 + Penalty 2866.823260 = -443637.691082 nChanged 42 SP:Iteration 9Q (3185.448726 sec): 3 clusters Score: Raw -446514.755248 + Penalty 2866.823260 = -443647.931988 nChanged 29 SP:Iteration 10Q (3185.472036 sec): 3 clusters Score: Raw -446521.209705 + Penalty 2866.823260 = -443654.386445 nChanged 16 SP:Iteration 11Q (3185.495460 sec): 3 clusters Score: Raw -446523.626486 + Penalty 2866.823260 = -443656.803226 nChanged 10 SP:Iteration 12Q (3185.519007 sec): 3 clusters Score: Raw -446525.537903 + Penalty 2866.823260 = -443658.714643 nChanged 11 SP:Iteration 13Q (3185.542358 sec): 3 clusters Score: Raw -446528.077478 + Penalty 2866.823260 = -443661.254218 nChanged 8 SP:Iteration 14Q (3185.565929 sec): 3 clusters Score: Raw -446529.621394 + Penalty 2866.823260 = -443662.798135 nChanged 6 SP:Iteration 15Q (3185.589294 sec): 3 clusters Score: Raw -446530.302955 + Penalty 2866.823260 = -443663.479695 nChanged 1 SP:Iteration 16Q (3185.612643 sec): 3 clusters Score: Raw -446530.409274 + Penalty 2866.823260 = -443663.586014 nChanged 2 SP:Iteration 17Q (3185.635905 sec): 3 clusters Score: Raw -446530.875537 + Penalty 2866.823260 = -443664.052277 nChanged 3 SP:Iteration 18Q (3185.659183 sec): 3 clusters Score: Raw -446531.189835 + Penalty 2866.823260 = -443664.366575 nChanged 0 SP:Iteration 19F (3185.682706 sec): 3 clusters Score: Raw -446531.189835 + Penalty 2866.823260 = -443664.366575 nChanged 0 Trying to split cluster 10 (24236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3185.722710 sec): 2 clusters Score: Raw -1618772.638582 + Penalty 1640.534092 = -1617132.104491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3185.774076 sec): 3 clusters Score: Raw -1604093.083492 + Penalty 3281.068183 = -1600812.015309 nChanged 10962 SP:Iteration 1F (3185.822359 sec): 3 clusters Score: Raw -1610258.176845 + Penalty 3281.068183 = -1606977.108662 nChanged 1254 SP:Iteration 2F (3185.871242 sec): 3 clusters Score: Raw -1610758.579537 + Penalty 3281.068183 = -1607477.511354 nChanged 1244 SP:Iteration 3F (3185.921679 sec): 3 clusters Score: Raw -1611307.411198 + Penalty 3281.068183 = -1608026.343015 nChanged 1220 SP:Iteration 4F (3185.970058 sec): 3 clusters Score: Raw -1611851.804635 + Penalty 3281.068183 = -1608570.736452 nChanged 1190 SP:Iteration 5Q (3186.020102 sec): 3 clusters Score: Raw -1612432.672227 + Penalty 3281.068183 = -1609151.604044 nChanged 1263 SP:Iteration 6F (3186.067929 sec): 3 clusters Score: Raw -1613086.965853 + Penalty 3281.068183 = -1609805.897670 nChanged 1251 SP:Iteration 7F (3186.116136 sec): 3 clusters Score: Raw -1613795.042143 + Penalty 3281.068183 = -1610513.973960 nChanged 1261 SP:Iteration 8F (3186.164368 sec): 3 clusters Score: Raw -1614559.052894 + Penalty 3281.068183 = -1611277.984711 nChanged 1133 SP:Iteration 9Q (3186.213868 sec): 3 clusters Score: Raw -1615294.110975 + Penalty 3281.068183 = -1612013.042792 nChanged 1055 SP:Iteration 10Q (3186.262610 sec): 3 clusters Score: Raw -1616011.205637 + Penalty 3281.068183 = -1612730.137453 nChanged 960 SP:Iteration 11Q (3186.311153 sec): 3 clusters Score: Raw -1616621.457173 + Penalty 3281.068183 = -1613340.388990 nChanged 810 SP:Iteration 12Q (3186.359134 sec): 3 clusters Score: Raw -1617080.435803 + Penalty 3281.068183 = -1613799.367620 nChanged 686 SP:Iteration 13Q (3186.406411 sec): 3 clusters Score: Raw -1617431.112662 + Penalty 3281.068183 = -1614150.044479 nChanged 591 SP:Iteration 14Q (3186.453391 sec): 3 clusters Score: Raw -1617709.745830 + Penalty 3281.068183 = -1614428.677647 nChanged 551 SP:Iteration 15Q (3186.500077 sec): 3 clusters Score: Raw -1617949.669568 + Penalty 3281.068183 = -1614668.601385 nChanged 460 SP:Iteration 16Q (3186.546426 sec): 3 clusters Score: Raw -1618127.307498 + Penalty 3281.068183 = -1614846.239315 nChanged 418 SP:Iteration 17Q (3186.592372 sec): 3 clusters Score: Raw -1618291.596424 + Penalty 3281.068183 = -1615010.528241 nChanged 374 SP:Iteration 18Q (3186.638399 sec): 3 clusters Score: Raw -1618443.987504 + Penalty 3281.068183 = -1615162.919320 nChanged 327 SP:Iteration 19Q (3186.684051 sec): 3 clusters Score: Raw -1618563.730386 + Penalty 3281.068183 = -1615282.662203 nChanged 317 SP:Iteration 20F (3186.753138 sec): 3 clusters Score: Raw -1618680.902969 + Penalty 3281.068183 = -1615399.834785 nChanged 271 SP:Iteration 21Q (3186.799041 sec): 3 clusters Score: Raw -1618786.180455 + Penalty 3281.068183 = -1615505.112272 nChanged 281 SP:Iteration 22Q (3186.844224 sec): 3 clusters Score: Raw -1618893.642260 + Penalty 3281.068183 = -1615612.574077 nChanged 281 SP:Iteration 23Q (3186.889455 sec): 3 clusters Score: Raw -1619012.162219 + Penalty 3281.068183 = -1615731.094036 nChanged 270 SP:Iteration 24Q (3186.934316 sec): 3 clusters Score: Raw -1619146.248457 + Penalty 3281.068183 = -1615865.180274 nChanged 294 SP:Iteration 25Q (3186.978881 sec): 3 clusters Score: Raw -1619314.257899 + Penalty 3281.068183 = -1616033.189716 nChanged 301 SP:Iteration 26Q (3187.023375 sec): 3 clusters Score: Raw -1619498.028202 + Penalty 3281.068183 = -1616216.960019 nChanged 308 SP:Iteration 27Q (3187.067399 sec): 3 clusters Score: Raw -1619695.180367 + Penalty 3281.068183 = -1616414.112184 nChanged 316 SP:Iteration 28Q (3187.111271 sec): 3 clusters Score: Raw -1619918.763233 + Penalty 3281.068183 = -1616637.695049 nChanged 297 SP:Iteration 29Q (3187.154653 sec): 3 clusters Score: Raw -1620156.796076 + Penalty 3281.068183 = -1616875.727893 nChanged 280 SP:Iteration 30Q (3187.198810 sec): 3 clusters Score: Raw -1620365.859903 + Penalty 3281.068183 = -1617084.791720 nChanged 265 SP:Iteration 31Q (3187.247923 sec): 3 clusters Score: Raw -1620535.310841 + Penalty 3281.068183 = -1617254.242657 nChanged 252 SP:Iteration 32Q (3187.290156 sec): 3 clusters Score: Raw -1620667.752401 + Penalty 3281.068183 = -1617386.684217 nChanged 190 SP:Iteration 33Q (3187.332440 sec): 3 clusters Score: Raw -1620739.650190 + Penalty 3281.068183 = -1617458.582007 nChanged 138 SP:Iteration 34Q (3187.374759 sec): 3 clusters Score: Raw -1620776.320539 + Penalty 3281.068183 = -1617495.252355 nChanged 96 SP:Iteration 35Q (3187.416689 sec): 3 clusters Score: Raw -1620795.758130 + Penalty 3281.068183 = -1617514.689947 nChanged 65 SP:Iteration 36Q (3187.458806 sec): 3 clusters Score: Raw -1620809.451682 + Penalty 3281.068183 = -1617528.383499 nChanged 68 SP:Iteration 37Q (3187.500758 sec): 3 clusters Score: Raw -1620821.607309 + Penalty 3281.068183 = -1617540.539125 nChanged 42 SP:Iteration 38Q (3187.542836 sec): 3 clusters Score: Raw -1620826.863788 + Penalty 3281.068183 = -1617545.795605 nChanged 25 SP:Iteration 39Q (3187.584642 sec): 3 clusters Score: Raw -1620829.188751 + Penalty 3281.068183 = -1617548.120568 nChanged 19 SP:Iteration 40F (3187.632549 sec): 3 clusters Score: Raw -1620833.133368 + Penalty 3281.068183 = -1617552.065184 nChanged 10 SP:Iteration 41Q (3187.674998 sec): 3 clusters Score: Raw -1620834.369065 + Penalty 3281.068183 = -1617553.300882 nChanged 9 SP:Iteration 42Q (3187.717217 sec): 3 clusters Score: Raw -1620835.132901 + Penalty 3281.068183 = -1617554.064718 nChanged 6 SP:Iteration 43Q (3187.759201 sec): 3 clusters Score: Raw -1620835.618584 + Penalty 3281.068183 = -1617554.550401 nChanged 9 SP:Iteration 44Q (3187.801363 sec): 3 clusters Score: Raw -1620836.364769 + Penalty 3281.068183 = -1617555.296586 nChanged 11 SP:Iteration 45Q (3187.843390 sec): 3 clusters Score: Raw -1620837.616154 + Penalty 3281.068183 = -1617556.547971 nChanged 14 SP:Iteration 46Q (3187.885354 sec): 3 clusters Score: Raw -1620839.121067 + Penalty 3281.068183 = -1617558.052884 nChanged 16 SP:Iteration 47Q (3187.927348 sec): 3 clusters Score: Raw -1620840.444300 + Penalty 3281.068183 = -1617559.376117 nChanged 9 SP:Iteration 48Q (3187.969315 sec): 3 clusters Score: Raw -1620841.220537 + Penalty 3281.068183 = -1617560.152354 nChanged 5 SP:Iteration 49Q (3188.011311 sec): 3 clusters Score: Raw -1620841.510295 + Penalty 3281.068183 = -1617560.442112 nChanged 5 SP:Iteration 50Q (3188.053364 sec): 3 clusters Score: Raw -1620841.953741 + Penalty 3281.068183 = -1617560.885558 nChanged 5 SP:Iteration 51Q (3188.095442 sec): 3 clusters Score: Raw -1620842.332897 + Penalty 3281.068183 = -1617561.264714 nChanged 5 SP:Iteration 52Q (3188.137308 sec): 3 clusters Score: Raw -1620842.601227 + Penalty 3281.068183 = -1617561.533044 nChanged 4 SP:Iteration 53Q (3188.179339 sec): 3 clusters Score: Raw -1620843.006592 + Penalty 3281.068183 = -1617561.938409 nChanged 4 SP:Iteration 54Q (3188.221296 sec): 3 clusters Score: Raw -1620843.278597 + Penalty 3281.068183 = -1617562.210414 nChanged 1 SP:Iteration 55Q (3188.263217 sec): 3 clusters Score: Raw -1620843.327691 + Penalty 3281.068183 = -1617562.259507 nChanged 0 SP:Iteration 56F (3188.311005 sec): 3 clusters Score: Raw -1620843.327691 + Penalty 3281.068183 = -1617562.259507 nChanged 0 Score: Raw -27544289.054496 + Penalty 73863.129566 = -27470425.924929 Splitting cluster 10 changes total score from -27470465.100909 to -27470425.924929 So it's not getting split. Trying to split cluster 11 (67490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3198.621440 sec): 2 clusters Score: Raw -4510306.701248 + Penalty 1806.956892 = -4508499.744356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3198.740129 sec): 3 clusters Score: Raw -4467104.849326 + Penalty 3613.913783 = -4463490.935543 nChanged 31707 SP:Iteration 1F (3198.854202 sec): 3 clusters Score: Raw -4485446.550569 + Penalty 3613.913783 = -4481832.636786 nChanged 2619 SP:Iteration 2Q (3198.975097 sec): 3 clusters Score: Raw -4486199.289489 + Penalty 3613.913783 = -4482585.375705 nChanged 2785 SP:Iteration 3Q (3199.095564 sec): 3 clusters Score: Raw -4487186.579330 + Penalty 3613.913783 = -4483572.665547 nChanged 3299 SP:Iteration 4Q (3199.216057 sec): 3 clusters Score: Raw -4488563.851610 + Penalty 3613.913783 = -4484949.937827 nChanged 3661 SP:Iteration 5F (3199.329974 sec): 3 clusters Score: Raw -4490274.794200 + Penalty 3613.913783 = -4486660.880417 nChanged 3959 SP:Iteration 6F (3199.443911 sec): 3 clusters Score: Raw -4492268.267591 + Penalty 3613.913783 = -4488654.353808 nChanged 4005 SP:Iteration 7F (3199.557876 sec): 3 clusters Score: Raw -4494410.542992 + Penalty 3613.913783 = -4490796.629209 nChanged 3724 SP:Iteration 8F (3199.671708 sec): 3 clusters Score: Raw -4496460.469414 + Penalty 3613.913783 = -4492846.555631 nChanged 3372 SP:Iteration 9Q (3199.794605 sec): 3 clusters Score: Raw -4498462.676903 + Penalty 3613.913783 = -4494848.763120 nChanged 3082 SP:Iteration 10Q (3199.915110 sec): 3 clusters Score: Raw -4500636.002437 + Penalty 3613.913783 = -4497022.088653 nChanged 2782 SP:Iteration 11Q (3200.035235 sec): 3 clusters Score: Raw -4502912.019302 + Penalty 3613.913783 = -4499298.105519 nChanged 2314 SP:Iteration 12Q (3200.152292 sec): 3 clusters Score: Raw -4504996.020047 + Penalty 3613.913783 = -4501382.106263 nChanged 1776 SP:Iteration 13Q (3200.264860 sec): 3 clusters Score: Raw -4506474.174987 + Penalty 3613.913783 = -4502860.261204 nChanged 1392 SP:Iteration 14Q (3200.372427 sec): 3 clusters Score: Raw -4507442.744136 + Penalty 3613.913783 = -4503828.830353 nChanged 1044 SP:Iteration 15Q (3200.476615 sec): 3 clusters Score: Raw -4508100.408230 + Penalty 3613.913783 = -4504486.494447 nChanged 860 SP:Iteration 16Q (3200.578674 sec): 3 clusters Score: Raw -4508591.210219 + Penalty 3613.913783 = -4504977.296436 nChanged 711 SP:Iteration 17Q (3200.679623 sec): 3 clusters Score: Raw -4508955.449399 + Penalty 3613.913783 = -4505341.535615 nChanged 607 SP:Iteration 18Q (3200.779350 sec): 3 clusters Score: Raw -4509274.753204 + Penalty 3613.913783 = -4505660.839421 nChanged 549 SP:Iteration 19Q (3200.878381 sec): 3 clusters Score: Raw -4509564.393135 + Penalty 3613.913783 = -4505950.479351 nChanged 474 SP:Iteration 20F (3200.992134 sec): 3 clusters Score: Raw -4509804.791671 + Penalty 3613.913783 = -4506190.877888 nChanged 406 SP:Iteration 21Q (3201.089956 sec): 3 clusters Score: Raw -4510011.528411 + Penalty 3613.913783 = -4506397.614628 nChanged 363 SP:Iteration 22Q (3201.187048 sec): 3 clusters Score: Raw -4510187.895921 + Penalty 3613.913783 = -4506573.982138 nChanged 285 SP:Iteration 23Q (3201.283721 sec): 3 clusters Score: Raw -4510320.349308 + Penalty 3613.913783 = -4506706.435525 nChanged 239 SP:Iteration 24Q (3201.380194 sec): 3 clusters Score: Raw -4510435.043888 + Penalty 3613.913783 = -4506821.130105 nChanged 208 SP:Iteration 25Q (3201.475554 sec): 3 clusters Score: Raw -4510536.214180 + Penalty 3613.913783 = -4506922.300397 nChanged 184 SP:Iteration 26Q (3201.570864 sec): 3 clusters Score: Raw -4510634.355084 + Penalty 3613.913783 = -4507020.441301 nChanged 158 SP:Iteration 27Q (3201.665412 sec): 3 clusters Score: Raw -4510704.744745 + Penalty 3613.913783 = -4507090.830962 nChanged 125 SP:Iteration 28Q (3201.760011 sec): 3 clusters Score: Raw -4510757.007688 + Penalty 3613.913783 = -4507143.093904 nChanged 112 SP:Iteration 29Q (3201.854341 sec): 3 clusters Score: Raw -4510808.446981 + Penalty 3613.913783 = -4507194.533198 nChanged 107 SP:Iteration 30Q (3201.948429 sec): 3 clusters Score: Raw -4510860.974647 + Penalty 3613.913783 = -4507247.060863 nChanged 94 SP:Iteration 31Q (3202.042348 sec): 3 clusters Score: Raw -4510910.838175 + Penalty 3613.913783 = -4507296.924391 nChanged 83 SP:Iteration 32Q (3202.136013 sec): 3 clusters Score: Raw -4510960.925960 + Penalty 3613.913783 = -4507347.012177 nChanged 93 SP:Iteration 33Q (3202.229823 sec): 3 clusters Score: Raw -4511004.294991 + Penalty 3613.913783 = -4507390.381208 nChanged 70 SP:Iteration 34Q (3202.323299 sec): 3 clusters Score: Raw -4511027.579212 + Penalty 3613.913783 = -4507413.665429 nChanged 49 SP:Iteration 35Q (3202.416860 sec): 3 clusters Score: Raw -4511043.314646 + Penalty 3613.913783 = -4507429.400863 nChanged 45 SP:Iteration 36Q (3202.510352 sec): 3 clusters Score: Raw -4511058.748858 + Penalty 3613.913783 = -4507444.835074 nChanged 40 SP:Iteration 37Q (3202.603639 sec): 3 clusters Score: Raw -4511070.400283 + Penalty 3613.913783 = -4507456.486500 nChanged 35 SP:Iteration 38Q (3202.696961 sec): 3 clusters Score: Raw -4511080.944075 + Penalty 3613.913783 = -4507467.030292 nChanged 34 SP:Iteration 39Q (3202.790320 sec): 3 clusters Score: Raw -4511089.198697 + Penalty 3613.913783 = -4507475.284913 nChanged 19 SP:Iteration 40F (3202.903102 sec): 3 clusters Score: Raw -4511095.810140 + Penalty 3613.913783 = -4507481.896357 nChanged 22 SP:Iteration 41Q (3202.996741 sec): 3 clusters Score: Raw -4511102.439952 + Penalty 3613.913783 = -4507488.526169 nChanged 29 SP:Iteration 42Q (3203.090470 sec): 3 clusters Score: Raw -4511112.869409 + Penalty 3613.913783 = -4507498.955626 nChanged 32 SP:Iteration 43Q (3203.185805 sec): 3 clusters Score: Raw -4511122.215974 + Penalty 3613.913783 = -4507508.302191 nChanged 31 SP:Iteration 44Q (3203.280050 sec): 3 clusters Score: Raw -4511132.165856 + Penalty 3613.913783 = -4507518.252073 nChanged 27 SP:Iteration 45Q (3203.373926 sec): 3 clusters Score: Raw -4511138.076459 + Penalty 3613.913783 = -4507524.162675 nChanged 22 SP:Iteration 46Q (3203.467646 sec): 3 clusters Score: Raw -4511143.628616 + Penalty 3613.913783 = -4507529.714832 nChanged 18 SP:Iteration 47Q (3203.561184 sec): 3 clusters Score: Raw -4511147.510418 + Penalty 3613.913783 = -4507533.596635 nChanged 18 SP:Iteration 48Q (3203.654738 sec): 3 clusters Score: Raw -4511151.244315 + Penalty 3613.913783 = -4507537.330532 nChanged 20 SP:Iteration 49Q (3203.748412 sec): 3 clusters Score: Raw -4511155.460050 + Penalty 3613.913783 = -4507541.546266 nChanged 16 SP:Iteration 50Q (3203.841983 sec): 3 clusters Score: Raw -4511159.246741 + Penalty 3613.913783 = -4507545.332958 nChanged 18 SP:Iteration 51Q (3203.935421 sec): 3 clusters Score: Raw -4511164.494254 + Penalty 3613.913783 = -4507550.580471 nChanged 25 SP:Iteration 52Q (3204.028903 sec): 3 clusters Score: Raw -4511170.896470 + Penalty 3613.913783 = -4507556.982687 nChanged 26 SP:Iteration 53Q (3204.122420 sec): 3 clusters Score: Raw -4511177.115319 + Penalty 3613.913783 = -4507563.201536 nChanged 26 SP:Iteration 54Q (3204.215856 sec): 3 clusters Score: Raw -4511184.331760 + Penalty 3613.913783 = -4507570.417976 nChanged 22 SP:Iteration 55Q (3204.309050 sec): 3 clusters Score: Raw -4511189.693945 + Penalty 3613.913783 = -4507575.780162 nChanged 22 SP:Iteration 56Q (3204.402784 sec): 3 clusters Score: Raw -4511195.176054 + Penalty 3613.913783 = -4507581.262271 nChanged 17 SP:Iteration 57Q (3204.496420 sec): 3 clusters Score: Raw -4511198.909067 + Penalty 3613.913783 = -4507584.995283 nChanged 18 SP:Iteration 58Q (3204.590122 sec): 3 clusters Score: Raw -4511203.357742 + Penalty 3613.913783 = -4507589.443959 nChanged 16 SP:Iteration 59Q (3204.683739 sec): 3 clusters Score: Raw -4511208.186216 + Penalty 3613.913783 = -4507594.272433 nChanged 21 SP:Iteration 60F (3204.796755 sec): 3 clusters Score: Raw -4511213.731012 + Penalty 3613.913783 = -4507599.817229 nChanged 15 SP:Iteration 61Q (3204.890341 sec): 3 clusters Score: Raw -4511216.596593 + Penalty 3613.913783 = -4507602.682810 nChanged 16 SP:Iteration 62Q (3204.984054 sec): 3 clusters Score: Raw -4511221.244279 + Penalty 3613.913783 = -4507607.330496 nChanged 19 SP:Iteration 63Q (3205.077642 sec): 3 clusters Score: Raw -4511225.430801 + Penalty 3613.913783 = -4507611.517018 nChanged 19 SP:Iteration 64Q (3205.171316 sec): 3 clusters Score: Raw -4511229.599244 + Penalty 3613.913783 = -4507615.685461 nChanged 11 SP:Iteration 65Q (3205.265221 sec): 3 clusters Score: Raw -4511232.128734 + Penalty 3613.913783 = -4507618.214951 nChanged 10 SP:Iteration 66Q (3205.358981 sec): 3 clusters Score: Raw -4511234.388002 + Penalty 3613.913783 = -4507620.474219 nChanged 12 SP:Iteration 67Q (3205.452745 sec): 3 clusters Score: Raw -4511237.411434 + Penalty 3613.913783 = -4507623.497651 nChanged 12 SP:Iteration 68Q (3205.546430 sec): 3 clusters Score: Raw -4511239.218063 + Penalty 3613.913783 = -4507625.304280 nChanged 8 SP:Iteration 69Q (3205.640257 sec): 3 clusters Score: Raw -4511240.164739 + Penalty 3613.913783 = -4507626.250956 nChanged 6 SP:Iteration 70Q (3205.734197 sec): 3 clusters Score: Raw -4511241.028519 + Penalty 3613.913783 = -4507627.114736 nChanged 1 SP:Iteration 71Q (3205.828070 sec): 3 clusters Score: Raw -4511241.187007 + Penalty 3613.913783 = -4507627.273224 nChanged 0 SP:Iteration 72F (3205.940809 sec): 3 clusters Score: Raw -4511241.187007 + Penalty 3613.913783 = -4507627.273224 nChanged 0 Trying to split cluster 12 (2492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3205.948628 sec): 2 clusters Score: Raw -170223.320214 + Penalty 1270.886643 = -168952.433571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3205.961744 sec): 3 clusters Score: Raw -169094.458578 + Penalty 2541.773286 = -166552.685292 nChanged 910 SP:Iteration 1F (3205.974012 sec): 3 clusters Score: Raw -169660.687210 + Penalty 2541.773286 = -167118.913924 nChanged 212 SP:Iteration 2F (3205.986254 sec): 3 clusters Score: Raw -169826.331388 + Penalty 2541.773286 = -167284.558102 nChanged 142 SP:Iteration 3F (3205.998620 sec): 3 clusters Score: Raw -169926.640546 + Penalty 2541.773286 = -167384.867260 nChanged 107 SP:Iteration 4Q (3206.010970 sec): 3 clusters Score: Raw -170012.049000 + Penalty 2541.773286 = -167470.275714 nChanged 98 SP:Iteration 5Q (3206.023287 sec): 3 clusters Score: Raw -170072.762176 + Penalty 2541.773286 = -167530.988890 nChanged 76 SP:Iteration 6Q (3206.035672 sec): 3 clusters Score: Raw -170126.086604 + Penalty 2541.773286 = -167584.313318 nChanged 82 SP:Iteration 7Q (3206.047864 sec): 3 clusters Score: Raw -170184.964853 + Penalty 2541.773286 = -167643.191567 nChanged 81 SP:Iteration 8Q (3206.060175 sec): 3 clusters Score: Raw -170235.243411 + Penalty 2541.773286 = -167693.470125 nChanged 57 SP:Iteration 9Q (3206.072428 sec): 3 clusters Score: Raw -170272.586902 + Penalty 2541.773286 = -167730.813616 nChanged 72 SP:Iteration 10Q (3206.084660 sec): 3 clusters Score: Raw -170327.794038 + Penalty 2541.773286 = -167786.020752 nChanged 56 SP:Iteration 11Q (3206.096987 sec): 3 clusters Score: Raw -170367.793897 + Penalty 2541.773286 = -167826.020611 nChanged 52 SP:Iteration 12Q (3206.109206 sec): 3 clusters Score: Raw -170402.319541 + Penalty 2541.773286 = -167860.546255 nChanged 42 SP:Iteration 13Q (3206.121401 sec): 3 clusters Score: Raw -170433.772683 + Penalty 2541.773286 = -167891.999397 nChanged 36 SP:Iteration 14Q (3206.133596 sec): 3 clusters Score: Raw -170464.890933 + Penalty 2541.773286 = -167923.117647 nChanged 38 SP:Iteration 15Q (3206.145751 sec): 3 clusters Score: Raw -170496.083947 + Penalty 2541.773286 = -167954.310661 nChanged 25 SP:Iteration 16Q (3206.157904 sec): 3 clusters Score: Raw -170516.969459 + Penalty 2541.773286 = -167975.196173 nChanged 19 SP:Iteration 17Q (3206.170003 sec): 3 clusters Score: Raw -170534.551075 + Penalty 2541.773286 = -167992.777789 nChanged 12 SP:Iteration 18Q (3206.182088 sec): 3 clusters Score: Raw -170542.108727 + Penalty 2541.773286 = -168000.335441 nChanged 7 SP:Iteration 19Q (3206.194134 sec): 3 clusters Score: Raw -170545.992722 + Penalty 2541.773286 = -168004.219436 nChanged 6 SP:Iteration 20F (3206.206401 sec): 3 clusters Score: Raw -170549.269510 + Penalty 2541.773286 = -168007.496224 nChanged 3 SP:Iteration 21Q (3206.218350 sec): 3 clusters Score: Raw -170551.751575 + Penalty 2541.773286 = -168009.978289 nChanged 2 SP:Iteration 22Q (3206.230333 sec): 3 clusters Score: Raw -170553.612249 + Penalty 2541.773286 = -168011.838963 nChanged 2 SP:Iteration 23Q (3206.242364 sec): 3 clusters Score: Raw -170555.622193 + Penalty 2541.773286 = -168013.848907 nChanged 6 SP:Iteration 24Q (3206.254432 sec): 3 clusters Score: Raw -170559.082589 + Penalty 2541.773286 = -168017.309303 nChanged 3 SP:Iteration 25Q (3206.266452 sec): 3 clusters Score: Raw -170560.940221 + Penalty 2541.773286 = -168019.166935 nChanged 3 SP:Iteration 26Q (3206.278465 sec): 3 clusters Score: Raw -170563.336919 + Penalty 2541.773286 = -168021.563633 nChanged 0 SP:Iteration 27F (3206.290649 sec): 3 clusters Score: Raw -170563.336919 + Penalty 2541.773286 = -168021.563633 nChanged 0 Trying to split cluster 13 (1408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3206.305185 sec): 2 clusters Score: Raw -88955.320728 + Penalty 1178.112900 = -87777.207828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3206.312873 sec): 3 clusters Score: Raw -88421.615346 + Penalty 2356.225799 = -86065.389547 nChanged 439 SP:Iteration 1F (3206.320204 sec): 3 clusters Score: Raw -88743.423477 + Penalty 2356.225799 = -86387.197678 nChanged 112 SP:Iteration 2F (3206.327487 sec): 3 clusters Score: Raw -88851.394360 + Penalty 2356.225799 = -86495.168560 nChanged 61 SP:Iteration 3Q (3206.334705 sec): 3 clusters Score: Raw -88897.593518 + Penalty 2356.225799 = -86541.367719 nChanged 44 SP:Iteration 4Q (3206.341972 sec): 3 clusters Score: Raw -88938.664017 + Penalty 2356.225799 = -86582.438218 nChanged 29 SP:Iteration 5Q (3206.349199 sec): 3 clusters Score: Raw -88963.567536 + Penalty 2356.225799 = -86607.341736 nChanged 24 SP:Iteration 6Q (3206.356446 sec): 3 clusters Score: Raw -88979.208783 + Penalty 2356.225799 = -86622.982983 nChanged 17 SP:Iteration 7Q (3206.363673 sec): 3 clusters Score: Raw -88997.715466 + Penalty 2356.225799 = -86641.489666 nChanged 19 SP:Iteration 8Q (3206.388526 sec): 3 clusters Score: Raw -89014.292450 + Penalty 2356.225799 = -86658.066651 nChanged 20 SP:Iteration 9Q (3206.395689 sec): 3 clusters Score: Raw -89030.143295 + Penalty 2356.225799 = -86673.917496 nChanged 25 SP:Iteration 10Q (3206.402823 sec): 3 clusters Score: Raw -89052.230904 + Penalty 2356.225799 = -86696.005105 nChanged 21 SP:Iteration 11Q (3206.410053 sec): 3 clusters Score: Raw -89070.441887 + Penalty 2356.225799 = -86714.216088 nChanged 18 SP:Iteration 12Q (3206.417233 sec): 3 clusters Score: Raw -89093.498950 + Penalty 2356.225799 = -86737.273150 nChanged 21 SP:Iteration 13Q (3206.424329 sec): 3 clusters Score: Raw -89123.905142 + Penalty 2356.225799 = -86767.679343 nChanged 24 SP:Iteration 14Q (3206.431418 sec): 3 clusters Score: Raw -89153.328304 + Penalty 2356.225799 = -86797.102505 nChanged 20 SP:Iteration 15Q (3206.438482 sec): 3 clusters Score: Raw -89175.815305 + Penalty 2356.225799 = -86819.589505 nChanged 19 SP:Iteration 16Q (3206.445651 sec): 3 clusters Score: Raw -89200.802079 + Penalty 2356.225799 = -86844.576279 nChanged 16 SP:Iteration 17Q (3206.452754 sec): 3 clusters Score: Raw -89212.508984 + Penalty 2356.225799 = -86856.283184 nChanged 10 SP:Iteration 18Q (3206.459837 sec): 3 clusters Score: Raw -89218.730941 + Penalty 2356.225799 = -86862.505142 nChanged 3 SP:Iteration 19Q (3206.466854 sec): 3 clusters Score: Raw -89220.595089 + Penalty 2356.225799 = -86864.369290 nChanged 2 SP:Iteration 20F (3206.474138 sec): 3 clusters Score: Raw -89221.705475 + Penalty 2356.225799 = -86865.479676 nChanged 5 SP:Iteration 21Q (3206.481246 sec): 3 clusters Score: Raw -89225.120585 + Penalty 2356.225799 = -86868.894786 nChanged 7 SP:Iteration 22Q (3206.488327 sec): 3 clusters Score: Raw -89228.873995 + Penalty 2356.225799 = -86872.648195 nChanged 14 SP:Iteration 23Q (3206.495356 sec): 3 clusters Score: Raw -89238.445821 + Penalty 2356.225799 = -86882.220022 nChanged 9 SP:Iteration 24Q (3206.502374 sec): 3 clusters Score: Raw -89244.652293 + Penalty 2356.225799 = -86888.426493 nChanged 6 SP:Iteration 25Q (3206.509548 sec): 3 clusters Score: Raw -89250.204865 + Penalty 2356.225799 = -86893.979065 nChanged 8 SP:Iteration 26Q (3206.516575 sec): 3 clusters Score: Raw -89256.492410 + Penalty 2356.225799 = -86900.266611 nChanged 6 SP:Iteration 27Q (3206.523609 sec): 3 clusters Score: Raw -89260.022188 + Penalty 2356.225799 = -86903.796389 nChanged 9 SP:Iteration 28Q (3206.530647 sec): 3 clusters Score: Raw -89265.726293 + Penalty 2356.225799 = -86909.500494 nChanged 8 SP:Iteration 29Q (3206.537781 sec): 3 clusters Score: Raw -89271.727092 + Penalty 2356.225799 = -86915.501292 nChanged 6 SP:Iteration 30Q (3206.544814 sec): 3 clusters Score: Raw -89273.704078 + Penalty 2356.225799 = -86917.478278 nChanged 2 SP:Iteration 31Q (3206.551922 sec): 3 clusters Score: Raw -89276.690224 + Penalty 2356.225799 = -86920.464425 nChanged 6 SP:Iteration 32Q (3206.559007 sec): 3 clusters Score: Raw -89281.476425 + Penalty 2356.225799 = -86925.250625 nChanged 8 SP:Iteration 33Q (3206.566093 sec): 3 clusters Score: Raw -89284.486380 + Penalty 2356.225799 = -86928.260580 nChanged 4 SP:Iteration 34Q (3206.573233 sec): 3 clusters Score: Raw -89285.947733 + Penalty 2356.225799 = -86929.721933 nChanged 2 SP:Iteration 35Q (3206.580320 sec): 3 clusters Score: Raw -89286.595004 + Penalty 2356.225799 = -86930.369204 nChanged 1 SP:Iteration 36Q (3206.587413 sec): 3 clusters Score: Raw -89286.878648 + Penalty 2356.225799 = -86930.652849 nChanged 1 SP:Iteration 37Q (3206.594503 sec): 3 clusters Score: Raw -89287.355325 + Penalty 2356.225799 = -86931.129525 nChanged 0 SP:Iteration 38F (3206.601761 sec): 3 clusters Score: Raw -89287.355325 + Penalty 2356.225799 = -86931.129525 nChanged 0 Trying to split cluster 14 (7860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3206.623602 sec): 2 clusters Score: Raw -508838.249777 + Penalty 1457.550556 = -507380.699220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3206.649297 sec): 3 clusters Score: Raw -504462.015024 + Penalty 2915.101113 = -501546.913912 nChanged 3381 SP:Iteration 1F (3206.674402 sec): 3 clusters Score: Raw -506451.956071 + Penalty 2915.101113 = -503536.854958 nChanged 657 SP:Iteration 2F (3206.699145 sec): 3 clusters Score: Raw -506995.981574 + Penalty 2915.101113 = -504080.880461 nChanged 727 SP:Iteration 3F (3206.724039 sec): 3 clusters Score: Raw -507749.105702 + Penalty 2915.101113 = -504834.004590 nChanged 744 SP:Iteration 4F (3206.748821 sec): 3 clusters Score: Raw -508514.071733 + Penalty 2915.101113 = -505598.970620 nChanged 636 SP:Iteration 5F (3206.773720 sec): 3 clusters Score: Raw -509070.386687 + Penalty 2915.101113 = -506155.285574 nChanged 438 SP:Iteration 6F (3206.798935 sec): 3 clusters Score: Raw -509344.813847 + Penalty 2915.101113 = -506429.712734 nChanged 248 SP:Iteration 7Q (3206.823425 sec): 3 clusters Score: Raw -509458.396740 + Penalty 2915.101113 = -506543.295627 nChanged 152 SP:Iteration 8Q (3206.848071 sec): 3 clusters Score: Raw -509518.963748 + Penalty 2915.101113 = -506603.862635 nChanged 108 SP:Iteration 9Q (3206.872713 sec): 3 clusters Score: Raw -509562.429863 + Penalty 2915.101113 = -506647.328750 nChanged 78 SP:Iteration 10Q (3206.897111 sec): 3 clusters Score: Raw -509600.328888 + Penalty 2915.101113 = -506685.227775 nChanged 75 SP:Iteration 11Q (3206.921497 sec): 3 clusters Score: Raw -509641.521228 + Penalty 2915.101113 = -506726.420116 nChanged 80 SP:Iteration 12Q (3206.945778 sec): 3 clusters Score: Raw -509698.605583 + Penalty 2915.101113 = -506783.504470 nChanged 85 SP:Iteration 13Q (3206.969973 sec): 3 clusters Score: Raw -509752.816094 + Penalty 2915.101113 = -506837.714981 nChanged 95 SP:Iteration 14Q (3206.994474 sec): 3 clusters Score: Raw -509812.415367 + Penalty 2915.101113 = -506897.314254 nChanged 86 SP:Iteration 15Q (3207.018783 sec): 3 clusters Score: Raw -509862.023855 + Penalty 2915.101113 = -506946.922742 nChanged 69 SP:Iteration 16Q (3207.067725 sec): 3 clusters Score: Raw -509903.357850 + Penalty 2915.101113 = -506988.256737 nChanged 53 SP:Iteration 17Q (3207.113350 sec): 3 clusters Score: Raw -509940.839766 + Penalty 2915.101113 = -507025.738654 nChanged 60 SP:Iteration 18Q (3207.137028 sec): 3 clusters Score: Raw -509978.245092 + Penalty 2915.101113 = -507063.143979 nChanged 57 SP:Iteration 19Q (3207.160922 sec): 3 clusters Score: Raw -510005.478074 + Penalty 2915.101113 = -507090.376961 nChanged 51 SP:Iteration 20F (3207.185912 sec): 3 clusters Score: Raw -510035.888263 + Penalty 2915.101113 = -507120.787150 nChanged 46 SP:Iteration 21Q (3207.209699 sec): 3 clusters Score: Raw -510064.032431 + Penalty 2915.101113 = -507148.931319 nChanged 48 SP:Iteration 22Q (3207.233461 sec): 3 clusters Score: Raw -510082.750382 + Penalty 2915.101113 = -507167.649269 nChanged 35 SP:Iteration 23Q (3207.257028 sec): 3 clusters Score: Raw -510096.708098 + Penalty 2915.101113 = -507181.606985 nChanged 25 SP:Iteration 24Q (3207.280523 sec): 3 clusters Score: Raw -510106.057581 + Penalty 2915.101113 = -507190.956468 nChanged 21 SP:Iteration 25Q (3207.304302 sec): 3 clusters Score: Raw -510113.026452 + Penalty 2915.101113 = -507197.925339 nChanged 22 SP:Iteration 26Q (3207.327874 sec): 3 clusters Score: Raw -510119.879833 + Penalty 2915.101113 = -507204.778720 nChanged 14 SP:Iteration 27Q (3207.351233 sec): 3 clusters Score: Raw -510124.321198 + Penalty 2915.101113 = -507209.220086 nChanged 14 SP:Iteration 28Q (3207.374542 sec): 3 clusters Score: Raw -510128.068009 + Penalty 2915.101113 = -507212.966896 nChanged 11 SP:Iteration 29Q (3207.398073 sec): 3 clusters Score: Raw -510131.078534 + Penalty 2915.101113 = -507215.977422 nChanged 9 SP:Iteration 30Q (3207.421293 sec): 3 clusters Score: Raw -510132.406506 + Penalty 2915.101113 = -507217.305394 nChanged 8 SP:Iteration 31Q (3207.444871 sec): 3 clusters Score: Raw -510134.062010 + Penalty 2915.101113 = -507218.960898 nChanged 6 SP:Iteration 32Q (3207.468391 sec): 3 clusters Score: Raw -510135.309683 + Penalty 2915.101113 = -507220.208570 nChanged 3 SP:Iteration 33Q (3207.491531 sec): 3 clusters Score: Raw -510135.543198 + Penalty 2915.101113 = -507220.442085 nChanged 1 SP:Iteration 34Q (3207.515090 sec): 3 clusters Score: Raw -510135.701781 + Penalty 2915.101113 = -507220.600669 nChanged 0 SP:Iteration 35F (3207.539875 sec): 3 clusters Score: Raw -510135.701781 + Penalty 2915.101113 = -507220.600669 nChanged 0 Trying to split cluster 15 (4161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3207.557301 sec): 2 clusters Score: Raw -252494.799489 + Penalty 1354.195490 = -251140.603999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3207.577394 sec): 3 clusters Score: Raw -250406.224210 + Penalty 2708.390980 = -247697.833230 nChanged 1674 SP:Iteration 1F (3207.597229 sec): 3 clusters Score: Raw -251340.234323 + Penalty 2708.390980 = -248631.843343 nChanged 325 SP:Iteration 2F (3207.617033 sec): 3 clusters Score: Raw -251551.754361 + Penalty 2708.390980 = -248843.363381 nChanged 225 SP:Iteration 3F (3207.636866 sec): 3 clusters Score: Raw -251702.887223 + Penalty 2708.390980 = -248994.496242 nChanged 204 SP:Iteration 4Q (3207.656526 sec): 3 clusters Score: Raw -251876.701406 + Penalty 2708.390980 = -249168.310426 nChanged 221 SP:Iteration 5F (3207.676285 sec): 3 clusters Score: Raw -252059.687190 + Penalty 2708.390980 = -249351.296209 nChanged 206 SP:Iteration 6Q (3207.695979 sec): 3 clusters Score: Raw -252214.275175 + Penalty 2708.390980 = -249505.884195 nChanged 161 SP:Iteration 7Q (3207.715681 sec): 3 clusters Score: Raw -252324.648016 + Penalty 2708.390980 = -249616.257036 nChanged 142 SP:Iteration 8Q (3207.735046 sec): 3 clusters Score: Raw -252414.840899 + Penalty 2708.390980 = -249706.449918 nChanged 123 SP:Iteration 9Q (3207.754218 sec): 3 clusters Score: Raw -252478.191238 + Penalty 2708.390980 = -249769.800258 nChanged 86 SP:Iteration 10Q (3207.773793 sec): 3 clusters Score: Raw -252515.883832 + Penalty 2708.390980 = -249807.492851 nChanged 82 SP:Iteration 11Q (3207.792984 sec): 3 clusters Score: Raw -252553.307761 + Penalty 2708.390980 = -249844.916780 nChanged 69 SP:Iteration 12Q (3207.812274 sec): 3 clusters Score: Raw -252587.957472 + Penalty 2708.390980 = -249879.566492 nChanged 70 SP:Iteration 13Q (3207.831613 sec): 3 clusters Score: Raw -252620.531853 + Penalty 2708.390980 = -249912.140873 nChanged 71 SP:Iteration 14Q (3207.850891 sec): 3 clusters Score: Raw -252661.248562 + Penalty 2708.390980 = -249952.857582 nChanged 100 SP:Iteration 15Q (3207.870418 sec): 3 clusters Score: Raw -252721.048734 + Penalty 2708.390980 = -250012.657753 nChanged 99 SP:Iteration 16Q (3207.890086 sec): 3 clusters Score: Raw -252776.988446 + Penalty 2708.390980 = -250068.597466 nChanged 89 SP:Iteration 17Q (3207.909336 sec): 3 clusters Score: Raw -252824.916430 + Penalty 2708.390980 = -250116.525450 nChanged 89 SP:Iteration 18Q (3207.928785 sec): 3 clusters Score: Raw -252877.375796 + Penalty 2708.390980 = -250168.984815 nChanged 77 SP:Iteration 19Q (3207.947843 sec): 3 clusters Score: Raw -252924.259094 + Penalty 2708.390980 = -250215.868114 nChanged 74 SP:Iteration 20F (3207.966967 sec): 3 clusters Score: Raw -252968.772696 + Penalty 2708.390980 = -250260.381716 nChanged 69 SP:Iteration 21Q (3207.986145 sec): 3 clusters Score: Raw -253008.177242 + Penalty 2708.390980 = -250299.786261 nChanged 67 SP:Iteration 22Q (3208.005382 sec): 3 clusters Score: Raw -253048.920655 + Penalty 2708.390980 = -250340.529675 nChanged 54 SP:Iteration 23Q (3208.024511 sec): 3 clusters Score: Raw -253076.269348 + Penalty 2708.390980 = -250367.878368 nChanged 51 SP:Iteration 24Q (3208.043567 sec): 3 clusters Score: Raw -253107.147078 + Penalty 2708.390980 = -250398.756098 nChanged 51 SP:Iteration 25Q (3208.062517 sec): 3 clusters Score: Raw -253140.782588 + Penalty 2708.390980 = -250432.391608 nChanged 61 SP:Iteration 26Q (3208.081696 sec): 3 clusters Score: Raw -253181.186943 + Penalty 2708.390980 = -250472.795963 nChanged 56 SP:Iteration 27Q (3208.100473 sec): 3 clusters Score: Raw -253216.705776 + Penalty 2708.390980 = -250508.314795 nChanged 47 SP:Iteration 28Q (3208.119285 sec): 3 clusters Score: Raw -253241.064045 + Penalty 2708.390980 = -250532.673065 nChanged 31 SP:Iteration 29Q (3208.138160 sec): 3 clusters Score: Raw -253254.458004 + Penalty 2708.390980 = -250546.067024 nChanged 20 SP:Iteration 30Q (3208.157179 sec): 3 clusters Score: Raw -253264.396133 + Penalty 2708.390980 = -250556.005153 nChanged 26 SP:Iteration 31Q (3208.175806 sec): 3 clusters Score: Raw -253273.450060 + Penalty 2708.390980 = -250565.059079 nChanged 14 SP:Iteration 32Q (3208.194634 sec): 3 clusters Score: Raw -253277.541971 + Penalty 2708.390980 = -250569.150991 nChanged 4 SP:Iteration 33Q (3208.213529 sec): 3 clusters Score: Raw -253278.434028 + Penalty 2708.390980 = -250570.043048 nChanged 1 SP:Iteration 34Q (3208.232581 sec): 3 clusters Score: Raw -253278.485092 + Penalty 2708.390980 = -250570.094111 nChanged 0 SP:Iteration 35F (3208.252177 sec): 3 clusters Score: Raw -253278.485092 + Penalty 2708.390980 = -250570.094111 nChanged 0 Trying to split cluster 16 (4407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3208.281508 sec): 2 clusters Score: Raw -248123.319649 + Penalty 1363.529288 = -246759.790361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3208.335532 sec): 3 clusters Score: Raw -245962.762013 + Penalty 2727.058576 = -243235.703437 nChanged 1762 SP:Iteration 1F (3208.389670 sec): 3 clusters Score: Raw -247190.874445 + Penalty 2727.058576 = -244463.815869 nChanged 468 SP:Iteration 2F (3208.443253 sec): 3 clusters Score: Raw -247734.690047 + Penalty 2727.058576 = -245007.631471 nChanged 426 SP:Iteration 3F (3208.496635 sec): 3 clusters Score: Raw -248143.663799 + Penalty 2727.058576 = -245416.605223 nChanged 343 SP:Iteration 4F (3208.549975 sec): 3 clusters Score: Raw -248425.214399 + Penalty 2727.058576 = -245698.155823 nChanged 255 SP:Iteration 5F (3208.615519 sec): 3 clusters Score: Raw -248640.907164 + Penalty 2727.058576 = -245913.848588 nChanged 180 SP:Iteration 6Q (3208.645089 sec): 3 clusters Score: Raw -248771.216034 + Penalty 2727.058576 = -246044.157457 nChanged 129 SP:Iteration 7Q (3208.664954 sec): 3 clusters Score: Raw -248866.390262 + Penalty 2727.058576 = -246139.331686 nChanged 96 SP:Iteration 8Q (3208.684687 sec): 3 clusters Score: Raw -248925.614644 + Penalty 2727.058576 = -246198.556068 nChanged 57 SP:Iteration 9Q (3208.704783 sec): 3 clusters Score: Raw -248956.543364 + Penalty 2727.058576 = -246229.484788 nChanged 38 SP:Iteration 10Q (3208.724868 sec): 3 clusters Score: Raw -248981.934989 + Penalty 2727.058576 = -246254.876413 nChanged 36 SP:Iteration 11Q (3208.744848 sec): 3 clusters Score: Raw -248998.417738 + Penalty 2727.058576 = -246271.359162 nChanged 18 SP:Iteration 12Q (3208.764857 sec): 3 clusters Score: Raw -249004.973443 + Penalty 2727.058576 = -246277.914866 nChanged 8 SP:Iteration 13Q (3208.784477 sec): 3 clusters Score: Raw -249008.327571 + Penalty 2727.058576 = -246281.268995 nChanged 7 SP:Iteration 14Q (3208.839089 sec): 3 clusters Score: Raw -249012.469901 + Penalty 2727.058576 = -246285.411325 nChanged 5 SP:Iteration 15Q (3208.892899 sec): 3 clusters Score: Raw -249014.229257 + Penalty 2727.058576 = -246287.170681 nChanged 8 SP:Iteration 16Q (3208.922595 sec): 3 clusters Score: Raw -249018.383974 + Penalty 2727.058576 = -246291.325397 nChanged 8 SP:Iteration 17Q (3208.942382 sec): 3 clusters Score: Raw -249021.850616 + Penalty 2727.058576 = -246294.792040 nChanged 6 SP:Iteration 18Q (3208.962315 sec): 3 clusters Score: Raw -249023.796098 + Penalty 2727.058576 = -246296.737521 nChanged 6 SP:Iteration 19Q (3208.982083 sec): 3 clusters Score: Raw -249028.007895 + Penalty 2727.058576 = -246300.949319 nChanged 6 SP:Iteration 20F (3209.002054 sec): 3 clusters Score: Raw -249032.147286 + Penalty 2727.058576 = -246305.088710 nChanged 8 SP:Iteration 21Q (3209.021785 sec): 3 clusters Score: Raw -249036.132985 + Penalty 2727.058576 = -246309.074409 nChanged 5 SP:Iteration 22Q (3209.041707 sec): 3 clusters Score: Raw -249038.202569 + Penalty 2727.058576 = -246311.143993 nChanged 6 SP:Iteration 23Q (3209.061556 sec): 3 clusters Score: Raw -249040.122442 + Penalty 2727.058576 = -246313.063866 nChanged 6 SP:Iteration 24Q (3209.081260 sec): 3 clusters Score: Raw -249042.992405 + Penalty 2727.058576 = -246315.933829 nChanged 8 SP:Iteration 25Q (3209.100925 sec): 3 clusters Score: Raw -249047.579784 + Penalty 2727.058576 = -246320.521208 nChanged 6 SP:Iteration 26Q (3209.120853 sec): 3 clusters Score: Raw -249050.846373 + Penalty 2727.058576 = -246323.787797 nChanged 6 SP:Iteration 27Q (3209.140690 sec): 3 clusters Score: Raw -249053.540208 + Penalty 2727.058576 = -246326.481632 nChanged 4 SP:Iteration 28Q (3209.160625 sec): 3 clusters Score: Raw -249057.281773 + Penalty 2727.058576 = -246330.223197 nChanged 9 SP:Iteration 29Q (3209.180100 sec): 3 clusters Score: Raw -249062.220238 + Penalty 2727.058576 = -246335.161662 nChanged 4 SP:Iteration 30Q (3209.199562 sec): 3 clusters Score: Raw -249064.002120 + Penalty 2727.058576 = -246336.943544 nChanged 6 SP:Iteration 31Q (3209.219217 sec): 3 clusters Score: Raw -249066.207957 + Penalty 2727.058576 = -246339.149381 nChanged 5 SP:Iteration 32Q (3209.238578 sec): 3 clusters Score: Raw -249067.347526 + Penalty 2727.058576 = -246340.288949 nChanged 1 SP:Iteration 33Q (3209.258377 sec): 3 clusters Score: Raw -249067.570873 + Penalty 2727.058576 = -246340.512297 nChanged 1 SP:Iteration 34Q (3209.278131 sec): 3 clusters Score: Raw -249067.977447 + Penalty 2727.058576 = -246340.918871 nChanged 2 SP:Iteration 35Q (3209.297932 sec): 3 clusters Score: Raw -249068.606919 + Penalty 2727.058576 = -246341.548343 nChanged 4 SP:Iteration 36Q (3209.317733 sec): 3 clusters Score: Raw -249069.548454 + Penalty 2727.058576 = -246342.489878 nChanged 2 SP:Iteration 37Q (3209.337075 sec): 3 clusters Score: Raw -249070.635349 + Penalty 2727.058576 = -246343.576773 nChanged 4 SP:Iteration 38Q (3209.356555 sec): 3 clusters Score: Raw -249073.304894 + Penalty 2727.058576 = -246346.246318 nChanged 5 SP:Iteration 39Q (3209.376318 sec): 3 clusters Score: Raw -249075.507019 + Penalty 2727.058576 = -246348.448443 nChanged 5 SP:Iteration 40F (3209.396192 sec): 3 clusters Score: Raw -249076.987949 + Penalty 2727.058576 = -246349.929373 nChanged 4 SP:Iteration 41Q (3209.415673 sec): 3 clusters Score: Raw -249078.821771 + Penalty 2727.058576 = -246351.763195 nChanged 5 SP:Iteration 42Q (3209.435537 sec): 3 clusters Score: Raw -249080.837015 + Penalty 2727.058576 = -246353.778439 nChanged 4 SP:Iteration 43Q (3209.455227 sec): 3 clusters Score: Raw -249082.131923 + Penalty 2727.058576 = -246355.073347 nChanged 4 SP:Iteration 44Q (3209.474875 sec): 3 clusters Score: Raw -249083.643029 + Penalty 2727.058576 = -246356.584453 nChanged 6 SP:Iteration 45Q (3209.494684 sec): 3 clusters Score: Raw -249085.122100 + Penalty 2727.058576 = -246358.063524 nChanged 3 SP:Iteration 46Q (3209.514277 sec): 3 clusters Score: Raw -249085.873206 + Penalty 2727.058576 = -246358.814630 nChanged 1 SP:Iteration 47Q (3209.533883 sec): 3 clusters Score: Raw -249086.411516 + Penalty 2727.058576 = -246359.352940 nChanged 2 SP:Iteration 48Q (3209.553624 sec): 3 clusters Score: Raw -249087.075158 + Penalty 2727.058576 = -246360.016582 nChanged 2 SP:Iteration 49Q (3209.573246 sec): 3 clusters Score: Raw -249088.292612 + Penalty 2727.058576 = -246361.234036 nChanged 3 SP:Iteration 50Q (3209.592859 sec): 3 clusters Score: Raw -249089.166690 + Penalty 2727.058576 = -246362.108114 nChanged 2 SP:Iteration 51Q (3209.612530 sec): 3 clusters Score: Raw -249089.439125 + Penalty 2727.058576 = -246362.380549 nChanged 0 SP:Iteration 52F (3209.632186 sec): 3 clusters Score: Raw -249089.439125 + Penalty 2727.058576 = -246362.380549 nChanged 0 Trying to split cluster 17 (10112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3209.656147 sec): 2 clusters Score: Raw -669217.183430 + Penalty 1498.490194 = -667718.693236 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3209.684706 sec): 3 clusters Score: Raw -663512.049241 + Penalty 2996.980388 = -660515.068854 nChanged 4344 SP:Iteration 1F (3209.712241 sec): 3 clusters Score: Raw -665866.164625 + Penalty 2996.980388 = -662869.184237 nChanged 626 SP:Iteration 2F (3209.740039 sec): 3 clusters Score: Raw -666153.660806 + Penalty 2996.980388 = -663156.680418 nChanged 538 SP:Iteration 3F (3209.767726 sec): 3 clusters Score: Raw -666436.049188 + Penalty 2996.980388 = -663439.068800 nChanged 572 SP:Iteration 4F (3209.795450 sec): 3 clusters Score: Raw -666782.493199 + Penalty 2996.980388 = -663785.512811 nChanged 603 SP:Iteration 5F (3209.823148 sec): 3 clusters Score: Raw -667184.017014 + Penalty 2996.980388 = -664187.036626 nChanged 586 SP:Iteration 6F (3209.851000 sec): 3 clusters Score: Raw -667638.543854 + Penalty 2996.980388 = -664641.563466 nChanged 592 SP:Iteration 7F (3209.878622 sec): 3 clusters Score: Raw -668151.104255 + Penalty 2996.980388 = -665154.123868 nChanged 456 SP:Iteration 8Q (3209.906409 sec): 3 clusters Score: Raw -668518.220735 + Penalty 2996.980388 = -665521.240348 nChanged 337 SP:Iteration 9Q (3209.933763 sec): 3 clusters Score: Raw -668779.639606 + Penalty 2996.980388 = -665782.659218 nChanged 234 SP:Iteration 10Q (3209.960675 sec): 3 clusters Score: Raw -668962.880101 + Penalty 2996.980388 = -665965.899713 nChanged 172 SP:Iteration 11Q (3209.987180 sec): 3 clusters Score: Raw -669090.867047 + Penalty 2996.980388 = -666093.886659 nChanged 126 SP:Iteration 12Q (3210.013480 sec): 3 clusters Score: Raw -669187.937501 + Penalty 2996.980388 = -666190.957113 nChanged 106 SP:Iteration 13Q (3210.039431 sec): 3 clusters Score: Raw -669258.529804 + Penalty 2996.980388 = -666261.549416 nChanged 85 SP:Iteration 14Q (3210.064988 sec): 3 clusters Score: Raw -669302.373960 + Penalty 2996.980388 = -666305.393572 nChanged 53 SP:Iteration 15Q (3210.090397 sec): 3 clusters Score: Raw -669333.887041 + Penalty 2996.980388 = -666336.906654 nChanged 48 SP:Iteration 16Q (3210.115748 sec): 3 clusters Score: Raw -669356.863009 + Penalty 2996.980388 = -666359.882621 nChanged 36 SP:Iteration 17Q (3210.141082 sec): 3 clusters Score: Raw -669370.947884 + Penalty 2996.980388 = -666373.967496 nChanged 20 SP:Iteration 18Q (3210.166419 sec): 3 clusters Score: Raw -669384.066252 + Penalty 2996.980388 = -666387.085864 nChanged 24 SP:Iteration 19Q (3210.191555 sec): 3 clusters Score: Raw -669400.360994 + Penalty 2996.980388 = -666403.380606 nChanged 33 SP:Iteration 20F (3210.219166 sec): 3 clusters Score: Raw -669416.987607 + Penalty 2996.980388 = -666420.007219 nChanged 22 SP:Iteration 21Q (3210.244428 sec): 3 clusters Score: Raw -669426.362721 + Penalty 2996.980388 = -666429.382333 nChanged 9 SP:Iteration 22Q (3210.269757 sec): 3 clusters Score: Raw -669429.370220 + Penalty 2996.980388 = -666432.389832 nChanged 5 SP:Iteration 23Q (3210.294811 sec): 3 clusters Score: Raw -669431.425767 + Penalty 2996.980388 = -666434.445379 nChanged 7 SP:Iteration 24Q (3210.320059 sec): 3 clusters Score: Raw -669434.142541 + Penalty 2996.980388 = -666437.162153 nChanged 9 SP:Iteration 25Q (3210.345012 sec): 3 clusters Score: Raw -669438.092441 + Penalty 2996.980388 = -666441.112053 nChanged 10 SP:Iteration 26Q (3210.370085 sec): 3 clusters Score: Raw -669441.974864 + Penalty 2996.980388 = -666444.994476 nChanged 9 SP:Iteration 27Q (3210.395144 sec): 3 clusters Score: Raw -669444.977437 + Penalty 2996.980388 = -666447.997049 nChanged 8 SP:Iteration 28Q (3210.420124 sec): 3 clusters Score: Raw -669448.141070 + Penalty 2996.980388 = -666451.160682 nChanged 9 SP:Iteration 29Q (3210.445177 sec): 3 clusters Score: Raw -669451.531933 + Penalty 2996.980388 = -666454.551546 nChanged 5 SP:Iteration 30Q (3210.470092 sec): 3 clusters Score: Raw -669454.061289 + Penalty 2996.980388 = -666457.080901 nChanged 5 SP:Iteration 31Q (3210.494909 sec): 3 clusters Score: Raw -669455.782716 + Penalty 2996.980388 = -666458.802329 nChanged 8 SP:Iteration 32Q (3210.520056 sec): 3 clusters Score: Raw -669459.975551 + Penalty 2996.980388 = -666462.995163 nChanged 11 SP:Iteration 33Q (3210.544936 sec): 3 clusters Score: Raw -669466.129899 + Penalty 2996.980388 = -666469.149511 nChanged 9 SP:Iteration 34Q (3210.569801 sec): 3 clusters Score: Raw -669469.298990 + Penalty 2996.980388 = -666472.318602 nChanged 5 SP:Iteration 35Q (3210.594678 sec): 3 clusters Score: Raw -669470.249229 + Penalty 2996.980388 = -666473.268841 nChanged 2 SP:Iteration 36Q (3210.619877 sec): 3 clusters Score: Raw -669470.620617 + Penalty 2996.980388 = -666473.640230 nChanged 4 SP:Iteration 37Q (3210.644788 sec): 3 clusters Score: Raw -669472.398147 + Penalty 2996.980388 = -666475.417760 nChanged 6 SP:Iteration 38Q (3210.669867 sec): 3 clusters Score: Raw -669474.013860 + Penalty 2996.980388 = -666477.033472 nChanged 4 SP:Iteration 39Q (3210.729553 sec): 3 clusters Score: Raw -669475.791823 + Penalty 2996.980388 = -666478.811435 nChanged 1 SP:Iteration 40F (3210.756684 sec): 3 clusters Score: Raw -669475.970885 + Penalty 2996.980388 = -666478.990497 nChanged 0 Trying to split cluster 18 (6871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3210.776822 sec): 2 clusters Score: Raw -463255.003896 + Penalty 1435.698052 = -461819.305844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3210.800976 sec): 3 clusters Score: Raw -459563.392250 + Penalty 2871.396104 = -456691.996146 nChanged 2872 SP:Iteration 1F (3210.824476 sec): 3 clusters Score: Raw -461154.463065 + Penalty 2871.396104 = -458283.066961 nChanged 483 SP:Iteration 2F (3210.847925 sec): 3 clusters Score: Raw -461404.104983 + Penalty 2871.396104 = -458532.708879 nChanged 393 SP:Iteration 3F (3210.871669 sec): 3 clusters Score: Raw -461615.031418 + Penalty 2871.396104 = -458743.635314 nChanged 375 SP:Iteration 4F (3210.895381 sec): 3 clusters Score: Raw -461823.657277 + Penalty 2871.396104 = -458952.261173 nChanged 322 SP:Iteration 5Q (3210.919037 sec): 3 clusters Score: Raw -462005.433447 + Penalty 2871.396104 = -459134.037343 nChanged 329 SP:Iteration 6Q (3210.942818 sec): 3 clusters Score: Raw -462211.103625 + Penalty 2871.396104 = -459339.707521 nChanged 338 SP:Iteration 7Q (3210.966640 sec): 3 clusters Score: Raw -462437.441555 + Penalty 2871.396104 = -459566.045451 nChanged 307 SP:Iteration 8Q (3210.990597 sec): 3 clusters Score: Raw -462661.529761 + Penalty 2871.396104 = -459790.133657 nChanged 270 SP:Iteration 9Q (3211.014548 sec): 3 clusters Score: Raw -462848.687058 + Penalty 2871.396104 = -459977.290954 nChanged 224 SP:Iteration 10Q (3211.038299 sec): 3 clusters Score: Raw -463000.590627 + Penalty 2871.396104 = -460129.194523 nChanged 179 SP:Iteration 11Q (3211.061977 sec): 3 clusters Score: Raw -463125.521257 + Penalty 2871.396104 = -460254.125153 nChanged 138 SP:Iteration 12Q (3211.085398 sec): 3 clusters Score: Raw -463224.588780 + Penalty 2871.396104 = -460353.192676 nChanged 125 SP:Iteration 13Q (3211.108970 sec): 3 clusters Score: Raw -463311.529878 + Penalty 2871.396104 = -460440.133774 nChanged 87 SP:Iteration 14Q (3211.132141 sec): 3 clusters Score: Raw -463377.882302 + Penalty 2871.396104 = -460506.486198 nChanged 67 SP:Iteration 15Q (3211.154804 sec): 3 clusters Score: Raw -463433.522889 + Penalty 2871.396104 = -460562.126785 nChanged 41 SP:Iteration 16Q (3211.177313 sec): 3 clusters Score: Raw -463462.455301 + Penalty 2871.396104 = -460591.059197 nChanged 19 SP:Iteration 17Q (3211.199797 sec): 3 clusters Score: Raw -463474.378996 + Penalty 2871.396104 = -460602.982892 nChanged 12 SP:Iteration 18Q (3211.222210 sec): 3 clusters Score: Raw -463481.402338 + Penalty 2871.396104 = -460610.006234 nChanged 7 SP:Iteration 19Q (3211.244264 sec): 3 clusters Score: Raw -463485.905688 + Penalty 2871.396104 = -460614.509584 nChanged 4 SP:Iteration 20F (3211.268103 sec): 3 clusters Score: Raw -463488.473250 + Penalty 2871.396104 = -460617.077146 nChanged 6 SP:Iteration 21Q (3211.290169 sec): 3 clusters Score: Raw -463493.268446 + Penalty 2871.396104 = -460621.872342 nChanged 2 SP:Iteration 22Q (3211.312366 sec): 3 clusters Score: Raw -463494.257273 + Penalty 2871.396104 = -460622.861169 nChanged 2 SP:Iteration 23Q (3211.334406 sec): 3 clusters Score: Raw -463494.927077 + Penalty 2871.396104 = -460623.530973 nChanged 1 SP:Iteration 24Q (3211.356672 sec): 3 clusters Score: Raw -463495.247291 + Penalty 2871.396104 = -460623.851187 nChanged 2 SP:Iteration 25Q (3211.378962 sec): 3 clusters Score: Raw -463496.709802 + Penalty 2871.396104 = -460625.313698 nChanged 2 SP:Iteration 26Q (3211.401079 sec): 3 clusters Score: Raw -463497.625060 + Penalty 2871.396104 = -460626.228956 nChanged 0 SP:Iteration 27F (3211.424954 sec): 3 clusters Score: Raw -463497.625060 + Penalty 2871.396104 = -460626.228956 nChanged 0 Trying to split cluster 19 (1709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3211.439961 sec): 2 clusters Score: Raw -92000.473748 + Penalty 1209.595349 = -90790.878399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3211.449139 sec): 3 clusters Score: Raw -91380.359135 + Penalty 2419.190697 = -88961.168438 nChanged 620 SP:Iteration 1F (3211.457811 sec): 3 clusters Score: Raw -92075.396301 + Penalty 2419.190697 = -89656.205604 nChanged 200 SP:Iteration 2F (3211.466437 sec): 3 clusters Score: Raw -92429.304253 + Penalty 2419.190697 = -90010.113556 nChanged 144 SP:Iteration 3F (3211.475035 sec): 3 clusters Score: Raw -92704.159281 + Penalty 2419.190697 = -90284.968584 nChanged 93 SP:Iteration 4F (3211.483678 sec): 3 clusters Score: Raw -92841.632942 + Penalty 2419.190697 = -90422.442245 nChanged 66 SP:Iteration 5Q (3211.492142 sec): 3 clusters Score: Raw -92923.128449 + Penalty 2419.190697 = -90503.937752 nChanged 39 SP:Iteration 6Q (3211.500670 sec): 3 clusters Score: Raw -92955.065330 + Penalty 2419.190697 = -90535.874633 nChanged 26 SP:Iteration 7Q (3211.509171 sec): 3 clusters Score: Raw -92989.355425 + Penalty 2419.190697 = -90570.164728 nChanged 21 SP:Iteration 8Q (3211.517628 sec): 3 clusters Score: Raw -93008.622519 + Penalty 2419.190697 = -90589.431822 nChanged 12 SP:Iteration 9Q (3211.526107 sec): 3 clusters Score: Raw -93018.744708 + Penalty 2419.190697 = -90599.554011 nChanged 11 SP:Iteration 10Q (3211.534502 sec): 3 clusters Score: Raw -93030.188988 + Penalty 2419.190697 = -90610.998291 nChanged 18 SP:Iteration 11Q (3211.542940 sec): 3 clusters Score: Raw -93073.329386 + Penalty 2419.190697 = -90654.138689 nChanged 19 SP:Iteration 12Q (3211.551310 sec): 3 clusters Score: Raw -93124.035610 + Penalty 2419.190697 = -90704.844913 nChanged 21 SP:Iteration 13Q (3211.559770 sec): 3 clusters Score: Raw -93156.327978 + Penalty 2419.190697 = -90737.137281 nChanged 16 SP:Iteration 14Q (3211.568168 sec): 3 clusters Score: Raw -93163.882268 + Penalty 2419.190697 = -90744.691571 nChanged 4 SP:Iteration 15Q (3211.576559 sec): 3 clusters Score: Raw -93165.426174 + Penalty 2419.190697 = -90746.235477 nChanged 4 SP:Iteration 16Q (3211.584934 sec): 3 clusters Score: Raw -93169.682841 + Penalty 2419.190697 = -90750.492144 nChanged 4 SP:Iteration 17Q (3211.593353 sec): 3 clusters Score: Raw -93171.518474 + Penalty 2419.190697 = -90752.327777 nChanged 3 SP:Iteration 18Q (3211.601761 sec): 3 clusters Score: Raw -93173.228029 + Penalty 2419.190697 = -90754.037332 nChanged 3 SP:Iteration 19Q (3211.610149 sec): 3 clusters Score: Raw -93174.013700 + Penalty 2419.190697 = -90754.823003 nChanged 1 SP:Iteration 20F (3211.618772 sec): 3 clusters Score: Raw -93174.202023 + Penalty 2419.190697 = -90755.011326 nChanged 1 SP:Iteration 21Q (3211.627210 sec): 3 clusters Score: Raw -93174.363765 + Penalty 2419.190697 = -90755.173068 nChanged 0 SP:Iteration 22F (3211.635783 sec): 3 clusters Score: Raw -93174.363765 + Penalty 2419.190697 = -90755.173068 nChanged 0 Trying to split cluster 20 (7209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3211.657220 sec): 2 clusters Score: Raw -462390.411365 + Penalty 1443.501398 = -460946.909967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3211.681819 sec): 3 clusters Score: Raw -458441.496608 + Penalty 2887.002795 = -455554.493813 nChanged 3012 SP:Iteration 1F (3211.705806 sec): 3 clusters Score: Raw -460119.226782 + Penalty 2887.002795 = -457232.223986 nChanged 540 SP:Iteration 2F (3211.729740 sec): 3 clusters Score: Raw -460507.864308 + Penalty 2887.002795 = -457620.861513 nChanged 516 SP:Iteration 3F (3211.753916 sec): 3 clusters Score: Raw -460889.944648 + Penalty 2887.002795 = -458002.941852 nChanged 469 SP:Iteration 4F (3211.778024 sec): 3 clusters Score: Raw -461258.560702 + Penalty 2887.002795 = -458371.557906 nChanged 447 SP:Iteration 5F (3211.802084 sec): 3 clusters Score: Raw -461656.840712 + Penalty 2887.002795 = -458769.837916 nChanged 435 SP:Iteration 6F (3211.826340 sec): 3 clusters Score: Raw -462065.714079 + Penalty 2887.002795 = -459178.711283 nChanged 417 SP:Iteration 7F (3211.850504 sec): 3 clusters Score: Raw -462433.331224 + Penalty 2887.002795 = -459546.328429 nChanged 313 SP:Iteration 8Q (3211.874171 sec): 3 clusters Score: Raw -462692.013576 + Penalty 2887.002795 = -459805.010781 nChanged 271 SP:Iteration 9Q (3211.897787 sec): 3 clusters Score: Raw -462911.334127 + Penalty 2887.002795 = -460024.331332 nChanged 188 SP:Iteration 10Q (3211.921098 sec): 3 clusters Score: Raw -463019.875060 + Penalty 2887.002795 = -460132.872265 nChanged 138 SP:Iteration 11Q (3211.944463 sec): 3 clusters Score: Raw -463087.152739 + Penalty 2887.002795 = -460200.149943 nChanged 98 SP:Iteration 12Q (3211.967667 sec): 3 clusters Score: Raw -463132.282560 + Penalty 2887.002795 = -460245.279765 nChanged 82 SP:Iteration 13Q (3211.990863 sec): 3 clusters Score: Raw -463161.089027 + Penalty 2887.002795 = -460274.086231 nChanged 63 SP:Iteration 14Q (3212.013869 sec): 3 clusters Score: Raw -463183.406460 + Penalty 2887.002795 = -460296.403665 nChanged 54 SP:Iteration 15Q (3212.037015 sec): 3 clusters Score: Raw -463197.974637 + Penalty 2887.002795 = -460310.971842 nChanged 34 SP:Iteration 16Q (3212.060193 sec): 3 clusters Score: Raw -463205.034182 + Penalty 2887.002795 = -460318.031387 nChanged 25 SP:Iteration 17Q (3212.083181 sec): 3 clusters Score: Raw -463210.915729 + Penalty 2887.002795 = -460323.912933 nChanged 35 SP:Iteration 18Q (3212.106096 sec): 3 clusters Score: Raw -463219.763000 + Penalty 2887.002795 = -460332.760204 nChanged 30 SP:Iteration 19Q (3212.129127 sec): 3 clusters Score: Raw -463227.477579 + Penalty 2887.002795 = -460340.474783 nChanged 31 SP:Iteration 20F (3212.153394 sec): 3 clusters Score: Raw -463233.952203 + Penalty 2887.002795 = -460346.949408 nChanged 21 SP:Iteration 21Q (3212.176414 sec): 3 clusters Score: Raw -463238.103955 + Penalty 2887.002795 = -460351.101160 nChanged 17 SP:Iteration 22Q (3212.199644 sec): 3 clusters Score: Raw -463241.815805 + Penalty 2887.002795 = -460354.813009 nChanged 17 SP:Iteration 23Q (3212.222631 sec): 3 clusters Score: Raw -463244.796568 + Penalty 2887.002795 = -460357.793772 nChanged 13 SP:Iteration 24Q (3212.245909 sec): 3 clusters Score: Raw -463246.715338 + Penalty 2887.002795 = -460359.712542 nChanged 14 SP:Iteration 25Q (3212.268715 sec): 3 clusters Score: Raw -463249.182884 + Penalty 2887.002795 = -460362.180089 nChanged 13 SP:Iteration 26Q (3212.291640 sec): 3 clusters Score: Raw -463251.466079 + Penalty 2887.002795 = -460364.463283 nChanged 17 SP:Iteration 27Q (3212.314595 sec): 3 clusters Score: Raw -463254.772767 + Penalty 2887.002795 = -460367.769972 nChanged 20 SP:Iteration 28Q (3212.337546 sec): 3 clusters Score: Raw -463258.982178 + Penalty 2887.002795 = -460371.979383 nChanged 23 SP:Iteration 29Q (3212.360387 sec): 3 clusters Score: Raw -463263.899985 + Penalty 2887.002795 = -460376.897190 nChanged 21 SP:Iteration 30Q (3212.383404 sec): 3 clusters Score: Raw -463268.293727 + Penalty 2887.002795 = -460381.290931 nChanged 30 SP:Iteration 31Q (3212.406173 sec): 3 clusters Score: Raw -463276.586365 + Penalty 2887.002795 = -460389.583569 nChanged 28 SP:Iteration 32Q (3212.429079 sec): 3 clusters Score: Raw -463285.124181 + Penalty 2887.002795 = -460398.121386 nChanged 36 SP:Iteration 33Q (3212.451906 sec): 3 clusters Score: Raw -463293.730110 + Penalty 2887.002795 = -460406.727314 nChanged 22 SP:Iteration 34Q (3212.474678 sec): 3 clusters Score: Raw -463297.930670 + Penalty 2887.002795 = -460410.927875 nChanged 21 SP:Iteration 35Q (3212.497421 sec): 3 clusters Score: Raw -463301.996325 + Penalty 2887.002795 = -460414.993530 nChanged 21 SP:Iteration 36Q (3212.520273 sec): 3 clusters Score: Raw -463306.079307 + Penalty 2887.002795 = -460419.076512 nChanged 17 SP:Iteration 37Q (3212.543006 sec): 3 clusters Score: Raw -463308.976040 + Penalty 2887.002795 = -460421.973245 nChanged 14 SP:Iteration 38Q (3212.565818 sec): 3 clusters Score: Raw -463311.753288 + Penalty 2887.002795 = -460424.750493 nChanged 14 SP:Iteration 39Q (3212.588735 sec): 3 clusters Score: Raw -463313.824439 + Penalty 2887.002795 = -460426.821643 nChanged 11 SP:Iteration 40F (3212.612775 sec): 3 clusters Score: Raw -463315.505217 + Penalty 2887.002795 = -460428.502421 nChanged 8 SP:Iteration 41Q (3212.635718 sec): 3 clusters Score: Raw -463316.421603 + Penalty 2887.002795 = -460429.418807 nChanged 3 SP:Iteration 42Q (3212.658759 sec): 3 clusters Score: Raw -463316.825186 + Penalty 2887.002795 = -460429.822391 nChanged 5 SP:Iteration 43Q (3212.681689 sec): 3 clusters Score: Raw -463318.026660 + Penalty 2887.002795 = -460431.023865 nChanged 8 SP:Iteration 44Q (3212.704721 sec): 3 clusters Score: Raw -463319.317797 + Penalty 2887.002795 = -460432.315001 nChanged 4 SP:Iteration 45Q (3212.727506 sec): 3 clusters Score: Raw -463319.694682 + Penalty 2887.002795 = -460432.691887 nChanged 3 SP:Iteration 46Q (3212.750311 sec): 3 clusters Score: Raw -463320.144152 + Penalty 2887.002795 = -460433.141357 nChanged 3 SP:Iteration 47Q (3212.773274 sec): 3 clusters Score: Raw -463320.578433 + Penalty 2887.002795 = -460433.575637 nChanged 1 SP:Iteration 48Q (3212.796079 sec): 3 clusters Score: Raw -463320.730086 + Penalty 2887.002795 = -460433.727291 nChanged 3 SP:Iteration 49Q (3212.819017 sec): 3 clusters Score: Raw -463321.358783 + Penalty 2887.002795 = -460434.355988 nChanged 8 SP:Iteration 50Q (3212.841670 sec): 3 clusters Score: Raw -463322.599049 + Penalty 2887.002795 = -460435.596254 nChanged 7 SP:Iteration 51Q (3212.864523 sec): 3 clusters Score: Raw -463323.575773 + Penalty 2887.002795 = -460436.572978 nChanged 5 SP:Iteration 52Q (3212.887352 sec): 3 clusters Score: Raw -463324.411186 + Penalty 2887.002795 = -460437.408391 nChanged 6 SP:Iteration 53Q (3212.910363 sec): 3 clusters Score: Raw -463325.262352 + Penalty 2887.002795 = -460438.259557 nChanged 5 SP:Iteration 54Q (3212.933257 sec): 3 clusters Score: Raw -463326.191035 + Penalty 2887.002795 = -460439.188240 nChanged 13 SP:Iteration 55Q (3212.956143 sec): 3 clusters Score: Raw -463328.945162 + Penalty 2887.002795 = -460441.942366 nChanged 14 SP:Iteration 56Q (3212.979234 sec): 3 clusters Score: Raw -463332.607582 + Penalty 2887.002795 = -460445.604786 nChanged 18 SP:Iteration 57Q (3213.002146 sec): 3 clusters Score: Raw -463336.365415 + Penalty 2887.002795 = -460449.362619 nChanged 16 SP:Iteration 58Q (3213.025032 sec): 3 clusters Score: Raw -463339.779401 + Penalty 2887.002795 = -460452.776606 nChanged 17 SP:Iteration 59Q (3213.047760 sec): 3 clusters Score: Raw -463342.857731 + Penalty 2887.002795 = -460455.854936 nChanged 13 SP:Iteration 60F (3213.071762 sec): 3 clusters Score: Raw -463345.108949 + Penalty 2887.002795 = -460458.106153 nChanged 7 SP:Iteration 61Q (3213.094617 sec): 3 clusters Score: Raw -463346.666227 + Penalty 2887.002795 = -460459.663432 nChanged 14 SP:Iteration 62Q (3213.117475 sec): 3 clusters Score: Raw -463349.884313 + Penalty 2887.002795 = -460462.881517 nChanged 18 SP:Iteration 63Q (3213.140101 sec): 3 clusters Score: Raw -463353.590925 + Penalty 2887.002795 = -460466.588130 nChanged 15 SP:Iteration 64Q (3213.162884 sec): 3 clusters Score: Raw -463357.005732 + Penalty 2887.002795 = -460470.002936 nChanged 18 SP:Iteration 65Q (3213.185706 sec): 3 clusters Score: Raw -463361.655272 + Penalty 2887.002795 = -460474.652477 nChanged 13 SP:Iteration 66Q (3213.208674 sec): 3 clusters Score: Raw -463364.356916 + Penalty 2887.002795 = -460477.354121 nChanged 13 SP:Iteration 67Q (3213.231418 sec): 3 clusters Score: Raw -463367.141972 + Penalty 2887.002795 = -460480.139176 nChanged 18 SP:Iteration 68Q (3213.254181 sec): 3 clusters Score: Raw -463370.756768 + Penalty 2887.002795 = -460483.753972 nChanged 14 SP:Iteration 69Q (3213.277008 sec): 3 clusters Score: Raw -463374.048852 + Penalty 2887.002795 = -460487.046056 nChanged 17 SP:Iteration 70Q (3213.299632 sec): 3 clusters Score: Raw -463378.432782 + Penalty 2887.002795 = -460491.429987 nChanged 12 SP:Iteration 71Q (3213.322239 sec): 3 clusters Score: Raw -463381.048821 + Penalty 2887.002795 = -460494.046026 nChanged 11 SP:Iteration 72Q (3213.344903 sec): 3 clusters Score: Raw -463383.580251 + Penalty 2887.002795 = -460496.577456 nChanged 10 SP:Iteration 73Q (3213.367791 sec): 3 clusters Score: Raw -463386.265356 + Penalty 2887.002795 = -460499.262560 nChanged 12 SP:Iteration 74Q (3213.390491 sec): 3 clusters Score: Raw -463390.263237 + Penalty 2887.002795 = -460503.260442 nChanged 23 SP:Iteration 75Q (3213.413168 sec): 3 clusters Score: Raw -463399.681302 + Penalty 2887.002795 = -460512.678507 nChanged 32 SP:Iteration 76Q (3213.435834 sec): 3 clusters Score: Raw -463410.027897 + Penalty 2887.002795 = -460523.025102 nChanged 23 SP:Iteration 77Q (3213.478212 sec): 3 clusters Score: Raw -463417.019909 + Penalty 2887.002795 = -460530.017114 nChanged 20 SP:Iteration 78Q (3213.500487 sec): 3 clusters Score: Raw -463424.982476 + Penalty 2887.002795 = -460537.979681 nChanged 30 SP:Iteration 79Q (3213.523082 sec): 3 clusters Score: Raw -463436.686734 + Penalty 2887.002795 = -460549.683939 nChanged 27 SP:Iteration 80F (3213.549828 sec): 3 clusters Score: Raw -463447.115065 + Penalty 2887.002795 = -460560.112270 nChanged 36 SP:Iteration 81Q (3213.572155 sec): 3 clusters Score: Raw -463465.180623 + Penalty 2887.002795 = -460578.177828 nChanged 39 SP:Iteration 82Q (3213.594497 sec): 3 clusters Score: Raw -463487.568994 + Penalty 2887.002795 = -460600.566199 nChanged 46 SP:Iteration 83Q (3213.616961 sec): 3 clusters Score: Raw -463510.889722 + Penalty 2887.002795 = -460623.886926 nChanged 43 SP:Iteration 84Q (3213.639539 sec): 3 clusters Score: Raw -463532.300064 + Penalty 2887.002795 = -460645.297269 nChanged 38 SP:Iteration 85Q (3213.661857 sec): 3 clusters Score: Raw -463551.908677 + Penalty 2887.002795 = -460664.905881 nChanged 35 SP:Iteration 86Q (3213.684481 sec): 3 clusters Score: Raw -463572.305027 + Penalty 2887.002795 = -460685.302232 nChanged 36 SP:Iteration 87Q (3213.706880 sec): 3 clusters Score: Raw -463586.373341 + Penalty 2887.002795 = -460699.370545 nChanged 28 SP:Iteration 88Q (3213.729085 sec): 3 clusters Score: Raw -463598.318422 + Penalty 2887.002795 = -460711.315626 nChanged 22 SP:Iteration 89Q (3213.751330 sec): 3 clusters Score: Raw -463605.617292 + Penalty 2887.002795 = -460718.614497 nChanged 19 SP:Iteration 90Q (3213.773784 sec): 3 clusters Score: Raw -463610.250165 + Penalty 2887.002795 = -460723.247369 nChanged 13 SP:Iteration 91Q (3213.796244 sec): 3 clusters Score: Raw -463612.580893 + Penalty 2887.002795 = -460725.578097 nChanged 6 SP:Iteration 92Q (3213.818381 sec): 3 clusters Score: Raw -463613.837279 + Penalty 2887.002795 = -460726.834483 nChanged 9 SP:Iteration 93Q (3213.840334 sec): 3 clusters Score: Raw -463616.786362 + Penalty 2887.002795 = -460729.783566 nChanged 7 SP:Iteration 94Q (3213.862595 sec): 3 clusters Score: Raw -463618.593065 + Penalty 2887.002795 = -460731.590269 nChanged 9 SP:Iteration 95Q (3213.884900 sec): 3 clusters Score: Raw -463620.935160 + Penalty 2887.002795 = -460733.932364 nChanged 11 SP:Iteration 96Q (3213.907157 sec): 3 clusters Score: Raw -463623.905300 + Penalty 2887.002795 = -460736.902505 nChanged 7 SP:Iteration 97Q (3213.929428 sec): 3 clusters Score: Raw -463626.594846 + Penalty 2887.002795 = -460739.592051 nChanged 9 SP:Iteration 98Q (3213.951661 sec): 3 clusters Score: Raw -463628.551393 + Penalty 2887.002795 = -460741.548597 nChanged 4 SP:Iteration 99Q (3213.973953 sec): 3 clusters Score: Raw -463629.393921 + Penalty 2887.002795 = -460742.391126 nChanged 5 SP:Iteration 100F (3213.997787 sec): 3 clusters Score: Raw -463630.450643 + Penalty 2887.002795 = -460743.447847 nChanged 4 SP:Iteration 101Q (3214.020291 sec): 3 clusters Score: Raw -463631.917285 + Penalty 2887.002795 = -460744.914490 nChanged 3 SP:Iteration 102Q (3214.042587 sec): 3 clusters Score: Raw -463632.809738 + Penalty 2887.002795 = -460745.806943 nChanged 5 SP:Iteration 103Q (3214.064740 sec): 3 clusters Score: Raw -463633.716877 + Penalty 2887.002795 = -460746.714082 nChanged 4 SP:Iteration 104Q (3214.087111 sec): 3 clusters Score: Raw -463634.225767 + Penalty 2887.002795 = -460747.222971 nChanged 4 SP:Iteration 105Q (3214.109479 sec): 3 clusters Score: Raw -463634.871348 + Penalty 2887.002795 = -460747.868552 nChanged 0 SP:Iteration 106F (3214.133731 sec): 3 clusters Score: Raw -463634.871348 + Penalty 2887.002795 = -460747.868552 nChanged 0 Trying to split cluster 21 (7754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3214.154691 sec): 2 clusters Score: Raw -506485.358616 + Penalty 1455.344169 = -505030.014447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3214.180229 sec): 3 clusters Score: Raw -502199.936658 + Penalty 2910.688338 = -499289.248320 nChanged 3308 SP:Iteration 1F (3214.205054 sec): 3 clusters Score: Raw -504043.599824 + Penalty 2910.688338 = -501132.911486 nChanged 468 SP:Iteration 2F (3214.229902 sec): 3 clusters Score: Raw -504259.473245 + Penalty 2910.688338 = -501348.784907 nChanged 363 SP:Iteration 3Q (3214.254599 sec): 3 clusters Score: Raw -504445.499408 + Penalty 2910.688338 = -501534.811070 nChanged 350 SP:Iteration 4Q (3214.279438 sec): 3 clusters Score: Raw -504651.732217 + Penalty 2910.688338 = -501741.043879 nChanged 400 SP:Iteration 5F (3214.304174 sec): 3 clusters Score: Raw -504932.154751 + Penalty 2910.688338 = -502021.466413 nChanged 428 SP:Iteration 6F (3214.328739 sec): 3 clusters Score: Raw -505244.879502 + Penalty 2910.688338 = -502334.191163 nChanged 404 SP:Iteration 7F (3214.353548 sec): 3 clusters Score: Raw -505547.187083 + Penalty 2910.688338 = -502636.498745 nChanged 371 SP:Iteration 8Q (3214.378005 sec): 3 clusters Score: Raw -505836.533339 + Penalty 2910.688338 = -502925.845001 nChanged 297 SP:Iteration 9Q (3214.402039 sec): 3 clusters Score: Raw -506051.249754 + Penalty 2910.688338 = -503140.561415 nChanged 219 SP:Iteration 10Q (3214.426176 sec): 3 clusters Score: Raw -506196.227030 + Penalty 2910.688338 = -503285.538692 nChanged 160 SP:Iteration 11Q (3214.450029 sec): 3 clusters Score: Raw -506303.974016 + Penalty 2910.688338 = -503393.285677 nChanged 117 SP:Iteration 12Q (3214.473586 sec): 3 clusters Score: Raw -506383.192173 + Penalty 2910.688338 = -503472.503834 nChanged 101 SP:Iteration 13Q (3214.497045 sec): 3 clusters Score: Raw -506453.783430 + Penalty 2910.688338 = -503543.095092 nChanged 76 SP:Iteration 14Q (3214.520236 sec): 3 clusters Score: Raw -506507.842909 + Penalty 2910.688338 = -503597.154570 nChanged 58 SP:Iteration 15Q (3214.543359 sec): 3 clusters Score: Raw -506547.704952 + Penalty 2910.688338 = -503637.016613 nChanged 35 SP:Iteration 16Q (3214.566266 sec): 3 clusters Score: Raw -506570.643072 + Penalty 2910.688338 = -503659.954733 nChanged 39 SP:Iteration 17Q (3214.589079 sec): 3 clusters Score: Raw -506599.945209 + Penalty 2910.688338 = -503689.256871 nChanged 29 SP:Iteration 18Q (3214.611861 sec): 3 clusters Score: Raw -506622.861850 + Penalty 2910.688338 = -503712.173511 nChanged 26 SP:Iteration 19Q (3214.634542 sec): 3 clusters Score: Raw -506640.945948 + Penalty 2910.688338 = -503730.257610 nChanged 18 SP:Iteration 20F (3214.659298 sec): 3 clusters Score: Raw -506652.636454 + Penalty 2910.688338 = -503741.948116 nChanged 14 SP:Iteration 21Q (3214.681783 sec): 3 clusters Score: Raw -506662.275800 + Penalty 2910.688338 = -503751.587461 nChanged 8 SP:Iteration 22Q (3214.704332 sec): 3 clusters Score: Raw -506667.040315 + Penalty 2910.688338 = -503756.351976 nChanged 9 SP:Iteration 23Q (3214.726796 sec): 3 clusters Score: Raw -506673.818848 + Penalty 2910.688338 = -503763.130509 nChanged 4 SP:Iteration 24Q (3214.749406 sec): 3 clusters Score: Raw -506676.210989 + Penalty 2910.688338 = -503765.522651 nChanged 5 SP:Iteration 25Q (3214.771981 sec): 3 clusters Score: Raw -506680.963478 + Penalty 2910.688338 = -503770.275140 nChanged 6 SP:Iteration 26Q (3214.794526 sec): 3 clusters Score: Raw -506685.952125 + Penalty 2910.688338 = -503775.263786 nChanged 10 SP:Iteration 27Q (3214.817093 sec): 3 clusters Score: Raw -506691.675779 + Penalty 2910.688338 = -503780.987440 nChanged 10 SP:Iteration 28Q (3214.839314 sec): 3 clusters Score: Raw -506701.408161 + Penalty 2910.688338 = -503790.719823 nChanged 8 SP:Iteration 29Q (3214.861749 sec): 3 clusters Score: Raw -506709.988141 + Penalty 2910.688338 = -503799.299803 nChanged 9 SP:Iteration 30Q (3214.884085 sec): 3 clusters Score: Raw -506718.170057 + Penalty 2910.688338 = -503807.481719 nChanged 7 SP:Iteration 31Q (3214.906463 sec): 3 clusters Score: Raw -506724.901721 + Penalty 2910.688338 = -503814.213382 nChanged 9 SP:Iteration 32Q (3214.928824 sec): 3 clusters Score: Raw -506732.899832 + Penalty 2910.688338 = -503822.211493 nChanged 7 SP:Iteration 33Q (3214.951217 sec): 3 clusters Score: Raw -506739.008492 + Penalty 2910.688338 = -503828.320154 nChanged 2 SP:Iteration 34Q (3214.973252 sec): 3 clusters Score: Raw -506742.251989 + Penalty 2910.688338 = -503831.563650 nChanged 6 SP:Iteration 35Q (3214.995571 sec): 3 clusters Score: Raw -506748.627141 + Penalty 2910.688338 = -503837.938803 nChanged 5 SP:Iteration 36Q (3215.017817 sec): 3 clusters Score: Raw -506752.738403 + Penalty 2910.688338 = -503842.050065 nChanged 4 SP:Iteration 37Q (3215.040007 sec): 3 clusters Score: Raw -506756.422997 + Penalty 2910.688338 = -503845.734659 nChanged 1 SP:Iteration 38Q (3215.062085 sec): 3 clusters Score: Raw -506757.225254 + Penalty 2910.688338 = -503846.536916 nChanged 0 SP:Iteration 39F (3215.086507 sec): 3 clusters Score: Raw -506757.225254 + Penalty 2910.688338 = -503846.536916 nChanged 0 Trying to split cluster 22 (2596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3215.102302 sec): 2 clusters Score: Raw -164664.444693 + Penalty 1277.530650 = -163386.914042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3215.116050 sec): 3 clusters Score: Raw -163512.490780 + Penalty 2555.061300 = -160957.429480 nChanged 947 SP:Iteration 1F (3215.128787 sec): 3 clusters Score: Raw -164082.034675 + Penalty 2555.061300 = -161526.973374 nChanged 222 SP:Iteration 2F (3215.141528 sec): 3 clusters Score: Raw -164241.277489 + Penalty 2555.061300 = -161686.216189 nChanged 138 SP:Iteration 3F (3215.154402 sec): 3 clusters Score: Raw -164353.851806 + Penalty 2555.061300 = -161798.790506 nChanged 117 SP:Iteration 4Q (3215.167268 sec): 3 clusters Score: Raw -164443.677856 + Penalty 2555.061300 = -161888.616556 nChanged 101 SP:Iteration 5Q (3215.180001 sec): 3 clusters Score: Raw -164535.745944 + Penalty 2555.061300 = -161980.684643 nChanged 114 SP:Iteration 6Q (3215.192826 sec): 3 clusters Score: Raw -164645.590598 + Penalty 2555.061300 = -162090.529297 nChanged 120 SP:Iteration 7Q (3215.205520 sec): 3 clusters Score: Raw -164759.550413 + Penalty 2555.061300 = -162204.489113 nChanged 130 SP:Iteration 8F (3215.218390 sec): 3 clusters Score: Raw -164885.200646 + Penalty 2555.061300 = -162330.139346 nChanged 123 SP:Iteration 9Q (3215.231029 sec): 3 clusters Score: Raw -165001.329758 + Penalty 2555.061300 = -162446.268458 nChanged 79 SP:Iteration 10Q (3215.243758 sec): 3 clusters Score: Raw -165069.878379 + Penalty 2555.061300 = -162514.817078 nChanged 72 SP:Iteration 11Q (3215.256437 sec): 3 clusters Score: Raw -165125.664158 + Penalty 2555.061300 = -162570.602858 nChanged 58 SP:Iteration 12Q (3215.269111 sec): 3 clusters Score: Raw -165180.247999 + Penalty 2555.061300 = -162625.186699 nChanged 65 SP:Iteration 13Q (3215.281788 sec): 3 clusters Score: Raw -165247.695342 + Penalty 2555.061300 = -162692.634042 nChanged 58 SP:Iteration 14Q (3215.294392 sec): 3 clusters Score: Raw -165319.852470 + Penalty 2555.061300 = -162764.791170 nChanged 73 SP:Iteration 15Q (3215.307035 sec): 3 clusters Score: Raw -165448.685530 + Penalty 2555.061300 = -162893.624229 nChanged 65 SP:Iteration 16Q (3215.319485 sec): 3 clusters Score: Raw -165522.453910 + Penalty 2555.061300 = -162967.392610 nChanged 37 SP:Iteration 17Q (3215.332017 sec): 3 clusters Score: Raw -165549.066010 + Penalty 2555.061300 = -162994.004710 nChanged 23 SP:Iteration 18Q (3215.344563 sec): 3 clusters Score: Raw -165558.319486 + Penalty 2555.061300 = -163003.258185 nChanged 14 SP:Iteration 19Q (3215.357064 sec): 3 clusters Score: Raw -165563.302600 + Penalty 2555.061300 = -163008.241300 nChanged 11 SP:Iteration 20F (3215.369915 sec): 3 clusters Score: Raw -165568.476411 + Penalty 2555.061300 = -163013.415110 nChanged 10 SP:Iteration 21Q (3215.382334 sec): 3 clusters Score: Raw -165571.768934 + Penalty 2555.061300 = -163016.707633 nChanged 5 SP:Iteration 22Q (3215.394745 sec): 3 clusters Score: Raw -165573.458751 + Penalty 2555.061300 = -163018.397450 nChanged 4 SP:Iteration 23Q (3215.407313 sec): 3 clusters Score: Raw -165575.728991 + Penalty 2555.061300 = -163020.667691 nChanged 5 SP:Iteration 24Q (3215.419836 sec): 3 clusters Score: Raw -165577.597576 + Penalty 2555.061300 = -163022.536275 nChanged 2 SP:Iteration 25Q (3215.432260 sec): 3 clusters Score: Raw -165578.436511 + Penalty 2555.061300 = -163023.375211 nChanged 1 SP:Iteration 26Q (3215.444765 sec): 3 clusters Score: Raw -165578.922912 + Penalty 2555.061300 = -163023.861612 nChanged 1 SP:Iteration 27Q (3215.457270 sec): 3 clusters Score: Raw -165579.185784 + Penalty 2555.061300 = -163024.124484 nChanged 0 SP:Iteration 28F (3215.470135 sec): 3 clusters Score: Raw -165579.185784 + Penalty 2555.061300 = -163024.124484 nChanged 0 Trying to split cluster 23 (4477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3215.488323 sec): 2 clusters Score: Raw -313629.736854 + Penalty 1366.090124 = -312263.646729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3215.508804 sec): 3 clusters Score: Raw -311394.681211 + Penalty 2732.180249 = -308662.500962 nChanged 1742 SP:Iteration 1F (3215.551150 sec): 3 clusters Score: Raw -312389.180982 + Penalty 2732.180249 = -309657.000733 nChanged 329 SP:Iteration 2F (3215.571250 sec): 3 clusters Score: Raw -312580.702504 + Penalty 2732.180249 = -309848.522255 nChanged 294 SP:Iteration 3F (3215.591126 sec): 3 clusters Score: Raw -312754.420654 + Penalty 2732.180249 = -310022.240405 nChanged 218 SP:Iteration 4Q (3215.611268 sec): 3 clusters Score: Raw -312892.716158 + Penalty 2732.180249 = -310160.535909 nChanged 214 SP:Iteration 5Q (3215.631309 sec): 3 clusters Score: Raw -313030.793408 + Penalty 2732.180249 = -310298.613159 nChanged 216 SP:Iteration 6Q (3215.651277 sec): 3 clusters Score: Raw -313177.709365 + Penalty 2732.180249 = -310445.529116 nChanged 193 SP:Iteration 7Q (3215.671359 sec): 3 clusters Score: Raw -313296.573389 + Penalty 2732.180249 = -310564.393140 nChanged 160 SP:Iteration 8Q (3215.691553 sec): 3 clusters Score: Raw -313381.310126 + Penalty 2732.180249 = -310649.129877 nChanged 115 SP:Iteration 9Q (3215.711526 sec): 3 clusters Score: Raw -313441.946095 + Penalty 2732.180249 = -310709.765846 nChanged 89 SP:Iteration 10Q (3215.731514 sec): 3 clusters Score: Raw -313492.647283 + Penalty 2732.180249 = -310760.467034 nChanged 83 SP:Iteration 11Q (3215.751308 sec): 3 clusters Score: Raw -313539.278212 + Penalty 2732.180249 = -310807.097963 nChanged 60 SP:Iteration 12Q (3215.771113 sec): 3 clusters Score: Raw -313571.170343 + Penalty 2732.180249 = -310838.990095 nChanged 56 SP:Iteration 13Q (3215.791145 sec): 3 clusters Score: Raw -313603.817919 + Penalty 2732.180249 = -310871.637670 nChanged 42 SP:Iteration 14Q (3215.810808 sec): 3 clusters Score: Raw -313620.071838 + Penalty 2732.180249 = -310887.891590 nChanged 30 SP:Iteration 15Q (3215.830365 sec): 3 clusters Score: Raw -313632.133719 + Penalty 2732.180249 = -310899.953470 nChanged 36 SP:Iteration 16Q (3215.850282 sec): 3 clusters Score: Raw -313645.402044 + Penalty 2732.180249 = -310913.221795 nChanged 33 SP:Iteration 17Q (3215.869919 sec): 3 clusters Score: Raw -313656.681373 + Penalty 2732.180249 = -310924.501125 nChanged 22 SP:Iteration 18Q (3215.889449 sec): 3 clusters Score: Raw -313664.599175 + Penalty 2732.180249 = -310932.418926 nChanged 17 SP:Iteration 19Q (3215.909087 sec): 3 clusters Score: Raw -313671.310486 + Penalty 2732.180249 = -310939.130237 nChanged 16 SP:Iteration 20F (3215.928907 sec): 3 clusters Score: Raw -313676.760018 + Penalty 2732.180249 = -310944.579769 nChanged 11 SP:Iteration 21Q (3215.948531 sec): 3 clusters Score: Raw -313680.336327 + Penalty 2732.180249 = -310948.156078 nChanged 11 SP:Iteration 22Q (3215.968040 sec): 3 clusters Score: Raw -313683.308743 + Penalty 2732.180249 = -310951.128494 nChanged 5 SP:Iteration 23Q (3215.987671 sec): 3 clusters Score: Raw -313684.731245 + Penalty 2732.180249 = -310952.550996 nChanged 4 SP:Iteration 24Q (3216.007176 sec): 3 clusters Score: Raw -313686.563406 + Penalty 2732.180249 = -310954.383157 nChanged 8 SP:Iteration 25Q (3216.026898 sec): 3 clusters Score: Raw -313690.547025 + Penalty 2732.180249 = -310958.366776 nChanged 11 SP:Iteration 26Q (3216.046452 sec): 3 clusters Score: Raw -313698.424191 + Penalty 2732.180249 = -310966.243942 nChanged 18 SP:Iteration 27Q (3216.065966 sec): 3 clusters Score: Raw -313711.530740 + Penalty 2732.180249 = -310979.350492 nChanged 23 SP:Iteration 28Q (3216.085529 sec): 3 clusters Score: Raw -313727.797604 + Penalty 2732.180249 = -310995.617355 nChanged 30 SP:Iteration 29Q (3216.104977 sec): 3 clusters Score: Raw -313748.526977 + Penalty 2732.180249 = -311016.346728 nChanged 23 SP:Iteration 30Q (3216.124289 sec): 3 clusters Score: Raw -313760.869571 + Penalty 2732.180249 = -311028.689322 nChanged 22 SP:Iteration 31Q (3216.143849 sec): 3 clusters Score: Raw -313772.828604 + Penalty 2732.180249 = -311040.648355 nChanged 20 SP:Iteration 32Q (3216.162939 sec): 3 clusters Score: Raw -313783.060392 + Penalty 2732.180249 = -311050.880143 nChanged 21 SP:Iteration 33Q (3216.182138 sec): 3 clusters Score: Raw -313794.738580 + Penalty 2732.180249 = -311062.558331 nChanged 18 SP:Iteration 34Q (3216.201448 sec): 3 clusters Score: Raw -313803.379648 + Penalty 2732.180249 = -311071.199400 nChanged 11 SP:Iteration 35Q (3216.220358 sec): 3 clusters Score: Raw -313808.685044 + Penalty 2732.180249 = -311076.504795 nChanged 7 SP:Iteration 36Q (3216.239736 sec): 3 clusters Score: Raw -313812.131516 + Penalty 2732.180249 = -311079.951267 nChanged 7 SP:Iteration 37Q (3216.258932 sec): 3 clusters Score: Raw -313814.844361 + Penalty 2732.180249 = -311082.664112 nChanged 9 SP:Iteration 38Q (3216.278018 sec): 3 clusters Score: Raw -313821.266197 + Penalty 2732.180249 = -311089.085948 nChanged 10 SP:Iteration 39Q (3216.297244 sec): 3 clusters Score: Raw -313829.995121 + Penalty 2732.180249 = -311097.814872 nChanged 13 SP:Iteration 40F (3216.317199 sec): 3 clusters Score: Raw -313838.434554 + Penalty 2732.180249 = -311106.254305 nChanged 12 SP:Iteration 41Q (3216.336116 sec): 3 clusters Score: Raw -313844.407958 + Penalty 2732.180249 = -311112.227709 nChanged 4 SP:Iteration 42Q (3216.355231 sec): 3 clusters Score: Raw -313847.054658 + Penalty 2732.180249 = -311114.874409 nChanged 4 SP:Iteration 43Q (3216.373861 sec): 3 clusters Score: Raw -313849.328213 + Penalty 2732.180249 = -311117.147964 nChanged 1 SP:Iteration 44Q (3216.392782 sec): 3 clusters Score: Raw -313849.745113 + Penalty 2732.180249 = -311117.564864 nChanged 1 SP:Iteration 45Q (3216.411708 sec): 3 clusters Score: Raw -313850.382405 + Penalty 2732.180249 = -311118.202156 nChanged 1 SP:Iteration 46Q (3216.430436 sec): 3 clusters Score: Raw -313850.928237 + Penalty 2732.180249 = -311118.747988 nChanged 1 SP:Iteration 47Q (3216.449488 sec): 3 clusters Score: Raw -313851.683021 + Penalty 2732.180249 = -311119.502772 nChanged 1 SP:Iteration 48Q (3216.468459 sec): 3 clusters Score: Raw -313852.443405 + Penalty 2732.180249 = -311120.263156 nChanged 1 SP:Iteration 49Q (3216.487389 sec): 3 clusters Score: Raw -313852.534815 + Penalty 2732.180249 = -311120.354566 nChanged 0 SP:Iteration 50F (3216.507272 sec): 3 clusters Score: Raw -313852.534815 + Penalty 2732.180249 = -311120.354566 nChanged 0 Trying to split cluster 24 (6249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3216.527036 sec): 2 clusters Score: Raw -366413.302851 + Penalty 1420.278719 = -364993.024133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3216.549769 sec): 3 clusters Score: Raw -363066.302921 + Penalty 2840.557437 = -360225.745484 nChanged 2579 SP:Iteration 1F (3216.571766 sec): 3 clusters Score: Raw -364723.891680 + Penalty 2840.557437 = -361883.334243 nChanged 566 SP:Iteration 2F (3216.594063 sec): 3 clusters Score: Raw -365218.540039 + Penalty 2840.557437 = -362377.982602 nChanged 497 SP:Iteration 3F (3216.616395 sec): 3 clusters Score: Raw -365623.608372 + Penalty 2840.557437 = -362783.050935 nChanged 411 SP:Iteration 4F (3216.638705 sec): 3 clusters Score: Raw -365930.072886 + Penalty 2840.557437 = -363089.515449 nChanged 340 SP:Iteration 5F (3216.661245 sec): 3 clusters Score: Raw -366187.196628 + Penalty 2840.557437 = -363346.639191 nChanged 304 SP:Iteration 6Q (3216.683443 sec): 3 clusters Score: Raw -366418.789414 + Penalty 2840.557437 = -363578.231976 nChanged 238 SP:Iteration 7Q (3216.705786 sec): 3 clusters Score: Raw -366612.051155 + Penalty 2840.557437 = -363771.493718 nChanged 181 SP:Iteration 8Q (3216.727942 sec): 3 clusters Score: Raw -366754.236094 + Penalty 2840.557437 = -363913.678656 nChanged 159 SP:Iteration 9Q (3216.749979 sec): 3 clusters Score: Raw -366869.006860 + Penalty 2840.557437 = -364028.449423 nChanged 121 SP:Iteration 10Q (3216.771802 sec): 3 clusters Score: Raw -366934.560141 + Penalty 2840.557437 = -364094.002704 nChanged 87 SP:Iteration 11Q (3216.793598 sec): 3 clusters Score: Raw -366977.014564 + Penalty 2840.557437 = -364136.457127 nChanged 68 SP:Iteration 12Q (3216.815280 sec): 3 clusters Score: Raw -367003.327657 + Penalty 2840.557437 = -364162.770220 nChanged 51 SP:Iteration 13Q (3216.836768 sec): 3 clusters Score: Raw -367022.031870 + Penalty 2840.557437 = -364181.474433 nChanged 53 SP:Iteration 14Q (3216.858381 sec): 3 clusters Score: Raw -367046.114346 + Penalty 2840.557437 = -364205.556909 nChanged 56 SP:Iteration 15Q (3216.880043 sec): 3 clusters Score: Raw -367072.605409 + Penalty 2840.557437 = -364232.047971 nChanged 60 SP:Iteration 16Q (3216.901562 sec): 3 clusters Score: Raw -367111.883598 + Penalty 2840.557437 = -364271.326161 nChanged 86 SP:Iteration 17Q (3216.923136 sec): 3 clusters Score: Raw -367168.658476 + Penalty 2840.557437 = -364328.101039 nChanged 79 SP:Iteration 18Q (3216.944604 sec): 3 clusters Score: Raw -367234.760369 + Penalty 2840.557437 = -364394.202932 nChanged 70 SP:Iteration 19Q (3216.966047 sec): 3 clusters Score: Raw -367320.175643 + Penalty 2840.557437 = -364479.618206 nChanged 85 SP:Iteration 20F (3216.988465 sec): 3 clusters Score: Raw -367397.995044 + Penalty 2840.557437 = -364557.437607 nChanged 69 SP:Iteration 21Q (3217.009668 sec): 3 clusters Score: Raw -367460.310119 + Penalty 2840.557437 = -364619.752682 nChanged 62 SP:Iteration 22Q (3217.030820 sec): 3 clusters Score: Raw -367517.101757 + Penalty 2840.557437 = -364676.544320 nChanged 61 SP:Iteration 23Q (3217.051877 sec): 3 clusters Score: Raw -367566.742364 + Penalty 2840.557437 = -364726.184927 nChanged 53 SP:Iteration 24Q (3217.072831 sec): 3 clusters Score: Raw -367596.163578 + Penalty 2840.557437 = -364755.606141 nChanged 36 SP:Iteration 25Q (3217.093949 sec): 3 clusters Score: Raw -367615.852628 + Penalty 2840.557437 = -364775.295191 nChanged 32 SP:Iteration 26Q (3217.114845 sec): 3 clusters Score: Raw -367627.518050 + Penalty 2840.557437 = -364786.960613 nChanged 19 SP:Iteration 27Q (3217.135741 sec): 3 clusters Score: Raw -367636.239779 + Penalty 2840.557437 = -364795.682342 nChanged 16 SP:Iteration 28Q (3217.156685 sec): 3 clusters Score: Raw -367641.970115 + Penalty 2840.557437 = -364801.412678 nChanged 11 SP:Iteration 29Q (3217.177488 sec): 3 clusters Score: Raw -367645.619099 + Penalty 2840.557437 = -364805.061662 nChanged 12 SP:Iteration 30Q (3217.198491 sec): 3 clusters Score: Raw -367648.910615 + Penalty 2840.557437 = -364808.353178 nChanged 5 SP:Iteration 31Q (3217.219268 sec): 3 clusters Score: Raw -367650.410754 + Penalty 2840.557437 = -364809.853317 nChanged 4 SP:Iteration 32Q (3217.240111 sec): 3 clusters Score: Raw -367651.638764 + Penalty 2840.557437 = -364811.081327 nChanged 2 SP:Iteration 33Q (3217.260936 sec): 3 clusters Score: Raw -367652.039563 + Penalty 2840.557437 = -364811.482126 nChanged 1 SP:Iteration 34Q (3217.281831 sec): 3 clusters Score: Raw -367652.192512 + Penalty 2840.557437 = -364811.635075 nChanged 0 SP:Iteration 35F (3217.304061 sec): 3 clusters Score: Raw -367652.192512 + Penalty 2840.557437 = -364811.635075 nChanged 0 Trying to split cluster 25 (8237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3217.325729 sec): 2 clusters Score: Raw -576133.695062 + Penalty 1465.163615 = -574668.531446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3217.351717 sec): 3 clusters Score: Raw -571587.012644 + Penalty 2930.327231 = -568656.685413 nChanged 3449 SP:Iteration 1F (3217.376813 sec): 3 clusters Score: Raw -573444.322859 + Penalty 2930.327231 = -570513.995628 nChanged 538 SP:Iteration 2F (3217.401918 sec): 3 clusters Score: Raw -573688.737687 + Penalty 2930.327231 = -570758.410457 nChanged 439 SP:Iteration 3F (3217.426877 sec): 3 clusters Score: Raw -573892.398993 + Penalty 2930.327231 = -570962.071762 nChanged 397 SP:Iteration 4Q (3217.452129 sec): 3 clusters Score: Raw -574085.112997 + Penalty 2930.327231 = -571154.785767 nChanged 411 SP:Iteration 5Q (3217.477253 sec): 3 clusters Score: Raw -574296.682833 + Penalty 2930.327231 = -571366.355602 nChanged 396 SP:Iteration 6Q (3217.502492 sec): 3 clusters Score: Raw -574524.223336 + Penalty 2930.327231 = -571593.896105 nChanged 392 SP:Iteration 7Q (3217.527802 sec): 3 clusters Score: Raw -574778.891770 + Penalty 2930.327231 = -571848.564539 nChanged 386 SP:Iteration 8Q (3217.552803 sec): 3 clusters Score: Raw -575047.434999 + Penalty 2930.327231 = -572117.107768 nChanged 339 SP:Iteration 9Q (3217.577969 sec): 3 clusters Score: Raw -575341.817822 + Penalty 2930.327231 = -572411.490591 nChanged 300 SP:Iteration 10Q (3217.602819 sec): 3 clusters Score: Raw -575622.334694 + Penalty 2930.327231 = -572692.007463 nChanged 243 SP:Iteration 11Q (3217.627314 sec): 3 clusters Score: Raw -575833.340053 + Penalty 2930.327231 = -572903.012823 nChanged 181 SP:Iteration 12Q (3217.651264 sec): 3 clusters Score: Raw -575980.053808 + Penalty 2930.327231 = -573049.726578 nChanged 129 SP:Iteration 13Q (3217.675001 sec): 3 clusters Score: Raw -576064.489313 + Penalty 2930.327231 = -573134.162082 nChanged 79 SP:Iteration 14Q (3217.698432 sec): 3 clusters Score: Raw -576114.697137 + Penalty 2930.327231 = -573184.369906 nChanged 68 SP:Iteration 15Q (3217.721404 sec): 3 clusters Score: Raw -576157.570671 + Penalty 2930.327231 = -573227.243440 nChanged 52 SP:Iteration 16Q (3217.744375 sec): 3 clusters Score: Raw -576189.733378 + Penalty 2930.327231 = -573259.406147 nChanged 40 SP:Iteration 17Q (3217.767168 sec): 3 clusters Score: Raw -576209.377984 + Penalty 2930.327231 = -573279.050753 nChanged 26 SP:Iteration 18Q (3217.790205 sec): 3 clusters Score: Raw -576221.271428 + Penalty 2930.327231 = -573290.944197 nChanged 17 SP:Iteration 19Q (3217.813339 sec): 3 clusters Score: Raw -576227.833395 + Penalty 2930.327231 = -573297.506164 nChanged 20 SP:Iteration 20F (3217.838494 sec): 3 clusters Score: Raw -576236.370325 + Penalty 2930.327231 = -573306.043094 nChanged 9 SP:Iteration 21Q (3217.861138 sec): 3 clusters Score: Raw -576241.053068 + Penalty 2930.327231 = -573310.725837 nChanged 9 SP:Iteration 22Q (3217.883817 sec): 3 clusters Score: Raw -576244.653327 + Penalty 2930.327231 = -573314.326097 nChanged 10 SP:Iteration 23Q (3217.906410 sec): 3 clusters Score: Raw -576248.664941 + Penalty 2930.327231 = -573318.337710 nChanged 9 SP:Iteration 24Q (3217.929036 sec): 3 clusters Score: Raw -576252.434278 + Penalty 2930.327231 = -573322.107047 nChanged 12 SP:Iteration 25Q (3217.952148 sec): 3 clusters Score: Raw -576256.247780 + Penalty 2930.327231 = -573325.920549 nChanged 6 SP:Iteration 26Q (3217.974984 sec): 3 clusters Score: Raw -576258.094057 + Penalty 2930.327231 = -573327.766827 nChanged 2 SP:Iteration 27Q (3217.997804 sec): 3 clusters Score: Raw -576258.751894 + Penalty 2930.327231 = -573328.424663 nChanged 2 SP:Iteration 28Q (3218.020841 sec): 3 clusters Score: Raw -576259.398251 + Penalty 2930.327231 = -573329.071020 nChanged 1 SP:Iteration 29Q (3218.043652 sec): 3 clusters Score: Raw -576259.674548 + Penalty 2930.327231 = -573329.347318 nChanged 1 SP:Iteration 30Q (3218.066286 sec): 3 clusters Score: Raw -576260.268788 + Penalty 2930.327231 = -573329.941558 nChanged 2 SP:Iteration 31Q (3218.088904 sec): 3 clusters Score: Raw -576260.630097 + Penalty 2930.327231 = -573330.302866 nChanged 0 SP:Iteration 32F (3218.113994 sec): 3 clusters Score: Raw -576260.630097 + Penalty 2930.327231 = -573330.302866 nChanged 0 Trying to split cluster 26 (12125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3218.140998 sec): 2 clusters Score: Raw -822897.957587 + Penalty 1527.991516 = -821369.966071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3218.172608 sec): 3 clusters Score: Raw -815892.066302 + Penalty 3055.983033 = -812836.083269 nChanged 5271 SP:Iteration 1F (3218.203356 sec): 3 clusters Score: Raw -818917.733380 + Penalty 3055.983033 = -815861.750347 nChanged 777 SP:Iteration 2F (3218.234326 sec): 3 clusters Score: Raw -819278.957237 + Penalty 3055.983033 = -816222.974205 nChanged 618 SP:Iteration 3F (3218.265279 sec): 3 clusters Score: Raw -819572.097636 + Penalty 3055.983033 = -816516.114603 nChanged 574 SP:Iteration 4Q (3218.296569 sec): 3 clusters Score: Raw -819858.762920 + Penalty 3055.983033 = -816802.779888 nChanged 595 SP:Iteration 5Q (3218.327569 sec): 3 clusters Score: Raw -820191.189263 + Penalty 3055.983033 = -817135.206231 nChanged 598 SP:Iteration 6Q (3218.358830 sec): 3 clusters Score: Raw -820598.014062 + Penalty 3055.983033 = -817542.031029 nChanged 649 SP:Iteration 7F (3218.389508 sec): 3 clusters Score: Raw -821038.588308 + Penalty 3055.983033 = -817982.605275 nChanged 618 SP:Iteration 8F (3218.420347 sec): 3 clusters Score: Raw -821484.860953 + Penalty 3055.983033 = -818428.877921 nChanged 597 SP:Iteration 9Q (3218.472933 sec): 3 clusters Score: Raw -821886.393560 + Penalty 3055.983033 = -818830.410527 nChanged 521 SP:Iteration 10Q (3218.503524 sec): 3 clusters Score: Raw -822226.840502 + Penalty 3055.983033 = -819170.857469 nChanged 435 SP:Iteration 11Q (3218.533928 sec): 3 clusters Score: Raw -822499.884208 + Penalty 3055.983033 = -819443.901176 nChanged 333 SP:Iteration 12Q (3218.563869 sec): 3 clusters Score: Raw -822692.006858 + Penalty 3055.983033 = -819636.023826 nChanged 277 SP:Iteration 13Q (3218.593994 sec): 3 clusters Score: Raw -822849.043763 + Penalty 3055.983033 = -819793.060730 nChanged 257 SP:Iteration 14Q (3218.623742 sec): 3 clusters Score: Raw -822982.843834 + Penalty 3055.983033 = -819926.860801 nChanged 206 SP:Iteration 15Q (3218.653403 sec): 3 clusters Score: Raw -823080.110914 + Penalty 3055.983033 = -820024.127882 nChanged 189 SP:Iteration 16Q (3218.682693 sec): 3 clusters Score: Raw -823166.492091 + Penalty 3055.983033 = -820110.509058 nChanged 168 SP:Iteration 17Q (3218.711842 sec): 3 clusters Score: Raw -823234.885632 + Penalty 3055.983033 = -820178.902599 nChanged 160 SP:Iteration 18Q (3218.741007 sec): 3 clusters Score: Raw -823295.105775 + Penalty 3055.983033 = -820239.122742 nChanged 133 SP:Iteration 19Q (3218.769868 sec): 3 clusters Score: Raw -823340.880952 + Penalty 3055.983033 = -820284.897920 nChanged 111 SP:Iteration 20F (3218.800643 sec): 3 clusters Score: Raw -823373.804510 + Penalty 3055.983033 = -820317.821478 nChanged 84 SP:Iteration 21Q (3218.829517 sec): 3 clusters Score: Raw -823396.684469 + Penalty 3055.983033 = -820340.701436 nChanged 67 SP:Iteration 22Q (3218.858322 sec): 3 clusters Score: Raw -823415.177493 + Penalty 3055.983033 = -820359.194461 nChanged 76 SP:Iteration 23Q (3218.887203 sec): 3 clusters Score: Raw -823435.732982 + Penalty 3055.983033 = -820379.749950 nChanged 60 SP:Iteration 24Q (3218.915744 sec): 3 clusters Score: Raw -823450.183619 + Penalty 3055.983033 = -820394.200586 nChanged 53 SP:Iteration 25Q (3218.944572 sec): 3 clusters Score: Raw -823461.953277 + Penalty 3055.983033 = -820405.970244 nChanged 53 SP:Iteration 26Q (3218.973293 sec): 3 clusters Score: Raw -823475.862064 + Penalty 3055.983033 = -820419.879031 nChanged 48 SP:Iteration 27Q (3219.001793 sec): 3 clusters Score: Raw -823488.114032 + Penalty 3055.983033 = -820432.130999 nChanged 57 SP:Iteration 28Q (3219.030410 sec): 3 clusters Score: Raw -823501.227123 + Penalty 3055.983033 = -820445.244090 nChanged 43 SP:Iteration 29Q (3219.058982 sec): 3 clusters Score: Raw -823512.405319 + Penalty 3055.983033 = -820456.422286 nChanged 44 SP:Iteration 30Q (3219.087655 sec): 3 clusters Score: Raw -823521.503178 + Penalty 3055.983033 = -820465.520146 nChanged 30 SP:Iteration 31Q (3219.116091 sec): 3 clusters Score: Raw -823526.245491 + Penalty 3055.983033 = -820470.262458 nChanged 23 SP:Iteration 32Q (3219.144601 sec): 3 clusters Score: Raw -823529.273808 + Penalty 3055.983033 = -820473.290776 nChanged 17 SP:Iteration 33Q (3219.173036 sec): 3 clusters Score: Raw -823532.148477 + Penalty 3055.983033 = -820476.165444 nChanged 17 SP:Iteration 34Q (3219.201429 sec): 3 clusters Score: Raw -823534.468208 + Penalty 3055.983033 = -820478.485175 nChanged 14 SP:Iteration 35Q (3219.230065 sec): 3 clusters Score: Raw -823536.928044 + Penalty 3055.983033 = -820480.945011 nChanged 11 SP:Iteration 36Q (3219.258484 sec): 3 clusters Score: Raw -823538.999924 + Penalty 3055.983033 = -820483.016892 nChanged 11 SP:Iteration 37Q (3219.287063 sec): 3 clusters Score: Raw -823540.133120 + Penalty 3055.983033 = -820484.150087 nChanged 8 SP:Iteration 38Q (3219.315391 sec): 3 clusters Score: Raw -823541.427617 + Penalty 3055.983033 = -820485.444585 nChanged 11 SP:Iteration 39Q (3219.343933 sec): 3 clusters Score: Raw -823542.514752 + Penalty 3055.983033 = -820486.531719 nChanged 6 SP:Iteration 40F (3219.374958 sec): 3 clusters Score: Raw -823543.098545 + Penalty 3055.983033 = -820487.115512 nChanged 6 SP:Iteration 41Q (3219.403430 sec): 3 clusters Score: Raw -823543.813453 + Penalty 3055.983033 = -820487.830420 nChanged 4 SP:Iteration 42Q (3219.431875 sec): 3 clusters Score: Raw -823544.778312 + Penalty 3055.983033 = -820488.795280 nChanged 5 SP:Iteration 43Q (3219.460292 sec): 3 clusters Score: Raw -823545.843327 + Penalty 3055.983033 = -820489.860295 nChanged 4 SP:Iteration 44Q (3219.488697 sec): 3 clusters Score: Raw -823546.298902 + Penalty 3055.983033 = -820490.315870 nChanged 4 SP:Iteration 45Q (3219.517105 sec): 3 clusters Score: Raw -823546.494693 + Penalty 3055.983033 = -820490.511660 nChanged 0 SP:Iteration 46F (3219.548078 sec): 3 clusters Score: Raw -823546.494693 + Penalty 3055.983033 = -820490.511660 nChanged 0 Trying to split cluster 27 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3219.562422 sec): 2 clusters Score: Raw -99343.112332 + Penalty 1193.096406 = -98150.015926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3219.570733 sec): 3 clusters Score: Raw -98715.507438 + Penalty 2386.192812 = -96329.314625 nChanged 539 SP:Iteration 1F (3219.578525 sec): 3 clusters Score: Raw -99072.879803 + Penalty 2386.192812 = -96686.686990 nChanged 118 SP:Iteration 2F (3219.586435 sec): 3 clusters Score: Raw -99167.438142 + Penalty 2386.192812 = -96781.245329 nChanged 65 SP:Iteration 3Q (3219.594169 sec): 3 clusters Score: Raw -99218.798520 + Penalty 2386.192812 = -96832.605707 nChanged 48 SP:Iteration 4Q (3219.624890 sec): 3 clusters Score: Raw -99260.678309 + Penalty 2386.192812 = -96874.485497 nChanged 37 SP:Iteration 5Q (3219.639885 sec): 3 clusters Score: Raw -99303.838863 + Penalty 2386.192812 = -96917.646051 nChanged 47 SP:Iteration 6Q (3219.647613 sec): 3 clusters Score: Raw -99344.765721 + Penalty 2386.192812 = -96958.572909 nChanged 35 SP:Iteration 7Q (3219.655301 sec): 3 clusters Score: Raw -99374.797885 + Penalty 2386.192812 = -96988.605072 nChanged 38 SP:Iteration 8Q (3219.663040 sec): 3 clusters Score: Raw -99403.389281 + Penalty 2386.192812 = -97017.196468 nChanged 35 SP:Iteration 9Q (3219.670778 sec): 3 clusters Score: Raw -99426.861486 + Penalty 2386.192812 = -97040.668674 nChanged 23 SP:Iteration 10Q (3219.678496 sec): 3 clusters Score: Raw -99443.944922 + Penalty 2386.192812 = -97057.752109 nChanged 20 SP:Iteration 11Q (3219.686162 sec): 3 clusters Score: Raw -99455.827508 + Penalty 2386.192812 = -97069.634695 nChanged 10 SP:Iteration 12Q (3219.693888 sec): 3 clusters Score: Raw -99463.756206 + Penalty 2386.192812 = -97077.563394 nChanged 18 SP:Iteration 13Q (3219.701622 sec): 3 clusters Score: Raw -99474.722482 + Penalty 2386.192812 = -97088.529669 nChanged 14 SP:Iteration 14Q (3219.709409 sec): 3 clusters Score: Raw -99483.222451 + Penalty 2386.192812 = -97097.029639 nChanged 15 SP:Iteration 15Q (3219.717068 sec): 3 clusters Score: Raw -99492.822337 + Penalty 2386.192812 = -97106.629524 nChanged 12 SP:Iteration 16Q (3219.728812 sec): 3 clusters Score: Raw -99503.233144 + Penalty 2386.192812 = -97117.040331 nChanged 13 SP:Iteration 17Q (3219.736504 sec): 3 clusters Score: Raw -99511.646103 + Penalty 2386.192812 = -97125.453290 nChanged 6 SP:Iteration 18Q (3219.744223 sec): 3 clusters Score: Raw -99515.076208 + Penalty 2386.192812 = -97128.883396 nChanged 4 SP:Iteration 19Q (3219.751932 sec): 3 clusters Score: Raw -99516.455771 + Penalty 2386.192812 = -97130.262958 nChanged 2 SP:Iteration 20F (3219.759612 sec): 3 clusters Score: Raw -99517.412794 + Penalty 2386.192812 = -97131.219981 nChanged 3 SP:Iteration 21Q (3219.767299 sec): 3 clusters Score: Raw -99519.372027 + Penalty 2386.192812 = -97133.179214 nChanged 1 SP:Iteration 22Q (3219.775014 sec): 3 clusters Score: Raw -99520.845060 + Penalty 2386.192812 = -97134.652248 nChanged 2 SP:Iteration 23Q (3219.782737 sec): 3 clusters Score: Raw -99522.416003 + Penalty 2386.192812 = -97136.223190 nChanged 1 SP:Iteration 24Q (3219.790438 sec): 3 clusters Score: Raw -99522.679908 + Penalty 2386.192812 = -97136.487095 nChanged 0 SP:Iteration 25F (3219.798239 sec): 3 clusters Score: Raw -99522.679908 + Penalty 2386.192812 = -97136.487095 nChanged 0 Trying to split cluster 28 (4407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3219.816442 sec): 2 clusters Score: Raw -289717.102926 + Penalty 1363.529288 = -288353.573638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3219.836907 sec): 3 clusters Score: Raw -287445.145485 + Penalty 2727.058576 = -284718.086909 nChanged 1785 SP:Iteration 1F (3219.857028 sec): 3 clusters Score: Raw -288412.712343 + Penalty 2727.058576 = -285685.653767 nChanged 337 SP:Iteration 2F (3219.876902 sec): 3 clusters Score: Raw -288603.645370 + Penalty 2727.058576 = -285876.586794 nChanged 243 SP:Iteration 3F (3219.896757 sec): 3 clusters Score: Raw -288741.338621 + Penalty 2727.058576 = -286014.280045 nChanged 193 SP:Iteration 4Q (3219.916782 sec): 3 clusters Score: Raw -288832.133746 + Penalty 2727.058576 = -286105.075170 nChanged 141 SP:Iteration 5Q (3219.936992 sec): 3 clusters Score: Raw -288895.933020 + Penalty 2727.058576 = -286168.874444 nChanged 135 SP:Iteration 6Q (3219.957195 sec): 3 clusters Score: Raw -288957.040950 + Penalty 2727.058576 = -286229.982374 nChanged 117 SP:Iteration 7Q (3219.977173 sec): 3 clusters Score: Raw -289025.051665 + Penalty 2727.058576 = -286297.993089 nChanged 145 SP:Iteration 8Q (3219.996925 sec): 3 clusters Score: Raw -289110.587482 + Penalty 2727.058576 = -286383.528906 nChanged 149 SP:Iteration 9Q (3220.016595 sec): 3 clusters Score: Raw -289196.692420 + Penalty 2727.058576 = -286469.633844 nChanged 140 SP:Iteration 10Q (3220.036392 sec): 3 clusters Score: Raw -289275.257913 + Penalty 2727.058576 = -286548.199337 nChanged 133 SP:Iteration 11Q (3220.056026 sec): 3 clusters Score: Raw -289350.469119 + Penalty 2727.058576 = -286623.410543 nChanged 141 SP:Iteration 12Q (3220.075610 sec): 3 clusters Score: Raw -289429.926102 + Penalty 2727.058576 = -286702.867526 nChanged 107 SP:Iteration 13Q (3220.095519 sec): 3 clusters Score: Raw -289485.820439 + Penalty 2727.058576 = -286758.761863 nChanged 104 SP:Iteration 14Q (3220.115335 sec): 3 clusters Score: Raw -289542.119930 + Penalty 2727.058576 = -286815.061354 nChanged 98 SP:Iteration 15Q (3220.134952 sec): 3 clusters Score: Raw -289593.176008 + Penalty 2727.058576 = -286866.117432 nChanged 89 SP:Iteration 16Q (3220.154609 sec): 3 clusters Score: Raw -289638.540014 + Penalty 2727.058576 = -286911.481437 nChanged 70 SP:Iteration 17Q (3220.174512 sec): 3 clusters Score: Raw -289669.425253 + Penalty 2727.058576 = -286942.366677 nChanged 73 SP:Iteration 18Q (3220.194364 sec): 3 clusters Score: Raw -289705.967296 + Penalty 2727.058576 = -286978.908720 nChanged 73 SP:Iteration 19Q (3220.214279 sec): 3 clusters Score: Raw -289742.759206 + Penalty 2727.058576 = -287015.700630 nChanged 60 SP:Iteration 20F (3220.234170 sec): 3 clusters Score: Raw -289772.899843 + Penalty 2727.058576 = -287045.841267 nChanged 52 SP:Iteration 21Q (3220.254026 sec): 3 clusters Score: Raw -289796.122155 + Penalty 2727.058576 = -287069.063579 nChanged 44 SP:Iteration 22Q (3220.273842 sec): 3 clusters Score: Raw -289817.408625 + Penalty 2727.058576 = -287090.350049 nChanged 42 SP:Iteration 23Q (3220.293911 sec): 3 clusters Score: Raw -289833.749748 + Penalty 2727.058576 = -287106.691171 nChanged 34 SP:Iteration 24Q (3220.313962 sec): 3 clusters Score: Raw -289845.589694 + Penalty 2727.058576 = -287118.531118 nChanged 29 SP:Iteration 25Q (3220.333845 sec): 3 clusters Score: Raw -289856.902204 + Penalty 2727.058576 = -287129.843628 nChanged 27 SP:Iteration 26Q (3220.353454 sec): 3 clusters Score: Raw -289865.324925 + Penalty 2727.058576 = -287138.266349 nChanged 21 SP:Iteration 27Q (3220.373234 sec): 3 clusters Score: Raw -289871.942061 + Penalty 2727.058576 = -287144.883485 nChanged 21 SP:Iteration 28Q (3220.392826 sec): 3 clusters Score: Raw -289880.549209 + Penalty 2727.058576 = -287153.490633 nChanged 25 SP:Iteration 29Q (3220.412534 sec): 3 clusters Score: Raw -289890.769254 + Penalty 2727.058576 = -287163.710678 nChanged 25 SP:Iteration 30Q (3220.432251 sec): 3 clusters Score: Raw -289901.306330 + Penalty 2727.058576 = -287174.247754 nChanged 24 SP:Iteration 31Q (3220.452067 sec): 3 clusters Score: Raw -289912.199307 + Penalty 2727.058576 = -287185.140731 nChanged 23 SP:Iteration 32Q (3220.471697 sec): 3 clusters Score: Raw -289923.964783 + Penalty 2727.058576 = -287196.906207 nChanged 21 SP:Iteration 33Q (3220.491513 sec): 3 clusters Score: Raw -289933.055718 + Penalty 2727.058576 = -287205.997142 nChanged 14 SP:Iteration 34Q (3220.511371 sec): 3 clusters Score: Raw -289938.061472 + Penalty 2727.058576 = -287211.002896 nChanged 20 SP:Iteration 35Q (3220.531074 sec): 3 clusters Score: Raw -289947.234869 + Penalty 2727.058576 = -287220.176293 nChanged 13 SP:Iteration 36Q (3220.550882 sec): 3 clusters Score: Raw -289953.229914 + Penalty 2727.058576 = -287226.171338 nChanged 16 SP:Iteration 37Q (3220.570683 sec): 3 clusters Score: Raw -289958.383515 + Penalty 2727.058576 = -287231.324939 nChanged 7 SP:Iteration 38Q (3220.590466 sec): 3 clusters Score: Raw -289960.620487 + Penalty 2727.058576 = -287233.561911 nChanged 3 SP:Iteration 39Q (3220.610330 sec): 3 clusters Score: Raw -289961.207102 + Penalty 2727.058576 = -287234.148526 nChanged 2 SP:Iteration 40F (3220.630071 sec): 3 clusters Score: Raw -289961.519740 + Penalty 2727.058576 = -287234.461164 nChanged 0 Trying to split cluster 29 (23332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3220.672426 sec): 2 clusters Score: Raw -1448716.160272 + Penalty 1634.356927 = -1447081.803345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3220.722657 sec): 3 clusters Score: Raw -1434508.061846 + Penalty 3268.713854 = -1431239.347993 nChanged 10675 SP:Iteration 1F (3220.771819 sec): 3 clusters Score: Raw -1440418.240271 + Penalty 3268.713854 = -1437149.526418 nChanged 1197 SP:Iteration 2F (3220.821140 sec): 3 clusters Score: Raw -1440845.959010 + Penalty 3268.713854 = -1437577.245156 nChanged 1115 SP:Iteration 3Q (3220.871546 sec): 3 clusters Score: Raw -1441278.851676 + Penalty 3268.713854 = -1438010.137823 nChanged 1185 SP:Iteration 4F (3220.919188 sec): 3 clusters Score: Raw -1441811.222111 + Penalty 3268.713854 = -1438542.508257 nChanged 1333 SP:Iteration 5F (3220.968335 sec): 3 clusters Score: Raw -1442538.300174 + Penalty 3268.713854 = -1439269.586320 nChanged 1432 SP:Iteration 6F (3221.017668 sec): 3 clusters Score: Raw -1443421.360279 + Penalty 3268.713854 = -1440152.646425 nChanged 1452 SP:Iteration 7F (3221.065331 sec): 3 clusters Score: Raw -1444360.873206 + Penalty 3268.713854 = -1441092.159352 nChanged 1323 SP:Iteration 8F (3221.114587 sec): 3 clusters Score: Raw -1445248.711898 + Penalty 3268.713854 = -1441979.998045 nChanged 1127 SP:Iteration 9Q (3221.164660 sec): 3 clusters Score: Raw -1445991.671164 + Penalty 3268.713854 = -1442722.957311 nChanged 941 SP:Iteration 10Q (3221.214417 sec): 3 clusters Score: Raw -1446669.245436 + Penalty 3268.713854 = -1443400.531583 nChanged 795 SP:Iteration 11Q (3221.263844 sec): 3 clusters Score: Raw -1447254.772666 + Penalty 3268.713854 = -1443986.058813 nChanged 648 SP:Iteration 12Q (3221.312382 sec): 3 clusters Score: Raw -1447689.239637 + Penalty 3268.713854 = -1444420.525783 nChanged 506 SP:Iteration 13Q (3221.359634 sec): 3 clusters Score: Raw -1447952.868346 + Penalty 3268.713854 = -1444684.154492 nChanged 342 SP:Iteration 14Q (3221.406190 sec): 3 clusters Score: Raw -1448090.516078 + Penalty 3268.713854 = -1444821.802225 nChanged 270 SP:Iteration 15Q (3221.451447 sec): 3 clusters Score: Raw -1448182.956128 + Penalty 3268.713854 = -1444914.242275 nChanged 203 SP:Iteration 16Q (3221.496403 sec): 3 clusters Score: Raw -1448246.414567 + Penalty 3268.713854 = -1444977.700714 nChanged 165 SP:Iteration 17Q (3221.541780 sec): 3 clusters Score: Raw -1448298.172981 + Penalty 3268.713854 = -1445029.459127 nChanged 149 SP:Iteration 18Q (3221.586873 sec): 3 clusters Score: Raw -1448335.522221 + Penalty 3268.713854 = -1445066.808368 nChanged 121 SP:Iteration 19Q (3221.631991 sec): 3 clusters Score: Raw -1448359.495272 + Penalty 3268.713854 = -1445090.781418 nChanged 99 SP:Iteration 20F (3221.681199 sec): 3 clusters Score: Raw -1448377.239853 + Penalty 3268.713854 = -1445108.525999 nChanged 90 SP:Iteration 21Q (3221.726288 sec): 3 clusters Score: Raw -1448396.759867 + Penalty 3268.713854 = -1445128.046013 nChanged 90 SP:Iteration 22Q (3221.770253 sec): 3 clusters Score: Raw -1448414.282669 + Penalty 3268.713854 = -1445145.568815 nChanged 72 SP:Iteration 23Q (3221.814829 sec): 3 clusters Score: Raw -1448427.325315 + Penalty 3268.713854 = -1445158.611462 nChanged 80 SP:Iteration 24Q (3221.859563 sec): 3 clusters Score: Raw -1448442.085831 + Penalty 3268.713854 = -1445173.371977 nChanged 78 SP:Iteration 25Q (3221.904068 sec): 3 clusters Score: Raw -1448457.644396 + Penalty 3268.713854 = -1445188.930543 nChanged 71 SP:Iteration 26Q (3221.948576 sec): 3 clusters Score: Raw -1448471.204792 + Penalty 3268.713854 = -1445202.490939 nChanged 64 SP:Iteration 27Q (3221.992937 sec): 3 clusters Score: Raw -1448482.390788 + Penalty 3268.713854 = -1445213.676935 nChanged 64 SP:Iteration 28Q (3222.037394 sec): 3 clusters Score: Raw -1448494.223966 + Penalty 3268.713854 = -1445225.510113 nChanged 54 SP:Iteration 29Q (3222.081556 sec): 3 clusters Score: Raw -1448503.510751 + Penalty 3268.713854 = -1445234.796898 nChanged 53 SP:Iteration 30Q (3222.125838 sec): 3 clusters Score: Raw -1448513.104998 + Penalty 3268.713854 = -1445244.391144 nChanged 58 SP:Iteration 31Q (3222.169987 sec): 3 clusters Score: Raw -1448524.388646 + Penalty 3268.713854 = -1445255.674793 nChanged 71 SP:Iteration 32Q (3222.214113 sec): 3 clusters Score: Raw -1448536.780721 + Penalty 3268.713854 = -1445268.066867 nChanged 61 SP:Iteration 33Q (3222.257928 sec): 3 clusters Score: Raw -1448550.151549 + Penalty 3268.713854 = -1445281.437695 nChanged 74 SP:Iteration 34Q (3222.301960 sec): 3 clusters Score: Raw -1448564.882339 + Penalty 3268.713854 = -1445296.168485 nChanged 77 SP:Iteration 35Q (3222.345971 sec): 3 clusters Score: Raw -1448582.559621 + Penalty 3268.713854 = -1445313.845768 nChanged 79 SP:Iteration 36Q (3222.389612 sec): 3 clusters Score: Raw -1448603.298526 + Penalty 3268.713854 = -1445334.584673 nChanged 86 SP:Iteration 37Q (3222.433610 sec): 3 clusters Score: Raw -1448625.066507 + Penalty 3268.713854 = -1445356.352653 nChanged 84 SP:Iteration 38Q (3222.477158 sec): 3 clusters Score: Raw -1448646.392867 + Penalty 3268.713854 = -1445377.679014 nChanged 86 SP:Iteration 39Q (3222.520726 sec): 3 clusters Score: Raw -1448670.594091 + Penalty 3268.713854 = -1445401.880237 nChanged 93 SP:Iteration 40F (3222.569780 sec): 3 clusters Score: Raw -1448697.133023 + Penalty 3268.713854 = -1445428.419170 nChanged 100 SP:Iteration 41Q (3222.613066 sec): 3 clusters Score: Raw -1448723.780060 + Penalty 3268.713854 = -1445455.066206 nChanged 95 SP:Iteration 42Q (3222.656665 sec): 3 clusters Score: Raw -1448746.919599 + Penalty 3268.713854 = -1445478.205745 nChanged 91 SP:Iteration 43Q (3222.700330 sec): 3 clusters Score: Raw -1448771.169747 + Penalty 3268.713854 = -1445502.455893 nChanged 86 SP:Iteration 44Q (3222.743660 sec): 3 clusters Score: Raw -1448796.513837 + Penalty 3268.713854 = -1445527.799984 nChanged 97 SP:Iteration 45Q (3222.787308 sec): 3 clusters Score: Raw -1448822.854828 + Penalty 3268.713854 = -1445554.140974 nChanged 91 SP:Iteration 46Q (3222.829875 sec): 3 clusters Score: Raw -1448849.779567 + Penalty 3268.713854 = -1445581.065714 nChanged 95 SP:Iteration 47Q (3222.873255 sec): 3 clusters Score: Raw -1448881.414491 + Penalty 3268.713854 = -1445612.700638 nChanged 115 SP:Iteration 48Q (3222.916399 sec): 3 clusters Score: Raw -1448919.382996 + Penalty 3268.713854 = -1445650.669143 nChanged 117 SP:Iteration 49Q (3222.959451 sec): 3 clusters Score: Raw -1448956.157552 + Penalty 3268.713854 = -1445687.443699 nChanged 110 SP:Iteration 50Q (3223.002260 sec): 3 clusters Score: Raw -1448993.238793 + Penalty 3268.713854 = -1445724.524940 nChanged 101 SP:Iteration 51Q (3223.044900 sec): 3 clusters Score: Raw -1449027.566793 + Penalty 3268.713854 = -1445758.852939 nChanged 92 SP:Iteration 52Q (3223.087679 sec): 3 clusters Score: Raw -1449061.926339 + Penalty 3268.713854 = -1445793.212486 nChanged 99 SP:Iteration 53Q (3223.130460 sec): 3 clusters Score: Raw -1449095.172416 + Penalty 3268.713854 = -1445826.458562 nChanged 95 SP:Iteration 54Q (3223.172690 sec): 3 clusters Score: Raw -1449124.737151 + Penalty 3268.713854 = -1445856.023297 nChanged 82 SP:Iteration 55Q (3223.215371 sec): 3 clusters Score: Raw -1449151.431585 + Penalty 3268.713854 = -1445882.717731 nChanged 82 SP:Iteration 56Q (3223.257718 sec): 3 clusters Score: Raw -1449176.897142 + Penalty 3268.713854 = -1445908.183289 nChanged 83 SP:Iteration 57Q (3223.300294 sec): 3 clusters Score: Raw -1449205.005347 + Penalty 3268.713854 = -1445936.291493 nChanged 77 SP:Iteration 58Q (3223.342751 sec): 3 clusters Score: Raw -1449234.721480 + Penalty 3268.713854 = -1445966.007626 nChanged 71 SP:Iteration 59Q (3223.384268 sec): 3 clusters Score: Raw -1449256.056200 + Penalty 3268.713854 = -1445987.342346 nChanged 69 SP:Iteration 60F (3223.433371 sec): 3 clusters Score: Raw -1449273.462773 + Penalty 3268.713854 = -1446004.748920 nChanged 51 SP:Iteration 61Q (3223.475590 sec): 3 clusters Score: Raw -1449287.514522 + Penalty 3268.713854 = -1446018.800668 nChanged 45 SP:Iteration 62Q (3223.516882 sec): 3 clusters Score: Raw -1449299.583835 + Penalty 3268.713854 = -1446030.869981 nChanged 43 SP:Iteration 63Q (3223.559066 sec): 3 clusters Score: Raw -1449312.100394 + Penalty 3268.713854 = -1446043.386540 nChanged 45 SP:Iteration 64Q (3223.600533 sec): 3 clusters Score: Raw -1449324.243741 + Penalty 3268.713854 = -1446055.529887 nChanged 44 SP:Iteration 65Q (3223.642491 sec): 3 clusters Score: Raw -1449336.064886 + Penalty 3268.713854 = -1446067.351033 nChanged 42 SP:Iteration 66Q (3223.684612 sec): 3 clusters Score: Raw -1449347.044125 + Penalty 3268.713854 = -1446078.330271 nChanged 38 SP:Iteration 67Q (3223.726534 sec): 3 clusters Score: Raw -1449357.868706 + Penalty 3268.713854 = -1446089.154853 nChanged 35 SP:Iteration 68Q (3223.768544 sec): 3 clusters Score: Raw -1449368.483307 + Penalty 3268.713854 = -1446099.769453 nChanged 36 SP:Iteration 69Q (3223.810353 sec): 3 clusters Score: Raw -1449376.429738 + Penalty 3268.713854 = -1446107.715884 nChanged 34 SP:Iteration 70Q (3223.852431 sec): 3 clusters Score: Raw -1449385.307228 + Penalty 3268.713854 = -1446116.593375 nChanged 26 SP:Iteration 71Q (3223.894285 sec): 3 clusters Score: Raw -1449392.194547 + Penalty 3268.713854 = -1446123.480693 nChanged 25 SP:Iteration 72Q (3223.936148 sec): 3 clusters Score: Raw -1449398.043453 + Penalty 3268.713854 = -1446129.329600 nChanged 26 SP:Iteration 73Q (3223.977663 sec): 3 clusters Score: Raw -1449403.037364 + Penalty 3268.713854 = -1446134.323510 nChanged 19 SP:Iteration 74Q (3224.019344 sec): 3 clusters Score: Raw -1449405.559292 + Penalty 3268.713854 = -1446136.845439 nChanged 13 SP:Iteration 75Q (3224.061139 sec): 3 clusters Score: Raw -1449408.921380 + Penalty 3268.713854 = -1446140.207526 nChanged 20 SP:Iteration 76Q (3224.102743 sec): 3 clusters Score: Raw -1449413.824091 + Penalty 3268.713854 = -1446145.110237 nChanged 13 SP:Iteration 77Q (3224.144380 sec): 3 clusters Score: Raw -1449417.052862 + Penalty 3268.713854 = -1446148.339008 nChanged 14 SP:Iteration 78Q (3224.185894 sec): 3 clusters Score: Raw -1449421.079797 + Penalty 3268.713854 = -1446152.365943 nChanged 17 SP:Iteration 79Q (3224.227626 sec): 3 clusters Score: Raw -1449425.594888 + Penalty 3268.713854 = -1446156.881035 nChanged 18 SP:Iteration 80F (3224.275458 sec): 3 clusters Score: Raw -1449429.135658 + Penalty 3268.713854 = -1446160.421805 nChanged 13 SP:Iteration 81Q (3224.317414 sec): 3 clusters Score: Raw -1449432.126338 + Penalty 3268.713854 = -1446163.412485 nChanged 16 SP:Iteration 82Q (3224.359028 sec): 3 clusters Score: Raw -1449435.255024 + Penalty 3268.713854 = -1446166.541170 nChanged 10 SP:Iteration 83Q (3224.444635 sec): 3 clusters Score: Raw -1449437.383440 + Penalty 3268.713854 = -1446168.669586 nChanged 11 SP:Iteration 84Q (3224.495890 sec): 3 clusters Score: Raw -1449439.512877 + Penalty 3268.713854 = -1446170.799023 nChanged 10 SP:Iteration 85Q (3224.537881 sec): 3 clusters Score: Raw -1449440.510219 + Penalty 3268.713854 = -1446171.796365 nChanged 5 SP:Iteration 86Q (3224.579608 sec): 3 clusters Score: Raw -1449441.191774 + Penalty 3268.713854 = -1446172.477921 nChanged 7 SP:Iteration 87Q (3224.621197 sec): 3 clusters Score: Raw -1449441.959376 + Penalty 3268.713854 = -1446173.245523 nChanged 7 SP:Iteration 88Q (3224.662996 sec): 3 clusters Score: Raw -1449442.728775 + Penalty 3268.713854 = -1446174.014922 nChanged 4 SP:Iteration 89Q (3224.704485 sec): 3 clusters Score: Raw -1449443.147581 + Penalty 3268.713854 = -1446174.433727 nChanged 2 SP:Iteration 90Q (3224.746082 sec): 3 clusters Score: Raw -1449443.314799 + Penalty 3268.713854 = -1446174.600945 nChanged 1 SP:Iteration 91Q (3224.787803 sec): 3 clusters Score: Raw -1449443.432090 + Penalty 3268.713854 = -1446174.718236 nChanged 1 SP:Iteration 92Q (3224.829171 sec): 3 clusters Score: Raw -1449443.618140 + Penalty 3268.713854 = -1446174.904286 nChanged 2 SP:Iteration 93Q (3224.870851 sec): 3 clusters Score: Raw -1449443.992043 + Penalty 3268.713854 = -1446175.278190 nChanged 2 SP:Iteration 94Q (3224.912415 sec): 3 clusters Score: Raw -1449444.201676 + Penalty 3268.713854 = -1446175.487822 nChanged 1 SP:Iteration 95Q (3224.954159 sec): 3 clusters Score: Raw -1449444.276138 + Penalty 3268.713854 = -1446175.562284 nChanged 1 SP:Iteration 96Q (3224.995673 sec): 3 clusters Score: Raw -1449444.365000 + Penalty 3268.713854 = -1446175.651146 nChanged 0 SP:Iteration 97F (3225.044818 sec): 3 clusters Score: Raw -1449444.365000 + Penalty 3268.713854 = -1446175.651146 nChanged 0 Trying to split cluster 30 (73216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3225.143286 sec): 2 clusters Score: Raw -4872739.201974 + Penalty 1820.190004 = -4870919.011970 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3225.273823 sec): 3 clusters Score: Raw -4825539.769913 + Penalty 3640.380008 = -4821899.389905 nChanged 34705 SP:Iteration 1F (3225.407043 sec): 3 clusters Score: Raw -4845517.256001 + Penalty 3640.380008 = -4841876.875993 nChanged 3144 SP:Iteration 2Q (3225.535404 sec): 3 clusters Score: Raw -4846616.235596 + Penalty 3640.380008 = -4842975.855588 nChanged 3602 SP:Iteration 3Q (3225.662825 sec): 3 clusters Score: Raw -4848134.336681 + Penalty 3640.380008 = -4844493.956673 nChanged 4133 SP:Iteration 4F (3225.782541 sec): 3 clusters Score: Raw -4850305.998887 + Penalty 3640.380008 = -4846665.618879 nChanged 4669 SP:Iteration 5F (3225.902067 sec): 3 clusters Score: Raw -4853215.162504 + Penalty 3640.380008 = -4849574.782496 nChanged 4888 SP:Iteration 6F (3226.021440 sec): 3 clusters Score: Raw -4856698.766223 + Penalty 3640.380008 = -4853058.386215 nChanged 4706 SP:Iteration 7F (3226.141230 sec): 3 clusters Score: Raw -4860408.079765 + Penalty 3640.380008 = -4856767.699757 nChanged 3950 SP:Iteration 8F (3226.260950 sec): 3 clusters Score: Raw -4863730.434175 + Penalty 3640.380008 = -4860090.054167 nChanged 3132 SP:Iteration 9Q (3226.384089 sec): 3 clusters Score: Raw -4866306.197364 + Penalty 3640.380008 = -4862665.817356 nChanged 2416 SP:Iteration 10Q (3226.502419 sec): 3 clusters Score: Raw -4868138.474674 + Penalty 3640.380008 = -4864498.094666 nChanged 1819 SP:Iteration 11Q (3226.616202 sec): 3 clusters Score: Raw -4869399.540885 + Penalty 3640.380008 = -4865759.160877 nChanged 1398 SP:Iteration 12Q (3226.726745 sec): 3 clusters Score: Raw -4870240.950471 + Penalty 3640.380008 = -4866600.570463 nChanged 1107 SP:Iteration 13Q (3226.834941 sec): 3 clusters Score: Raw -4870842.445279 + Penalty 3640.380008 = -4867202.065271 nChanged 937 SP:Iteration 14Q (3226.941292 sec): 3 clusters Score: Raw -4871345.611825 + Penalty 3640.380008 = -4867705.231817 nChanged 787 SP:Iteration 15Q (3227.045597 sec): 3 clusters Score: Raw -4871754.702613 + Penalty 3640.380008 = -4868114.322605 nChanged 624 SP:Iteration 16Q (3227.149002 sec): 3 clusters Score: Raw -4872079.093820 + Penalty 3640.380008 = -4868438.713812 nChanged 504 SP:Iteration 17Q (3227.251108 sec): 3 clusters Score: Raw -4872337.411882 + Penalty 3640.380008 = -4868697.031874 nChanged 373 SP:Iteration 18Q (3227.351442 sec): 3 clusters Score: Raw -4872507.947009 + Penalty 3640.380008 = -4868867.567001 nChanged 318 SP:Iteration 19Q (3227.450861 sec): 3 clusters Score: Raw -4872652.658460 + Penalty 3640.380008 = -4869012.278452 nChanged 237 SP:Iteration 20F (3227.569176 sec): 3 clusters Score: Raw -4872761.426865 + Penalty 3640.380008 = -4869121.046857 nChanged 183 SP:Iteration 21Q (3227.667668 sec): 3 clusters Score: Raw -4872838.679513 + Penalty 3640.380008 = -4869198.299505 nChanged 142 SP:Iteration 22Q (3227.765774 sec): 3 clusters Score: Raw -4872899.850940 + Penalty 3640.380008 = -4869259.470932 nChanged 104 SP:Iteration 23Q (3227.863608 sec): 3 clusters Score: Raw -4872946.207645 + Penalty 3640.380008 = -4869305.827637 nChanged 89 SP:Iteration 24Q (3227.961029 sec): 3 clusters Score: Raw -4872988.687144 + Penalty 3640.380008 = -4869348.307136 nChanged 68 SP:Iteration 25Q (3228.059384 sec): 3 clusters Score: Raw -4873014.269454 + Penalty 3640.380008 = -4869373.889446 nChanged 41 SP:Iteration 26Q (3228.156518 sec): 3 clusters Score: Raw -4873028.656491 + Penalty 3640.380008 = -4869388.276483 nChanged 40 SP:Iteration 27Q (3228.253559 sec): 3 clusters Score: Raw -4873041.129716 + Penalty 3640.380008 = -4869400.749708 nChanged 31 SP:Iteration 28Q (3228.350738 sec): 3 clusters Score: Raw -4873051.834821 + Penalty 3640.380008 = -4869411.454813 nChanged 28 SP:Iteration 29Q (3228.447534 sec): 3 clusters Score: Raw -4873061.044888 + Penalty 3640.380008 = -4869420.664880 nChanged 24 SP:Iteration 30Q (3228.544596 sec): 3 clusters Score: Raw -4873069.419985 + Penalty 3640.380008 = -4869429.039977 nChanged 30 SP:Iteration 31Q (3228.641395 sec): 3 clusters Score: Raw -4873082.222495 + Penalty 3640.380008 = -4869441.842487 nChanged 26 SP:Iteration 32Q (3228.738334 sec): 3 clusters Score: Raw -4873091.975220 + Penalty 3640.380008 = -4869451.595212 nChanged 16 SP:Iteration 33Q (3228.835131 sec): 3 clusters Score: Raw -4873098.760912 + Penalty 3640.380008 = -4869458.380904 nChanged 14 SP:Iteration 34Q (3228.931914 sec): 3 clusters Score: Raw -4873103.162607 + Penalty 3640.380008 = -4869462.782599 nChanged 12 SP:Iteration 35Q (3229.028506 sec): 3 clusters Score: Raw -4873106.805101 + Penalty 3640.380008 = -4869466.425093 nChanged 8 SP:Iteration 36Q (3229.125294 sec): 3 clusters Score: Raw -4873108.677907 + Penalty 3640.380008 = -4869468.297899 nChanged 8 SP:Iteration 37Q (3229.221834 sec): 3 clusters Score: Raw -4873111.070549 + Penalty 3640.380008 = -4869470.690541 nChanged 13 SP:Iteration 38Q (3229.318590 sec): 3 clusters Score: Raw -4873115.928241 + Penalty 3640.380008 = -4869475.548233 nChanged 17 SP:Iteration 39Q (3229.415184 sec): 3 clusters Score: Raw -4873122.960955 + Penalty 3640.380008 = -4869482.580947 nChanged 11 SP:Iteration 40F (3229.533486 sec): 3 clusters Score: Raw -4873126.219022 + Penalty 3640.380008 = -4869485.839014 nChanged 11 SP:Iteration 41Q (3229.630286 sec): 3 clusters Score: Raw -4873131.115353 + Penalty 3640.380008 = -4869490.735345 nChanged 12 SP:Iteration 42Q (3229.726919 sec): 3 clusters Score: Raw -4873137.284218 + Penalty 3640.380008 = -4869496.904210 nChanged 16 SP:Iteration 43Q (3229.823608 sec): 3 clusters Score: Raw -4873144.300697 + Penalty 3640.380008 = -4869503.920689 nChanged 10 SP:Iteration 44Q (3229.920172 sec): 3 clusters Score: Raw -4873148.360001 + Penalty 3640.380008 = -4869507.979993 nChanged 10 SP:Iteration 45Q (3230.016658 sec): 3 clusters Score: Raw -4873152.784598 + Penalty 3640.380008 = -4869512.404590 nChanged 6 SP:Iteration 46Q (3230.113196 sec): 3 clusters Score: Raw -4873154.462751 + Penalty 3640.380008 = -4869514.082743 nChanged 4 SP:Iteration 47Q (3230.209633 sec): 3 clusters Score: Raw -4873156.507497 + Penalty 3640.380008 = -4869516.127489 nChanged 2 SP:Iteration 48Q (3230.306268 sec): 3 clusters Score: Raw -4873156.760415 + Penalty 3640.380008 = -4869516.380408 nChanged 2 SP:Iteration 49Q (3230.402806 sec): 3 clusters Score: Raw -4873157.079476 + Penalty 3640.380008 = -4869516.699468 nChanged 2 SP:Iteration 50Q (3230.499363 sec): 3 clusters Score: Raw -4873157.950619 + Penalty 3640.380008 = -4869517.570611 nChanged 4 SP:Iteration 51Q (3230.595950 sec): 3 clusters Score: Raw -4873159.043613 + Penalty 3640.380008 = -4869518.663605 nChanged 3 SP:Iteration 52Q (3230.692517 sec): 3 clusters Score: Raw -4873159.924365 + Penalty 3640.380008 = -4869519.544357 nChanged 3 SP:Iteration 53Q (3230.788993 sec): 3 clusters Score: Raw -4873160.433245 + Penalty 3640.380008 = -4869520.053237 nChanged 2 SP:Iteration 54Q (3230.885597 sec): 3 clusters Score: Raw -4873161.088789 + Penalty 3640.380008 = -4869520.708781 nChanged 3 SP:Iteration 55Q (3230.981943 sec): 3 clusters Score: Raw -4873162.496770 + Penalty 3640.380008 = -4869522.116762 nChanged 5 SP:Iteration 56Q (3231.078521 sec): 3 clusters Score: Raw -4873164.286209 + Penalty 3640.380008 = -4869523.906201 nChanged 7 SP:Iteration 57Q (3231.174986 sec): 3 clusters Score: Raw -4873166.568171 + Penalty 3640.380008 = -4869526.188163 nChanged 6 SP:Iteration 58Q (3231.272200 sec): 3 clusters Score: Raw -4873168.328973 + Penalty 3640.380008 = -4869527.948965 nChanged 3 SP:Iteration 59Q (3231.368772 sec): 3 clusters Score: Raw -4873169.680770 + Penalty 3640.380008 = -4869529.300762 nChanged 2 SP:Iteration 60F (3231.487054 sec): 3 clusters Score: Raw -4873170.713272 + Penalty 3640.380008 = -4869530.333264 nChanged 4 SP:Iteration 61Q (3231.583591 sec): 3 clusters Score: Raw -4873171.567250 + Penalty 3640.380008 = -4869531.187242 nChanged 5 SP:Iteration 62Q (3231.680061 sec): 3 clusters Score: Raw -4873172.212009 + Penalty 3640.380008 = -4869531.832001 nChanged 1 SP:Iteration 63Q (3231.776567 sec): 3 clusters Score: Raw -4873172.309051 + Penalty 3640.380008 = -4869531.929043 nChanged 0 SP:Iteration 64F (3231.895029 sec): 3 clusters Score: Raw -4873172.309051 + Penalty 3640.380008 = -4869531.929043 nChanged 0 Trying to split cluster 31 (4675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3231.905393 sec): 2 clusters Score: Raw -313211.074081 + Penalty 1373.122472 = -311837.951609 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3231.926001 sec): 3 clusters Score: Raw -310802.734417 + Penalty 2746.244944 = -308056.489474 nChanged 1874 SP:Iteration 1F (3231.946216 sec): 3 clusters Score: Raw -311819.786753 + Penalty 2746.244944 = -309073.541810 nChanged 323 SP:Iteration 2F (3231.966218 sec): 3 clusters Score: Raw -311980.075874 + Penalty 2746.244944 = -309233.830930 nChanged 245 SP:Iteration 3F (3231.986419 sec): 3 clusters Score: Raw -312110.348918 + Penalty 2746.244944 = -309364.103974 nChanged 214 SP:Iteration 4Q (3232.006661 sec): 3 clusters Score: Raw -312237.089220 + Penalty 2746.244944 = -309490.844276 nChanged 228 SP:Iteration 5Q (3232.027126 sec): 3 clusters Score: Raw -312393.758806 + Penalty 2746.244944 = -309647.513862 nChanged 223 SP:Iteration 6Q (3232.047387 sec): 3 clusters Score: Raw -312535.765359 + Penalty 2746.244944 = -309789.520415 nChanged 203 SP:Iteration 7Q (3232.067701 sec): 3 clusters Score: Raw -312661.973288 + Penalty 2746.244944 = -309915.728344 nChanged 188 SP:Iteration 8Q (3232.087594 sec): 3 clusters Score: Raw -312790.543374 + Penalty 2746.244944 = -310044.298431 nChanged 161 SP:Iteration 9Q (3232.107783 sec): 3 clusters Score: Raw -312895.351021 + Penalty 2746.244944 = -310149.106078 nChanged 122 SP:Iteration 10Q (3232.127784 sec): 3 clusters Score: Raw -312971.334479 + Penalty 2746.244944 = -310225.089535 nChanged 121 SP:Iteration 11Q (3232.147949 sec): 3 clusters Score: Raw -313057.273598 + Penalty 2746.244944 = -310311.028654 nChanged 101 SP:Iteration 12Q (3232.167773 sec): 3 clusters Score: Raw -313120.356074 + Penalty 2746.244944 = -310374.111131 nChanged 84 SP:Iteration 13Q (3232.187790 sec): 3 clusters Score: Raw -313168.616925 + Penalty 2746.244944 = -310422.371982 nChanged 70 SP:Iteration 14Q (3232.207466 sec): 3 clusters Score: Raw -313213.148005 + Penalty 2746.244944 = -310466.903061 nChanged 56 SP:Iteration 15Q (3232.227174 sec): 3 clusters Score: Raw -313244.270506 + Penalty 2746.244944 = -310498.025562 nChanged 50 SP:Iteration 16Q (3232.246858 sec): 3 clusters Score: Raw -313268.447235 + Penalty 2746.244944 = -310522.202291 nChanged 35 SP:Iteration 17Q (3232.266479 sec): 3 clusters Score: Raw -313289.801434 + Penalty 2746.244944 = -310543.556490 nChanged 32 SP:Iteration 18Q (3232.285878 sec): 3 clusters Score: Raw -313307.415133 + Penalty 2746.244944 = -310561.170189 nChanged 28 SP:Iteration 19Q (3232.305176 sec): 3 clusters Score: Raw -313324.393495 + Penalty 2746.244944 = -310578.148551 nChanged 26 SP:Iteration 20F (3232.325295 sec): 3 clusters Score: Raw -313338.061263 + Penalty 2746.244944 = -310591.816320 nChanged 25 SP:Iteration 21Q (3232.344680 sec): 3 clusters Score: Raw -313352.383893 + Penalty 2746.244944 = -310606.138949 nChanged 18 SP:Iteration 22Q (3232.363966 sec): 3 clusters Score: Raw -313363.833416 + Penalty 2746.244944 = -310617.588473 nChanged 18 SP:Iteration 23Q (3232.382981 sec): 3 clusters Score: Raw -313373.439893 + Penalty 2746.244944 = -310627.194950 nChanged 13 SP:Iteration 24Q (3232.402446 sec): 3 clusters Score: Raw -313379.189663 + Penalty 2746.244944 = -310632.944719 nChanged 9 SP:Iteration 25Q (3232.421679 sec): 3 clusters Score: Raw -313382.511563 + Penalty 2746.244944 = -310636.266620 nChanged 8 SP:Iteration 26Q (3232.440988 sec): 3 clusters Score: Raw -313385.749863 + Penalty 2746.244944 = -310639.504920 nChanged 6 SP:Iteration 27Q (3232.460259 sec): 3 clusters Score: Raw -313387.478658 + Penalty 2746.244944 = -310641.233715 nChanged 0 SP:Iteration 28F (3232.480573 sec): 3 clusters Score: Raw -313387.478658 + Penalty 2746.244944 = -310641.233715 nChanged 0 Trying to split cluster 32 (2580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3232.496516 sec): 2 clusters Score: Raw -128143.372702 + Penalty 1276.526010 = -126866.846691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3232.510173 sec): 3 clusters Score: Raw -127068.193987 + Penalty 2553.052020 = -124515.141966 nChanged 974 SP:Iteration 1F (3232.522940 sec): 3 clusters Score: Raw -127973.270294 + Penalty 2553.052020 = -125420.218274 nChanged 295 SP:Iteration 2F (3232.535736 sec): 3 clusters Score: Raw -128408.264820 + Penalty 2553.052020 = -125855.212800 nChanged 214 SP:Iteration 3F (3232.548488 sec): 3 clusters Score: Raw -128710.697874 + Penalty 2553.052020 = -126157.645854 nChanged 152 SP:Iteration 4F (3232.561222 sec): 3 clusters Score: Raw -128894.617558 + Penalty 2553.052020 = -126341.565538 nChanged 110 SP:Iteration 5Q (3232.573614 sec): 3 clusters Score: Raw -129004.475150 + Penalty 2553.052020 = -126451.423130 nChanged 70 SP:Iteration 6Q (3232.585949 sec): 3 clusters Score: Raw -129080.022025 + Penalty 2553.052020 = -126526.970004 nChanged 66 SP:Iteration 7Q (3232.598254 sec): 3 clusters Score: Raw -129127.671149 + Penalty 2553.052020 = -126574.619128 nChanged 55 SP:Iteration 8Q (3232.610724 sec): 3 clusters Score: Raw -129169.592560 + Penalty 2553.052020 = -126616.540540 nChanged 36 SP:Iteration 9Q (3232.623091 sec): 3 clusters Score: Raw -129198.336266 + Penalty 2553.052020 = -126645.284245 nChanged 32 SP:Iteration 10Q (3232.635453 sec): 3 clusters Score: Raw -129219.735488 + Penalty 2553.052020 = -126666.683467 nChanged 25 SP:Iteration 11Q (3232.647782 sec): 3 clusters Score: Raw -129234.740984 + Penalty 2553.052020 = -126681.688964 nChanged 23 SP:Iteration 12Q (3232.660008 sec): 3 clusters Score: Raw -129251.416389 + Penalty 2553.052020 = -126698.364369 nChanged 16 SP:Iteration 13Q (3232.672327 sec): 3 clusters Score: Raw -129258.865854 + Penalty 2553.052020 = -126705.813834 nChanged 17 SP:Iteration 14Q (3232.684598 sec): 3 clusters Score: Raw -129267.127218 + Penalty 2553.052020 = -126714.075197 nChanged 13 SP:Iteration 15Q (3232.696822 sec): 3 clusters Score: Raw -129272.779824 + Penalty 2553.052020 = -126719.727803 nChanged 11 SP:Iteration 16Q (3232.708986 sec): 3 clusters Score: Raw -129276.479259 + Penalty 2553.052020 = -126723.427238 nChanged 9 SP:Iteration 17Q (3232.721179 sec): 3 clusters Score: Raw -129279.313131 + Penalty 2553.052020 = -126726.261110 nChanged 8 SP:Iteration 18Q (3232.733448 sec): 3 clusters Score: Raw -129282.760584 + Penalty 2553.052020 = -126729.708564 nChanged 5 SP:Iteration 19Q (3232.745768 sec): 3 clusters Score: Raw -129283.843014 + Penalty 2553.052020 = -126730.790994 nChanged 1 SP:Iteration 20F (3232.758541 sec): 3 clusters Score: Raw -129284.562788 + Penalty 2553.052020 = -126731.510767 nChanged 3 SP:Iteration 21Q (3232.770868 sec): 3 clusters Score: Raw -129289.493303 + Penalty 2553.052020 = -126736.441282 nChanged 7 SP:Iteration 22Q (3232.783195 sec): 3 clusters Score: Raw -129291.123165 + Penalty 2553.052020 = -126738.071145 nChanged 6 SP:Iteration 23Q (3232.795445 sec): 3 clusters Score: Raw -129292.651355 + Penalty 2553.052020 = -126739.599334 nChanged 2 SP:Iteration 24Q (3232.807750 sec): 3 clusters Score: Raw -129292.847989 + Penalty 2553.052020 = -126739.795969 nChanged 1 SP:Iteration 25Q (3232.819961 sec): 3 clusters Score: Raw -129292.921972 + Penalty 2553.052020 = -126739.869952 nChanged 0 SP:Iteration 26F (3232.832692 sec): 3 clusters Score: Raw -129292.921972 + Penalty 2553.052020 = -126739.869952 nChanged 0 Trying to split cluster 33 (10382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3232.857365 sec): 2 clusters Score: Raw -619958.024071 + Penalty 1502.772183 = -618455.251888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3232.886574 sec): 3 clusters Score: Raw -614005.932652 + Penalty 3005.544365 = -611000.388287 nChanged 4569 SP:Iteration 1F (3232.914961 sec): 3 clusters Score: Raw -616620.835955 + Penalty 3005.544365 = -613615.291590 nChanged 750 SP:Iteration 2F (3232.943666 sec): 3 clusters Score: Raw -617063.353890 + Penalty 3005.544365 = -614057.809525 nChanged 699 SP:Iteration 3F (3232.972299 sec): 3 clusters Score: Raw -617479.690081 + Penalty 3005.544365 = -614474.145716 nChanged 655 SP:Iteration 4F (3233.000788 sec): 3 clusters Score: Raw -617865.300299 + Penalty 3005.544365 = -614859.755934 nChanged 592 SP:Iteration 5F (3233.029393 sec): 3 clusters Score: Raw -618222.805437 + Penalty 3005.544365 = -615217.261072 nChanged 517 SP:Iteration 6Q (3233.058031 sec): 3 clusters Score: Raw -618568.747464 + Penalty 3005.544365 = -615563.203099 nChanged 476 SP:Iteration 7Q (3233.086516 sec): 3 clusters Score: Raw -618882.793447 + Penalty 3005.544365 = -615877.249082 nChanged 438 SP:Iteration 8Q (3233.114928 sec): 3 clusters Score: Raw -619122.410948 + Penalty 3005.544365 = -616116.866583 nChanged 346 SP:Iteration 9Q (3233.143503 sec): 3 clusters Score: Raw -619291.824359 + Penalty 3005.544365 = -616286.279993 nChanged 277 SP:Iteration 10Q (3233.171749 sec): 3 clusters Score: Raw -619419.021081 + Penalty 3005.544365 = -616413.476716 nChanged 217 SP:Iteration 11Q (3233.199757 sec): 3 clusters Score: Raw -619511.982880 + Penalty 3005.544365 = -616506.438515 nChanged 175 SP:Iteration 12Q (3233.227653 sec): 3 clusters Score: Raw -619586.446365 + Penalty 3005.544365 = -616580.902000 nChanged 142 SP:Iteration 13Q (3233.255686 sec): 3 clusters Score: Raw -619638.204348 + Penalty 3005.544365 = -616632.659983 nChanged 136 SP:Iteration 14Q (3233.283582 sec): 3 clusters Score: Raw -619678.929119 + Penalty 3005.544365 = -616673.384754 nChanged 96 SP:Iteration 15Q (3233.311295 sec): 3 clusters Score: Raw -619703.803204 + Penalty 3005.544365 = -616698.258839 nChanged 86 SP:Iteration 16Q (3233.339185 sec): 3 clusters Score: Raw -619725.092416 + Penalty 3005.544365 = -616719.548051 nChanged 73 SP:Iteration 17Q (3233.366691 sec): 3 clusters Score: Raw -619742.419595 + Penalty 3005.544365 = -616736.875230 nChanged 81 SP:Iteration 18Q (3233.394203 sec): 3 clusters Score: Raw -619761.245352 + Penalty 3005.544365 = -616755.700987 nChanged 62 SP:Iteration 19Q (3233.421617 sec): 3 clusters Score: Raw -619774.504452 + Penalty 3005.544365 = -616768.960086 nChanged 48 SP:Iteration 20F (3233.450149 sec): 3 clusters Score: Raw -619784.009236 + Penalty 3005.544365 = -616778.464871 nChanged 50 SP:Iteration 21Q (3233.477642 sec): 3 clusters Score: Raw -619793.971820 + Penalty 3005.544365 = -616788.427455 nChanged 48 SP:Iteration 22Q (3233.504997 sec): 3 clusters Score: Raw -619803.644970 + Penalty 3005.544365 = -616798.100605 nChanged 44 SP:Iteration 23Q (3233.532199 sec): 3 clusters Score: Raw -619812.615586 + Penalty 3005.544365 = -616807.071221 nChanged 43 SP:Iteration 24Q (3233.559453 sec): 3 clusters Score: Raw -619820.806548 + Penalty 3005.544365 = -616815.262182 nChanged 33 SP:Iteration 25Q (3233.586766 sec): 3 clusters Score: Raw -619827.689715 + Penalty 3005.544365 = -616822.145349 nChanged 33 SP:Iteration 26Q (3233.614140 sec): 3 clusters Score: Raw -619833.433185 + Penalty 3005.544365 = -616827.888820 nChanged 36 SP:Iteration 27Q (3233.641328 sec): 3 clusters Score: Raw -619840.623456 + Penalty 3005.544365 = -616835.079090 nChanged 44 SP:Iteration 28Q (3233.668394 sec): 3 clusters Score: Raw -619849.746798 + Penalty 3005.544365 = -616844.202432 nChanged 51 SP:Iteration 29Q (3233.695782 sec): 3 clusters Score: Raw -619861.628567 + Penalty 3005.544365 = -616856.084201 nChanged 59 SP:Iteration 30Q (3233.722926 sec): 3 clusters Score: Raw -619876.211282 + Penalty 3005.544365 = -616870.666917 nChanged 61 SP:Iteration 31Q (3233.750074 sec): 3 clusters Score: Raw -619894.045295 + Penalty 3005.544365 = -616888.500929 nChanged 71 SP:Iteration 32Q (3233.777264 sec): 3 clusters Score: Raw -619916.018424 + Penalty 3005.544365 = -616910.474059 nChanged 75 SP:Iteration 33Q (3233.804357 sec): 3 clusters Score: Raw -619937.873843 + Penalty 3005.544365 = -616932.329478 nChanged 79 SP:Iteration 34Q (3233.831520 sec): 3 clusters Score: Raw -619960.900002 + Penalty 3005.544365 = -616955.355636 nChanged 69 SP:Iteration 35Q (3233.858500 sec): 3 clusters Score: Raw -619979.711223 + Penalty 3005.544365 = -616974.166858 nChanged 68 SP:Iteration 36Q (3233.885467 sec): 3 clusters Score: Raw -619999.569952 + Penalty 3005.544365 = -616994.025586 nChanged 59 SP:Iteration 37Q (3233.912259 sec): 3 clusters Score: Raw -620016.489133 + Penalty 3005.544365 = -617010.944768 nChanged 56 SP:Iteration 38Q (3233.939221 sec): 3 clusters Score: Raw -620029.849609 + Penalty 3005.544365 = -617024.305244 nChanged 41 SP:Iteration 39Q (3233.966188 sec): 3 clusters Score: Raw -620041.286925 + Penalty 3005.544365 = -617035.742560 nChanged 52 SP:Iteration 40F (3233.994645 sec): 3 clusters Score: Raw -620057.864986 + Penalty 3005.544365 = -617052.320621 nChanged 48 SP:Iteration 41Q (3234.022560 sec): 3 clusters Score: Raw -620068.956239 + Penalty 3005.544365 = -617063.411874 nChanged 42 SP:Iteration 42Q (3234.049572 sec): 3 clusters Score: Raw -620080.938831 + Penalty 3005.544365 = -617075.394466 nChanged 37 SP:Iteration 43Q (3234.076536 sec): 3 clusters Score: Raw -620089.760391 + Penalty 3005.544365 = -617084.216026 nChanged 32 SP:Iteration 44Q (3234.135672 sec): 3 clusters Score: Raw -620097.704800 + Penalty 3005.544365 = -617092.160435 nChanged 32 SP:Iteration 45Q (3234.171395 sec): 3 clusters Score: Raw -620104.982162 + Penalty 3005.544365 = -617099.437797 nChanged 31 SP:Iteration 46Q (3234.198270 sec): 3 clusters Score: Raw -620112.153519 + Penalty 3005.544365 = -617106.609154 nChanged 31 SP:Iteration 47Q (3234.225135 sec): 3 clusters Score: Raw -620118.988012 + Penalty 3005.544365 = -617113.443647 nChanged 32 SP:Iteration 48Q (3234.251728 sec): 3 clusters Score: Raw -620126.194528 + Penalty 3005.544365 = -617120.650162 nChanged 31 SP:Iteration 49Q (3234.278521 sec): 3 clusters Score: Raw -620133.806061 + Penalty 3005.544365 = -617128.261696 nChanged 47 SP:Iteration 50Q (3234.305334 sec): 3 clusters Score: Raw -620147.522744 + Penalty 3005.544365 = -617141.978379 nChanged 50 SP:Iteration 51Q (3234.332245 sec): 3 clusters Score: Raw -620164.475227 + Penalty 3005.544365 = -617158.930862 nChanged 57 SP:Iteration 52Q (3234.358684 sec): 3 clusters Score: Raw -620183.996308 + Penalty 3005.544365 = -617178.451942 nChanged 53 SP:Iteration 53Q (3234.385058 sec): 3 clusters Score: Raw -620204.590380 + Penalty 3005.544365 = -617199.046015 nChanged 59 SP:Iteration 54Q (3234.411850 sec): 3 clusters Score: Raw -620225.134640 + Penalty 3005.544365 = -617219.590274 nChanged 62 SP:Iteration 55Q (3234.438574 sec): 3 clusters Score: Raw -620252.289429 + Penalty 3005.544365 = -617246.745064 nChanged 63 SP:Iteration 56Q (3234.465021 sec): 3 clusters Score: Raw -620277.962342 + Penalty 3005.544365 = -617272.417977 nChanged 53 SP:Iteration 57Q (3234.491536 sec): 3 clusters Score: Raw -620295.016128 + Penalty 3005.544365 = -617289.471763 nChanged 40 SP:Iteration 58Q (3234.517861 sec): 3 clusters Score: Raw -620307.775820 + Penalty 3005.544365 = -617302.231455 nChanged 43 SP:Iteration 59Q (3234.544026 sec): 3 clusters Score: Raw -620320.284922 + Penalty 3005.544365 = -617314.740556 nChanged 37 SP:Iteration 60F (3234.572494 sec): 3 clusters Score: Raw -620332.854025 + Penalty 3005.544365 = -617327.309659 nChanged 41 SP:Iteration 61Q (3234.598667 sec): 3 clusters Score: Raw -620346.431323 + Penalty 3005.544365 = -617340.886957 nChanged 39 SP:Iteration 62Q (3234.624682 sec): 3 clusters Score: Raw -620359.017841 + Penalty 3005.544365 = -617353.473475 nChanged 34 SP:Iteration 63Q (3234.650812 sec): 3 clusters Score: Raw -620371.132162 + Penalty 3005.544365 = -617365.587796 nChanged 38 SP:Iteration 64Q (3234.676894 sec): 3 clusters Score: Raw -620381.733119 + Penalty 3005.544365 = -617376.188754 nChanged 20 SP:Iteration 65Q (3234.703139 sec): 3 clusters Score: Raw -620385.601867 + Penalty 3005.544365 = -617380.057501 nChanged 20 SP:Iteration 66Q (3234.729277 sec): 3 clusters Score: Raw -620389.560223 + Penalty 3005.544365 = -617384.015857 nChanged 18 SP:Iteration 67Q (3234.755168 sec): 3 clusters Score: Raw -620392.967191 + Penalty 3005.544365 = -617387.422826 nChanged 16 SP:Iteration 68Q (3234.781455 sec): 3 clusters Score: Raw -620396.655934 + Penalty 3005.544365 = -617391.111569 nChanged 15 SP:Iteration 69Q (3234.807466 sec): 3 clusters Score: Raw -620399.623669 + Penalty 3005.544365 = -617394.079304 nChanged 11 SP:Iteration 70Q (3234.833324 sec): 3 clusters Score: Raw -620402.718685 + Penalty 3005.544365 = -617397.174320 nChanged 19 SP:Iteration 71Q (3234.859242 sec): 3 clusters Score: Raw -620409.662556 + Penalty 3005.544365 = -617404.118191 nChanged 24 SP:Iteration 72Q (3234.885290 sec): 3 clusters Score: Raw -620415.996976 + Penalty 3005.544365 = -617410.452610 nChanged 22 SP:Iteration 73Q (3234.911311 sec): 3 clusters Score: Raw -620422.188367 + Penalty 3005.544365 = -617416.644002 nChanged 17 SP:Iteration 74Q (3234.937197 sec): 3 clusters Score: Raw -620428.297349 + Penalty 3005.544365 = -617422.752984 nChanged 17 SP:Iteration 75Q (3234.963167 sec): 3 clusters Score: Raw -620434.331560 + Penalty 3005.544365 = -617428.787195 nChanged 23 SP:Iteration 76Q (3234.989134 sec): 3 clusters Score: Raw -620441.704837 + Penalty 3005.544365 = -617436.160472 nChanged 17 SP:Iteration 77Q (3235.015030 sec): 3 clusters Score: Raw -620447.438334 + Penalty 3005.544365 = -617441.893968 nChanged 16 SP:Iteration 78Q (3235.040852 sec): 3 clusters Score: Raw -620452.227701 + Penalty 3005.544365 = -617446.683335 nChanged 16 SP:Iteration 79Q (3235.066749 sec): 3 clusters Score: Raw -620456.999768 + Penalty 3005.544365 = -617451.455403 nChanged 16 SP:Iteration 80F (3235.095123 sec): 3 clusters Score: Raw -620461.728976 + Penalty 3005.544365 = -617456.184611 nChanged 7 SP:Iteration 81Q (3235.120868 sec): 3 clusters Score: Raw -620462.762585 + Penalty 3005.544365 = -617457.218219 nChanged 8 SP:Iteration 82Q (3235.146771 sec): 3 clusters Score: Raw -620463.942898 + Penalty 3005.544365 = -617458.398532 nChanged 5 SP:Iteration 83Q (3235.172538 sec): 3 clusters Score: Raw -620464.728518 + Penalty 3005.544365 = -617459.184152 nChanged 5 SP:Iteration 84Q (3235.198346 sec): 3 clusters Score: Raw -620465.667880 + Penalty 3005.544365 = -617460.123515 nChanged 8 SP:Iteration 85Q (3235.224045 sec): 3 clusters Score: Raw -620467.525304 + Penalty 3005.544365 = -617461.980939 nChanged 6 SP:Iteration 86Q (3235.249863 sec): 3 clusters Score: Raw -620469.938073 + Penalty 3005.544365 = -617464.393708 nChanged 9 SP:Iteration 87Q (3235.275539 sec): 3 clusters Score: Raw -620472.324706 + Penalty 3005.544365 = -617466.780340 nChanged 4 SP:Iteration 88Q (3235.301585 sec): 3 clusters Score: Raw -620473.361184 + Penalty 3005.544365 = -617467.816819 nChanged 6 SP:Iteration 89Q (3235.327487 sec): 3 clusters Score: Raw -620474.616281 + Penalty 3005.544365 = -617469.071915 nChanged 4 SP:Iteration 90Q (3235.353175 sec): 3 clusters Score: Raw -620475.525204 + Penalty 3005.544365 = -617469.980838 nChanged 6 SP:Iteration 91Q (3235.378801 sec): 3 clusters Score: Raw -620477.616287 + Penalty 3005.544365 = -617472.071922 nChanged 6 SP:Iteration 92Q (3235.404481 sec): 3 clusters Score: Raw -620478.837337 + Penalty 3005.544365 = -617473.292972 nChanged 5 SP:Iteration 93Q (3235.430618 sec): 3 clusters Score: Raw -620480.180751 + Penalty 3005.544365 = -617474.636386 nChanged 2 SP:Iteration 94Q (3235.456457 sec): 3 clusters Score: Raw -620480.336226 + Penalty 3005.544365 = -617474.791860 nChanged 2 SP:Iteration 95Q (3235.482234 sec): 3 clusters Score: Raw -620480.791762 + Penalty 3005.544365 = -617475.247396 nChanged 2 SP:Iteration 96Q (3235.508007 sec): 3 clusters Score: Raw -620481.260681 + Penalty 3005.544365 = -617475.716316 nChanged 3 SP:Iteration 97Q (3235.533635 sec): 3 clusters Score: Raw -620482.008538 + Penalty 3005.544365 = -617476.464173 nChanged 3 SP:Iteration 98Q (3235.559485 sec): 3 clusters Score: Raw -620482.926826 + Penalty 3005.544365 = -617477.382461 nChanged 6 SP:Iteration 99Q (3235.585197 sec): 3 clusters Score: Raw -620484.338397 + Penalty 3005.544365 = -617478.794032 nChanged 4 SP:Iteration 100F (3235.613730 sec): 3 clusters Score: Raw -620485.317237 + Penalty 3005.544365 = -617479.772872 nChanged 5 SP:Iteration 101Q (3235.639461 sec): 3 clusters Score: Raw -620485.776735 + Penalty 3005.544365 = -617480.232369 nChanged 2 SP:Iteration 102Q (3235.665254 sec): 3 clusters Score: Raw -620485.948972 + Penalty 3005.544365 = -617480.404606 nChanged 1 SP:Iteration 103Q (3235.691035 sec): 3 clusters Score: Raw -620485.982435 + Penalty 3005.544365 = -617480.438070 nChanged 0 SP:Iteration 104F (3235.719425 sec): 3 clusters Score: Raw -620485.982435 + Penalty 3005.544365 = -617480.438070 nChanged 0 Trying to split cluster 34 (11912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3235.744615 sec): 2 clusters Score: Raw -812602.188853 + Penalty 1525.111506 = -811077.077347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3235.776531 sec): 3 clusters Score: Raw -805708.618229 + Penalty 3050.223012 = -802658.395218 nChanged 5162 SP:Iteration 1F (3235.807070 sec): 3 clusters Score: Raw -808531.283255 + Penalty 3050.223012 = -805481.060243 nChanged 721 SP:Iteration 2F (3235.838214 sec): 3 clusters Score: Raw -808843.653890 + Penalty 3050.223012 = -805793.430878 nChanged 617 SP:Iteration 3F (3235.869048 sec): 3 clusters Score: Raw -809065.803998 + Penalty 3050.223012 = -806015.580986 nChanged 473 SP:Iteration 4Q (3235.900403 sec): 3 clusters Score: Raw -809229.230411 + Penalty 3050.223012 = -806179.007399 nChanged 400 SP:Iteration 5Q (3235.931344 sec): 3 clusters Score: Raw -809362.929389 + Penalty 3050.223012 = -806312.706377 nChanged 360 SP:Iteration 6Q (3235.962381 sec): 3 clusters Score: Raw -809478.686949 + Penalty 3050.223012 = -806428.463937 nChanged 327 SP:Iteration 7Q (3235.993434 sec): 3 clusters Score: Raw -809576.263299 + Penalty 3050.223012 = -806526.040287 nChanged 313 SP:Iteration 8Q (3236.024408 sec): 3 clusters Score: Raw -809664.180493 + Penalty 3050.223012 = -806613.957482 nChanged 280 SP:Iteration 9Q (3236.055455 sec): 3 clusters Score: Raw -809748.358538 + Penalty 3050.223012 = -806698.135526 nChanged 291 SP:Iteration 10Q (3236.086417 sec): 3 clusters Score: Raw -809855.399936 + Penalty 3050.223012 = -806805.176925 nChanged 310 SP:Iteration 11Q (3236.117653 sec): 3 clusters Score: Raw -809981.724998 + Penalty 3050.223012 = -806931.501986 nChanged 344 SP:Iteration 12Q (3236.148668 sec): 3 clusters Score: Raw -810120.656581 + Penalty 3050.223012 = -807070.433569 nChanged 344 SP:Iteration 13Q (3236.179787 sec): 3 clusters Score: Raw -810281.701028 + Penalty 3050.223012 = -807231.478017 nChanged 337 SP:Iteration 14Q (3236.210644 sec): 3 clusters Score: Raw -810451.344790 + Penalty 3050.223012 = -807401.121778 nChanged 373 SP:Iteration 15Q (3236.241399 sec): 3 clusters Score: Raw -810664.834397 + Penalty 3050.223012 = -807614.611385 nChanged 394 SP:Iteration 16Q (3236.272155 sec): 3 clusters Score: Raw -810880.914115 + Penalty 3050.223012 = -807830.691103 nChanged 353 SP:Iteration 17Q (3236.302515 sec): 3 clusters Score: Raw -811056.354631 + Penalty 3050.223012 = -808006.131620 nChanged 287 SP:Iteration 18Q (3236.332966 sec): 3 clusters Score: Raw -811186.776157 + Penalty 3050.223012 = -808136.553145 nChanged 261 SP:Iteration 19Q (3236.362940 sec): 3 clusters Score: Raw -811298.982772 + Penalty 3050.223012 = -808248.759761 nChanged 231 SP:Iteration 20F (3236.393602 sec): 3 clusters Score: Raw -811391.953028 + Penalty 3050.223012 = -808341.730016 nChanged 201 SP:Iteration 21Q (3236.423093 sec): 3 clusters Score: Raw -811463.807266 + Penalty 3050.223012 = -808413.584254 nChanged 179 SP:Iteration 22Q (3236.458503 sec): 3 clusters Score: Raw -811523.934779 + Penalty 3050.223012 = -808473.711767 nChanged 152 SP:Iteration 23Q (3236.487999 sec): 3 clusters Score: Raw -811579.767365 + Penalty 3050.223012 = -808529.544354 nChanged 142 SP:Iteration 24Q (3236.517305 sec): 3 clusters Score: Raw -811627.044876 + Penalty 3050.223012 = -808576.821864 nChanged 129 SP:Iteration 25Q (3236.546430 sec): 3 clusters Score: Raw -811666.587409 + Penalty 3050.223012 = -808616.364397 nChanged 137 SP:Iteration 26Q (3236.575334 sec): 3 clusters Score: Raw -811706.463449 + Penalty 3050.223012 = -808656.240437 nChanged 129 SP:Iteration 27Q (3236.604477 sec): 3 clusters Score: Raw -811749.594509 + Penalty 3050.223012 = -808699.371497 nChanged 147 SP:Iteration 28Q (3236.633324 sec): 3 clusters Score: Raw -811803.423397 + Penalty 3050.223012 = -808753.200385 nChanged 152 SP:Iteration 29Q (3236.662175 sec): 3 clusters Score: Raw -811863.519994 + Penalty 3050.223012 = -808813.296982 nChanged 136 SP:Iteration 30Q (3236.690601 sec): 3 clusters Score: Raw -811916.711372 + Penalty 3050.223012 = -808866.488360 nChanged 139 SP:Iteration 31Q (3236.718905 sec): 3 clusters Score: Raw -811975.812239 + Penalty 3050.223012 = -808925.589228 nChanged 135 SP:Iteration 32Q (3236.747111 sec): 3 clusters Score: Raw -812029.229669 + Penalty 3050.223012 = -808979.006658 nChanged 107 SP:Iteration 33Q (3236.775342 sec): 3 clusters Score: Raw -812068.891311 + Penalty 3050.223012 = -809018.668300 nChanged 110 SP:Iteration 34Q (3236.803240 sec): 3 clusters Score: Raw -812115.454818 + Penalty 3050.223012 = -809065.231806 nChanged 116 SP:Iteration 35Q (3236.831070 sec): 3 clusters Score: Raw -812161.648949 + Penalty 3050.223012 = -809111.425938 nChanged 107 SP:Iteration 36Q (3236.859045 sec): 3 clusters Score: Raw -812204.076611 + Penalty 3050.223012 = -809153.853599 nChanged 97 SP:Iteration 37Q (3236.886573 sec): 3 clusters Score: Raw -812245.097235 + Penalty 3050.223012 = -809194.874223 nChanged 98 SP:Iteration 38Q (3236.914169 sec): 3 clusters Score: Raw -812289.433976 + Penalty 3050.223012 = -809239.210965 nChanged 86 SP:Iteration 39Q (3236.942002 sec): 3 clusters Score: Raw -812325.305736 + Penalty 3050.223012 = -809275.082725 nChanged 71 SP:Iteration 40F (3236.973014 sec): 3 clusters Score: Raw -812356.811389 + Penalty 3050.223012 = -809306.588378 nChanged 68 SP:Iteration 41Q (3237.000490 sec): 3 clusters Score: Raw -812390.183060 + Penalty 3050.223012 = -809339.960048 nChanged 74 SP:Iteration 42Q (3237.027803 sec): 3 clusters Score: Raw -812423.068044 + Penalty 3050.223012 = -809372.845032 nChanged 62 SP:Iteration 43Q (3237.054997 sec): 3 clusters Score: Raw -812451.284275 + Penalty 3050.223012 = -809401.061264 nChanged 51 SP:Iteration 44Q (3237.082164 sec): 3 clusters Score: Raw -812474.855833 + Penalty 3050.223012 = -809424.632822 nChanged 47 SP:Iteration 45Q (3237.109402 sec): 3 clusters Score: Raw -812497.818527 + Penalty 3050.223012 = -809447.595516 nChanged 48 SP:Iteration 46Q (3237.136301 sec): 3 clusters Score: Raw -812524.499873 + Penalty 3050.223012 = -809474.276861 nChanged 52 SP:Iteration 47Q (3237.163340 sec): 3 clusters Score: Raw -812557.399110 + Penalty 3050.223012 = -809507.176099 nChanged 60 SP:Iteration 48Q (3237.190428 sec): 3 clusters Score: Raw -812591.641259 + Penalty 3050.223012 = -809541.418247 nChanged 46 SP:Iteration 49Q (3237.217423 sec): 3 clusters Score: Raw -812615.411369 + Penalty 3050.223012 = -809565.188357 nChanged 40 SP:Iteration 50Q (3237.244086 sec): 3 clusters Score: Raw -812642.987066 + Penalty 3050.223012 = -809592.764054 nChanged 40 SP:Iteration 51Q (3237.270804 sec): 3 clusters Score: Raw -812666.091706 + Penalty 3050.223012 = -809615.868695 nChanged 29 SP:Iteration 52Q (3237.297607 sec): 3 clusters Score: Raw -812681.064014 + Penalty 3050.223012 = -809630.841002 nChanged 21 SP:Iteration 53Q (3237.324244 sec): 3 clusters Score: Raw -812692.118377 + Penalty 3050.223012 = -809641.895365 nChanged 21 SP:Iteration 54Q (3237.350868 sec): 3 clusters Score: Raw -812705.330499 + Penalty 3050.223012 = -809655.107488 nChanged 18 SP:Iteration 55Q (3237.377645 sec): 3 clusters Score: Raw -812716.164705 + Penalty 3050.223012 = -809665.941693 nChanged 16 SP:Iteration 56Q (3237.404171 sec): 3 clusters Score: Raw -812726.383917 + Penalty 3050.223012 = -809676.160906 nChanged 18 SP:Iteration 57Q (3237.430633 sec): 3 clusters Score: Raw -812739.731965 + Penalty 3050.223012 = -809689.508953 nChanged 18 SP:Iteration 58Q (3237.457368 sec): 3 clusters Score: Raw -812750.012584 + Penalty 3050.223012 = -809699.789573 nChanged 12 SP:Iteration 59Q (3237.483960 sec): 3 clusters Score: Raw -812757.895119 + Penalty 3050.223012 = -809707.672107 nChanged 14 SP:Iteration 60F (3237.514488 sec): 3 clusters Score: Raw -812766.479186 + Penalty 3050.223012 = -809716.256174 nChanged 11 SP:Iteration 61Q (3237.541144 sec): 3 clusters Score: Raw -812776.665913 + Penalty 3050.223012 = -809726.442902 nChanged 3 SP:Iteration 62Q (3237.567657 sec): 3 clusters Score: Raw -812778.133950 + Penalty 3050.223012 = -809727.910938 nChanged 5 SP:Iteration 63Q (3237.594154 sec): 3 clusters Score: Raw -812781.477399 + Penalty 3050.223012 = -809731.254387 nChanged 6 SP:Iteration 64Q (3237.620556 sec): 3 clusters Score: Raw -812785.896183 + Penalty 3050.223012 = -809735.673171 nChanged 3 SP:Iteration 65Q (3237.647182 sec): 3 clusters Score: Raw -812787.305469 + Penalty 3050.223012 = -809737.082457 nChanged 1 SP:Iteration 66Q (3237.673607 sec): 3 clusters Score: Raw -812788.325694 + Penalty 3050.223012 = -809738.102683 nChanged 1 SP:Iteration 67Q (3237.699965 sec): 3 clusters Score: Raw -812788.519311 + Penalty 3050.223012 = -809738.296299 nChanged 0 SP:Iteration 68F (3237.730706 sec): 3 clusters Score: Raw -812788.519311 + Penalty 3050.223012 = -809738.296299 nChanged 0 Iteration 179Q (3241.491728 sec): 35 clusters Score: Raw -27542218.432370 + Penalty 71752.754436 = -27470465.677934 nChanged 8 Iteration 180F (3250.151742 sec): 35 clusters Score: Raw -27542218.874622 + Penalty 71752.754436 = -27470466.120187 nChanged 7 Iteration 181Q (3254.216813 sec): 35 clusters Score: Raw -27542219.234541 + Penalty 71752.754436 = -27470466.480105 nChanged 4 Iteration 182Q (3257.918617 sec): 35 clusters Score: Raw -27542219.720043 + Penalty 71752.754436 = -27470466.965607 nChanged 12 Iteration 183Q (3261.667030 sec): 35 clusters Score: Raw -27542220.694853 + Penalty 71752.754436 = -27470467.940417 nChanged 9 Iteration 184Q (3265.661182 sec): 35 clusters Score: Raw -27542221.149214 + Penalty 71752.754436 = -27470468.394778 nChanged 10 Iteration 185Q (3269.675303 sec): 35 clusters Score: Raw -27542221.900783 + Penalty 71752.754436 = -27470469.146347 nChanged 12 Iteration 186Q (3273.675884 sec): 35 clusters Score: Raw -27542222.382324 + Penalty 71752.754436 = -27470469.627888 nChanged 8 Iteration 187Q (3277.668471 sec): 35 clusters Score: Raw -27542222.754504 + Penalty 71752.754436 = -27470470.000068 nChanged 7 Iteration 188Q (3281.666917 sec): 35 clusters Score: Raw -27542223.168138 + Penalty 71752.754436 = -27470470.413702 nChanged 10 Iteration 189Q (3285.657587 sec): 35 clusters Score: Raw -27542223.542732 + Penalty 71752.754436 = -27470470.788296 nChanged 10 Iteration 190Q (3289.648514 sec): 35 clusters Score: Raw -27542224.108044 + Penalty 71752.754436 = -27470471.353608 nChanged 8 Iteration 191Q (3293.632819 sec): 35 clusters Score: Raw -27542224.501962 + Penalty 71752.754436 = -27470471.747526 nChanged 6 Iteration 192Q (3297.642769 sec): 35 clusters Score: Raw -27542224.764309 + Penalty 71752.754436 = -27470472.009873 nChanged 6 Iteration 193Q (3301.636603 sec): 35 clusters Score: Raw -27542225.215794 + Penalty 71752.754436 = -27470472.461358 nChanged 10 Iteration 194Q (3305.646872 sec): 35 clusters Score: Raw -27542225.782709 + Penalty 71752.754436 = -27470473.028274 nChanged 7 Iteration 195Q (3309.637529 sec): 35 clusters Score: Raw -27542226.177607 + Penalty 71752.754436 = -27470473.423172 nChanged 6 Iteration 196Q (3313.650005 sec): 35 clusters Score: Raw -27542226.391967 + Penalty 71752.754436 = -27470473.637531 nChanged 4 Iteration 197Q (3317.637629 sec): 35 clusters Score: Raw -27542226.550633 + Penalty 71752.754436 = -27470473.796197 nChanged 0 Iteration 198F (3326.305260 sec): 35 clusters Score: Raw -27542226.550633 + Penalty 71752.754436 = -27470473.796197 nChanged 0 Compute initial score before splitting: Score: Raw -27542226.550633 + Penalty 71752.754436 = -27470473.796197 Trying to split cluster 1 (10611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3326.366159 sec): 2 clusters Score: Raw -711100.521130 + Penalty 1506.317553 = -709594.203578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3326.395448 sec): 3 clusters Score: Raw -705113.387586 + Penalty 3012.635105 = -702100.752481 nChanged 4580 SP:Iteration 1F (3326.423876 sec): 3 clusters Score: Raw -707859.162199 + Penalty 3012.635105 = -704846.527094 nChanged 811 SP:Iteration 2F (3326.452193 sec): 3 clusters Score: Raw -708314.256343 + Penalty 3012.635105 = -705301.621237 nChanged 676 SP:Iteration 3F (3326.480417 sec): 3 clusters Score: Raw -708703.046463 + Penalty 3012.635105 = -705690.411358 nChanged 594 SP:Iteration 4F (3326.508870 sec): 3 clusters Score: Raw -709082.915444 + Penalty 3012.635105 = -706070.280339 nChanged 636 SP:Iteration 5F (3326.537178 sec): 3 clusters Score: Raw -709476.263697 + Penalty 3012.635105 = -706463.628592 nChanged 543 SP:Iteration 6F (3326.565473 sec): 3 clusters Score: Raw -709793.910319 + Penalty 3012.635105 = -706781.275214 nChanged 425 SP:Iteration 7Q (3326.593894 sec): 3 clusters Score: Raw -710048.819013 + Penalty 3012.635105 = -707036.183908 nChanged 380 SP:Iteration 8Q (3326.622386 sec): 3 clusters Score: Raw -710261.265370 + Penalty 3012.635105 = -707248.630265 nChanged 304 SP:Iteration 9Q (3326.650829 sec): 3 clusters Score: Raw -710417.038007 + Penalty 3012.635105 = -707404.402902 nChanged 240 SP:Iteration 10Q (3326.679064 sec): 3 clusters Score: Raw -710544.281740 + Penalty 3012.635105 = -707531.646635 nChanged 201 SP:Iteration 11Q (3326.707121 sec): 3 clusters Score: Raw -710636.973423 + Penalty 3012.635105 = -707624.338318 nChanged 168 SP:Iteration 12Q (3326.734936 sec): 3 clusters Score: Raw -710711.312938 + Penalty 3012.635105 = -707698.677833 nChanged 143 SP:Iteration 13Q (3326.762469 sec): 3 clusters Score: Raw -710769.283845 + Penalty 3012.635105 = -707756.648739 nChanged 131 SP:Iteration 14Q (3326.790084 sec): 3 clusters Score: Raw -710828.770867 + Penalty 3012.635105 = -707816.135762 nChanged 134 SP:Iteration 15Q (3326.817626 sec): 3 clusters Score: Raw -710884.300003 + Penalty 3012.635105 = -707871.664898 nChanged 106 SP:Iteration 16Q (3326.844805 sec): 3 clusters Score: Raw -710926.204842 + Penalty 3012.635105 = -707913.569737 nChanged 89 SP:Iteration 17Q (3326.871999 sec): 3 clusters Score: Raw -710960.891557 + Penalty 3012.635105 = -707948.256451 nChanged 85 SP:Iteration 18Q (3326.898934 sec): 3 clusters Score: Raw -710987.549526 + Penalty 3012.635105 = -707974.914421 nChanged 69 SP:Iteration 19Q (3326.925995 sec): 3 clusters Score: Raw -711012.174039 + Penalty 3012.635105 = -707999.538933 nChanged 81 SP:Iteration 20F (3326.954380 sec): 3 clusters Score: Raw -711041.579149 + Penalty 3012.635105 = -708028.944044 nChanged 71 SP:Iteration 21Q (3326.981151 sec): 3 clusters Score: Raw -711067.964508 + Penalty 3012.635105 = -708055.329403 nChanged 62 SP:Iteration 22Q (3327.007742 sec): 3 clusters Score: Raw -711088.178630 + Penalty 3012.635105 = -708075.543525 nChanged 55 SP:Iteration 23Q (3327.034467 sec): 3 clusters Score: Raw -711106.217902 + Penalty 3012.635105 = -708093.582796 nChanged 43 SP:Iteration 24Q (3327.060921 sec): 3 clusters Score: Raw -711119.191017 + Penalty 3012.635105 = -708106.555911 nChanged 41 SP:Iteration 25Q (3327.087394 sec): 3 clusters Score: Raw -711133.455201 + Penalty 3012.635105 = -708120.820096 nChanged 34 SP:Iteration 26Q (3327.113710 sec): 3 clusters Score: Raw -711144.958655 + Penalty 3012.635105 = -708132.323549 nChanged 41 SP:Iteration 27Q (3327.140026 sec): 3 clusters Score: Raw -711160.298672 + Penalty 3012.635105 = -708147.663566 nChanged 44 SP:Iteration 28Q (3327.166365 sec): 3 clusters Score: Raw -711176.003897 + Penalty 3012.635105 = -708163.368791 nChanged 45 SP:Iteration 29Q (3327.192666 sec): 3 clusters Score: Raw -711191.836305 + Penalty 3012.635105 = -708179.201200 nChanged 39 SP:Iteration 30Q (3327.218748 sec): 3 clusters Score: Raw -711203.385915 + Penalty 3012.635105 = -708190.750810 nChanged 32 SP:Iteration 31Q (3327.244888 sec): 3 clusters Score: Raw -711213.568868 + Penalty 3012.635105 = -708200.933763 nChanged 33 SP:Iteration 32Q (3327.271056 sec): 3 clusters Score: Raw -711223.673670 + Penalty 3012.635105 = -708211.038565 nChanged 26 SP:Iteration 33Q (3327.297290 sec): 3 clusters Score: Raw -711232.799527 + Penalty 3012.635105 = -708220.164422 nChanged 24 SP:Iteration 34Q (3327.323257 sec): 3 clusters Score: Raw -711242.030139 + Penalty 3012.635105 = -708229.395034 nChanged 30 SP:Iteration 35Q (3327.349423 sec): 3 clusters Score: Raw -711253.053591 + Penalty 3012.635105 = -708240.418486 nChanged 28 SP:Iteration 36Q (3327.375369 sec): 3 clusters Score: Raw -711262.166201 + Penalty 3012.635105 = -708249.531096 nChanged 23 SP:Iteration 37Q (3327.401751 sec): 3 clusters Score: Raw -711269.163774 + Penalty 3012.635105 = -708256.528669 nChanged 20 SP:Iteration 38Q (3327.427658 sec): 3 clusters Score: Raw -711274.237913 + Penalty 3012.635105 = -708261.602808 nChanged 17 SP:Iteration 39Q (3327.453654 sec): 3 clusters Score: Raw -711278.791033 + Penalty 3012.635105 = -708266.155928 nChanged 16 SP:Iteration 40F (3327.481952 sec): 3 clusters Score: Raw -711282.843872 + Penalty 3012.635105 = -708270.208767 nChanged 14 SP:Iteration 41Q (3327.507919 sec): 3 clusters Score: Raw -711286.764949 + Penalty 3012.635105 = -708274.129844 nChanged 16 SP:Iteration 42Q (3327.533881 sec): 3 clusters Score: Raw -711290.682268 + Penalty 3012.635105 = -708278.047162 nChanged 18 SP:Iteration 43Q (3327.559925 sec): 3 clusters Score: Raw -711297.121371 + Penalty 3012.635105 = -708284.486266 nChanged 21 SP:Iteration 44Q (3327.585918 sec): 3 clusters Score: Raw -711303.424523 + Penalty 3012.635105 = -708290.789418 nChanged 22 SP:Iteration 45Q (3327.611898 sec): 3 clusters Score: Raw -711312.183721 + Penalty 3012.635105 = -708299.548616 nChanged 24 SP:Iteration 46Q (3327.637762 sec): 3 clusters Score: Raw -711322.906873 + Penalty 3012.635105 = -708310.271767 nChanged 20 SP:Iteration 47Q (3327.663635 sec): 3 clusters Score: Raw -711329.644616 + Penalty 3012.635105 = -708317.009511 nChanged 14 SP:Iteration 48Q (3327.689377 sec): 3 clusters Score: Raw -711336.292529 + Penalty 3012.635105 = -708323.657424 nChanged 22 SP:Iteration 49Q (3327.715019 sec): 3 clusters Score: Raw -711345.596902 + Penalty 3012.635105 = -708332.961797 nChanged 26 SP:Iteration 50Q (3327.740928 sec): 3 clusters Score: Raw -711359.970575 + Penalty 3012.635105 = -708347.335470 nChanged 18 SP:Iteration 51Q (3327.766774 sec): 3 clusters Score: Raw -711368.559042 + Penalty 3012.635105 = -708355.923936 nChanged 13 SP:Iteration 52Q (3327.792523 sec): 3 clusters Score: Raw -711373.337150 + Penalty 3012.635105 = -708360.702045 nChanged 14 SP:Iteration 53Q (3327.818120 sec): 3 clusters Score: Raw -711377.431924 + Penalty 3012.635105 = -708364.796818 nChanged 8 SP:Iteration 54Q (3327.843742 sec): 3 clusters Score: Raw -711380.132942 + Penalty 3012.635105 = -708367.497836 nChanged 10 SP:Iteration 55Q (3327.869266 sec): 3 clusters Score: Raw -711383.453319 + Penalty 3012.635105 = -708370.818214 nChanged 9 SP:Iteration 56Q (3327.895048 sec): 3 clusters Score: Raw -711387.272528 + Penalty 3012.635105 = -708374.637423 nChanged 11 SP:Iteration 57Q (3327.920761 sec): 3 clusters Score: Raw -711393.022663 + Penalty 3012.635105 = -708380.387558 nChanged 24 SP:Iteration 58Q (3327.946363 sec): 3 clusters Score: Raw -711403.601740 + Penalty 3012.635105 = -708390.966635 nChanged 22 SP:Iteration 59Q (3327.972015 sec): 3 clusters Score: Raw -711414.029763 + Penalty 3012.635105 = -708401.394658 nChanged 21 SP:Iteration 60F (3328.000281 sec): 3 clusters Score: Raw -711424.590951 + Penalty 3012.635105 = -708411.955846 nChanged 24 SP:Iteration 61Q (3328.026222 sec): 3 clusters Score: Raw -711434.557592 + Penalty 3012.635105 = -708421.922487 nChanged 31 SP:Iteration 62Q (3328.051679 sec): 3 clusters Score: Raw -711444.781918 + Penalty 3012.635105 = -708432.146813 nChanged 19 SP:Iteration 63Q (3328.077291 sec): 3 clusters Score: Raw -711452.167096 + Penalty 3012.635105 = -708439.531991 nChanged 17 SP:Iteration 64Q (3328.102783 sec): 3 clusters Score: Raw -711457.207734 + Penalty 3012.635105 = -708444.572628 nChanged 20 SP:Iteration 65Q (3328.128395 sec): 3 clusters Score: Raw -711465.614112 + Penalty 3012.635105 = -708452.979006 nChanged 17 SP:Iteration 66Q (3328.153953 sec): 3 clusters Score: Raw -711472.285737 + Penalty 3012.635105 = -708459.650632 nChanged 18 SP:Iteration 67Q (3328.179552 sec): 3 clusters Score: Raw -711481.157528 + Penalty 3012.635105 = -708468.522423 nChanged 23 SP:Iteration 68Q (3328.205306 sec): 3 clusters Score: Raw -711490.754765 + Penalty 3012.635105 = -708478.119659 nChanged 21 SP:Iteration 69Q (3328.240951 sec): 3 clusters Score: Raw -711500.097384 + Penalty 3012.635105 = -708487.462279 nChanged 19 SP:Iteration 70Q (3328.266907 sec): 3 clusters Score: Raw -711508.559947 + Penalty 3012.635105 = -708495.924841 nChanged 15 SP:Iteration 71Q (3328.301126 sec): 3 clusters Score: Raw -711515.104073 + Penalty 3012.635105 = -708502.468967 nChanged 8 SP:Iteration 72Q (3328.326529 sec): 3 clusters Score: Raw -711519.079773 + Penalty 3012.635105 = -708506.444668 nChanged 7 SP:Iteration 73Q (3328.351906 sec): 3 clusters Score: Raw -711521.623908 + Penalty 3012.635105 = -708508.988803 nChanged 5 SP:Iteration 74Q (3328.377333 sec): 3 clusters Score: Raw -711523.206182 + Penalty 3012.635105 = -708510.571077 nChanged 5 SP:Iteration 75Q (3328.402820 sec): 3 clusters Score: Raw -711525.917634 + Penalty 3012.635105 = -708513.282528 nChanged 3 SP:Iteration 76Q (3328.428103 sec): 3 clusters Score: Raw -711527.122051 + Penalty 3012.635105 = -708514.486946 nChanged 3 SP:Iteration 77Q (3328.453610 sec): 3 clusters Score: Raw -711528.005408 + Penalty 3012.635105 = -708515.370303 nChanged 3 SP:Iteration 78Q (3328.478970 sec): 3 clusters Score: Raw -711529.354454 + Penalty 3012.635105 = -708516.719348 nChanged 3 SP:Iteration 79Q (3328.504260 sec): 3 clusters Score: Raw -711530.170502 + Penalty 3012.635105 = -708517.535397 nChanged 2 SP:Iteration 80F (3328.532415 sec): 3 clusters Score: Raw -711530.650424 + Penalty 3012.635105 = -708518.015318 nChanged 0 Trying to split cluster 2 (38514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3328.587715 sec): 2 clusters Score: Raw -2588820.483176 + Penalty 1715.801277 = -2587104.681899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3328.661947 sec): 3 clusters Score: Raw -2564881.957450 + Penalty 3431.602554 = -2561450.354895 nChanged 17867 SP:Iteration 1F (3328.729758 sec): 3 clusters Score: Raw -2574750.742898 + Penalty 3431.602554 = -2571319.140343 nChanged 1913 SP:Iteration 2Q (3328.801850 sec): 3 clusters Score: Raw -2575531.298428 + Penalty 3431.602554 = -2572099.695874 nChanged 2186 SP:Iteration 3F (3328.868738 sec): 3 clusters Score: Raw -2576641.816908 + Penalty 3431.602554 = -2573210.214354 nChanged 2454 SP:Iteration 4F (3328.936673 sec): 3 clusters Score: Raw -2578111.623844 + Penalty 3431.602554 = -2574680.021290 nChanged 2663 SP:Iteration 5F (3329.004523 sec): 3 clusters Score: Raw -2579925.643365 + Penalty 3431.602554 = -2576494.040810 nChanged 2573 SP:Iteration 6F (3329.072352 sec): 3 clusters Score: Raw -2581730.663321 + Penalty 3431.602554 = -2578299.060767 nChanged 2300 SP:Iteration 7F (3329.140336 sec): 3 clusters Score: Raw -2583388.768441 + Penalty 3431.602554 = -2579957.165886 nChanged 1959 SP:Iteration 8F (3329.208306 sec): 3 clusters Score: Raw -2584871.731342 + Penalty 3431.602554 = -2581440.128788 nChanged 1601 SP:Iteration 9Q (3329.278466 sec): 3 clusters Score: Raw -2586186.817178 + Penalty 3431.602554 = -2582755.214623 nChanged 1338 SP:Iteration 10Q (3329.345319 sec): 3 clusters Score: Raw -2587339.205497 + Penalty 3431.602554 = -2583907.602943 nChanged 1018 SP:Iteration 11Q (3329.409874 sec): 3 clusters Score: Raw -2588164.346195 + Penalty 3431.602554 = -2584732.743640 nChanged 781 SP:Iteration 12Q (3329.472748 sec): 3 clusters Score: Raw -2588668.875947 + Penalty 3431.602554 = -2585237.273392 nChanged 505 SP:Iteration 13Q (3329.534259 sec): 3 clusters Score: Raw -2588925.451460 + Penalty 3431.602554 = -2585493.848905 nChanged 403 SP:Iteration 14Q (3329.618726 sec): 3 clusters Score: Raw -2589107.313278 + Penalty 3431.602554 = -2585675.710723 nChanged 331 SP:Iteration 15Q (3329.679443 sec): 3 clusters Score: Raw -2589241.109924 + Penalty 3431.602554 = -2585809.507370 nChanged 275 SP:Iteration 16Q (3329.739843 sec): 3 clusters Score: Raw -2589340.713138 + Penalty 3431.602554 = -2585909.110584 nChanged 233 SP:Iteration 17Q (3329.800232 sec): 3 clusters Score: Raw -2589410.088509 + Penalty 3431.602554 = -2585978.485955 nChanged 181 SP:Iteration 18Q (3329.860183 sec): 3 clusters Score: Raw -2589451.556310 + Penalty 3431.602554 = -2586019.953755 nChanged 153 SP:Iteration 19Q (3329.920023 sec): 3 clusters Score: Raw -2589486.427253 + Penalty 3431.602554 = -2586054.824698 nChanged 133 SP:Iteration 20F (3329.986710 sec): 3 clusters Score: Raw -2589515.486599 + Penalty 3431.602554 = -2586083.884044 nChanged 129 SP:Iteration 21Q (3330.047914 sec): 3 clusters Score: Raw -2589542.812466 + Penalty 3431.602554 = -2586111.209912 nChanged 112 SP:Iteration 22Q (3330.107630 sec): 3 clusters Score: Raw -2589565.106205 + Penalty 3431.602554 = -2586133.503650 nChanged 94 SP:Iteration 23Q (3330.167270 sec): 3 clusters Score: Raw -2589582.136395 + Penalty 3431.602554 = -2586150.533841 nChanged 96 SP:Iteration 24Q (3330.227003 sec): 3 clusters Score: Raw -2589600.521346 + Penalty 3431.602554 = -2586168.918791 nChanged 102 SP:Iteration 25Q (3330.286583 sec): 3 clusters Score: Raw -2589618.402045 + Penalty 3431.602554 = -2586186.799491 nChanged 85 SP:Iteration 26Q (3330.346212 sec): 3 clusters Score: Raw -2589630.525857 + Penalty 3431.602554 = -2586198.923303 nChanged 65 SP:Iteration 27Q (3330.405687 sec): 3 clusters Score: Raw -2589641.052404 + Penalty 3431.602554 = -2586209.449850 nChanged 55 SP:Iteration 28Q (3330.465061 sec): 3 clusters Score: Raw -2589647.956488 + Penalty 3431.602554 = -2586216.353934 nChanged 43 SP:Iteration 29Q (3330.524306 sec): 3 clusters Score: Raw -2589652.522261 + Penalty 3431.602554 = -2586220.919707 nChanged 25 SP:Iteration 30Q (3330.583552 sec): 3 clusters Score: Raw -2589654.594019 + Penalty 3431.602554 = -2586222.991465 nChanged 28 SP:Iteration 31Q (3330.642805 sec): 3 clusters Score: Raw -2589656.874522 + Penalty 3431.602554 = -2586225.271968 nChanged 21 SP:Iteration 32Q (3330.702135 sec): 3 clusters Score: Raw -2589658.438271 + Penalty 3431.602554 = -2586226.835716 nChanged 15 SP:Iteration 33Q (3330.761234 sec): 3 clusters Score: Raw -2589659.980565 + Penalty 3431.602554 = -2586228.378010 nChanged 21 SP:Iteration 34Q (3330.820421 sec): 3 clusters Score: Raw -2589661.590899 + Penalty 3431.602554 = -2586229.988345 nChanged 7 SP:Iteration 35Q (3330.879523 sec): 3 clusters Score: Raw -2589662.343937 + Penalty 3431.602554 = -2586230.741382 nChanged 8 SP:Iteration 36Q (3330.938796 sec): 3 clusters Score: Raw -2589662.885800 + Penalty 3431.602554 = -2586231.283246 nChanged 4 SP:Iteration 37Q (3330.998214 sec): 3 clusters Score: Raw -2589663.135011 + Penalty 3431.602554 = -2586231.532457 nChanged 6 SP:Iteration 38Q (3331.057225 sec): 3 clusters Score: Raw -2589663.498118 + Penalty 3431.602554 = -2586231.895564 nChanged 5 SP:Iteration 39Q (3331.116480 sec): 3 clusters Score: Raw -2589663.717767 + Penalty 3431.602554 = -2586232.115213 nChanged 2 SP:Iteration 40F (3331.183165 sec): 3 clusters Score: Raw -2589663.818345 + Penalty 3431.602554 = -2586232.215791 nChanged 0 Trying to split cluster 3 (1879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3331.192917 sec): 2 clusters Score: Raw -114287.419464 + Penalty 1225.005437 = -113062.414027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3331.202910 sec): 3 clusters Score: Raw -113488.565892 + Penalty 2450.010875 = -111038.555017 nChanged 674 SP:Iteration 1F (3331.212278 sec): 3 clusters Score: Raw -113955.823477 + Penalty 2450.010875 = -111505.812602 nChanged 178 SP:Iteration 2F (3331.221610 sec): 3 clusters Score: Raw -114139.511831 + Penalty 2450.010875 = -111689.500956 nChanged 120 SP:Iteration 3F (3331.230890 sec): 3 clusters Score: Raw -114242.739921 + Penalty 2450.010875 = -111792.729047 nChanged 70 SP:Iteration 4Q (3331.240143 sec): 3 clusters Score: Raw -114297.162076 + Penalty 2450.010875 = -111847.151202 nChanged 50 SP:Iteration 5Q (3331.249506 sec): 3 clusters Score: Raw -114337.153650 + Penalty 2450.010875 = -111887.142775 nChanged 37 SP:Iteration 6Q (3331.258823 sec): 3 clusters Score: Raw -114362.243612 + Penalty 2450.010875 = -111912.232737 nChanged 25 SP:Iteration 7Q (3331.268123 sec): 3 clusters Score: Raw -114377.570054 + Penalty 2450.010875 = -111927.559179 nChanged 25 SP:Iteration 8Q (3331.277413 sec): 3 clusters Score: Raw -114392.118045 + Penalty 2450.010875 = -111942.107171 nChanged 18 SP:Iteration 9Q (3331.286654 sec): 3 clusters Score: Raw -114401.167269 + Penalty 2450.010875 = -111951.156394 nChanged 17 SP:Iteration 10Q (3331.295871 sec): 3 clusters Score: Raw -114409.232829 + Penalty 2450.010875 = -111959.221954 nChanged 14 SP:Iteration 11Q (3331.305164 sec): 3 clusters Score: Raw -114416.847334 + Penalty 2450.010875 = -111966.836459 nChanged 12 SP:Iteration 12Q (3331.314470 sec): 3 clusters Score: Raw -114424.100979 + Penalty 2450.010875 = -111974.090104 nChanged 12 SP:Iteration 13Q (3331.323774 sec): 3 clusters Score: Raw -114430.255229 + Penalty 2450.010875 = -111980.244354 nChanged 5 SP:Iteration 14Q (3331.333050 sec): 3 clusters Score: Raw -114432.227824 + Penalty 2450.010875 = -111982.216950 nChanged 5 SP:Iteration 15Q (3331.342328 sec): 3 clusters Score: Raw -114433.662109 + Penalty 2450.010875 = -111983.651234 nChanged 5 SP:Iteration 16Q (3331.351636 sec): 3 clusters Score: Raw -114436.158542 + Penalty 2450.010875 = -111986.147667 nChanged 7 SP:Iteration 17Q (3331.360921 sec): 3 clusters Score: Raw -114439.780578 + Penalty 2450.010875 = -111989.769703 nChanged 5 SP:Iteration 18Q (3331.370204 sec): 3 clusters Score: Raw -114441.961024 + Penalty 2450.010875 = -111991.950149 nChanged 8 SP:Iteration 19Q (3331.379489 sec): 3 clusters Score: Raw -114445.463285 + Penalty 2450.010875 = -111995.452410 nChanged 10 SP:Iteration 20F (3331.388849 sec): 3 clusters Score: Raw -114452.288932 + Penalty 2450.010875 = -112002.278057 nChanged 12 SP:Iteration 21Q (3331.398121 sec): 3 clusters Score: Raw -114456.897228 + Penalty 2450.010875 = -112006.886354 nChanged 8 SP:Iteration 22Q (3331.407343 sec): 3 clusters Score: Raw -114460.827568 + Penalty 2450.010875 = -112010.816694 nChanged 6 SP:Iteration 23Q (3331.416604 sec): 3 clusters Score: Raw -114462.872250 + Penalty 2450.010875 = -112012.861375 nChanged 3 SP:Iteration 24Q (3331.425873 sec): 3 clusters Score: Raw -114463.721828 + Penalty 2450.010875 = -112013.710953 nChanged 5 SP:Iteration 25Q (3331.435061 sec): 3 clusters Score: Raw -114465.819040 + Penalty 2450.010875 = -112015.808165 nChanged 3 SP:Iteration 26Q (3331.444337 sec): 3 clusters Score: Raw -114466.794883 + Penalty 2450.010875 = -112016.784008 nChanged 3 SP:Iteration 27Q (3331.453544 sec): 3 clusters Score: Raw -114467.844678 + Penalty 2450.010875 = -112017.833804 nChanged 3 SP:Iteration 28Q (3331.462728 sec): 3 clusters Score: Raw -114468.775746 + Penalty 2450.010875 = -112018.764871 nChanged 2 SP:Iteration 29Q (3331.472031 sec): 3 clusters Score: Raw -114470.396750 + Penalty 2450.010875 = -112020.385875 nChanged 2 SP:Iteration 30Q (3331.481319 sec): 3 clusters Score: Raw -114471.105036 + Penalty 2450.010875 = -112021.094161 nChanged 1 SP:Iteration 31Q (3331.490608 sec): 3 clusters Score: Raw -114471.462963 + Penalty 2450.010875 = -112021.452088 nChanged 1 SP:Iteration 32Q (3331.499886 sec): 3 clusters Score: Raw -114471.735442 + Penalty 2450.010875 = -112021.724567 nChanged 1 SP:Iteration 33Q (3331.509194 sec): 3 clusters Score: Raw -114472.640829 + Penalty 2450.010875 = -112022.629954 nChanged 2 SP:Iteration 34Q (3331.518386 sec): 3 clusters Score: Raw -114473.563586 + Penalty 2450.010875 = -112023.552711 nChanged 0 SP:Iteration 35F (3331.527633 sec): 3 clusters Score: Raw -114473.563586 + Penalty 2450.010875 = -112023.552711 nChanged 0 Trying to split cluster 4 (13857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3331.556374 sec): 2 clusters Score: Raw -951297.418133 + Penalty 1549.688692 = -949747.729440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3331.591469 sec): 3 clusters Score: Raw -943170.454694 + Penalty 3099.377385 = -940071.077309 nChanged 6164 SP:Iteration 1F (3331.625063 sec): 3 clusters Score: Raw -946497.876151 + Penalty 3099.377385 = -943398.498766 nChanged 776 SP:Iteration 2F (3331.658749 sec): 3 clusters Score: Raw -946810.713153 + Penalty 3099.377385 = -943711.335768 nChanged 691 SP:Iteration 3Q (3331.693042 sec): 3 clusters Score: Raw -947121.627343 + Penalty 3099.377385 = -944022.249958 nChanged 673 SP:Iteration 4Q (3331.727234 sec): 3 clusters Score: Raw -947463.146947 + Penalty 3099.377385 = -944363.769563 nChanged 674 SP:Iteration 5Q (3331.761268 sec): 3 clusters Score: Raw -947837.792572 + Penalty 3099.377385 = -944738.415187 nChanged 667 SP:Iteration 6Q (3331.795313 sec): 3 clusters Score: Raw -948257.201685 + Penalty 3099.377385 = -945157.824301 nChanged 712 SP:Iteration 7F (3331.829177 sec): 3 clusters Score: Raw -948714.212180 + Penalty 3099.377385 = -945614.834795 nChanged 736 SP:Iteration 8F (3331.862979 sec): 3 clusters Score: Raw -949162.616009 + Penalty 3099.377385 = -946063.238624 nChanged 653 SP:Iteration 9Q (3331.896782 sec): 3 clusters Score: Raw -949550.025944 + Penalty 3099.377385 = -946450.648559 nChanged 547 SP:Iteration 10Q (3331.930302 sec): 3 clusters Score: Raw -949826.002094 + Penalty 3099.377385 = -946726.624710 nChanged 451 SP:Iteration 11Q (3331.963703 sec): 3 clusters Score: Raw -950000.514042 + Penalty 3099.377385 = -946901.136657 nChanged 294 SP:Iteration 12Q (3331.996907 sec): 3 clusters Score: Raw -950088.169715 + Penalty 3099.377385 = -946988.792330 nChanged 215 SP:Iteration 13Q (3332.029971 sec): 3 clusters Score: Raw -950144.191280 + Penalty 3099.377385 = -947044.813896 nChanged 175 SP:Iteration 14Q (3332.063110 sec): 3 clusters Score: Raw -950183.354060 + Penalty 3099.377385 = -947083.976675 nChanged 152 SP:Iteration 15Q (3332.096047 sec): 3 clusters Score: Raw -950216.913767 + Penalty 3099.377385 = -947117.536382 nChanged 146 SP:Iteration 16Q (3332.128812 sec): 3 clusters Score: Raw -950253.801024 + Penalty 3099.377385 = -947154.423639 nChanged 153 SP:Iteration 17Q (3332.161855 sec): 3 clusters Score: Raw -950295.266732 + Penalty 3099.377385 = -947195.889347 nChanged 131 SP:Iteration 18Q (3332.194713 sec): 3 clusters Score: Raw -950331.074710 + Penalty 3099.377385 = -947231.697325 nChanged 130 SP:Iteration 19Q (3332.227419 sec): 3 clusters Score: Raw -950364.090537 + Penalty 3099.377385 = -947264.713153 nChanged 119 SP:Iteration 20F (3332.261506 sec): 3 clusters Score: Raw -950396.300635 + Penalty 3099.377385 = -947296.923250 nChanged 130 SP:Iteration 21Q (3332.294210 sec): 3 clusters Score: Raw -950433.939455 + Penalty 3099.377385 = -947334.562070 nChanged 152 SP:Iteration 22Q (3332.326909 sec): 3 clusters Score: Raw -950476.772186 + Penalty 3099.377385 = -947377.394801 nChanged 148 SP:Iteration 23Q (3332.359343 sec): 3 clusters Score: Raw -950515.954352 + Penalty 3099.377385 = -947416.576968 nChanged 130 SP:Iteration 24Q (3332.391853 sec): 3 clusters Score: Raw -950547.007959 + Penalty 3099.377385 = -947447.630574 nChanged 111 SP:Iteration 25Q (3332.424323 sec): 3 clusters Score: Raw -950570.565812 + Penalty 3099.377385 = -947471.188427 nChanged 94 SP:Iteration 26Q (3332.456743 sec): 3 clusters Score: Raw -950589.241476 + Penalty 3099.377385 = -947489.864092 nChanged 83 SP:Iteration 27Q (3332.533516 sec): 3 clusters Score: Raw -950606.430153 + Penalty 3099.377385 = -947507.052769 nChanged 77 SP:Iteration 28Q (3332.560802 sec): 3 clusters Score: Raw -950621.417375 + Penalty 3099.377385 = -947522.039991 nChanged 74 SP:Iteration 29Q (3332.593572 sec): 3 clusters Score: Raw -950633.905551 + Penalty 3099.377385 = -947534.528166 nChanged 63 SP:Iteration 30Q (3332.625716 sec): 3 clusters Score: Raw -950644.800345 + Penalty 3099.377385 = -947545.422960 nChanged 57 SP:Iteration 31Q (3332.657956 sec): 3 clusters Score: Raw -950655.407035 + Penalty 3099.377385 = -947556.029650 nChanged 52 SP:Iteration 32Q (3332.690090 sec): 3 clusters Score: Raw -950665.742084 + Penalty 3099.377385 = -947566.364699 nChanged 72 SP:Iteration 33Q (3332.722386 sec): 3 clusters Score: Raw -950680.724960 + Penalty 3099.377385 = -947581.347575 nChanged 87 SP:Iteration 34Q (3332.754422 sec): 3 clusters Score: Raw -950698.895366 + Penalty 3099.377385 = -947599.517981 nChanged 72 SP:Iteration 35Q (3332.786441 sec): 3 clusters Score: Raw -950714.522534 + Penalty 3099.377385 = -947615.145149 nChanged 83 SP:Iteration 36Q (3332.818509 sec): 3 clusters Score: Raw -950734.524937 + Penalty 3099.377385 = -947635.147552 nChanged 88 SP:Iteration 37Q (3332.850435 sec): 3 clusters Score: Raw -950757.465051 + Penalty 3099.377385 = -947658.087666 nChanged 85 SP:Iteration 38Q (3332.882441 sec): 3 clusters Score: Raw -950776.007875 + Penalty 3099.377385 = -947676.630490 nChanged 82 SP:Iteration 39Q (3332.914313 sec): 3 clusters Score: Raw -950794.259981 + Penalty 3099.377385 = -947694.882597 nChanged 78 SP:Iteration 40F (3332.948097 sec): 3 clusters Score: Raw -950814.097848 + Penalty 3099.377385 = -947714.720463 nChanged 75 SP:Iteration 41Q (3332.980111 sec): 3 clusters Score: Raw -950832.288252 + Penalty 3099.377385 = -947732.910867 nChanged 70 SP:Iteration 42Q (3333.011886 sec): 3 clusters Score: Raw -950846.606541 + Penalty 3099.377385 = -947747.229157 nChanged 63 SP:Iteration 43Q (3333.043820 sec): 3 clusters Score: Raw -950857.800431 + Penalty 3099.377385 = -947758.423046 nChanged 57 SP:Iteration 44Q (3333.075561 sec): 3 clusters Score: Raw -950868.734161 + Penalty 3099.377385 = -947769.356777 nChanged 57 SP:Iteration 45Q (3333.107563 sec): 3 clusters Score: Raw -950879.183227 + Penalty 3099.377385 = -947779.805843 nChanged 49 SP:Iteration 46Q (3333.139215 sec): 3 clusters Score: Raw -950888.348249 + Penalty 3099.377385 = -947788.970864 nChanged 54 SP:Iteration 47Q (3333.171011 sec): 3 clusters Score: Raw -950898.472122 + Penalty 3099.377385 = -947799.094737 nChanged 58 SP:Iteration 48Q (3333.202483 sec): 3 clusters Score: Raw -950910.368043 + Penalty 3099.377385 = -947810.990658 nChanged 68 SP:Iteration 49Q (3333.234044 sec): 3 clusters Score: Raw -950924.507718 + Penalty 3099.377385 = -947825.130334 nChanged 68 SP:Iteration 50Q (3333.265647 sec): 3 clusters Score: Raw -950939.684663 + Penalty 3099.377385 = -947840.307278 nChanged 66 SP:Iteration 51Q (3333.297112 sec): 3 clusters Score: Raw -950955.545611 + Penalty 3099.377385 = -947856.168227 nChanged 74 SP:Iteration 52Q (3333.328746 sec): 3 clusters Score: Raw -950975.383442 + Penalty 3099.377385 = -947876.006058 nChanged 90 SP:Iteration 53Q (3333.360044 sec): 3 clusters Score: Raw -950999.881926 + Penalty 3099.377385 = -947900.504541 nChanged 88 SP:Iteration 54Q (3333.391433 sec): 3 clusters Score: Raw -951021.223776 + Penalty 3099.377385 = -947921.846392 nChanged 71 SP:Iteration 55Q (3333.422840 sec): 3 clusters Score: Raw -951037.560011 + Penalty 3099.377385 = -947938.182626 nChanged 74 SP:Iteration 56Q (3333.454390 sec): 3 clusters Score: Raw -951054.628033 + Penalty 3099.377385 = -947955.250648 nChanged 62 SP:Iteration 57Q (3333.485983 sec): 3 clusters Score: Raw -951068.416972 + Penalty 3099.377385 = -947969.039587 nChanged 77 SP:Iteration 58Q (3333.517298 sec): 3 clusters Score: Raw -951084.985795 + Penalty 3099.377385 = -947985.608410 nChanged 63 SP:Iteration 59Q (3333.548573 sec): 3 clusters Score: Raw -951099.374495 + Penalty 3099.377385 = -947999.997110 nChanged 62 SP:Iteration 60F (3333.582251 sec): 3 clusters Score: Raw -951115.758544 + Penalty 3099.377385 = -948016.381159 nChanged 73 SP:Iteration 61Q (3333.613487 sec): 3 clusters Score: Raw -951135.212493 + Penalty 3099.377385 = -948035.835109 nChanged 77 SP:Iteration 62Q (3333.644527 sec): 3 clusters Score: Raw -951155.482080 + Penalty 3099.377385 = -948056.104696 nChanged 83 SP:Iteration 63Q (3333.675550 sec): 3 clusters Score: Raw -951181.500407 + Penalty 3099.377385 = -948082.123022 nChanged 84 SP:Iteration 64Q (3333.706383 sec): 3 clusters Score: Raw -951203.485291 + Penalty 3099.377385 = -948104.107907 nChanged 61 SP:Iteration 65Q (3333.737339 sec): 3 clusters Score: Raw -951219.848711 + Penalty 3099.377385 = -948120.471327 nChanged 64 SP:Iteration 66Q (3333.768245 sec): 3 clusters Score: Raw -951238.939901 + Penalty 3099.377385 = -948139.562516 nChanged 60 SP:Iteration 67Q (3333.799014 sec): 3 clusters Score: Raw -951255.837760 + Penalty 3099.377385 = -948156.460376 nChanged 59 SP:Iteration 68Q (3333.829874 sec): 3 clusters Score: Raw -951275.055695 + Penalty 3099.377385 = -948175.678310 nChanged 68 SP:Iteration 69Q (3333.860529 sec): 3 clusters Score: Raw -951297.158774 + Penalty 3099.377385 = -948197.781390 nChanged 65 SP:Iteration 70Q (3333.891092 sec): 3 clusters Score: Raw -951318.991872 + Penalty 3099.377385 = -948219.614487 nChanged 65 SP:Iteration 71Q (3333.921551 sec): 3 clusters Score: Raw -951342.057194 + Penalty 3099.377385 = -948242.679809 nChanged 67 SP:Iteration 72Q (3333.951938 sec): 3 clusters Score: Raw -951369.594800 + Penalty 3099.377385 = -948270.217416 nChanged 67 SP:Iteration 73Q (3333.982264 sec): 3 clusters Score: Raw -951399.061390 + Penalty 3099.377385 = -948299.684005 nChanged 69 SP:Iteration 74Q (3334.012488 sec): 3 clusters Score: Raw -951422.304385 + Penalty 3099.377385 = -948322.927000 nChanged 55 SP:Iteration 75Q (3334.042578 sec): 3 clusters Score: Raw -951440.718788 + Penalty 3099.377385 = -948341.341403 nChanged 54 SP:Iteration 76Q (3334.072694 sec): 3 clusters Score: Raw -951462.249262 + Penalty 3099.377385 = -948362.871877 nChanged 55 SP:Iteration 77Q (3334.102611 sec): 3 clusters Score: Raw -951480.448974 + Penalty 3099.377385 = -948381.071589 nChanged 37 SP:Iteration 78Q (3334.132441 sec): 3 clusters Score: Raw -951491.010582 + Penalty 3099.377385 = -948391.633197 nChanged 24 SP:Iteration 79Q (3334.162323 sec): 3 clusters Score: Raw -951502.201248 + Penalty 3099.377385 = -948402.823863 nChanged 32 SP:Iteration 80F (3334.195959 sec): 3 clusters Score: Raw -951514.005263 + Penalty 3099.377385 = -948414.627878 nChanged 22 SP:Iteration 81Q (3334.225906 sec): 3 clusters Score: Raw -951522.285125 + Penalty 3099.377385 = -948422.907740 nChanged 28 SP:Iteration 82Q (3334.255623 sec): 3 clusters Score: Raw -951535.151232 + Penalty 3099.377385 = -948435.773847 nChanged 35 SP:Iteration 83Q (3334.285401 sec): 3 clusters Score: Raw -951548.944102 + Penalty 3099.377385 = -948449.566717 nChanged 26 SP:Iteration 84Q (3334.315020 sec): 3 clusters Score: Raw -951559.031201 + Penalty 3099.377385 = -948459.653817 nChanged 22 SP:Iteration 85Q (3334.344711 sec): 3 clusters Score: Raw -951565.481305 + Penalty 3099.377385 = -948466.103921 nChanged 20 SP:Iteration 86Q (3334.374278 sec): 3 clusters Score: Raw -951571.892908 + Penalty 3099.377385 = -948472.515523 nChanged 19 SP:Iteration 87Q (3334.403807 sec): 3 clusters Score: Raw -951578.630494 + Penalty 3099.377385 = -948479.253109 nChanged 21 SP:Iteration 88Q (3334.433118 sec): 3 clusters Score: Raw -951585.522163 + Penalty 3099.377385 = -948486.144779 nChanged 18 SP:Iteration 89Q (3334.462642 sec): 3 clusters Score: Raw -951589.750700 + Penalty 3099.377385 = -948490.373315 nChanged 9 SP:Iteration 90Q (3334.492034 sec): 3 clusters Score: Raw -951592.374018 + Penalty 3099.377385 = -948492.996633 nChanged 12 SP:Iteration 91Q (3334.521481 sec): 3 clusters Score: Raw -951596.642696 + Penalty 3099.377385 = -948497.265311 nChanged 14 SP:Iteration 92Q (3334.550840 sec): 3 clusters Score: Raw -951599.881908 + Penalty 3099.377385 = -948500.504523 nChanged 11 SP:Iteration 93Q (3334.580511 sec): 3 clusters Score: Raw -951602.377823 + Penalty 3099.377385 = -948503.000439 nChanged 16 SP:Iteration 94Q (3334.609733 sec): 3 clusters Score: Raw -951608.473143 + Penalty 3099.377385 = -948509.095758 nChanged 11 SP:Iteration 95Q (3334.639200 sec): 3 clusters Score: Raw -951611.739413 + Penalty 3099.377385 = -948512.362028 nChanged 11 SP:Iteration 96Q (3334.668722 sec): 3 clusters Score: Raw -951615.196722 + Penalty 3099.377385 = -948515.819337 nChanged 14 SP:Iteration 97Q (3334.698285 sec): 3 clusters Score: Raw -951618.593168 + Penalty 3099.377385 = -948519.215784 nChanged 8 SP:Iteration 98Q (3334.727462 sec): 3 clusters Score: Raw -951620.390758 + Penalty 3099.377385 = -948521.013373 nChanged 5 SP:Iteration 99Q (3334.756780 sec): 3 clusters Score: Raw -951621.924086 + Penalty 3099.377385 = -948522.546701 nChanged 3 SP:Iteration 100F (3334.790423 sec): 3 clusters Score: Raw -951622.599459 + Penalty 3099.377385 = -948523.222074 nChanged 3 SP:Iteration 101Q (3334.820041 sec): 3 clusters Score: Raw -951623.438526 + Penalty 3099.377385 = -948524.061141 nChanged 6 SP:Iteration 102Q (3334.849344 sec): 3 clusters Score: Raw -951625.256922 + Penalty 3099.377385 = -948525.879538 nChanged 5 SP:Iteration 103Q (3334.878679 sec): 3 clusters Score: Raw -951626.877237 + Penalty 3099.377385 = -948527.499852 nChanged 1 SP:Iteration 104Q (3334.907835 sec): 3 clusters Score: Raw -951627.087885 + Penalty 3099.377385 = -948527.710500 nChanged 0 SP:Iteration 105F (3334.941502 sec): 3 clusters Score: Raw -951627.087885 + Penalty 3099.377385 = -948527.710500 nChanged 0 Trying to split cluster 5 (4320 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3334.958822 sec): 2 clusters Score: Raw -265767.196388 + Penalty 1360.289236 = -264406.907152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3334.979732 sec): 3 clusters Score: Raw -263556.476203 + Penalty 2720.578471 = -260835.897732 nChanged 1693 SP:Iteration 1F (3335.000035 sec): 3 clusters Score: Raw -264518.010429 + Penalty 2720.578471 = -261797.431958 nChanged 347 SP:Iteration 2F (3335.020335 sec): 3 clusters Score: Raw -264720.176089 + Penalty 2720.578471 = -261999.597617 nChanged 246 SP:Iteration 3F (3335.040427 sec): 3 clusters Score: Raw -264859.853988 + Penalty 2720.578471 = -262139.275517 nChanged 204 SP:Iteration 4Q (3335.060689 sec): 3 clusters Score: Raw -264966.470783 + Penalty 2720.578471 = -262245.892312 nChanged 171 SP:Iteration 5Q (3335.081214 sec): 3 clusters Score: Raw -265051.952206 + Penalty 2720.578471 = -262331.373735 nChanged 114 SP:Iteration 6Q (3335.101542 sec): 3 clusters Score: Raw -265113.441763 + Penalty 2720.578471 = -262392.863291 nChanged 117 SP:Iteration 7Q (3335.121693 sec): 3 clusters Score: Raw -265186.416920 + Penalty 2720.578471 = -262465.838449 nChanged 113 SP:Iteration 8Q (3335.141860 sec): 3 clusters Score: Raw -265267.294022 + Penalty 2720.578471 = -262546.715551 nChanged 118 SP:Iteration 9Q (3335.161848 sec): 3 clusters Score: Raw -265379.016280 + Penalty 2720.578471 = -262658.437809 nChanged 135 SP:Iteration 10Q (3335.182044 sec): 3 clusters Score: Raw -265504.166228 + Penalty 2720.578471 = -262783.587757 nChanged 130 SP:Iteration 11Q (3335.201762 sec): 3 clusters Score: Raw -265617.439315 + Penalty 2720.578471 = -262896.860844 nChanged 113 SP:Iteration 12Q (3335.221559 sec): 3 clusters Score: Raw -265707.746760 + Penalty 2720.578471 = -262987.168289 nChanged 90 SP:Iteration 13Q (3335.241086 sec): 3 clusters Score: Raw -265769.152976 + Penalty 2720.578471 = -263048.574505 nChanged 69 SP:Iteration 14Q (3335.260564 sec): 3 clusters Score: Raw -265813.720027 + Penalty 2720.578471 = -263093.141555 nChanged 62 SP:Iteration 15Q (3335.279881 sec): 3 clusters Score: Raw -265848.773248 + Penalty 2720.578471 = -263128.194776 nChanged 53 SP:Iteration 16Q (3335.299163 sec): 3 clusters Score: Raw -265884.149065 + Penalty 2720.578471 = -263163.570593 nChanged 51 SP:Iteration 17Q (3335.318681 sec): 3 clusters Score: Raw -265916.004298 + Penalty 2720.578471 = -263195.425826 nChanged 42 SP:Iteration 18Q (3335.338159 sec): 3 clusters Score: Raw -265936.541947 + Penalty 2720.578471 = -263215.963476 nChanged 37 SP:Iteration 19Q (3335.357502 sec): 3 clusters Score: Raw -265954.933071 + Penalty 2720.578471 = -263234.354599 nChanged 28 SP:Iteration 20F (3335.377882 sec): 3 clusters Score: Raw -265969.685149 + Penalty 2720.578471 = -263249.106677 nChanged 26 SP:Iteration 21Q (3335.397117 sec): 3 clusters Score: Raw -265984.616954 + Penalty 2720.578471 = -263264.038483 nChanged 25 SP:Iteration 22Q (3335.416424 sec): 3 clusters Score: Raw -265997.581484 + Penalty 2720.578471 = -263277.003012 nChanged 21 SP:Iteration 23Q (3335.435734 sec): 3 clusters Score: Raw -266006.053582 + Penalty 2720.578471 = -263285.475111 nChanged 18 SP:Iteration 24Q (3335.454869 sec): 3 clusters Score: Raw -266012.327112 + Penalty 2720.578471 = -263291.748640 nChanged 12 SP:Iteration 25Q (3335.473877 sec): 3 clusters Score: Raw -266016.596500 + Penalty 2720.578471 = -263296.018028 nChanged 10 SP:Iteration 26Q (3335.493053 sec): 3 clusters Score: Raw -266020.273060 + Penalty 2720.578471 = -263299.694589 nChanged 7 SP:Iteration 27Q (3335.512372 sec): 3 clusters Score: Raw -266023.574949 + Penalty 2720.578471 = -263302.996478 nChanged 9 SP:Iteration 28Q (3335.531482 sec): 3 clusters Score: Raw -266027.600696 + Penalty 2720.578471 = -263307.022224 nChanged 7 SP:Iteration 29Q (3335.550587 sec): 3 clusters Score: Raw -266032.833233 + Penalty 2720.578471 = -263312.254762 nChanged 8 SP:Iteration 30Q (3335.569734 sec): 3 clusters Score: Raw -266036.381071 + Penalty 2720.578471 = -263315.802600 nChanged 8 SP:Iteration 31Q (3335.589011 sec): 3 clusters Score: Raw -266039.065604 + Penalty 2720.578471 = -263318.487132 nChanged 5 SP:Iteration 32Q (3335.607999 sec): 3 clusters Score: Raw -266041.180104 + Penalty 2720.578471 = -263320.601632 nChanged 2 SP:Iteration 33Q (3335.627182 sec): 3 clusters Score: Raw -266041.890250 + Penalty 2720.578471 = -263321.311778 nChanged 2 SP:Iteration 34Q (3335.646487 sec): 3 clusters Score: Raw -266042.402535 + Penalty 2720.578471 = -263321.824064 nChanged 2 SP:Iteration 35Q (3335.665850 sec): 3 clusters Score: Raw -266043.128704 + Penalty 2720.578471 = -263322.550233 nChanged 0 SP:Iteration 36F (3335.686105 sec): 3 clusters Score: Raw -266043.128704 + Penalty 2720.578471 = -263322.550233 nChanged 0 Trying to split cluster 6 (38318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3335.742381 sec): 2 clusters Score: Raw -2592568.426109 + Penalty 1714.972194 = -2590853.453915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3335.815889 sec): 3 clusters Score: Raw -2568561.039491 + Penalty 3429.944388 = -2565131.095104 nChanged 17773 SP:Iteration 1F (3335.883660 sec): 3 clusters Score: Raw -2578909.493019 + Penalty 3429.944388 = -2575479.548632 nChanged 1937 SP:Iteration 2F (3335.951451 sec): 3 clusters Score: Raw -2579755.169391 + Penalty 3429.944388 = -2576325.225004 nChanged 2128 SP:Iteration 3F (3336.019226 sec): 3 clusters Score: Raw -2580988.509347 + Penalty 3429.944388 = -2577558.564959 nChanged 2422 SP:Iteration 4F (3336.086850 sec): 3 clusters Score: Raw -2582733.928126 + Penalty 3429.944388 = -2579303.983738 nChanged 2674 SP:Iteration 5F (3336.154612 sec): 3 clusters Score: Raw -2584852.498086 + Penalty 3429.944388 = -2581422.553698 nChanged 2582 SP:Iteration 6F (3336.222268 sec): 3 clusters Score: Raw -2586782.158529 + Penalty 3429.944388 = -2583352.214142 nChanged 2115 SP:Iteration 7F (3336.290059 sec): 3 clusters Score: Raw -2588156.951845 + Penalty 3429.944388 = -2584727.007458 nChanged 1611 SP:Iteration 8Q (3336.359511 sec): 3 clusters Score: Raw -2589018.004878 + Penalty 3429.944388 = -2585588.060491 nChanged 1178 SP:Iteration 9Q (3336.426683 sec): 3 clusters Score: Raw -2589525.701881 + Penalty 3429.944388 = -2586095.757493 nChanged 795 SP:Iteration 10Q (3336.493117 sec): 3 clusters Score: Raw -2589816.706516 + Penalty 3429.944388 = -2586386.762128 nChanged 638 SP:Iteration 11Q (3336.559262 sec): 3 clusters Score: Raw -2590056.191913 + Penalty 3429.944388 = -2586626.247526 nChanged 604 SP:Iteration 12Q (3336.625117 sec): 3 clusters Score: Raw -2590284.123201 + Penalty 3429.944388 = -2586854.178813 nChanged 539 SP:Iteration 13Q (3336.690391 sec): 3 clusters Score: Raw -2590489.471849 + Penalty 3429.944388 = -2587059.527462 nChanged 557 SP:Iteration 14Q (3336.755496 sec): 3 clusters Score: Raw -2590686.502636 + Penalty 3429.944388 = -2587256.558248 nChanged 497 SP:Iteration 15Q (3336.820256 sec): 3 clusters Score: Raw -2590834.994776 + Penalty 3429.944388 = -2587405.050389 nChanged 467 SP:Iteration 16Q (3336.884500 sec): 3 clusters Score: Raw -2590978.490140 + Penalty 3429.944388 = -2587548.545752 nChanged 456 SP:Iteration 17Q (3336.948555 sec): 3 clusters Score: Raw -2591119.359750 + Penalty 3429.944388 = -2587689.415363 nChanged 430 SP:Iteration 18Q (3337.012343 sec): 3 clusters Score: Raw -2591234.636549 + Penalty 3429.944388 = -2587804.692161 nChanged 390 SP:Iteration 19Q (3337.075753 sec): 3 clusters Score: Raw -2591336.365982 + Penalty 3429.944388 = -2587906.421594 nChanged 370 SP:Iteration 20F (3337.142444 sec): 3 clusters Score: Raw -2591426.004772 + Penalty 3429.944388 = -2587996.060385 nChanged 348 SP:Iteration 21Q (3337.206946 sec): 3 clusters Score: Raw -2591511.072171 + Penalty 3429.944388 = -2588081.127783 nChanged 348 SP:Iteration 22Q (3337.270330 sec): 3 clusters Score: Raw -2591602.593878 + Penalty 3429.944388 = -2588172.649490 nChanged 311 SP:Iteration 23Q (3337.333384 sec): 3 clusters Score: Raw -2591686.301172 + Penalty 3429.944388 = -2588256.356785 nChanged 310 SP:Iteration 24Q (3337.395961 sec): 3 clusters Score: Raw -2591779.529174 + Penalty 3429.944388 = -2588349.584787 nChanged 321 SP:Iteration 25Q (3337.457963 sec): 3 clusters Score: Raw -2591873.492038 + Penalty 3429.944388 = -2588443.547650 nChanged 304 SP:Iteration 26Q (3337.519684 sec): 3 clusters Score: Raw -2591965.845427 + Penalty 3429.944388 = -2588535.901039 nChanged 296 SP:Iteration 27Q (3337.580975 sec): 3 clusters Score: Raw -2592062.954917 + Penalty 3429.944388 = -2588633.010529 nChanged 283 SP:Iteration 28Q (3337.641908 sec): 3 clusters Score: Raw -2592151.359506 + Penalty 3429.944388 = -2588721.415119 nChanged 276 SP:Iteration 29Q (3337.702544 sec): 3 clusters Score: Raw -2592239.659776 + Penalty 3429.944388 = -2588809.715388 nChanged 261 SP:Iteration 30Q (3337.762834 sec): 3 clusters Score: Raw -2592333.812529 + Penalty 3429.944388 = -2588903.868141 nChanged 274 SP:Iteration 31Q (3337.822947 sec): 3 clusters Score: Raw -2592442.265578 + Penalty 3429.944388 = -2589012.321191 nChanged 228 SP:Iteration 32Q (3337.882953 sec): 3 clusters Score: Raw -2592544.204307 + Penalty 3429.944388 = -2589114.259919 nChanged 234 SP:Iteration 33Q (3337.942719 sec): 3 clusters Score: Raw -2592645.124162 + Penalty 3429.944388 = -2589215.179775 nChanged 211 SP:Iteration 34Q (3338.002022 sec): 3 clusters Score: Raw -2592737.593794 + Penalty 3429.944388 = -2589307.649406 nChanged 209 SP:Iteration 35Q (3338.061095 sec): 3 clusters Score: Raw -2592831.475316 + Penalty 3429.944388 = -2589401.530929 nChanged 216 SP:Iteration 36Q (3338.120040 sec): 3 clusters Score: Raw -2592927.863174 + Penalty 3429.944388 = -2589497.918786 nChanged 208 SP:Iteration 37Q (3338.178692 sec): 3 clusters Score: Raw -2593035.287865 + Penalty 3429.944388 = -2589605.343477 nChanged 214 SP:Iteration 38Q (3338.237070 sec): 3 clusters Score: Raw -2593149.191822 + Penalty 3429.944388 = -2589719.247435 nChanged 205 SP:Iteration 39Q (3338.295430 sec): 3 clusters Score: Raw -2593244.156625 + Penalty 3429.944388 = -2589814.212237 nChanged 189 SP:Iteration 40F (3338.361855 sec): 3 clusters Score: Raw -2593321.589000 + Penalty 3429.944388 = -2589891.644612 nChanged 160 SP:Iteration 41Q (3338.421226 sec): 3 clusters Score: Raw -2593386.472252 + Penalty 3429.944388 = -2589956.527864 nChanged 126 SP:Iteration 42Q (3338.478915 sec): 3 clusters Score: Raw -2593426.630845 + Penalty 3429.944388 = -2589996.686458 nChanged 111 SP:Iteration 43Q (3338.536454 sec): 3 clusters Score: Raw -2593456.277668 + Penalty 3429.944388 = -2590026.333280 nChanged 86 SP:Iteration 44Q (3338.593981 sec): 3 clusters Score: Raw -2593474.455763 + Penalty 3429.944388 = -2590044.511375 nChanged 67 SP:Iteration 45Q (3338.651444 sec): 3 clusters Score: Raw -2593488.990715 + Penalty 3429.944388 = -2590059.046327 nChanged 65 SP:Iteration 46Q (3338.708819 sec): 3 clusters Score: Raw -2593502.364030 + Penalty 3429.944388 = -2590072.419642 nChanged 54 SP:Iteration 47Q (3338.766196 sec): 3 clusters Score: Raw -2593513.695166 + Penalty 3429.944388 = -2590083.750778 nChanged 43 SP:Iteration 48Q (3338.823437 sec): 3 clusters Score: Raw -2593522.759834 + Penalty 3429.944388 = -2590092.815446 nChanged 45 SP:Iteration 49Q (3338.880696 sec): 3 clusters Score: Raw -2593531.155323 + Penalty 3429.944388 = -2590101.210935 nChanged 37 SP:Iteration 50Q (3338.937896 sec): 3 clusters Score: Raw -2593537.162387 + Penalty 3429.944388 = -2590107.217999 nChanged 25 SP:Iteration 51Q (3338.995090 sec): 3 clusters Score: Raw -2593541.352184 + Penalty 3429.944388 = -2590111.407796 nChanged 27 SP:Iteration 52Q (3339.052299 sec): 3 clusters Score: Raw -2593544.296149 + Penalty 3429.944388 = -2590114.351761 nChanged 19 SP:Iteration 53Q (3339.109381 sec): 3 clusters Score: Raw -2593546.822295 + Penalty 3429.944388 = -2590116.877907 nChanged 17 SP:Iteration 54Q (3339.166598 sec): 3 clusters Score: Raw -2593549.026702 + Penalty 3429.944388 = -2590119.082315 nChanged 9 SP:Iteration 55Q (3339.223719 sec): 3 clusters Score: Raw -2593550.061008 + Penalty 3429.944388 = -2590120.116620 nChanged 10 SP:Iteration 56Q (3339.280744 sec): 3 clusters Score: Raw -2593550.918397 + Penalty 3429.944388 = -2590120.974009 nChanged 9 SP:Iteration 57Q (3339.337831 sec): 3 clusters Score: Raw -2593551.644008 + Penalty 3429.944388 = -2590121.699620 nChanged 4 SP:Iteration 58Q (3339.394845 sec): 3 clusters Score: Raw -2593551.940462 + Penalty 3429.944388 = -2590121.996074 nChanged 3 SP:Iteration 59Q (3339.451922 sec): 3 clusters Score: Raw -2593552.297140 + Penalty 3429.944388 = -2590122.352753 nChanged 3 SP:Iteration 60F (3339.517952 sec): 3 clusters Score: Raw -2593552.600430 + Penalty 3429.944388 = -2590122.656042 nChanged 3 SP:Iteration 61Q (3339.576518 sec): 3 clusters Score: Raw -2593552.816719 + Penalty 3429.944388 = -2590122.872331 nChanged 2 SP:Iteration 62Q (3339.633719 sec): 3 clusters Score: Raw -2593552.903978 + Penalty 3429.944388 = -2590122.959590 nChanged 3 SP:Iteration 63Q (3339.690852 sec): 3 clusters Score: Raw -2593553.166861 + Penalty 3429.944388 = -2590123.222473 nChanged 4 SP:Iteration 64Q (3339.747955 sec): 3 clusters Score: Raw -2593553.601244 + Penalty 3429.944388 = -2590123.656857 nChanged 0 SP:Iteration 65F (3339.814149 sec): 3 clusters Score: Raw -2593553.601244 + Penalty 3429.944388 = -2590123.656857 nChanged 0 Trying to split cluster 7 (3955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3339.826295 sec): 2 clusters Score: Raw -257789.469082 + Penalty 1345.944581 = -256443.524501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3339.846002 sec): 3 clusters Score: Raw -255811.079608 + Penalty 2691.889161 = -253119.190447 nChanged 1575 SP:Iteration 1F (3339.864965 sec): 3 clusters Score: Raw -256681.202622 + Penalty 2691.889161 = -253989.313460 nChanged 283 SP:Iteration 2F (3339.883966 sec): 3 clusters Score: Raw -256831.946239 + Penalty 2691.889161 = -254140.057078 nChanged 180 SP:Iteration 3Q (3339.902951 sec): 3 clusters Score: Raw -256943.700394 + Penalty 2691.889161 = -254251.811233 nChanged 157 SP:Iteration 4Q (3339.922024 sec): 3 clusters Score: Raw -257035.427099 + Penalty 2691.889161 = -254343.537938 nChanged 156 SP:Iteration 5Q (3339.940993 sec): 3 clusters Score: Raw -257144.896505 + Penalty 2691.889161 = -254453.007344 nChanged 166 SP:Iteration 6Q (3339.959934 sec): 3 clusters Score: Raw -257276.264180 + Penalty 2691.889161 = -254584.375019 nChanged 170 SP:Iteration 7Q (3339.978969 sec): 3 clusters Score: Raw -257438.989963 + Penalty 2691.889161 = -254747.100802 nChanged 182 SP:Iteration 8Q (3339.997747 sec): 3 clusters Score: Raw -257619.413959 + Penalty 2691.889161 = -254927.524798 nChanged 157 SP:Iteration 9Q (3340.016463 sec): 3 clusters Score: Raw -257785.033939 + Penalty 2691.889161 = -255093.144778 nChanged 138 SP:Iteration 10Q (3340.035017 sec): 3 clusters Score: Raw -257923.593634 + Penalty 2691.889161 = -255231.704473 nChanged 121 SP:Iteration 11Q (3340.053701 sec): 3 clusters Score: Raw -258036.137502 + Penalty 2691.889161 = -255344.248341 nChanged 104 SP:Iteration 12Q (3340.072155 sec): 3 clusters Score: Raw -258114.608869 + Penalty 2691.889161 = -255422.719708 nChanged 85 SP:Iteration 13Q (3340.090461 sec): 3 clusters Score: Raw -258170.455946 + Penalty 2691.889161 = -255478.566785 nChanged 67 SP:Iteration 14Q (3340.108745 sec): 3 clusters Score: Raw -258210.583631 + Penalty 2691.889161 = -255518.694470 nChanged 54 SP:Iteration 15Q (3340.126806 sec): 3 clusters Score: Raw -258245.692345 + Penalty 2691.889161 = -255553.803184 nChanged 46 SP:Iteration 16Q (3340.145079 sec): 3 clusters Score: Raw -258270.613983 + Penalty 2691.889161 = -255578.724822 nChanged 35 SP:Iteration 17Q (3340.163254 sec): 3 clusters Score: Raw -258285.007848 + Penalty 2691.889161 = -255593.118687 nChanged 22 SP:Iteration 18Q (3340.181421 sec): 3 clusters Score: Raw -258293.471588 + Penalty 2691.889161 = -255601.582427 nChanged 24 SP:Iteration 19Q (3340.199458 sec): 3 clusters Score: Raw -258302.956870 + Penalty 2691.889161 = -255611.067709 nChanged 14 SP:Iteration 20F (3340.218331 sec): 3 clusters Score: Raw -258307.414555 + Penalty 2691.889161 = -255615.525394 nChanged 10 SP:Iteration 21Q (3340.236396 sec): 3 clusters Score: Raw -258310.751055 + Penalty 2691.889161 = -255618.861894 nChanged 13 SP:Iteration 22Q (3340.254423 sec): 3 clusters Score: Raw -258314.526486 + Penalty 2691.889161 = -255622.637325 nChanged 9 SP:Iteration 23Q (3340.272653 sec): 3 clusters Score: Raw -258316.713273 + Penalty 2691.889161 = -255624.824112 nChanged 6 SP:Iteration 24Q (3340.290549 sec): 3 clusters Score: Raw -258318.132571 + Penalty 2691.889161 = -255626.243409 nChanged 5 SP:Iteration 25Q (3340.308663 sec): 3 clusters Score: Raw -258319.278842 + Penalty 2691.889161 = -255627.389681 nChanged 1 SP:Iteration 26Q (3340.326738 sec): 3 clusters Score: Raw -258319.442900 + Penalty 2691.889161 = -255627.553739 nChanged 1 SP:Iteration 27Q (3340.344813 sec): 3 clusters Score: Raw -258319.696401 + Penalty 2691.889161 = -255627.807240 nChanged 1 SP:Iteration 28Q (3340.362996 sec): 3 clusters Score: Raw -258319.870078 + Penalty 2691.889161 = -255627.980917 nChanged 0 SP:Iteration 29F (3340.381780 sec): 3 clusters Score: Raw -258319.870078 + Penalty 2691.889161 = -255627.980917 nChanged 0 Trying to split cluster 8 (6995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3340.402251 sec): 2 clusters Score: Raw -482432.240036 + Penalty 1438.604519 = -480993.635517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3340.426286 sec): 3 clusters Score: Raw -478628.151258 + Penalty 2877.209038 = -475750.942220 nChanged 2943 SP:Iteration 1F (3340.449672 sec): 3 clusters Score: Raw -480216.172541 + Penalty 2877.209038 = -477338.963503 nChanged 415 SP:Iteration 2F (3340.473156 sec): 3 clusters Score: Raw -480378.869909 + Penalty 2877.209038 = -477501.660870 nChanged 305 SP:Iteration 3Q (3340.496907 sec): 3 clusters Score: Raw -480505.566509 + Penalty 2877.209038 = -477628.357471 nChanged 262 SP:Iteration 4Q (3340.520694 sec): 3 clusters Score: Raw -480613.556466 + Penalty 2877.209038 = -477736.347428 nChanged 233 SP:Iteration 5Q (3340.544056 sec): 3 clusters Score: Raw -480691.238345 + Penalty 2877.209038 = -477814.029307 nChanged 189 SP:Iteration 6Q (3340.567570 sec): 3 clusters Score: Raw -480752.118606 + Penalty 2877.209038 = -477874.909568 nChanged 173 SP:Iteration 7Q (3340.591260 sec): 3 clusters Score: Raw -480817.956935 + Penalty 2877.209038 = -477940.747897 nChanged 178 SP:Iteration 8Q (3340.614680 sec): 3 clusters Score: Raw -480884.890279 + Penalty 2877.209038 = -478007.681240 nChanged 178 SP:Iteration 9Q (3340.638428 sec): 3 clusters Score: Raw -480954.196904 + Penalty 2877.209038 = -478076.987866 nChanged 190 SP:Iteration 10Q (3340.661722 sec): 3 clusters Score: Raw -481037.876947 + Penalty 2877.209038 = -478160.667909 nChanged 179 SP:Iteration 11Q (3340.685315 sec): 3 clusters Score: Raw -481116.590932 + Penalty 2877.209038 = -478239.381894 nChanged 187 SP:Iteration 12Q (3340.708939 sec): 3 clusters Score: Raw -481203.192414 + Penalty 2877.209038 = -478325.983376 nChanged 198 SP:Iteration 13Q (3340.732518 sec): 3 clusters Score: Raw -481304.420526 + Penalty 2877.209038 = -478427.211488 nChanged 219 SP:Iteration 14Q (3340.756112 sec): 3 clusters Score: Raw -481419.649768 + Penalty 2877.209038 = -478542.440730 nChanged 222 SP:Iteration 15Q (3340.779615 sec): 3 clusters Score: Raw -481549.725493 + Penalty 2877.209038 = -478672.516455 nChanged 214 SP:Iteration 16Q (3340.803035 sec): 3 clusters Score: Raw -481692.946163 + Penalty 2877.209038 = -478815.737125 nChanged 223 SP:Iteration 17Q (3340.826382 sec): 3 clusters Score: Raw -481845.456470 + Penalty 2877.209038 = -478968.247432 nChanged 178 SP:Iteration 18Q (3340.849598 sec): 3 clusters Score: Raw -481964.997211 + Penalty 2877.209038 = -479087.788173 nChanged 162 SP:Iteration 19Q (3340.872403 sec): 3 clusters Score: Raw -482066.636669 + Penalty 2877.209038 = -479189.427631 nChanged 139 SP:Iteration 20F (3340.895782 sec): 3 clusters Score: Raw -482144.655768 + Penalty 2877.209038 = -479267.446730 nChanged 114 SP:Iteration 21Q (3340.918362 sec): 3 clusters Score: Raw -482211.739979 + Penalty 2877.209038 = -479334.530941 nChanged 88 SP:Iteration 22Q (3340.940848 sec): 3 clusters Score: Raw -482259.539961 + Penalty 2877.209038 = -479382.330923 nChanged 76 SP:Iteration 23Q (3340.963268 sec): 3 clusters Score: Raw -482304.689606 + Penalty 2877.209038 = -479427.480568 nChanged 73 SP:Iteration 24Q (3340.985710 sec): 3 clusters Score: Raw -482357.283629 + Penalty 2877.209038 = -479480.074591 nChanged 62 SP:Iteration 25Q (3341.007829 sec): 3 clusters Score: Raw -482401.104239 + Penalty 2877.209038 = -479523.895200 nChanged 40 SP:Iteration 26Q (3341.029733 sec): 3 clusters Score: Raw -482429.352234 + Penalty 2877.209038 = -479552.143196 nChanged 43 SP:Iteration 27Q (3341.051691 sec): 3 clusters Score: Raw -482456.534953 + Penalty 2877.209038 = -479579.325914 nChanged 32 SP:Iteration 28Q (3341.073492 sec): 3 clusters Score: Raw -482471.205774 + Penalty 2877.209038 = -479593.996736 nChanged 27 SP:Iteration 29Q (3341.095366 sec): 3 clusters Score: Raw -482484.763655 + Penalty 2877.209038 = -479607.554617 nChanged 23 SP:Iteration 30Q (3341.117191 sec): 3 clusters Score: Raw -482496.799049 + Penalty 2877.209038 = -479619.590010 nChanged 19 SP:Iteration 31Q (3341.138855 sec): 3 clusters Score: Raw -482505.029121 + Penalty 2877.209038 = -479627.820082 nChanged 17 SP:Iteration 32Q (3341.160548 sec): 3 clusters Score: Raw -482514.419296 + Penalty 2877.209038 = -479637.210258 nChanged 14 SP:Iteration 33Q (3341.182314 sec): 3 clusters Score: Raw -482524.193181 + Penalty 2877.209038 = -479646.984143 nChanged 26 SP:Iteration 34Q (3341.203943 sec): 3 clusters Score: Raw -482543.134723 + Penalty 2877.209038 = -479665.925684 nChanged 25 SP:Iteration 35Q (3341.225759 sec): 3 clusters Score: Raw -482559.820257 + Penalty 2877.209038 = -479682.611219 nChanged 16 SP:Iteration 36Q (3341.247595 sec): 3 clusters Score: Raw -482572.503530 + Penalty 2877.209038 = -479695.294491 nChanged 13 SP:Iteration 37Q (3341.269285 sec): 3 clusters Score: Raw -482581.380691 + Penalty 2877.209038 = -479704.171653 nChanged 15 SP:Iteration 38Q (3341.291032 sec): 3 clusters Score: Raw -482588.874497 + Penalty 2877.209038 = -479711.665459 nChanged 11 SP:Iteration 39Q (3341.312756 sec): 3 clusters Score: Raw -482594.186952 + Penalty 2877.209038 = -479716.977913 nChanged 7 SP:Iteration 40F (3341.336133 sec): 3 clusters Score: Raw -482599.717047 + Penalty 2877.209038 = -479722.508008 nChanged 9 SP:Iteration 41Q (3341.357622 sec): 3 clusters Score: Raw -482606.248989 + Penalty 2877.209038 = -479729.039950 nChanged 11 SP:Iteration 42Q (3341.379145 sec): 3 clusters Score: Raw -482613.846819 + Penalty 2877.209038 = -479736.637781 nChanged 5 SP:Iteration 43Q (3341.413171 sec): 3 clusters Score: Raw -482617.231361 + Penalty 2877.209038 = -479740.022323 nChanged 6 SP:Iteration 44Q (3341.434493 sec): 3 clusters Score: Raw -482622.453524 + Penalty 2877.209038 = -479745.244486 nChanged 5 SP:Iteration 45Q (3341.456150 sec): 3 clusters Score: Raw -482627.210803 + Penalty 2877.209038 = -479750.001765 nChanged 3 SP:Iteration 46Q (3341.477686 sec): 3 clusters Score: Raw -482629.047174 + Penalty 2877.209038 = -479751.838136 nChanged 3 SP:Iteration 47Q (3341.499051 sec): 3 clusters Score: Raw -482630.965449 + Penalty 2877.209038 = -479753.756411 nChanged 2 SP:Iteration 48Q (3341.520468 sec): 3 clusters Score: Raw -482631.696276 + Penalty 2877.209038 = -479754.487238 nChanged 1 SP:Iteration 49Q (3341.541784 sec): 3 clusters Score: Raw -482633.128006 + Penalty 2877.209038 = -479755.918968 nChanged 4 SP:Iteration 50Q (3341.563178 sec): 3 clusters Score: Raw -482634.729037 + Penalty 2877.209038 = -479757.519999 nChanged 3 SP:Iteration 51Q (3341.584790 sec): 3 clusters Score: Raw -482636.289673 + Penalty 2877.209038 = -479759.080635 nChanged 2 SP:Iteration 52Q (3341.606385 sec): 3 clusters Score: Raw -482637.601705 + Penalty 2877.209038 = -479760.392667 nChanged 2 SP:Iteration 53Q (3341.627716 sec): 3 clusters Score: Raw -482639.161179 + Penalty 2877.209038 = -479761.952141 nChanged 0 SP:Iteration 54F (3341.651338 sec): 3 clusters Score: Raw -482639.161179 + Penalty 2877.209038 = -479761.952141 nChanged 0 Trying to split cluster 9 (6775 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3341.671685 sec): 2 clusters Score: Raw -445335.832727 + Penalty 1433.411630 = -443902.421097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3341.696305 sec): 3 clusters Score: Raw -441788.185670 + Penalty 2866.823260 = -438921.362410 nChanged 2823 SP:Iteration 1F (3341.720331 sec): 3 clusters Score: Raw -443604.319704 + Penalty 2866.823260 = -440737.496444 nChanged 744 SP:Iteration 2F (3341.744009 sec): 3 clusters Score: Raw -444626.171428 + Penalty 2866.823260 = -441759.348168 nChanged 824 SP:Iteration 3F (3341.767882 sec): 3 clusters Score: Raw -445627.312472 + Penalty 2866.823260 = -442760.489213 nChanged 605 SP:Iteration 4F (3341.814765 sec): 3 clusters Score: Raw -446164.042697 + Penalty 2866.823260 = -443297.219437 nChanged 368 SP:Iteration 5F (3341.872421 sec): 3 clusters Score: Raw -446382.788938 + Penalty 2866.823260 = -443515.965678 nChanged 190 SP:Iteration 6Q (3341.895568 sec): 3 clusters Score: Raw -446454.982643 + Penalty 2866.823260 = -443588.159383 nChanged 100 SP:Iteration 7Q (3341.919163 sec): 3 clusters Score: Raw -446483.415562 + Penalty 2866.823260 = -443616.592302 nChanged 62 SP:Iteration 8Q (3341.942323 sec): 3 clusters Score: Raw -446500.071850 + Penalty 2866.823260 = -443633.248590 nChanged 35 SP:Iteration 9Q (3341.965779 sec): 3 clusters Score: Raw -446508.695029 + Penalty 2866.823260 = -443641.871769 nChanged 25 SP:Iteration 10Q (3341.989122 sec): 3 clusters Score: Raw -446513.883618 + Penalty 2866.823260 = -443647.060358 nChanged 29 SP:Iteration 11Q (3342.012637 sec): 3 clusters Score: Raw -446520.455588 + Penalty 2866.823260 = -443653.632328 nChanged 27 SP:Iteration 12Q (3342.035914 sec): 3 clusters Score: Raw -446525.760631 + Penalty 2866.823260 = -443658.937371 nChanged 27 SP:Iteration 13Q (3342.059419 sec): 3 clusters Score: Raw -446530.983543 + Penalty 2866.823260 = -443664.160283 nChanged 23 SP:Iteration 14Q (3342.082763 sec): 3 clusters Score: Raw -446535.944224 + Penalty 2866.823260 = -443669.120964 nChanged 22 SP:Iteration 15Q (3342.106393 sec): 3 clusters Score: Raw -446539.054375 + Penalty 2866.823260 = -443672.231115 nChanged 10 SP:Iteration 16Q (3342.130030 sec): 3 clusters Score: Raw -446540.278720 + Penalty 2866.823260 = -443673.455460 nChanged 8 SP:Iteration 17Q (3342.153624 sec): 3 clusters Score: Raw -446541.195949 + Penalty 2866.823260 = -443674.372689 nChanged 5 SP:Iteration 18Q (3342.177111 sec): 3 clusters Score: Raw -446541.776440 + Penalty 2866.823260 = -443674.953180 nChanged 3 SP:Iteration 19Q (3342.200635 sec): 3 clusters Score: Raw -446542.024437 + Penalty 2866.823260 = -443675.201177 nChanged 2 SP:Iteration 20F (3342.224404 sec): 3 clusters Score: Raw -446542.234222 + Penalty 2866.823260 = -443675.410962 nChanged 2 SP:Iteration 21Q (3342.247884 sec): 3 clusters Score: Raw -446542.490411 + Penalty 2866.823260 = -443675.667151 nChanged 4 SP:Iteration 22Q (3342.271164 sec): 3 clusters Score: Raw -446542.803549 + Penalty 2866.823260 = -443675.980289 nChanged 1 SP:Iteration 23Q (3342.294714 sec): 3 clusters Score: Raw -446542.871590 + Penalty 2866.823260 = -443676.048330 nChanged 0 SP:Iteration 24F (3342.318305 sec): 3 clusters Score: Raw -446542.871590 + Penalty 2866.823260 = -443676.048330 nChanged 0 Trying to split cluster 10 (24237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3342.357919 sec): 2 clusters Score: Raw -1618836.057695 + Penalty 1640.540796 = -1617195.516898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3342.408595 sec): 3 clusters Score: Raw -1604047.971628 + Penalty 3281.081593 = -1600766.890036 nChanged 11020 SP:Iteration 1F (3342.456711 sec): 3 clusters Score: Raw -1610473.671898 + Penalty 3281.081593 = -1607192.590305 nChanged 1317 SP:Iteration 2F (3342.505112 sec): 3 clusters Score: Raw -1611112.834778 + Penalty 3281.081593 = -1607831.753185 nChanged 1362 SP:Iteration 3F (3342.553602 sec): 3 clusters Score: Raw -1611912.569453 + Penalty 3281.081593 = -1608631.487861 nChanged 1520 SP:Iteration 4F (3342.602046 sec): 3 clusters Score: Raw -1612964.616600 + Penalty 3281.081593 = -1609683.535008 nChanged 1518 SP:Iteration 5F (3342.650277 sec): 3 clusters Score: Raw -1614040.559687 + Penalty 3281.081593 = -1610759.478094 nChanged 1484 SP:Iteration 6F (3342.698804 sec): 3 clusters Score: Raw -1615066.759955 + Penalty 3281.081593 = -1611785.678362 nChanged 1281 SP:Iteration 7F (3342.747162 sec): 3 clusters Score: Raw -1615886.597310 + Penalty 3281.081593 = -1612605.515717 nChanged 1027 SP:Iteration 8Q (3342.795676 sec): 3 clusters Score: Raw -1616500.200756 + Penalty 3281.081593 = -1613219.119163 nChanged 842 SP:Iteration 9Q (3342.843187 sec): 3 clusters Score: Raw -1616988.788018 + Penalty 3281.081593 = -1613707.706425 nChanged 712 SP:Iteration 10Q (3342.889815 sec): 3 clusters Score: Raw -1617385.762568 + Penalty 3281.081593 = -1614104.680975 nChanged 594 SP:Iteration 11Q (3342.935827 sec): 3 clusters Score: Raw -1617637.063590 + Penalty 3281.081593 = -1614355.981997 nChanged 431 SP:Iteration 12Q (3342.981599 sec): 3 clusters Score: Raw -1617790.098772 + Penalty 3281.081593 = -1614509.017179 nChanged 323 SP:Iteration 13Q (3343.026696 sec): 3 clusters Score: Raw -1617878.841556 + Penalty 3281.081593 = -1614597.759963 nChanged 231 SP:Iteration 14Q (3343.072034 sec): 3 clusters Score: Raw -1617927.908608 + Penalty 3281.081593 = -1614646.827016 nChanged 190 SP:Iteration 15Q (3343.116975 sec): 3 clusters Score: Raw -1617965.130552 + Penalty 3281.081593 = -1614684.048960 nChanged 146 SP:Iteration 16Q (3343.161696 sec): 3 clusters Score: Raw -1617991.191562 + Penalty 3281.081593 = -1614710.109970 nChanged 112 SP:Iteration 17Q (3343.206626 sec): 3 clusters Score: Raw -1618010.239037 + Penalty 3281.081593 = -1614729.157444 nChanged 111 SP:Iteration 18Q (3343.251277 sec): 3 clusters Score: Raw -1618030.877127 + Penalty 3281.081593 = -1614749.795534 nChanged 116 SP:Iteration 19Q (3343.295776 sec): 3 clusters Score: Raw -1618051.937541 + Penalty 3281.081593 = -1614770.855949 nChanged 99 SP:Iteration 20F (3343.343627 sec): 3 clusters Score: Raw -1618068.929610 + Penalty 3281.081593 = -1614787.848017 nChanged 76 SP:Iteration 21Q (3343.388557 sec): 3 clusters Score: Raw -1618080.880777 + Penalty 3281.081593 = -1614799.799184 nChanged 69 SP:Iteration 22Q (3343.461480 sec): 3 clusters Score: Raw -1618092.561465 + Penalty 3281.081593 = -1614811.479872 nChanged 65 SP:Iteration 23Q (3343.507525 sec): 3 clusters Score: Raw -1618102.714332 + Penalty 3281.081593 = -1614821.632739 nChanged 51 SP:Iteration 24Q (3343.552212 sec): 3 clusters Score: Raw -1618110.522108 + Penalty 3281.081593 = -1614829.440516 nChanged 53 SP:Iteration 25Q (3343.597051 sec): 3 clusters Score: Raw -1618120.671531 + Penalty 3281.081593 = -1614839.589938 nChanged 70 SP:Iteration 26Q (3343.641135 sec): 3 clusters Score: Raw -1618133.276339 + Penalty 3281.081593 = -1614852.194746 nChanged 77 SP:Iteration 27Q (3343.685171 sec): 3 clusters Score: Raw -1618150.220202 + Penalty 3281.081593 = -1614869.138609 nChanged 98 SP:Iteration 28Q (3343.729500 sec): 3 clusters Score: Raw -1618173.813044 + Penalty 3281.081593 = -1614892.731451 nChanged 105 SP:Iteration 29Q (3343.773666 sec): 3 clusters Score: Raw -1618199.991201 + Penalty 3281.081593 = -1614918.909608 nChanged 99 SP:Iteration 30Q (3343.817518 sec): 3 clusters Score: Raw -1618227.429829 + Penalty 3281.081593 = -1614946.348236 nChanged 119 SP:Iteration 31Q (3343.861511 sec): 3 clusters Score: Raw -1618257.983683 + Penalty 3281.081593 = -1614976.902091 nChanged 117 SP:Iteration 32Q (3343.905278 sec): 3 clusters Score: Raw -1618286.154888 + Penalty 3281.081593 = -1615005.073296 nChanged 115 SP:Iteration 33Q (3343.949213 sec): 3 clusters Score: Raw -1618315.970876 + Penalty 3281.081593 = -1615034.889284 nChanged 122 SP:Iteration 34Q (3343.992745 sec): 3 clusters Score: Raw -1618345.336176 + Penalty 3281.081593 = -1615064.254583 nChanged 104 SP:Iteration 35Q (3344.036490 sec): 3 clusters Score: Raw -1618368.258649 + Penalty 3281.081593 = -1615087.177056 nChanged 107 SP:Iteration 36Q (3344.080035 sec): 3 clusters Score: Raw -1618392.468579 + Penalty 3281.081593 = -1615111.386986 nChanged 106 SP:Iteration 37Q (3344.123351 sec): 3 clusters Score: Raw -1618416.603717 + Penalty 3281.081593 = -1615135.522124 nChanged 115 SP:Iteration 38Q (3344.166971 sec): 3 clusters Score: Raw -1618446.133961 + Penalty 3281.081593 = -1615165.052369 nChanged 113 SP:Iteration 39Q (3344.210183 sec): 3 clusters Score: Raw -1618470.390710 + Penalty 3281.081593 = -1615189.309117 nChanged 89 SP:Iteration 40F (3344.257961 sec): 3 clusters Score: Raw -1618489.178850 + Penalty 3281.081593 = -1615208.097257 nChanged 85 SP:Iteration 41Q (3344.301715 sec): 3 clusters Score: Raw -1618506.389687 + Penalty 3281.081593 = -1615225.308094 nChanged 76 SP:Iteration 42Q (3344.345124 sec): 3 clusters Score: Raw -1618526.818209 + Penalty 3281.081593 = -1615245.736616 nChanged 82 SP:Iteration 43Q (3344.388135 sec): 3 clusters Score: Raw -1618547.768576 + Penalty 3281.081593 = -1615266.686983 nChanged 76 SP:Iteration 44Q (3344.431233 sec): 3 clusters Score: Raw -1618564.089878 + Penalty 3281.081593 = -1615283.008286 nChanged 70 SP:Iteration 45Q (3344.474142 sec): 3 clusters Score: Raw -1618580.148975 + Penalty 3281.081593 = -1615299.067382 nChanged 70 SP:Iteration 46Q (3344.517110 sec): 3 clusters Score: Raw -1618593.756217 + Penalty 3281.081593 = -1615312.674624 nChanged 58 SP:Iteration 47Q (3344.560085 sec): 3 clusters Score: Raw -1618604.107829 + Penalty 3281.081593 = -1615323.026236 nChanged 55 SP:Iteration 48Q (3344.602789 sec): 3 clusters Score: Raw -1618613.189508 + Penalty 3281.081593 = -1615332.107915 nChanged 43 SP:Iteration 49Q (3344.645712 sec): 3 clusters Score: Raw -1618621.333594 + Penalty 3281.081593 = -1615340.252001 nChanged 47 SP:Iteration 50Q (3344.688344 sec): 3 clusters Score: Raw -1618631.277728 + Penalty 3281.081593 = -1615350.196135 nChanged 50 SP:Iteration 51Q (3344.731207 sec): 3 clusters Score: Raw -1618639.969171 + Penalty 3281.081593 = -1615358.887578 nChanged 45 SP:Iteration 52Q (3344.773797 sec): 3 clusters Score: Raw -1618648.230788 + Penalty 3281.081593 = -1615367.149195 nChanged 45 SP:Iteration 53Q (3344.816546 sec): 3 clusters Score: Raw -1618656.301454 + Penalty 3281.081593 = -1615375.219862 nChanged 48 SP:Iteration 54Q (3344.859103 sec): 3 clusters Score: Raw -1618666.197432 + Penalty 3281.081593 = -1615385.115839 nChanged 45 SP:Iteration 55Q (3344.901715 sec): 3 clusters Score: Raw -1618674.366381 + Penalty 3281.081593 = -1615393.284789 nChanged 42 SP:Iteration 56Q (3344.944181 sec): 3 clusters Score: Raw -1618681.790625 + Penalty 3281.081593 = -1615400.709032 nChanged 46 SP:Iteration 57Q (3344.986644 sec): 3 clusters Score: Raw -1618690.201385 + Penalty 3281.081593 = -1615409.119792 nChanged 43 SP:Iteration 58Q (3345.051759 sec): 3 clusters Score: Raw -1618698.056167 + Penalty 3281.081593 = -1615416.974574 nChanged 40 SP:Iteration 59Q (3345.094080 sec): 3 clusters Score: Raw -1618704.597906 + Penalty 3281.081593 = -1615423.516313 nChanged 44 SP:Iteration 60F (3345.141981 sec): 3 clusters Score: Raw -1618713.230307 + Penalty 3281.081593 = -1615432.148714 nChanged 45 SP:Iteration 61Q (3345.184979 sec): 3 clusters Score: Raw -1618720.747904 + Penalty 3281.081593 = -1615439.666311 nChanged 41 SP:Iteration 62Q (3345.227304 sec): 3 clusters Score: Raw -1618729.480659 + Penalty 3281.081593 = -1615448.399066 nChanged 51 SP:Iteration 63Q (3345.269505 sec): 3 clusters Score: Raw -1618741.324932 + Penalty 3281.081593 = -1615460.243339 nChanged 46 SP:Iteration 64Q (3345.311879 sec): 3 clusters Score: Raw -1618750.298938 + Penalty 3281.081593 = -1615469.217345 nChanged 40 SP:Iteration 65Q (3345.353959 sec): 3 clusters Score: Raw -1618756.196109 + Penalty 3281.081593 = -1615475.114516 nChanged 36 SP:Iteration 66Q (3345.396305 sec): 3 clusters Score: Raw -1618761.592478 + Penalty 3281.081593 = -1615480.510885 nChanged 26 SP:Iteration 67Q (3345.438488 sec): 3 clusters Score: Raw -1618765.483637 + Penalty 3281.081593 = -1615484.402045 nChanged 22 SP:Iteration 68Q (3345.480732 sec): 3 clusters Score: Raw -1618768.694340 + Penalty 3281.081593 = -1615487.612747 nChanged 19 SP:Iteration 69Q (3345.522746 sec): 3 clusters Score: Raw -1618771.992886 + Penalty 3281.081593 = -1615490.911293 nChanged 19 SP:Iteration 70Q (3345.564922 sec): 3 clusters Score: Raw -1618775.443942 + Penalty 3281.081593 = -1615494.362349 nChanged 18 SP:Iteration 71Q (3345.607028 sec): 3 clusters Score: Raw -1618778.711519 + Penalty 3281.081593 = -1615497.629927 nChanged 29 SP:Iteration 72Q (3345.649054 sec): 3 clusters Score: Raw -1618784.536654 + Penalty 3281.081593 = -1615503.455062 nChanged 31 SP:Iteration 73Q (3345.691164 sec): 3 clusters Score: Raw -1618790.844940 + Penalty 3281.081593 = -1615509.763347 nChanged 34 SP:Iteration 74Q (3345.733247 sec): 3 clusters Score: Raw -1618795.744421 + Penalty 3281.081593 = -1615514.662828 nChanged 27 SP:Iteration 75Q (3345.775387 sec): 3 clusters Score: Raw -1618800.738935 + Penalty 3281.081593 = -1615519.657342 nChanged 32 SP:Iteration 76Q (3345.817342 sec): 3 clusters Score: Raw -1618806.566051 + Penalty 3281.081593 = -1615525.484459 nChanged 31 SP:Iteration 77Q (3345.859364 sec): 3 clusters Score: Raw -1618812.177012 + Penalty 3281.081593 = -1615531.095419 nChanged 31 SP:Iteration 78Q (3345.901066 sec): 3 clusters Score: Raw -1618819.278708 + Penalty 3281.081593 = -1615538.197115 nChanged 33 SP:Iteration 79Q (3345.943150 sec): 3 clusters Score: Raw -1618827.737326 + Penalty 3281.081593 = -1615546.655734 nChanged 31 SP:Iteration 80F (3345.991032 sec): 3 clusters Score: Raw -1618834.976752 + Penalty 3281.081593 = -1615553.895160 nChanged 40 SP:Iteration 81Q (3346.033479 sec): 3 clusters Score: Raw -1618845.085908 + Penalty 3281.081593 = -1615564.004315 nChanged 38 SP:Iteration 82Q (3346.075028 sec): 3 clusters Score: Raw -1618853.161074 + Penalty 3281.081593 = -1615572.079481 nChanged 32 SP:Iteration 83Q (3346.116893 sec): 3 clusters Score: Raw -1618859.855840 + Penalty 3281.081593 = -1615578.774248 nChanged 27 SP:Iteration 84Q (3346.158374 sec): 3 clusters Score: Raw -1618865.271884 + Penalty 3281.081593 = -1615584.190291 nChanged 33 SP:Iteration 85Q (3346.200157 sec): 3 clusters Score: Raw -1618872.921150 + Penalty 3281.081593 = -1615591.839558 nChanged 33 SP:Iteration 86Q (3346.259100 sec): 3 clusters Score: Raw -1618881.422433 + Penalty 3281.081593 = -1615600.340841 nChanged 40 SP:Iteration 87Q (3346.309990 sec): 3 clusters Score: Raw -1618891.476336 + Penalty 3281.081593 = -1615610.394743 nChanged 40 SP:Iteration 88Q (3346.351145 sec): 3 clusters Score: Raw -1618901.873346 + Penalty 3281.081593 = -1615620.791754 nChanged 26 SP:Iteration 89Q (3346.392652 sec): 3 clusters Score: Raw -1618908.427025 + Penalty 3281.081593 = -1615627.345432 nChanged 25 SP:Iteration 90Q (3346.433897 sec): 3 clusters Score: Raw -1618914.577546 + Penalty 3281.081593 = -1615633.495953 nChanged 32 SP:Iteration 91Q (3346.475549 sec): 3 clusters Score: Raw -1618920.870881 + Penalty 3281.081593 = -1615639.789288 nChanged 25 SP:Iteration 92Q (3346.516671 sec): 3 clusters Score: Raw -1618926.522585 + Penalty 3281.081593 = -1615645.440993 nChanged 28 SP:Iteration 93Q (3346.558091 sec): 3 clusters Score: Raw -1618933.966631 + Penalty 3281.081593 = -1615652.885038 nChanged 27 SP:Iteration 94Q (3346.599242 sec): 3 clusters Score: Raw -1618940.441829 + Penalty 3281.081593 = -1615659.360236 nChanged 21 SP:Iteration 95Q (3346.640607 sec): 3 clusters Score: Raw -1618944.545141 + Penalty 3281.081593 = -1615663.463548 nChanged 8 SP:Iteration 96Q (3346.681654 sec): 3 clusters Score: Raw -1618945.585104 + Penalty 3281.081593 = -1615664.503512 nChanged 3 SP:Iteration 97Q (3346.723049 sec): 3 clusters Score: Raw -1618946.020311 + Penalty 3281.081593 = -1615664.938718 nChanged 3 SP:Iteration 98Q (3346.764068 sec): 3 clusters Score: Raw -1618946.755149 + Penalty 3281.081593 = -1615665.673556 nChanged 5 SP:Iteration 99Q (3346.805353 sec): 3 clusters Score: Raw -1618947.644909 + Penalty 3281.081593 = -1615666.563317 nChanged 5 SP:Iteration 100F (3346.853012 sec): 3 clusters Score: Raw -1618948.197801 + Penalty 3281.081593 = -1615667.116209 nChanged 4 SP:Iteration 101Q (3346.894996 sec): 3 clusters Score: Raw -1618948.598387 + Penalty 3281.081593 = -1615667.516794 nChanged 4 SP:Iteration 102Q (3346.936036 sec): 3 clusters Score: Raw -1618949.120048 + Penalty 3281.081593 = -1615668.038455 nChanged 6 SP:Iteration 103Q (3346.977310 sec): 3 clusters Score: Raw -1618950.614038 + Penalty 3281.081593 = -1615669.532445 nChanged 12 SP:Iteration 104Q (3347.018392 sec): 3 clusters Score: Raw -1618952.156413 + Penalty 3281.081593 = -1615671.074820 nChanged 5 SP:Iteration 105Q (3347.059727 sec): 3 clusters Score: Raw -1618953.216364 + Penalty 3281.081593 = -1615672.134771 nChanged 5 SP:Iteration 106Q (3347.100831 sec): 3 clusters Score: Raw -1618954.323048 + Penalty 3281.081593 = -1615673.241455 nChanged 6 SP:Iteration 107Q (3347.141974 sec): 3 clusters Score: Raw -1618955.636395 + Penalty 3281.081593 = -1615674.554802 nChanged 6 SP:Iteration 108Q (3347.183048 sec): 3 clusters Score: Raw -1618956.522749 + Penalty 3281.081593 = -1615675.441156 nChanged 7 SP:Iteration 109Q (3347.224300 sec): 3 clusters Score: Raw -1618958.327783 + Penalty 3281.081593 = -1615677.246190 nChanged 7 SP:Iteration 110Q (3347.265350 sec): 3 clusters Score: Raw -1618959.845943 + Penalty 3281.081593 = -1615678.764350 nChanged 6 SP:Iteration 111Q (3347.306611 sec): 3 clusters Score: Raw -1618961.121466 + Penalty 3281.081593 = -1615680.039874 nChanged 12 SP:Iteration 112Q (3347.347749 sec): 3 clusters Score: Raw -1618963.683480 + Penalty 3281.081593 = -1615682.601887 nChanged 13 SP:Iteration 113Q (3347.388902 sec): 3 clusters Score: Raw -1618966.788154 + Penalty 3281.081593 = -1615685.706561 nChanged 12 SP:Iteration 114Q (3347.430056 sec): 3 clusters Score: Raw -1618968.921512 + Penalty 3281.081593 = -1615687.839919 nChanged 9 SP:Iteration 115Q (3347.470976 sec): 3 clusters Score: Raw -1618970.742526 + Penalty 3281.081593 = -1615689.660933 nChanged 9 SP:Iteration 116Q (3347.511962 sec): 3 clusters Score: Raw -1618973.595473 + Penalty 3281.081593 = -1615692.513880 nChanged 10 SP:Iteration 117Q (3347.552947 sec): 3 clusters Score: Raw -1618976.145489 + Penalty 3281.081593 = -1615695.063896 nChanged 13 SP:Iteration 118Q (3347.594183 sec): 3 clusters Score: Raw -1618979.947231 + Penalty 3281.081593 = -1615698.865639 nChanged 15 SP:Iteration 119Q (3347.634889 sec): 3 clusters Score: Raw -1618984.455386 + Penalty 3281.081593 = -1615703.373794 nChanged 17 SP:Iteration 120F (3347.682765 sec): 3 clusters Score: Raw -1618988.057041 + Penalty 3281.081593 = -1615706.975449 nChanged 12 SP:Iteration 121Q (3347.724465 sec): 3 clusters Score: Raw -1618990.998401 + Penalty 3281.081593 = -1615709.916808 nChanged 10 SP:Iteration 122Q (3347.765286 sec): 3 clusters Score: Raw -1618993.826036 + Penalty 3281.081593 = -1615712.744443 nChanged 11 SP:Iteration 123Q (3347.806180 sec): 3 clusters Score: Raw -1618996.549612 + Penalty 3281.081593 = -1615715.468020 nChanged 12 SP:Iteration 124Q (3347.847165 sec): 3 clusters Score: Raw -1618998.969416 + Penalty 3281.081593 = -1615717.887824 nChanged 12 SP:Iteration 125Q (3347.887967 sec): 3 clusters Score: Raw -1619000.763384 + Penalty 3281.081593 = -1615719.681791 nChanged 11 SP:Iteration 126Q (3347.929181 sec): 3 clusters Score: Raw -1619003.273407 + Penalty 3281.081593 = -1615722.191814 nChanged 11 SP:Iteration 127Q (3347.969925 sec): 3 clusters Score: Raw -1619006.003468 + Penalty 3281.081593 = -1615724.921876 nChanged 15 SP:Iteration 128Q (3348.010694 sec): 3 clusters Score: Raw -1619009.404606 + Penalty 3281.081593 = -1615728.323013 nChanged 15 SP:Iteration 129Q (3348.051480 sec): 3 clusters Score: Raw -1619012.821729 + Penalty 3281.081593 = -1615731.740136 nChanged 10 SP:Iteration 130Q (3348.092390 sec): 3 clusters Score: Raw -1619015.363004 + Penalty 3281.081593 = -1615734.281411 nChanged 13 SP:Iteration 131Q (3348.133056 sec): 3 clusters Score: Raw -1619018.601870 + Penalty 3281.081593 = -1615737.520277 nChanged 12 SP:Iteration 132Q (3348.174016 sec): 3 clusters Score: Raw -1619020.835917 + Penalty 3281.081593 = -1615739.754324 nChanged 8 SP:Iteration 133Q (3348.214756 sec): 3 clusters Score: Raw -1619022.599515 + Penalty 3281.081593 = -1615741.517922 nChanged 7 SP:Iteration 134Q (3348.255553 sec): 3 clusters Score: Raw -1619024.214797 + Penalty 3281.081593 = -1615743.133204 nChanged 6 SP:Iteration 135Q (3348.296116 sec): 3 clusters Score: Raw -1619025.388470 + Penalty 3281.081593 = -1615744.306877 nChanged 5 SP:Iteration 136Q (3348.337065 sec): 3 clusters Score: Raw -1619025.867736 + Penalty 3281.081593 = -1615744.786143 nChanged 6 SP:Iteration 137Q (3348.377703 sec): 3 clusters Score: Raw -1619027.141137 + Penalty 3281.081593 = -1615746.059544 nChanged 4 SP:Iteration 138Q (3348.418574 sec): 3 clusters Score: Raw -1619027.922219 + Penalty 3281.081593 = -1615746.840627 nChanged 3 SP:Iteration 139Q (3348.459236 sec): 3 clusters Score: Raw -1619028.245971 + Penalty 3281.081593 = -1615747.164379 nChanged 2 SP:Iteration 140F (3348.507028 sec): 3 clusters Score: Raw -1619028.457614 + Penalty 3281.081593 = -1615747.376021 nChanged 1 SP:Iteration 141Q (3348.550320 sec): 3 clusters Score: Raw -1619028.505411 + Penalty 3281.081593 = -1615747.423818 nChanged 0 SP:Iteration 142F (3348.598135 sec): 3 clusters Score: Raw -1619028.505411 + Penalty 3281.081593 = -1615747.423818 nChanged 0 Trying to split cluster 11 (67491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3348.697811 sec): 2 clusters Score: Raw -4510375.831357 + Penalty 1806.959299 = -4508568.872058 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3348.817930 sec): 3 clusters Score: Raw -4467198.345727 + Penalty 3613.918599 = -4463584.427128 nChanged 32007 SP:Iteration 1F (3348.945063 sec): 3 clusters Score: Raw -4486168.852926 + Penalty 3613.918599 = -4482554.934328 nChanged 3385 SP:Iteration 2F (3349.071604 sec): 3 clusters Score: Raw -4487680.097075 + Penalty 3613.918599 = -4484066.178476 nChanged 4238 SP:Iteration 3F (3349.197414 sec): 3 clusters Score: Raw -4490199.330650 + Penalty 3613.918599 = -4486585.412051 nChanged 5171 SP:Iteration 4F (3349.323452 sec): 3 clusters Score: Raw -4494144.436840 + Penalty 3613.918599 = -4490530.518241 nChanged 5737 SP:Iteration 5F (3349.449486 sec): 3 clusters Score: Raw -4499426.036970 + Penalty 3613.918599 = -4495812.118371 nChanged 5109 SP:Iteration 6F (3349.592181 sec): 3 clusters Score: Raw -4504540.368558 + Penalty 3613.918599 = -4500926.449959 nChanged 3420 SP:Iteration 7F (3349.755595 sec): 3 clusters Score: Raw -4507864.754064 + Penalty 3613.918599 = -4504250.835465 nChanged 1791 SP:Iteration 8Q (3349.906643 sec): 3 clusters Score: Raw -4509489.948932 + Penalty 3613.918599 = -4505876.030333 nChanged 851 SP:Iteration 9Q (3350.055500 sec): 3 clusters Score: Raw -4510205.542805 + Penalty 3613.918599 = -4506591.624206 nChanged 399 SP:Iteration 10Q (3350.187946 sec): 3 clusters Score: Raw -4510528.317935 + Penalty 3613.918599 = -4506914.399336 nChanged 207 SP:Iteration 11Q (3350.320386 sec): 3 clusters Score: Raw -4510687.057413 + Penalty 3613.918599 = -4507073.138814 nChanged 134 SP:Iteration 12Q (3350.460646 sec): 3 clusters Score: Raw -4510770.136616 + Penalty 3613.918599 = -4507156.218017 nChanged 81 SP:Iteration 13Q (3350.600974 sec): 3 clusters Score: Raw -4510816.077476 + Penalty 3613.918599 = -4507202.158877 nChanged 54 SP:Iteration 14Q (3350.735182 sec): 3 clusters Score: Raw -4510844.682338 + Penalty 3613.918599 = -4507230.763739 nChanged 49 SP:Iteration 15Q (3350.870057 sec): 3 clusters Score: Raw -4510866.172468 + Penalty 3613.918599 = -4507252.253869 nChanged 33 SP:Iteration 16Q (3350.976496 sec): 3 clusters Score: Raw -4510880.991775 + Penalty 3613.918599 = -4507267.073176 nChanged 30 SP:Iteration 17Q (3351.092438 sec): 3 clusters Score: Raw -4510895.625767 + Penalty 3613.918599 = -4507281.707169 nChanged 26 SP:Iteration 18Q (3351.230886 sec): 3 clusters Score: Raw -4510906.090057 + Penalty 3613.918599 = -4507292.171458 nChanged 18 SP:Iteration 19Q (3351.353738 sec): 3 clusters Score: Raw -4510913.234143 + Penalty 3613.918599 = -4507299.315544 nChanged 23 SP:Iteration 20F (3351.478639 sec): 3 clusters Score: Raw -4510920.507489 + Penalty 3613.918599 = -4507306.588890 nChanged 20 SP:Iteration 21Q (3351.582737 sec): 3 clusters Score: Raw -4510929.381858 + Penalty 3613.918599 = -4507315.463260 nChanged 18 SP:Iteration 22Q (3351.686637 sec): 3 clusters Score: Raw -4510935.080755 + Penalty 3613.918599 = -4507321.162157 nChanged 18 SP:Iteration 23Q (3351.802724 sec): 3 clusters Score: Raw -4510943.058958 + Penalty 3613.918599 = -4507329.140359 nChanged 16 SP:Iteration 24Q (3351.910780 sec): 3 clusters Score: Raw -4510948.264674 + Penalty 3613.918599 = -4507334.346075 nChanged 16 SP:Iteration 25Q (3352.014640 sec): 3 clusters Score: Raw -4510954.448511 + Penalty 3613.918599 = -4507340.529912 nChanged 12 SP:Iteration 26Q (3352.118362 sec): 3 clusters Score: Raw -4510957.641870 + Penalty 3613.918599 = -4507343.723271 nChanged 10 SP:Iteration 27Q (3352.222075 sec): 3 clusters Score: Raw -4510961.290729 + Penalty 3613.918599 = -4507347.372131 nChanged 10 SP:Iteration 28Q (3352.325945 sec): 3 clusters Score: Raw -4510963.751757 + Penalty 3613.918599 = -4507349.833159 nChanged 11 SP:Iteration 29Q (3352.429598 sec): 3 clusters Score: Raw -4510967.220763 + Penalty 3613.918599 = -4507353.302164 nChanged 9 SP:Iteration 30Q (3352.533336 sec): 3 clusters Score: Raw -4510969.879999 + Penalty 3613.918599 = -4507355.961400 nChanged 5 SP:Iteration 31Q (3352.636905 sec): 3 clusters Score: Raw -4510971.131272 + Penalty 3613.918599 = -4507357.212674 nChanged 7 SP:Iteration 32Q (3352.740580 sec): 3 clusters Score: Raw -4510973.136528 + Penalty 3613.918599 = -4507359.217929 nChanged 6 SP:Iteration 33Q (3352.844339 sec): 3 clusters Score: Raw -4510975.458698 + Penalty 3613.918599 = -4507361.540100 nChanged 10 SP:Iteration 34Q (3352.948062 sec): 3 clusters Score: Raw -4510979.421330 + Penalty 3613.918599 = -4507365.502731 nChanged 15 SP:Iteration 35Q (3353.051651 sec): 3 clusters Score: Raw -4510983.904425 + Penalty 3613.918599 = -4507369.985826 nChanged 8 SP:Iteration 36Q (3353.155371 sec): 3 clusters Score: Raw -4510986.501251 + Penalty 3613.918599 = -4507372.582653 nChanged 3 SP:Iteration 37Q (3353.259092 sec): 3 clusters Score: Raw -4510987.801696 + Penalty 3613.918599 = -4507373.883097 nChanged 5 SP:Iteration 38Q (3353.362645 sec): 3 clusters Score: Raw -4510989.938261 + Penalty 3613.918599 = -4507376.019663 nChanged 7 SP:Iteration 39Q (3353.466279 sec): 3 clusters Score: Raw -4510992.560142 + Penalty 3613.918599 = -4507378.641543 nChanged 7 SP:Iteration 40F (3353.591270 sec): 3 clusters Score: Raw -4510994.652368 + Penalty 3613.918599 = -4507380.733770 nChanged 7 SP:Iteration 41Q (3353.695184 sec): 3 clusters Score: Raw -4510995.672208 + Penalty 3613.918599 = -4507381.753609 nChanged 1 SP:Iteration 42Q (3353.822688 sec): 3 clusters Score: Raw -4510995.852423 + Penalty 3613.918599 = -4507381.933824 nChanged 0 SP:Iteration 43F (3353.948172 sec): 3 clusters Score: Raw -4510995.852423 + Penalty 3613.918599 = -4507381.933824 nChanged 0 Trying to split cluster 12 (2492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3353.955831 sec): 2 clusters Score: Raw -170223.320214 + Penalty 1270.886643 = -168952.433571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3353.968899 sec): 3 clusters Score: Raw -169095.610266 + Penalty 2541.773286 = -166553.836980 nChanged 930 SP:Iteration 1F (3353.981077 sec): 3 clusters Score: Raw -169625.583866 + Penalty 2541.773286 = -167083.810580 nChanged 190 SP:Iteration 2F (3353.993323 sec): 3 clusters Score: Raw -169748.069623 + Penalty 2541.773286 = -167206.296337 nChanged 124 SP:Iteration 3Q (3354.005620 sec): 3 clusters Score: Raw -169835.898307 + Penalty 2541.773286 = -167294.125021 nChanged 103 SP:Iteration 4Q (3354.017912 sec): 3 clusters Score: Raw -169901.586305 + Penalty 2541.773286 = -167359.813019 nChanged 100 SP:Iteration 5Q (3354.030219 sec): 3 clusters Score: Raw -169974.743772 + Penalty 2541.773286 = -167432.970486 nChanged 94 SP:Iteration 6Q (3354.042582 sec): 3 clusters Score: Raw -170045.437637 + Penalty 2541.773286 = -167503.664351 nChanged 96 SP:Iteration 7Q (3354.054821 sec): 3 clusters Score: Raw -170131.112557 + Penalty 2541.773286 = -167589.339271 nChanged 126 SP:Iteration 8F (3354.067059 sec): 3 clusters Score: Raw -170240.163510 + Penalty 2541.773286 = -167698.390224 nChanged 111 SP:Iteration 9Q (3354.079271 sec): 3 clusters Score: Raw -170335.335562 + Penalty 2541.773286 = -167793.562276 nChanged 104 SP:Iteration 10Q (3354.091495 sec): 3 clusters Score: Raw -170425.383797 + Penalty 2541.773286 = -167883.610511 nChanged 100 SP:Iteration 11Q (3354.103617 sec): 3 clusters Score: Raw -170505.581930 + Penalty 2541.773286 = -167963.808644 nChanged 69 SP:Iteration 12Q (3354.115783 sec): 3 clusters Score: Raw -170557.892701 + Penalty 2541.773286 = -168016.119415 nChanged 55 SP:Iteration 13Q (3354.127962 sec): 3 clusters Score: Raw -170598.928737 + Penalty 2541.773286 = -168057.155451 nChanged 32 SP:Iteration 14Q (3354.140119 sec): 3 clusters Score: Raw -170621.046519 + Penalty 2541.773286 = -168079.273233 nChanged 29 SP:Iteration 15Q (3354.152167 sec): 3 clusters Score: Raw -170638.716302 + Penalty 2541.773286 = -168096.943016 nChanged 17 SP:Iteration 16Q (3354.164314 sec): 3 clusters Score: Raw -170648.560995 + Penalty 2541.773286 = -168106.787709 nChanged 18 SP:Iteration 17Q (3354.176510 sec): 3 clusters Score: Raw -170657.121932 + Penalty 2541.773286 = -168115.348646 nChanged 10 SP:Iteration 18Q (3354.188706 sec): 3 clusters Score: Raw -170661.870777 + Penalty 2541.773286 = -168120.097491 nChanged 10 SP:Iteration 19Q (3354.200826 sec): 3 clusters Score: Raw -170666.902518 + Penalty 2541.773286 = -168125.129232 nChanged 6 SP:Iteration 20F (3354.212894 sec): 3 clusters Score: Raw -170669.844549 + Penalty 2541.773286 = -168128.071263 nChanged 3 SP:Iteration 21Q (3354.225050 sec): 3 clusters Score: Raw -170670.649305 + Penalty 2541.773286 = -168128.876020 nChanged 0 SP:Iteration 22F (3354.237227 sec): 3 clusters Score: Raw -170670.649305 + Penalty 2541.773286 = -168128.876020 nChanged 0 Trying to split cluster 13 (1408 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3354.251716 sec): 2 clusters Score: Raw -88955.320728 + Penalty 1178.112900 = -87777.207828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3354.259365 sec): 3 clusters Score: Raw -88384.690923 + Penalty 2356.225799 = -86028.465123 nChanged 448 SP:Iteration 1F (3354.266579 sec): 3 clusters Score: Raw -88708.100421 + Penalty 2356.225799 = -86351.874622 nChanged 110 SP:Iteration 2F (3354.273724 sec): 3 clusters Score: Raw -88795.476584 + Penalty 2356.225799 = -86439.250784 nChanged 57 SP:Iteration 3Q (3354.280928 sec): 3 clusters Score: Raw -88838.619682 + Penalty 2356.225799 = -86482.393883 nChanged 26 SP:Iteration 4Q (3354.288161 sec): 3 clusters Score: Raw -88863.351520 + Penalty 2356.225799 = -86507.125721 nChanged 39 SP:Iteration 5Q (3354.295321 sec): 3 clusters Score: Raw -88893.499642 + Penalty 2356.225799 = -86537.273843 nChanged 23 SP:Iteration 6Q (3354.302608 sec): 3 clusters Score: Raw -88915.736176 + Penalty 2356.225799 = -86559.510377 nChanged 15 SP:Iteration 7Q (3354.309825 sec): 3 clusters Score: Raw -88926.480353 + Penalty 2356.225799 = -86570.254554 nChanged 18 SP:Iteration 8Q (3354.317049 sec): 3 clusters Score: Raw -88938.408280 + Penalty 2356.225799 = -86582.182481 nChanged 14 SP:Iteration 9Q (3354.324235 sec): 3 clusters Score: Raw -88947.110568 + Penalty 2356.225799 = -86590.884768 nChanged 9 SP:Iteration 10Q (3354.331428 sec): 3 clusters Score: Raw -88952.127216 + Penalty 2356.225799 = -86595.901416 nChanged 14 SP:Iteration 11Q (3354.338601 sec): 3 clusters Score: Raw -88960.936343 + Penalty 2356.225799 = -86604.710543 nChanged 10 SP:Iteration 12Q (3354.345784 sec): 3 clusters Score: Raw -88969.750187 + Penalty 2356.225799 = -86613.524387 nChanged 10 SP:Iteration 13Q (3354.352956 sec): 3 clusters Score: Raw -88978.690511 + Penalty 2356.225799 = -86622.464712 nChanged 10 SP:Iteration 14Q (3354.360112 sec): 3 clusters Score: Raw -88984.288128 + Penalty 2356.225799 = -86628.062329 nChanged 4 SP:Iteration 15Q (3354.367269 sec): 3 clusters Score: Raw -88986.297599 + Penalty 2356.225799 = -86630.071799 nChanged 4 SP:Iteration 16Q (3354.374425 sec): 3 clusters Score: Raw -88988.544679 + Penalty 2356.225799 = -86632.318879 nChanged 2 SP:Iteration 17Q (3354.381643 sec): 3 clusters Score: Raw -88989.442643 + Penalty 2356.225799 = -86633.216844 nChanged 0 SP:Iteration 18F (3354.388767 sec): 3 clusters Score: Raw -88989.442643 + Penalty 2356.225799 = -86633.216844 nChanged 0 Trying to split cluster 14 (7860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3354.410654 sec): 2 clusters Score: Raw -508838.249777 + Penalty 1457.550556 = -507380.699220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3354.436338 sec): 3 clusters Score: Raw -504524.791800 + Penalty 2915.101113 = -501609.690687 nChanged 3356 SP:Iteration 1F (3354.461340 sec): 3 clusters Score: Raw -506359.045079 + Penalty 2915.101113 = -503443.943966 nChanged 471 SP:Iteration 2F (3354.486189 sec): 3 clusters Score: Raw -506557.835552 + Penalty 2915.101113 = -503642.734439 nChanged 370 SP:Iteration 3Q (3354.511179 sec): 3 clusters Score: Raw -506732.792182 + Penalty 2915.101113 = -503817.691069 nChanged 332 SP:Iteration 4Q (3354.536083 sec): 3 clusters Score: Raw -506880.687652 + Penalty 2915.101113 = -503965.586539 nChanged 291 SP:Iteration 5Q (3354.561219 sec): 3 clusters Score: Raw -507020.287068 + Penalty 2915.101113 = -504105.185956 nChanged 309 SP:Iteration 6Q (3354.586346 sec): 3 clusters Score: Raw -507183.053910 + Penalty 2915.101113 = -504267.952797 nChanged 303 SP:Iteration 7Q (3354.611322 sec): 3 clusters Score: Raw -507370.840304 + Penalty 2915.101113 = -504455.739191 nChanged 339 SP:Iteration 8Q (3354.636310 sec): 3 clusters Score: Raw -507636.734030 + Penalty 2915.101113 = -504721.632917 nChanged 367 SP:Iteration 9Q (3354.661171 sec): 3 clusters Score: Raw -507967.330184 + Penalty 2915.101113 = -505052.229071 nChanged 381 SP:Iteration 10Q (3354.685847 sec): 3 clusters Score: Raw -508316.329789 + Penalty 2915.101113 = -505401.228676 nChanged 377 SP:Iteration 11Q (3354.710594 sec): 3 clusters Score: Raw -508638.568399 + Penalty 2915.101113 = -505723.467286 nChanged 331 SP:Iteration 12Q (3354.735063 sec): 3 clusters Score: Raw -508859.998280 + Penalty 2915.101113 = -505944.897167 nChanged 276 SP:Iteration 13Q (3354.759488 sec): 3 clusters Score: Raw -509011.220853 + Penalty 2915.101113 = -506096.119741 nChanged 224 SP:Iteration 14Q (3354.783910 sec): 3 clusters Score: Raw -509125.370920 + Penalty 2915.101113 = -506210.269807 nChanged 178 SP:Iteration 15Q (3354.842535 sec): 3 clusters Score: Raw -509210.450016 + Penalty 2915.101113 = -506295.348903 nChanged 155 SP:Iteration 16Q (3354.866599 sec): 3 clusters Score: Raw -509284.870411 + Penalty 2915.101113 = -506369.769298 nChanged 169 SP:Iteration 17Q (3354.890874 sec): 3 clusters Score: Raw -509350.261748 + Penalty 2915.101113 = -506435.160635 nChanged 132 SP:Iteration 18Q (3354.914959 sec): 3 clusters Score: Raw -509405.083085 + Penalty 2915.101113 = -506489.981972 nChanged 131 SP:Iteration 19Q (3354.939299 sec): 3 clusters Score: Raw -509455.719328 + Penalty 2915.101113 = -506540.618215 nChanged 131 SP:Iteration 20F (3354.964449 sec): 3 clusters Score: Raw -509511.596765 + Penalty 2915.101113 = -506596.495652 nChanged 114 SP:Iteration 21Q (3354.988428 sec): 3 clusters Score: Raw -509556.338654 + Penalty 2915.101113 = -506641.237541 nChanged 119 SP:Iteration 22Q (3355.012643 sec): 3 clusters Score: Raw -509605.895222 + Penalty 2915.101113 = -506690.794109 nChanged 103 SP:Iteration 23Q (3355.036520 sec): 3 clusters Score: Raw -509646.809980 + Penalty 2915.101113 = -506731.708867 nChanged 104 SP:Iteration 24Q (3355.060204 sec): 3 clusters Score: Raw -509693.250230 + Penalty 2915.101113 = -506778.149117 nChanged 109 SP:Iteration 25Q (3355.084104 sec): 3 clusters Score: Raw -509738.881704 + Penalty 2915.101113 = -506823.780591 nChanged 99 SP:Iteration 26Q (3355.107975 sec): 3 clusters Score: Raw -509783.819252 + Penalty 2915.101113 = -506868.718139 nChanged 100 SP:Iteration 27Q (3355.131903 sec): 3 clusters Score: Raw -509825.045960 + Penalty 2915.101113 = -506909.944847 nChanged 83 SP:Iteration 28Q (3355.155755 sec): 3 clusters Score: Raw -509862.344272 + Penalty 2915.101113 = -506947.243159 nChanged 83 SP:Iteration 29Q (3355.179460 sec): 3 clusters Score: Raw -509910.297457 + Penalty 2915.101113 = -506995.196344 nChanged 98 SP:Iteration 30Q (3355.203115 sec): 3 clusters Score: Raw -509963.229463 + Penalty 2915.101113 = -507048.128350 nChanged 81 SP:Iteration 31Q (3355.226683 sec): 3 clusters Score: Raw -509996.808512 + Penalty 2915.101113 = -507081.707399 nChanged 71 SP:Iteration 32Q (3355.250305 sec): 3 clusters Score: Raw -510022.493022 + Penalty 2915.101113 = -507107.391910 nChanged 54 SP:Iteration 33Q (3355.273912 sec): 3 clusters Score: Raw -510040.039865 + Penalty 2915.101113 = -507124.938752 nChanged 53 SP:Iteration 34Q (3355.297538 sec): 3 clusters Score: Raw -510054.751546 + Penalty 2915.101113 = -507139.650433 nChanged 45 SP:Iteration 35Q (3355.321097 sec): 3 clusters Score: Raw -510068.510560 + Penalty 2915.101113 = -507153.409447 nChanged 43 SP:Iteration 36Q (3355.344511 sec): 3 clusters Score: Raw -510082.903255 + Penalty 2915.101113 = -507167.802142 nChanged 38 SP:Iteration 37Q (3355.367775 sec): 3 clusters Score: Raw -510094.368421 + Penalty 2915.101113 = -507179.267308 nChanged 26 SP:Iteration 38Q (3355.391242 sec): 3 clusters Score: Raw -510103.765889 + Penalty 2915.101113 = -507188.664776 nChanged 32 SP:Iteration 39Q (3355.414651 sec): 3 clusters Score: Raw -510113.856341 + Penalty 2915.101113 = -507198.755228 nChanged 23 SP:Iteration 40F (3355.439459 sec): 3 clusters Score: Raw -510119.065782 + Penalty 2915.101113 = -507203.964669 nChanged 11 SP:Iteration 41Q (3355.462775 sec): 3 clusters Score: Raw -510121.919771 + Penalty 2915.101113 = -507206.818658 nChanged 13 SP:Iteration 42Q (3355.486245 sec): 3 clusters Score: Raw -510125.564721 + Penalty 2915.101113 = -507210.463608 nChanged 12 SP:Iteration 43Q (3355.509683 sec): 3 clusters Score: Raw -510127.658727 + Penalty 2915.101113 = -507212.557614 nChanged 10 SP:Iteration 44Q (3355.532900 sec): 3 clusters Score: Raw -510129.151749 + Penalty 2915.101113 = -507214.050637 nChanged 10 SP:Iteration 45Q (3355.556257 sec): 3 clusters Score: Raw -510130.312098 + Penalty 2915.101113 = -507215.210986 nChanged 5 SP:Iteration 46Q (3355.579724 sec): 3 clusters Score: Raw -510131.006156 + Penalty 2915.101113 = -507215.905043 nChanged 4 SP:Iteration 47Q (3355.602934 sec): 3 clusters Score: Raw -510131.853939 + Penalty 2915.101113 = -507216.752826 nChanged 5 SP:Iteration 48Q (3355.626391 sec): 3 clusters Score: Raw -510132.621217 + Penalty 2915.101113 = -507217.520104 nChanged 6 SP:Iteration 49Q (3355.649953 sec): 3 clusters Score: Raw -510133.434037 + Penalty 2915.101113 = -507218.332924 nChanged 2 SP:Iteration 50Q (3355.673177 sec): 3 clusters Score: Raw -510133.598518 + Penalty 2915.101113 = -507218.497405 nChanged 1 SP:Iteration 51Q (3355.696432 sec): 3 clusters Score: Raw -510133.669159 + Penalty 2915.101113 = -507218.568046 nChanged 1 SP:Iteration 52Q (3355.719672 sec): 3 clusters Score: Raw -510133.904967 + Penalty 2915.101113 = -507218.803855 nChanged 0 SP:Iteration 53F (3355.744411 sec): 3 clusters Score: Raw -510133.904967 + Penalty 2915.101113 = -507218.803855 nChanged 0 Trying to split cluster 15 (4161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3355.761863 sec): 2 clusters Score: Raw -252494.799489 + Penalty 1354.195490 = -251140.603999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3355.781721 sec): 3 clusters Score: Raw -250422.961145 + Penalty 2708.390980 = -247714.570164 nChanged 1649 SP:Iteration 1F (3355.801470 sec): 3 clusters Score: Raw -251397.730995 + Penalty 2708.390980 = -248689.340014 nChanged 335 SP:Iteration 2F (3355.821330 sec): 3 clusters Score: Raw -251634.179903 + Penalty 2708.390980 = -248925.788922 nChanged 266 SP:Iteration 3F (3355.840943 sec): 3 clusters Score: Raw -251821.820435 + Penalty 2708.390980 = -249113.429454 nChanged 226 SP:Iteration 4F (3355.895515 sec): 3 clusters Score: Raw -251977.752884 + Penalty 2708.390980 = -249269.361904 nChanged 199 SP:Iteration 5Q (3355.914984 sec): 3 clusters Score: Raw -252119.982787 + Penalty 2708.390980 = -249411.591806 nChanged 168 SP:Iteration 6Q (3355.935005 sec): 3 clusters Score: Raw -252252.051819 + Penalty 2708.390980 = -249543.660838 nChanged 172 SP:Iteration 7Q (3355.955308 sec): 3 clusters Score: Raw -252389.964245 + Penalty 2708.390980 = -249681.573264 nChanged 155 SP:Iteration 8Q (3355.977162 sec): 3 clusters Score: Raw -252523.461947 + Penalty 2708.390980 = -249815.070967 nChanged 142 SP:Iteration 9Q (3355.997471 sec): 3 clusters Score: Raw -252642.912292 + Penalty 2708.390980 = -249934.521312 nChanged 127 SP:Iteration 10Q (3356.017538 sec): 3 clusters Score: Raw -252770.181496 + Penalty 2708.390980 = -250061.790515 nChanged 121 SP:Iteration 11Q (3356.036972 sec): 3 clusters Score: Raw -252892.900729 + Penalty 2708.390980 = -250184.509748 nChanged 119 SP:Iteration 12Q (3356.056193 sec): 3 clusters Score: Raw -253014.404822 + Penalty 2708.390980 = -250306.013842 nChanged 105 SP:Iteration 13Q (3356.075217 sec): 3 clusters Score: Raw -253112.906604 + Penalty 2708.390980 = -250404.515624 nChanged 92 SP:Iteration 14Q (3356.106429 sec): 3 clusters Score: Raw -253178.845432 + Penalty 2708.390980 = -250470.454451 nChanged 67 SP:Iteration 15Q (3356.125576 sec): 3 clusters Score: Raw -253226.344553 + Penalty 2708.390980 = -250517.953572 nChanged 40 SP:Iteration 16Q (3356.144314 sec): 3 clusters Score: Raw -253259.024154 + Penalty 2708.390980 = -250550.633173 nChanged 32 SP:Iteration 17Q (3356.163244 sec): 3 clusters Score: Raw -253281.814179 + Penalty 2708.390980 = -250573.423198 nChanged 24 SP:Iteration 18Q (3356.181814 sec): 3 clusters Score: Raw -253294.629122 + Penalty 2708.390980 = -250586.238141 nChanged 16 SP:Iteration 19Q (3356.200737 sec): 3 clusters Score: Raw -253302.481225 + Penalty 2708.390980 = -250594.090245 nChanged 7 SP:Iteration 20F (3356.220466 sec): 3 clusters Score: Raw -253305.393141 + Penalty 2708.390980 = -250597.002161 nChanged 10 SP:Iteration 21Q (3356.239141 sec): 3 clusters Score: Raw -253309.996588 + Penalty 2708.390980 = -250601.605608 nChanged 5 SP:Iteration 22Q (3356.257897 sec): 3 clusters Score: Raw -253313.250374 + Penalty 2708.390980 = -250604.859394 nChanged 7 SP:Iteration 23Q (3356.276424 sec): 3 clusters Score: Raw -253315.119859 + Penalty 2708.390980 = -250606.728878 nChanged 3 SP:Iteration 24Q (3356.295217 sec): 3 clusters Score: Raw -253315.556498 + Penalty 2708.390980 = -250607.165517 nChanged 1 SP:Iteration 25Q (3356.313544 sec): 3 clusters Score: Raw -253316.060975 + Penalty 2708.390980 = -250607.669995 nChanged 3 SP:Iteration 26Q (3356.332196 sec): 3 clusters Score: Raw -253317.051083 + Penalty 2708.390980 = -250608.660103 nChanged 1 SP:Iteration 27Q (3356.350884 sec): 3 clusters Score: Raw -253317.347882 + Penalty 2708.390980 = -250608.956901 nChanged 0 SP:Iteration 28F (3356.370361 sec): 3 clusters Score: Raw -253317.347882 + Penalty 2708.390980 = -250608.956901 nChanged 0 Trying to split cluster 16 (4406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3356.388106 sec): 2 clusters Score: Raw -248074.502752 + Penalty 1363.492411 = -246711.010342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3356.408637 sec): 3 clusters Score: Raw -245869.362461 + Penalty 2726.984821 = -243142.377639 nChanged 1779 SP:Iteration 1F (3356.428756 sec): 3 clusters Score: Raw -247129.625018 + Penalty 2726.984821 = -244402.640196 nChanged 460 SP:Iteration 2F (3356.448421 sec): 3 clusters Score: Raw -247656.691131 + Penalty 2726.984821 = -244929.706309 nChanged 397 SP:Iteration 3F (3356.468382 sec): 3 clusters Score: Raw -248104.024684 + Penalty 2726.984821 = -245377.039863 nChanged 363 SP:Iteration 4F (3356.488243 sec): 3 clusters Score: Raw -248466.478550 + Penalty 2726.984821 = -245739.493728 nChanged 310 SP:Iteration 5F (3356.508096 sec): 3 clusters Score: Raw -248749.567084 + Penalty 2726.984821 = -246022.582263 nChanged 216 SP:Iteration 6Q (3356.527742 sec): 3 clusters Score: Raw -248897.849155 + Penalty 2726.984821 = -246170.864333 nChanged 123 SP:Iteration 7Q (3356.547135 sec): 3 clusters Score: Raw -248960.032919 + Penalty 2726.984821 = -246233.048097 nChanged 75 SP:Iteration 8Q (3356.566931 sec): 3 clusters Score: Raw -248989.966800 + Penalty 2726.984821 = -246262.981978 nChanged 42 SP:Iteration 9Q (3356.586622 sec): 3 clusters Score: Raw -249006.478482 + Penalty 2726.984821 = -246279.493661 nChanged 37 SP:Iteration 10Q (3356.605886 sec): 3 clusters Score: Raw -249021.472683 + Penalty 2726.984821 = -246294.487862 nChanged 34 SP:Iteration 11Q (3356.625574 sec): 3 clusters Score: Raw -249032.566296 + Penalty 2726.984821 = -246305.581475 nChanged 20 SP:Iteration 12Q (3356.645049 sec): 3 clusters Score: Raw -249037.125256 + Penalty 2726.984821 = -246310.140435 nChanged 12 SP:Iteration 13Q (3356.664757 sec): 3 clusters Score: Raw -249041.779289 + Penalty 2726.984821 = -246314.794467 nChanged 14 SP:Iteration 14Q (3356.684137 sec): 3 clusters Score: Raw -249045.419426 + Penalty 2726.984821 = -246318.434605 nChanged 8 SP:Iteration 15Q (3356.703423 sec): 3 clusters Score: Raw -249047.090582 + Penalty 2726.984821 = -246320.105761 nChanged 8 SP:Iteration 16Q (3356.722937 sec): 3 clusters Score: Raw -249049.680945 + Penalty 2726.984821 = -246322.696124 nChanged 11 SP:Iteration 17Q (3356.742513 sec): 3 clusters Score: Raw -249052.516914 + Penalty 2726.984821 = -246325.532093 nChanged 7 SP:Iteration 18Q (3356.761957 sec): 3 clusters Score: Raw -249054.467552 + Penalty 2726.984821 = -246327.482731 nChanged 7 SP:Iteration 19Q (3356.781320 sec): 3 clusters Score: Raw -249056.315638 + Penalty 2726.984821 = -246329.330817 nChanged 3 SP:Iteration 20F (3356.801190 sec): 3 clusters Score: Raw -249057.183889 + Penalty 2726.984821 = -246330.199067 nChanged 5 SP:Iteration 21Q (3356.820694 sec): 3 clusters Score: Raw -249058.609229 + Penalty 2726.984821 = -246331.624407 nChanged 6 SP:Iteration 22Q (3356.840296 sec): 3 clusters Score: Raw -249059.807518 + Penalty 2726.984821 = -246332.822697 nChanged 7 SP:Iteration 23Q (3356.859744 sec): 3 clusters Score: Raw -249061.772000 + Penalty 2726.984821 = -246334.787179 nChanged 7 SP:Iteration 24Q (3356.879153 sec): 3 clusters Score: Raw -249064.343231 + Penalty 2726.984821 = -246337.358409 nChanged 4 SP:Iteration 25Q (3356.898676 sec): 3 clusters Score: Raw -249065.903301 + Penalty 2726.984821 = -246338.918479 nChanged 3 SP:Iteration 26Q (3356.918186 sec): 3 clusters Score: Raw -249066.552916 + Penalty 2726.984821 = -246339.568094 nChanged 3 SP:Iteration 27Q (3356.937397 sec): 3 clusters Score: Raw -249067.065439 + Penalty 2726.984821 = -246340.080617 nChanged 1 SP:Iteration 28Q (3356.956933 sec): 3 clusters Score: Raw -249067.182512 + Penalty 2726.984821 = -246340.197690 nChanged 0 SP:Iteration 29F (3356.976858 sec): 3 clusters Score: Raw -249067.182512 + Penalty 2726.984821 = -246340.197690 nChanged 0 Trying to split cluster 17 (10108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3357.000539 sec): 2 clusters Score: Raw -668945.647634 + Penalty 1498.425901 = -667447.221733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3357.028790 sec): 3 clusters Score: Raw -663229.675635 + Penalty 2996.851802 = -660232.823832 nChanged 4315 SP:Iteration 1F (3357.056279 sec): 3 clusters Score: Raw -665546.692173 + Penalty 2996.851802 = -662549.840371 nChanged 562 SP:Iteration 2F (3357.083715 sec): 3 clusters Score: Raw -665793.340028 + Penalty 2996.851802 = -662796.488225 nChanged 530 SP:Iteration 3F (3357.111441 sec): 3 clusters Score: Raw -666021.802624 + Penalty 2996.851802 = -663024.950821 nChanged 461 SP:Iteration 4Q (3357.139270 sec): 3 clusters Score: Raw -666246.547577 + Penalty 2996.851802 = -663249.695775 nChanged 512 SP:Iteration 5F (3357.166828 sec): 3 clusters Score: Raw -666560.155873 + Penalty 2996.851802 = -663563.304071 nChanged 583 SP:Iteration 6F (3357.194422 sec): 3 clusters Score: Raw -666951.770539 + Penalty 2996.851802 = -663954.918737 nChanged 609 SP:Iteration 7F (3357.222093 sec): 3 clusters Score: Raw -667443.784450 + Penalty 2996.851802 = -664446.932648 nChanged 598 SP:Iteration 8F (3357.249557 sec): 3 clusters Score: Raw -667977.027623 + Penalty 2996.851802 = -664980.175821 nChanged 485 SP:Iteration 9Q (3357.276861 sec): 3 clusters Score: Raw -668423.612858 + Penalty 2996.851802 = -665426.761056 nChanged 337 SP:Iteration 10Q (3357.304028 sec): 3 clusters Score: Raw -668742.043632 + Penalty 2996.851802 = -665745.191830 nChanged 193 SP:Iteration 11Q (3357.330574 sec): 3 clusters Score: Raw -668922.082798 + Penalty 2996.851802 = -665925.230996 nChanged 114 SP:Iteration 12Q (3357.356258 sec): 3 clusters Score: Raw -669028.758720 + Penalty 2996.851802 = -666031.906917 nChanged 56 SP:Iteration 13Q (3357.381364 sec): 3 clusters Score: Raw -669087.504600 + Penalty 2996.851802 = -666090.652798 nChanged 38 SP:Iteration 14Q (3357.406174 sec): 3 clusters Score: Raw -669130.673429 + Penalty 2996.851802 = -666133.821627 nChanged 17 SP:Iteration 15Q (3357.430812 sec): 3 clusters Score: Raw -669152.421792 + Penalty 2996.851802 = -666155.569990 nChanged 7 SP:Iteration 16Q (3357.455253 sec): 3 clusters Score: Raw -669160.384261 + Penalty 2996.851802 = -666163.532459 nChanged 7 SP:Iteration 17Q (3357.479768 sec): 3 clusters Score: Raw -669165.815986 + Penalty 2996.851802 = -666168.964183 nChanged 8 SP:Iteration 18Q (3357.504175 sec): 3 clusters Score: Raw -669175.512374 + Penalty 2996.851802 = -666178.660572 nChanged 6 SP:Iteration 19Q (3357.528669 sec): 3 clusters Score: Raw -669181.518239 + Penalty 2996.851802 = -666184.666437 nChanged 4 SP:Iteration 20F (3357.556071 sec): 3 clusters Score: Raw -669184.342862 + Penalty 2996.851802 = -666187.491060 nChanged 2 SP:Iteration 21Q (3357.580619 sec): 3 clusters Score: Raw -669187.331600 + Penalty 2996.851802 = -666190.479797 nChanged 4 SP:Iteration 22Q (3357.605202 sec): 3 clusters Score: Raw -669188.952752 + Penalty 2996.851802 = -666192.100949 nChanged 0 SP:Iteration 23F (3357.632655 sec): 3 clusters Score: Raw -669188.952752 + Penalty 2996.851802 = -666192.100949 nChanged 0 Trying to split cluster 18 (6871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3357.652793 sec): 2 clusters Score: Raw -463255.003896 + Penalty 1435.698052 = -461819.305844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3357.677226 sec): 3 clusters Score: Raw -459548.741791 + Penalty 2871.396104 = -456677.345687 nChanged 2804 SP:Iteration 1F (3357.700831 sec): 3 clusters Score: Raw -461172.481947 + Penalty 2871.396104 = -458301.085843 nChanged 494 SP:Iteration 2F (3357.724777 sec): 3 clusters Score: Raw -461477.274990 + Penalty 2871.396104 = -458605.878886 nChanged 459 SP:Iteration 3F (3357.748671 sec): 3 clusters Score: Raw -461739.466726 + Penalty 2871.396104 = -458868.070622 nChanged 374 SP:Iteration 4F (3357.772499 sec): 3 clusters Score: Raw -461960.193144 + Penalty 2871.396104 = -459088.797040 nChanged 323 SP:Iteration 5Q (3357.796426 sec): 3 clusters Score: Raw -462154.038321 + Penalty 2871.396104 = -459282.642217 nChanged 272 SP:Iteration 6Q (3357.820388 sec): 3 clusters Score: Raw -462310.437420 + Penalty 2871.396104 = -459439.041316 nChanged 242 SP:Iteration 7Q (3357.844360 sec): 3 clusters Score: Raw -462450.286391 + Penalty 2871.396104 = -459578.890287 nChanged 196 SP:Iteration 8Q (3357.868336 sec): 3 clusters Score: Raw -462561.981218 + Penalty 2871.396104 = -459690.585114 nChanged 198 SP:Iteration 9Q (3357.892260 sec): 3 clusters Score: Raw -462674.024688 + Penalty 2871.396104 = -459802.628584 nChanged 174 SP:Iteration 10Q (3357.915896 sec): 3 clusters Score: Raw -462786.335978 + Penalty 2871.396104 = -459914.939874 nChanged 184 SP:Iteration 11Q (3357.939518 sec): 3 clusters Score: Raw -462901.774885 + Penalty 2871.396104 = -460030.378781 nChanged 151 SP:Iteration 12Q (3357.963024 sec): 3 clusters Score: Raw -462994.039075 + Penalty 2871.396104 = -460122.642971 nChanged 151 SP:Iteration 13Q (3357.986434 sec): 3 clusters Score: Raw -463084.947430 + Penalty 2871.396104 = -460213.551326 nChanged 137 SP:Iteration 14Q (3358.009660 sec): 3 clusters Score: Raw -463171.667431 + Penalty 2871.396104 = -460300.271328 nChanged 125 SP:Iteration 15Q (3358.032697 sec): 3 clusters Score: Raw -463245.558845 + Penalty 2871.396104 = -460374.162741 nChanged 119 SP:Iteration 16Q (3358.055606 sec): 3 clusters Score: Raw -463305.236470 + Penalty 2871.396104 = -460433.840366 nChanged 113 SP:Iteration 17Q (3358.078570 sec): 3 clusters Score: Raw -463352.911910 + Penalty 2871.396104 = -460481.515806 nChanged 102 SP:Iteration 18Q (3358.101342 sec): 3 clusters Score: Raw -463392.533741 + Penalty 2871.396104 = -460521.137638 nChanged 70 SP:Iteration 19Q (3358.124225 sec): 3 clusters Score: Raw -463417.512495 + Penalty 2871.396104 = -460546.116391 nChanged 57 SP:Iteration 20F (3358.148100 sec): 3 clusters Score: Raw -463434.937373 + Penalty 2871.396104 = -460563.541269 nChanged 47 SP:Iteration 21Q (3358.171027 sec): 3 clusters Score: Raw -463453.737485 + Penalty 2871.396104 = -460582.341381 nChanged 50 SP:Iteration 22Q (3358.193856 sec): 3 clusters Score: Raw -463468.548604 + Penalty 2871.396104 = -460597.152501 nChanged 30 SP:Iteration 23Q (3358.227264 sec): 3 clusters Score: Raw -463477.468498 + Penalty 2871.396104 = -460606.072394 nChanged 33 SP:Iteration 24Q (3358.249756 sec): 3 clusters Score: Raw -463486.603188 + Penalty 2871.396104 = -460615.207084 nChanged 30 SP:Iteration 25Q (3358.272590 sec): 3 clusters Score: Raw -463495.160506 + Penalty 2871.396104 = -460623.764402 nChanged 35 SP:Iteration 26Q (3358.295187 sec): 3 clusters Score: Raw -463504.840910 + Penalty 2871.396104 = -460633.444806 nChanged 31 SP:Iteration 27Q (3358.317794 sec): 3 clusters Score: Raw -463515.826658 + Penalty 2871.396104 = -460644.430554 nChanged 33 SP:Iteration 28Q (3358.340315 sec): 3 clusters Score: Raw -463525.244218 + Penalty 2871.396104 = -460653.848115 nChanged 29 SP:Iteration 29Q (3358.362936 sec): 3 clusters Score: Raw -463534.165389 + Penalty 2871.396104 = -460662.769285 nChanged 24 SP:Iteration 30Q (3358.385482 sec): 3 clusters Score: Raw -463543.355890 + Penalty 2871.396104 = -460671.959787 nChanged 23 SP:Iteration 31Q (3358.408228 sec): 3 clusters Score: Raw -463550.858679 + Penalty 2871.396104 = -460679.462575 nChanged 23 SP:Iteration 32Q (3358.430743 sec): 3 clusters Score: Raw -463557.186817 + Penalty 2871.396104 = -460685.790713 nChanged 20 SP:Iteration 33Q (3358.453470 sec): 3 clusters Score: Raw -463561.942270 + Penalty 2871.396104 = -460690.546166 nChanged 15 SP:Iteration 34Q (3358.476029 sec): 3 clusters Score: Raw -463564.584021 + Penalty 2871.396104 = -460693.187918 nChanged 9 SP:Iteration 35Q (3358.498814 sec): 3 clusters Score: Raw -463566.794760 + Penalty 2871.396104 = -460695.398656 nChanged 6 SP:Iteration 36Q (3358.521167 sec): 3 clusters Score: Raw -463567.834217 + Penalty 2871.396104 = -460696.438113 nChanged 6 SP:Iteration 37Q (3358.543832 sec): 3 clusters Score: Raw -463569.595481 + Penalty 2871.396104 = -460698.199378 nChanged 8 SP:Iteration 38Q (3358.566245 sec): 3 clusters Score: Raw -463571.531773 + Penalty 2871.396104 = -460700.135669 nChanged 8 SP:Iteration 39Q (3358.588897 sec): 3 clusters Score: Raw -463573.181457 + Penalty 2871.396104 = -460701.785353 nChanged 10 SP:Iteration 40F (3358.612814 sec): 3 clusters Score: Raw -463575.519689 + Penalty 2871.396104 = -460704.123585 nChanged 9 SP:Iteration 41Q (3358.635633 sec): 3 clusters Score: Raw -463577.751328 + Penalty 2871.396104 = -460706.355224 nChanged 16 SP:Iteration 42Q (3358.658338 sec): 3 clusters Score: Raw -463581.385636 + Penalty 2871.396104 = -460709.989533 nChanged 13 SP:Iteration 43Q (3358.681133 sec): 3 clusters Score: Raw -463584.124801 + Penalty 2871.396104 = -460712.728697 nChanged 14 SP:Iteration 44Q (3358.703614 sec): 3 clusters Score: Raw -463586.480664 + Penalty 2871.396104 = -460715.084561 nChanged 13 SP:Iteration 45Q (3358.726241 sec): 3 clusters Score: Raw -463589.010347 + Penalty 2871.396104 = -460717.614243 nChanged 20 SP:Iteration 46Q (3358.748929 sec): 3 clusters Score: Raw -463594.732017 + Penalty 2871.396104 = -460723.335913 nChanged 21 SP:Iteration 47Q (3358.771456 sec): 3 clusters Score: Raw -463602.594354 + Penalty 2871.396104 = -460731.198250 nChanged 23 SP:Iteration 48Q (3358.794078 sec): 3 clusters Score: Raw -463610.143725 + Penalty 2871.396104 = -460738.747621 nChanged 18 SP:Iteration 49Q (3358.816661 sec): 3 clusters Score: Raw -463615.059620 + Penalty 2871.396104 = -460743.663516 nChanged 14 SP:Iteration 50Q (3358.839183 sec): 3 clusters Score: Raw -463621.067066 + Penalty 2871.396104 = -460749.670962 nChanged 16 SP:Iteration 51Q (3358.861775 sec): 3 clusters Score: Raw -463626.117970 + Penalty 2871.396104 = -460754.721866 nChanged 13 SP:Iteration 52Q (3358.884428 sec): 3 clusters Score: Raw -463630.068356 + Penalty 2871.396104 = -460758.672252 nChanged 14 SP:Iteration 53Q (3358.906961 sec): 3 clusters Score: Raw -463632.866490 + Penalty 2871.396104 = -460761.470386 nChanged 11 SP:Iteration 54Q (3358.929526 sec): 3 clusters Score: Raw -463635.372054 + Penalty 2871.396104 = -460763.975950 nChanged 18 SP:Iteration 55Q (3358.951982 sec): 3 clusters Score: Raw -463640.738827 + Penalty 2871.396104 = -460769.342723 nChanged 12 SP:Iteration 56Q (3358.974656 sec): 3 clusters Score: Raw -463643.815737 + Penalty 2871.396104 = -460772.419633 nChanged 11 SP:Iteration 57Q (3358.997029 sec): 3 clusters Score: Raw -463646.916378 + Penalty 2871.396104 = -460775.520274 nChanged 7 SP:Iteration 58Q (3359.019676 sec): 3 clusters Score: Raw -463648.927323 + Penalty 2871.396104 = -460777.531219 nChanged 9 SP:Iteration 59Q (3359.042367 sec): 3 clusters Score: Raw -463651.386597 + Penalty 2871.396104 = -460779.990493 nChanged 6 SP:Iteration 60F (3359.066273 sec): 3 clusters Score: Raw -463652.743055 + Penalty 2871.396104 = -460781.346951 nChanged 4 SP:Iteration 61Q (3359.088478 sec): 3 clusters Score: Raw -463653.462030 + Penalty 2871.396104 = -460782.065926 nChanged 3 SP:Iteration 62Q (3359.111206 sec): 3 clusters Score: Raw -463654.178614 + Penalty 2871.396104 = -460782.782511 nChanged 2 SP:Iteration 63Q (3359.133675 sec): 3 clusters Score: Raw -463654.537730 + Penalty 2871.396104 = -460783.141626 nChanged 3 SP:Iteration 64Q (3359.156145 sec): 3 clusters Score: Raw -463654.953620 + Penalty 2871.396104 = -460783.557516 nChanged 1 SP:Iteration 65Q (3359.178778 sec): 3 clusters Score: Raw -463655.078386 + Penalty 2871.396104 = -460783.682283 nChanged 0 SP:Iteration 66F (3359.202832 sec): 3 clusters Score: Raw -463655.078386 + Penalty 2871.396104 = -460783.682283 nChanged 0 Trying to split cluster 19 (1707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3359.217835 sec): 2 clusters Score: Raw -91885.444689 + Penalty 1209.405067 = -90676.039622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3359.227054 sec): 3 clusters Score: Raw -91327.739583 + Penalty 2418.810135 = -88908.929449 nChanged 624 SP:Iteration 1F (3359.235703 sec): 3 clusters Score: Raw -91950.127441 + Penalty 2418.810135 = -89531.317306 nChanged 175 SP:Iteration 2F (3359.244337 sec): 3 clusters Score: Raw -92192.543457 + Penalty 2418.810135 = -89773.733322 nChanged 136 SP:Iteration 3F (3359.253002 sec): 3 clusters Score: Raw -92386.962455 + Penalty 2418.810135 = -89968.152320 nChanged 102 SP:Iteration 4F (3359.261642 sec): 3 clusters Score: Raw -92499.962038 + Penalty 2418.810135 = -90081.151903 nChanged 76 SP:Iteration 5Q (3359.270119 sec): 3 clusters Score: Raw -92604.568231 + Penalty 2418.810135 = -90185.758096 nChanged 80 SP:Iteration 6Q (3359.278520 sec): 3 clusters Score: Raw -92701.803586 + Penalty 2418.810135 = -90282.993451 nChanged 65 SP:Iteration 7Q (3359.286873 sec): 3 clusters Score: Raw -92804.693357 + Penalty 2418.810135 = -90385.883222 nChanged 59 SP:Iteration 8Q (3359.295250 sec): 3 clusters Score: Raw -92916.032432 + Penalty 2418.810135 = -90497.222298 nChanged 31 SP:Iteration 9Q (3359.303575 sec): 3 clusters Score: Raw -92961.435460 + Penalty 2418.810135 = -90542.625325 nChanged 26 SP:Iteration 10Q (3359.311871 sec): 3 clusters Score: Raw -92996.182217 + Penalty 2418.810135 = -90577.372082 nChanged 18 SP:Iteration 11Q (3359.320122 sec): 3 clusters Score: Raw -93008.722680 + Penalty 2418.810135 = -90589.912545 nChanged 10 SP:Iteration 12Q (3359.328327 sec): 3 clusters Score: Raw -93025.575561 + Penalty 2418.810135 = -90606.765426 nChanged 10 SP:Iteration 13Q (3359.336507 sec): 3 clusters Score: Raw -93040.735762 + Penalty 2418.810135 = -90621.925627 nChanged 7 SP:Iteration 14Q (3359.344698 sec): 3 clusters Score: Raw -93053.737239 + Penalty 2418.810135 = -90634.927104 nChanged 1 SP:Iteration 15Q (3359.352792 sec): 3 clusters Score: Raw -93056.210423 + Penalty 2418.810135 = -90637.400288 nChanged 2 SP:Iteration 16Q (3359.360930 sec): 3 clusters Score: Raw -93059.153652 + Penalty 2418.810135 = -90640.343517 nChanged 0 SP:Iteration 17F (3359.369506 sec): 3 clusters Score: Raw -93059.153652 + Penalty 2418.810135 = -90640.343517 nChanged 0 Trying to split cluster 20 (7213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3359.390909 sec): 2 clusters Score: Raw -462623.904797 + Penalty 1443.591538 = -461180.313259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3359.415794 sec): 3 clusters Score: Raw -458679.771486 + Penalty 2887.183076 = -455792.588410 nChanged 3027 SP:Iteration 1F (3359.439953 sec): 3 clusters Score: Raw -460413.898373 + Penalty 2887.183076 = -457526.715297 nChanged 528 SP:Iteration 2F (3359.464112 sec): 3 clusters Score: Raw -460737.768030 + Penalty 2887.183076 = -457850.584955 nChanged 479 SP:Iteration 3F (3359.488109 sec): 3 clusters Score: Raw -461068.174256 + Penalty 2887.183076 = -458180.991180 nChanged 468 SP:Iteration 4F (3359.512342 sec): 3 clusters Score: Raw -461443.217356 + Penalty 2887.183076 = -458556.034280 nChanged 473 SP:Iteration 5F (3359.536327 sec): 3 clusters Score: Raw -461866.548572 + Penalty 2887.183076 = -458979.365497 nChanged 423 SP:Iteration 6F (3359.560447 sec): 3 clusters Score: Raw -462234.990354 + Penalty 2887.183076 = -459347.807278 nChanged 369 SP:Iteration 7F (3359.584638 sec): 3 clusters Score: Raw -462531.847236 + Penalty 2887.183076 = -459644.664161 nChanged 306 SP:Iteration 8Q (3359.608635 sec): 3 clusters Score: Raw -462800.165495 + Penalty 2887.183076 = -459912.982419 nChanged 233 SP:Iteration 9Q (3359.632434 sec): 3 clusters Score: Raw -463004.727291 + Penalty 2887.183076 = -460117.544215 nChanged 180 SP:Iteration 10Q (3359.656201 sec): 3 clusters Score: Raw -463121.437319 + Penalty 2887.183076 = -460234.254244 nChanged 137 SP:Iteration 11Q (3359.679913 sec): 3 clusters Score: Raw -463194.592112 + Penalty 2887.183076 = -460307.409036 nChanged 106 SP:Iteration 12Q (3359.703593 sec): 3 clusters Score: Raw -463262.814332 + Penalty 2887.183076 = -460375.631257 nChanged 105 SP:Iteration 13Q (3359.726747 sec): 3 clusters Score: Raw -463326.934701 + Penalty 2887.183076 = -460439.751625 nChanged 88 SP:Iteration 14Q (3359.750038 sec): 3 clusters Score: Raw -463380.352844 + Penalty 2887.183076 = -460493.169769 nChanged 81 SP:Iteration 15Q (3359.773423 sec): 3 clusters Score: Raw -463427.339803 + Penalty 2887.183076 = -460540.156727 nChanged 73 SP:Iteration 16Q (3359.796682 sec): 3 clusters Score: Raw -463464.742374 + Penalty 2887.183076 = -460577.559299 nChanged 75 SP:Iteration 17Q (3359.820013 sec): 3 clusters Score: Raw -463503.052004 + Penalty 2887.183076 = -460615.868929 nChanged 63 SP:Iteration 18Q (3359.843139 sec): 3 clusters Score: Raw -463542.181290 + Penalty 2887.183076 = -460654.998215 nChanged 59 SP:Iteration 19Q (3359.866054 sec): 3 clusters Score: Raw -463581.499276 + Penalty 2887.183076 = -460694.316200 nChanged 62 SP:Iteration 20F (3359.890156 sec): 3 clusters Score: Raw -463620.562245 + Penalty 2887.183076 = -460733.379169 nChanged 61 SP:Iteration 21Q (3359.913131 sec): 3 clusters Score: Raw -463655.669152 + Penalty 2887.183076 = -460768.486076 nChanged 60 SP:Iteration 22Q (3359.935890 sec): 3 clusters Score: Raw -463695.919866 + Penalty 2887.183076 = -460808.736790 nChanged 61 SP:Iteration 23Q (3359.958659 sec): 3 clusters Score: Raw -463728.314907 + Penalty 2887.183076 = -460841.131831 nChanged 52 SP:Iteration 24Q (3359.981373 sec): 3 clusters Score: Raw -463761.684971 + Penalty 2887.183076 = -460874.501895 nChanged 47 SP:Iteration 25Q (3360.004047 sec): 3 clusters Score: Raw -463794.667275 + Penalty 2887.183076 = -460907.484200 nChanged 44 SP:Iteration 26Q (3360.026656 sec): 3 clusters Score: Raw -463826.526537 + Penalty 2887.183076 = -460939.343462 nChanged 47 SP:Iteration 27Q (3360.049152 sec): 3 clusters Score: Raw -463849.701565 + Penalty 2887.183076 = -460962.518490 nChanged 39 SP:Iteration 28Q (3360.097612 sec): 3 clusters Score: Raw -463862.845161 + Penalty 2887.183076 = -460975.662086 nChanged 22 SP:Iteration 29Q (3360.119927 sec): 3 clusters Score: Raw -463868.122019 + Penalty 2887.183076 = -460980.938943 nChanged 7 SP:Iteration 30Q (3360.142285 sec): 3 clusters Score: Raw -463870.033098 + Penalty 2887.183076 = -460982.850023 nChanged 8 SP:Iteration 31Q (3360.171814 sec): 3 clusters Score: Raw -463872.110362 + Penalty 2887.183076 = -460984.927287 nChanged 4 SP:Iteration 32Q (3360.194166 sec): 3 clusters Score: Raw -463872.766129 + Penalty 2887.183076 = -460985.583053 nChanged 1 SP:Iteration 33Q (3360.216733 sec): 3 clusters Score: Raw -463872.868503 + Penalty 2887.183076 = -460985.685427 nChanged 1 SP:Iteration 34Q (3360.239129 sec): 3 clusters Score: Raw -463873.093090 + Penalty 2887.183076 = -460985.910014 nChanged 0 SP:Iteration 35F (3360.263335 sec): 3 clusters Score: Raw -463873.093090 + Penalty 2887.183076 = -460985.910014 nChanged 0 Trying to split cluster 21 (7754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3360.284376 sec): 2 clusters Score: Raw -506485.358616 + Penalty 1455.344169 = -505030.014447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3360.309801 sec): 3 clusters Score: Raw -502228.965526 + Penalty 2910.688338 = -499318.277187 nChanged 3273 SP:Iteration 1F (3360.334601 sec): 3 clusters Score: Raw -504094.601652 + Penalty 2910.688338 = -501183.913314 nChanged 593 SP:Iteration 2F (3360.359210 sec): 3 clusters Score: Raw -504415.877996 + Penalty 2910.688338 = -501505.189657 nChanged 463 SP:Iteration 3F (3360.384031 sec): 3 clusters Score: Raw -504686.104715 + Penalty 2910.688338 = -501775.416376 nChanged 384 SP:Iteration 4Q (3360.408859 sec): 3 clusters Score: Raw -504898.532635 + Penalty 2910.688338 = -501987.844296 nChanged 339 SP:Iteration 5Q (3360.433700 sec): 3 clusters Score: Raw -505103.469627 + Penalty 2910.688338 = -502192.781288 nChanged 323 SP:Iteration 6Q (3360.458578 sec): 3 clusters Score: Raw -505315.294068 + Penalty 2910.688338 = -502404.605730 nChanged 307 SP:Iteration 7Q (3360.483489 sec): 3 clusters Score: Raw -505539.835667 + Penalty 2910.688338 = -502629.147329 nChanged 322 SP:Iteration 8Q (3360.508088 sec): 3 clusters Score: Raw -505756.572818 + Penalty 2910.688338 = -502845.884480 nChanged 299 SP:Iteration 9Q (3360.532894 sec): 3 clusters Score: Raw -505947.000173 + Penalty 2910.688338 = -503036.311834 nChanged 260 SP:Iteration 10Q (3360.557450 sec): 3 clusters Score: Raw -506074.583331 + Penalty 2910.688338 = -503163.894992 nChanged 200 SP:Iteration 11Q (3360.581705 sec): 3 clusters Score: Raw -506154.747927 + Penalty 2910.688338 = -503244.059588 nChanged 140 SP:Iteration 12Q (3360.606256 sec): 3 clusters Score: Raw -506206.211147 + Penalty 2910.688338 = -503295.522809 nChanged 120 SP:Iteration 13Q (3360.630706 sec): 3 clusters Score: Raw -506246.776163 + Penalty 2910.688338 = -503336.087825 nChanged 99 SP:Iteration 14Q (3360.654718 sec): 3 clusters Score: Raw -506280.975469 + Penalty 2910.688338 = -503370.287131 nChanged 80 SP:Iteration 15Q (3360.678838 sec): 3 clusters Score: Raw -506309.713537 + Penalty 2910.688338 = -503399.025198 nChanged 67 SP:Iteration 16Q (3360.702902 sec): 3 clusters Score: Raw -506331.472872 + Penalty 2910.688338 = -503420.784533 nChanged 59 SP:Iteration 17Q (3360.727213 sec): 3 clusters Score: Raw -506348.410975 + Penalty 2910.688338 = -503437.722637 nChanged 47 SP:Iteration 18Q (3360.751444 sec): 3 clusters Score: Raw -506361.504855 + Penalty 2910.688338 = -503450.816517 nChanged 49 SP:Iteration 19Q (3360.775568 sec): 3 clusters Score: Raw -506379.092520 + Penalty 2910.688338 = -503468.404182 nChanged 48 SP:Iteration 20F (3360.800447 sec): 3 clusters Score: Raw -506394.047063 + Penalty 2910.688338 = -503483.358724 nChanged 41 SP:Iteration 21Q (3360.824403 sec): 3 clusters Score: Raw -506405.963920 + Penalty 2910.688338 = -503495.275581 nChanged 53 SP:Iteration 22Q (3360.848374 sec): 3 clusters Score: Raw -506419.394269 + Penalty 2910.688338 = -503508.705931 nChanged 45 SP:Iteration 23Q (3360.872342 sec): 3 clusters Score: Raw -506429.878565 + Penalty 2910.688338 = -503519.190227 nChanged 50 SP:Iteration 24Q (3360.896302 sec): 3 clusters Score: Raw -506446.049484 + Penalty 2910.688338 = -503535.361146 nChanged 66 SP:Iteration 25Q (3360.920221 sec): 3 clusters Score: Raw -506467.395311 + Penalty 2910.688338 = -503556.706973 nChanged 62 SP:Iteration 26Q (3360.944235 sec): 3 clusters Score: Raw -506487.755173 + Penalty 2910.688338 = -503577.066835 nChanged 62 SP:Iteration 27Q (3360.968175 sec): 3 clusters Score: Raw -506509.272562 + Penalty 2910.688338 = -503598.584224 nChanged 51 SP:Iteration 28Q (3360.992074 sec): 3 clusters Score: Raw -506526.407852 + Penalty 2910.688338 = -503615.719513 nChanged 52 SP:Iteration 29Q (3361.016105 sec): 3 clusters Score: Raw -506542.858696 + Penalty 2910.688338 = -503632.170358 nChanged 34 SP:Iteration 30Q (3361.039931 sec): 3 clusters Score: Raw -506552.514423 + Penalty 2910.688338 = -503641.826084 nChanged 27 SP:Iteration 31Q (3361.063794 sec): 3 clusters Score: Raw -506558.900049 + Penalty 2910.688338 = -503648.211711 nChanged 31 SP:Iteration 32Q (3361.087729 sec): 3 clusters Score: Raw -506565.350911 + Penalty 2910.688338 = -503654.662573 nChanged 26 SP:Iteration 33Q (3361.111476 sec): 3 clusters Score: Raw -506570.459999 + Penalty 2910.688338 = -503659.771661 nChanged 20 SP:Iteration 34Q (3361.135244 sec): 3 clusters Score: Raw -506574.406984 + Penalty 2910.688338 = -503663.718646 nChanged 20 SP:Iteration 35Q (3361.158975 sec): 3 clusters Score: Raw -506579.948933 + Penalty 2910.688338 = -503669.260595 nChanged 16 SP:Iteration 36Q (3361.182599 sec): 3 clusters Score: Raw -506583.068313 + Penalty 2910.688338 = -503672.379974 nChanged 18 SP:Iteration 37Q (3361.206168 sec): 3 clusters Score: Raw -506587.560986 + Penalty 2910.688338 = -503676.872647 nChanged 17 SP:Iteration 38Q (3361.230055 sec): 3 clusters Score: Raw -506590.738939 + Penalty 2910.688338 = -503680.050601 nChanged 16 SP:Iteration 39Q (3361.253549 sec): 3 clusters Score: Raw -506594.003849 + Penalty 2910.688338 = -503683.315510 nChanged 11 SP:Iteration 40F (3361.278419 sec): 3 clusters Score: Raw -506595.661508 + Penalty 2910.688338 = -503684.973169 nChanged 4 SP:Iteration 41Q (3361.301985 sec): 3 clusters Score: Raw -506596.015826 + Penalty 2910.688338 = -503685.327487 nChanged 3 SP:Iteration 42Q (3361.325527 sec): 3 clusters Score: Raw -506596.561590 + Penalty 2910.688338 = -503685.873252 nChanged 5 SP:Iteration 43Q (3361.349418 sec): 3 clusters Score: Raw -506597.727235 + Penalty 2910.688338 = -503687.038896 nChanged 9 SP:Iteration 44Q (3361.372978 sec): 3 clusters Score: Raw -506599.252001 + Penalty 2910.688338 = -503688.563663 nChanged 4 SP:Iteration 45Q (3361.396687 sec): 3 clusters Score: Raw -506599.958088 + Penalty 2910.688338 = -503689.269750 nChanged 3 SP:Iteration 46Q (3361.420448 sec): 3 clusters Score: Raw -506600.424193 + Penalty 2910.688338 = -503689.735855 nChanged 2 SP:Iteration 47Q (3361.444259 sec): 3 clusters Score: Raw -506600.857965 + Penalty 2910.688338 = -503690.169627 nChanged 3 SP:Iteration 48Q (3361.467892 sec): 3 clusters Score: Raw -506601.352411 + Penalty 2910.688338 = -503690.664073 nChanged 2 SP:Iteration 49Q (3361.491755 sec): 3 clusters Score: Raw -506601.520388 + Penalty 2910.688338 = -503690.832050 nChanged 1 SP:Iteration 50Q (3361.515642 sec): 3 clusters Score: Raw -506601.665352 + Penalty 2910.688338 = -503690.977013 nChanged 2 SP:Iteration 51Q (3361.539113 sec): 3 clusters Score: Raw -506601.902703 + Penalty 2910.688338 = -503691.214365 nChanged 1 SP:Iteration 52Q (3361.562615 sec): 3 clusters Score: Raw -506602.011569 + Penalty 2910.688338 = -503691.323230 nChanged 2 SP:Iteration 53Q (3361.586416 sec): 3 clusters Score: Raw -506602.100420 + Penalty 2910.688338 = -503691.412081 nChanged 1 SP:Iteration 54Q (3361.610142 sec): 3 clusters Score: Raw -506602.153704 + Penalty 2910.688338 = -503691.465365 nChanged 1 SP:Iteration 55Q (3361.633898 sec): 3 clusters Score: Raw -506602.396598 + Penalty 2910.688338 = -503691.708259 nChanged 1 SP:Iteration 56Q (3361.657561 sec): 3 clusters Score: Raw -506602.631234 + Penalty 2910.688338 = -503691.942896 nChanged 5 SP:Iteration 57Q (3361.681348 sec): 3 clusters Score: Raw -506603.236495 + Penalty 2910.688338 = -503692.548156 nChanged 4 SP:Iteration 58Q (3361.704916 sec): 3 clusters Score: Raw -506603.754150 + Penalty 2910.688338 = -503693.065812 nChanged 3 SP:Iteration 59Q (3361.728703 sec): 3 clusters Score: Raw -506604.311209 + Penalty 2910.688338 = -503693.622870 nChanged 3 SP:Iteration 60F (3361.753492 sec): 3 clusters Score: Raw -506604.725158 + Penalty 2910.688338 = -503694.036819 nChanged 1 SP:Iteration 61Q (3361.777012 sec): 3 clusters Score: Raw -506604.803959 + Penalty 2910.688338 = -503694.115620 nChanged 0 SP:Iteration 62F (3361.801911 sec): 3 clusters Score: Raw -506604.803959 + Penalty 2910.688338 = -503694.115620 nChanged 0 Trying to split cluster 22 (2596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3361.817695 sec): 2 clusters Score: Raw -164664.444693 + Penalty 1277.530650 = -163386.914042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3361.831395 sec): 3 clusters Score: Raw -163502.424870 + Penalty 2555.061300 = -160947.363570 nChanged 958 SP:Iteration 1F (3361.844303 sec): 3 clusters Score: Raw -164089.454945 + Penalty 2555.061300 = -161534.393645 nChanged 229 SP:Iteration 2F (3361.857157 sec): 3 clusters Score: Raw -164262.577788 + Penalty 2555.061300 = -161707.516488 nChanged 149 SP:Iteration 3F (3361.870044 sec): 3 clusters Score: Raw -164385.645791 + Penalty 2555.061300 = -161830.584491 nChanged 121 SP:Iteration 4Q (3361.882895 sec): 3 clusters Score: Raw -164481.936117 + Penalty 2555.061300 = -161926.874816 nChanged 106 SP:Iteration 5Q (3361.895729 sec): 3 clusters Score: Raw -164569.081907 + Penalty 2555.061300 = -162014.020607 nChanged 103 SP:Iteration 6Q (3361.908455 sec): 3 clusters Score: Raw -164653.563350 + Penalty 2555.061300 = -162098.502050 nChanged 86 SP:Iteration 7Q (3361.921243 sec): 3 clusters Score: Raw -164708.728783 + Penalty 2555.061300 = -162153.667483 nChanged 77 SP:Iteration 8Q (3361.934014 sec): 3 clusters Score: Raw -164758.791964 + Penalty 2555.061300 = -162203.730664 nChanged 59 SP:Iteration 9Q (3361.946761 sec): 3 clusters Score: Raw -164796.940142 + Penalty 2555.061300 = -162241.878842 nChanged 53 SP:Iteration 10Q (3361.959495 sec): 3 clusters Score: Raw -164829.364095 + Penalty 2555.061300 = -162274.302794 nChanged 61 SP:Iteration 11Q (3361.972258 sec): 3 clusters Score: Raw -164878.077801 + Penalty 2555.061300 = -162323.016501 nChanged 71 SP:Iteration 12Q (3361.984945 sec): 3 clusters Score: Raw -164933.224457 + Penalty 2555.061300 = -162378.163156 nChanged 66 SP:Iteration 13Q (3361.997694 sec): 3 clusters Score: Raw -164978.776129 + Penalty 2555.061300 = -162423.714829 nChanged 66 SP:Iteration 14Q (3362.010295 sec): 3 clusters Score: Raw -165057.729803 + Penalty 2555.061300 = -162502.668503 nChanged 90 SP:Iteration 15Q (3362.022878 sec): 3 clusters Score: Raw -165164.364123 + Penalty 2555.061300 = -162609.302822 nChanged 104 SP:Iteration 16Q (3362.035588 sec): 3 clusters Score: Raw -165279.622617 + Penalty 2555.061300 = -162724.561317 nChanged 97 SP:Iteration 17Q (3362.048266 sec): 3 clusters Score: Raw -165398.342963 + Penalty 2555.061300 = -162843.281663 nChanged 74 SP:Iteration 18Q (3362.060800 sec): 3 clusters Score: Raw -165458.893184 + Penalty 2555.061300 = -162903.831883 nChanged 50 SP:Iteration 19Q (3362.073408 sec): 3 clusters Score: Raw -165484.588817 + Penalty 2555.061300 = -162929.527516 nChanged 28 SP:Iteration 20F (3362.086102 sec): 3 clusters Score: Raw -165501.591071 + Penalty 2555.061300 = -162946.529771 nChanged 25 SP:Iteration 21Q (3362.098736 sec): 3 clusters Score: Raw -165515.993187 + Penalty 2555.061300 = -162960.931887 nChanged 20 SP:Iteration 22Q (3362.111329 sec): 3 clusters Score: Raw -165528.220796 + Penalty 2555.061300 = -162973.159495 nChanged 19 SP:Iteration 23Q (3362.123815 sec): 3 clusters Score: Raw -165536.687069 + Penalty 2555.061300 = -162981.625769 nChanged 11 SP:Iteration 24Q (3362.136986 sec): 3 clusters Score: Raw -165540.957284 + Penalty 2555.061300 = -162985.895984 nChanged 7 SP:Iteration 25Q (3362.149533 sec): 3 clusters Score: Raw -165544.861365 + Penalty 2555.061300 = -162989.800064 nChanged 7 SP:Iteration 26Q (3362.162019 sec): 3 clusters Score: Raw -165547.893670 + Penalty 2555.061300 = -162992.832369 nChanged 11 SP:Iteration 27Q (3362.174580 sec): 3 clusters Score: Raw -165554.196884 + Penalty 2555.061300 = -162999.135584 nChanged 5 SP:Iteration 28Q (3362.187064 sec): 3 clusters Score: Raw -165556.766560 + Penalty 2555.061300 = -163001.705260 nChanged 6 SP:Iteration 29Q (3362.199581 sec): 3 clusters Score: Raw -165560.647381 + Penalty 2555.061300 = -163005.586080 nChanged 8 SP:Iteration 30Q (3362.212106 sec): 3 clusters Score: Raw -165566.939800 + Penalty 2555.061300 = -163011.878499 nChanged 8 SP:Iteration 31Q (3362.224644 sec): 3 clusters Score: Raw -165570.746295 + Penalty 2555.061300 = -163015.684995 nChanged 6 SP:Iteration 32Q (3362.237147 sec): 3 clusters Score: Raw -165573.463450 + Penalty 2555.061300 = -163018.402150 nChanged 6 SP:Iteration 33Q (3362.249634 sec): 3 clusters Score: Raw -165575.240601 + Penalty 2555.061300 = -163020.179301 nChanged 1 SP:Iteration 34Q (3362.262234 sec): 3 clusters Score: Raw -165575.380914 + Penalty 2555.061300 = -163020.319614 nChanged 0 SP:Iteration 35F (3362.275041 sec): 3 clusters Score: Raw -165575.380914 + Penalty 2555.061300 = -163020.319614 nChanged 0 Trying to split cluster 23 (4477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3362.293235 sec): 2 clusters Score: Raw -313629.736854 + Penalty 1366.090124 = -312263.646729 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3362.313886 sec): 3 clusters Score: Raw -311370.134913 + Penalty 2732.180249 = -308637.954665 nChanged 1831 SP:Iteration 1F (3362.334256 sec): 3 clusters Score: Raw -312379.303929 + Penalty 2732.180249 = -309647.123680 nChanged 333 SP:Iteration 2F (3362.354334 sec): 3 clusters Score: Raw -312564.326956 + Penalty 2732.180249 = -309832.146707 nChanged 233 SP:Iteration 3F (3362.374211 sec): 3 clusters Score: Raw -312671.065311 + Penalty 2732.180249 = -309938.885062 nChanged 165 SP:Iteration 4Q (3362.394305 sec): 3 clusters Score: Raw -312747.397085 + Penalty 2732.180249 = -310015.216836 nChanged 141 SP:Iteration 5Q (3362.414488 sec): 3 clusters Score: Raw -312813.134091 + Penalty 2732.180249 = -310080.953842 nChanged 123 SP:Iteration 6Q (3362.434552 sec): 3 clusters Score: Raw -312874.267581 + Penalty 2732.180249 = -310142.087332 nChanged 119 SP:Iteration 7Q (3362.454624 sec): 3 clusters Score: Raw -312929.598851 + Penalty 2732.180249 = -310197.418602 nChanged 125 SP:Iteration 8Q (3362.474548 sec): 3 clusters Score: Raw -312989.777323 + Penalty 2732.180249 = -310257.597074 nChanged 121 SP:Iteration 9Q (3362.494618 sec): 3 clusters Score: Raw -313048.894660 + Penalty 2732.180249 = -310316.714411 nChanged 120 SP:Iteration 10Q (3362.514687 sec): 3 clusters Score: Raw -313105.083198 + Penalty 2732.180249 = -310372.902949 nChanged 95 SP:Iteration 11Q (3362.534807 sec): 3 clusters Score: Raw -313145.565204 + Penalty 2732.180249 = -310413.384955 nChanged 83 SP:Iteration 12Q (3362.554952 sec): 3 clusters Score: Raw -313186.628933 + Penalty 2732.180249 = -310454.448684 nChanged 100 SP:Iteration 13Q (3362.574990 sec): 3 clusters Score: Raw -313235.485849 + Penalty 2732.180249 = -310503.305600 nChanged 99 SP:Iteration 14Q (3362.594751 sec): 3 clusters Score: Raw -313287.301112 + Penalty 2732.180249 = -310555.120864 nChanged 94 SP:Iteration 15Q (3362.614806 sec): 3 clusters Score: Raw -313344.377226 + Penalty 2732.180249 = -310612.196977 nChanged 108 SP:Iteration 16Q (3362.634666 sec): 3 clusters Score: Raw -313406.450144 + Penalty 2732.180249 = -310674.269895 nChanged 95 SP:Iteration 17Q (3362.654420 sec): 3 clusters Score: Raw -313462.079898 + Penalty 2732.180249 = -310729.899649 nChanged 87 SP:Iteration 18Q (3362.674188 sec): 3 clusters Score: Raw -313514.361263 + Penalty 2732.180249 = -310782.181014 nChanged 76 SP:Iteration 19Q (3362.694185 sec): 3 clusters Score: Raw -313558.487763 + Penalty 2732.180249 = -310826.307514 nChanged 60 SP:Iteration 20F (3362.714203 sec): 3 clusters Score: Raw -313592.174537 + Penalty 2732.180249 = -310859.994288 nChanged 53 SP:Iteration 21Q (3362.733972 sec): 3 clusters Score: Raw -313618.535424 + Penalty 2732.180249 = -310886.355175 nChanged 44 SP:Iteration 22Q (3362.753708 sec): 3 clusters Score: Raw -313642.124349 + Penalty 2732.180249 = -310909.944100 nChanged 37 SP:Iteration 23Q (3362.773319 sec): 3 clusters Score: Raw -313662.714624 + Penalty 2732.180249 = -310930.534375 nChanged 39 SP:Iteration 24Q (3362.793031 sec): 3 clusters Score: Raw -313683.485100 + Penalty 2732.180249 = -310951.304851 nChanged 30 SP:Iteration 25Q (3362.812600 sec): 3 clusters Score: Raw -313699.302583 + Penalty 2732.180249 = -310967.122334 nChanged 22 SP:Iteration 26Q (3362.832112 sec): 3 clusters Score: Raw -313711.402195 + Penalty 2732.180249 = -310979.221946 nChanged 16 SP:Iteration 27Q (3362.851312 sec): 3 clusters Score: Raw -313718.819695 + Penalty 2732.180249 = -310986.639446 nChanged 20 SP:Iteration 28Q (3362.870733 sec): 3 clusters Score: Raw -313730.165633 + Penalty 2732.180249 = -310997.985384 nChanged 16 SP:Iteration 29Q (3362.890175 sec): 3 clusters Score: Raw -313741.347804 + Penalty 2732.180249 = -311009.167555 nChanged 19 SP:Iteration 30Q (3362.909665 sec): 3 clusters Score: Raw -313752.729416 + Penalty 2732.180249 = -311020.549167 nChanged 15 SP:Iteration 31Q (3362.928862 sec): 3 clusters Score: Raw -313761.077250 + Penalty 2732.180249 = -311028.897001 nChanged 13 SP:Iteration 32Q (3362.948219 sec): 3 clusters Score: Raw -313767.213311 + Penalty 2732.180249 = -311035.033062 nChanged 12 SP:Iteration 33Q (3362.967611 sec): 3 clusters Score: Raw -313773.298163 + Penalty 2732.180249 = -311041.117914 nChanged 7 SP:Iteration 34Q (3362.986821 sec): 3 clusters Score: Raw -313775.319351 + Penalty 2732.180249 = -311043.139102 nChanged 4 SP:Iteration 35Q (3363.006105 sec): 3 clusters Score: Raw -313778.917518 + Penalty 2732.180249 = -311046.737269 nChanged 7 SP:Iteration 36Q (3363.025126 sec): 3 clusters Score: Raw -313782.559211 + Penalty 2732.180249 = -311050.378962 nChanged 7 SP:Iteration 37Q (3363.044430 sec): 3 clusters Score: Raw -313786.523998 + Penalty 2732.180249 = -311054.343749 nChanged 5 SP:Iteration 38Q (3363.063832 sec): 3 clusters Score: Raw -313788.598576 + Penalty 2732.180249 = -311056.418327 nChanged 3 SP:Iteration 39Q (3363.083115 sec): 3 clusters Score: Raw -313790.022077 + Penalty 2732.180249 = -311057.841828 nChanged 3 SP:Iteration 40F (3363.102807 sec): 3 clusters Score: Raw -313792.864967 + Penalty 2732.180249 = -311060.684718 nChanged 3 SP:Iteration 41Q (3363.121950 sec): 3 clusters Score: Raw -313795.291797 + Penalty 2732.180249 = -311063.111548 nChanged 5 SP:Iteration 42Q (3363.140773 sec): 3 clusters Score: Raw -313798.277245 + Penalty 2732.180249 = -311066.096996 nChanged 6 SP:Iteration 43Q (3363.159755 sec): 3 clusters Score: Raw -313800.897249 + Penalty 2732.180249 = -311068.717000 nChanged 4 SP:Iteration 44Q (3363.179162 sec): 3 clusters Score: Raw -313802.820857 + Penalty 2732.180249 = -311070.640608 nChanged 5 SP:Iteration 45Q (3363.198288 sec): 3 clusters Score: Raw -313805.753247 + Penalty 2732.180249 = -311073.572998 nChanged 3 SP:Iteration 46Q (3363.217486 sec): 3 clusters Score: Raw -313807.983239 + Penalty 2732.180249 = -311075.802990 nChanged 2 SP:Iteration 47Q (3363.236711 sec): 3 clusters Score: Raw -313810.252326 + Penalty 2732.180249 = -311078.072077 nChanged 6 SP:Iteration 48Q (3363.255809 sec): 3 clusters Score: Raw -313814.702033 + Penalty 2732.180249 = -311082.521784 nChanged 8 SP:Iteration 49Q (3363.274889 sec): 3 clusters Score: Raw -313819.746230 + Penalty 2732.180249 = -311087.565981 nChanged 5 SP:Iteration 50Q (3363.294078 sec): 3 clusters Score: Raw -313822.458065 + Penalty 2732.180249 = -311090.277816 nChanged 6 SP:Iteration 51Q (3363.313010 sec): 3 clusters Score: Raw -313825.931960 + Penalty 2732.180249 = -311093.751711 nChanged 5 SP:Iteration 52Q (3363.331902 sec): 3 clusters Score: Raw -313830.251055 + Penalty 2732.180249 = -311098.070806 nChanged 4 SP:Iteration 53Q (3363.350943 sec): 3 clusters Score: Raw -313831.443958 + Penalty 2732.180249 = -311099.263709 nChanged 1 SP:Iteration 54Q (3363.369759 sec): 3 clusters Score: Raw -313831.675766 + Penalty 2732.180249 = -311099.495517 nChanged 1 SP:Iteration 55Q (3363.388602 sec): 3 clusters Score: Raw -313831.829728 + Penalty 2732.180249 = -311099.649479 nChanged 0 SP:Iteration 56F (3363.408214 sec): 3 clusters Score: Raw -313831.829728 + Penalty 2732.180249 = -311099.649479 nChanged 0 Trying to split cluster 24 (6264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3363.427943 sec): 2 clusters Score: Raw -367293.385884 + Penalty 1420.668314 = -365872.717570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3363.450797 sec): 3 clusters Score: Raw -363959.130001 + Penalty 2841.336627 = -361117.793374 nChanged 2581 SP:Iteration 1F (3363.473141 sec): 3 clusters Score: Raw -365570.685870 + Penalty 2841.336627 = -362729.349243 nChanged 526 SP:Iteration 2F (3363.495411 sec): 3 clusters Score: Raw -365966.326344 + Penalty 2841.336627 = -363124.989717 nChanged 455 SP:Iteration 3F (3363.517847 sec): 3 clusters Score: Raw -366336.891875 + Penalty 2841.336627 = -363495.555248 nChanged 422 SP:Iteration 4F (3363.540276 sec): 3 clusters Score: Raw -366682.517860 + Penalty 2841.336627 = -363841.181233 nChanged 346 SP:Iteration 5F (3363.562760 sec): 3 clusters Score: Raw -366956.473440 + Penalty 2841.336627 = -364115.136813 nChanged 313 SP:Iteration 6Q (3363.584867 sec): 3 clusters Score: Raw -367210.456928 + Penalty 2841.336627 = -364369.120301 nChanged 270 SP:Iteration 7Q (3363.607280 sec): 3 clusters Score: Raw -367410.705477 + Penalty 2841.336627 = -364569.368850 nChanged 223 SP:Iteration 8Q (3363.629381 sec): 3 clusters Score: Raw -367571.765091 + Penalty 2841.336627 = -364730.428464 nChanged 180 SP:Iteration 9Q (3363.651641 sec): 3 clusters Score: Raw -367679.683418 + Penalty 2841.336627 = -364838.346790 nChanged 147 SP:Iteration 10Q (3363.673682 sec): 3 clusters Score: Raw -367763.930417 + Penalty 2841.336627 = -364922.593790 nChanged 127 SP:Iteration 11Q (3363.695679 sec): 3 clusters Score: Raw -367831.762736 + Penalty 2841.336627 = -364990.426109 nChanged 104 SP:Iteration 12Q (3363.717765 sec): 3 clusters Score: Raw -367886.321803 + Penalty 2841.336627 = -365044.985176 nChanged 72 SP:Iteration 13Q (3363.739586 sec): 3 clusters Score: Raw -367915.411866 + Penalty 2841.336627 = -365074.075238 nChanged 67 SP:Iteration 14Q (3363.761380 sec): 3 clusters Score: Raw -367937.123788 + Penalty 2841.336627 = -365095.787161 nChanged 48 SP:Iteration 15Q (3363.783213 sec): 3 clusters Score: Raw -367950.885861 + Penalty 2841.336627 = -365109.549234 nChanged 40 SP:Iteration 16Q (3363.805055 sec): 3 clusters Score: Raw -367961.864505 + Penalty 2841.336627 = -365120.527878 nChanged 37 SP:Iteration 17Q (3363.826903 sec): 3 clusters Score: Raw -367973.590263 + Penalty 2841.336627 = -365132.253636 nChanged 31 SP:Iteration 18Q (3363.848673 sec): 3 clusters Score: Raw -367981.303908 + Penalty 2841.336627 = -365139.967281 nChanged 24 SP:Iteration 19Q (3363.870505 sec): 3 clusters Score: Raw -367987.631242 + Penalty 2841.336627 = -365146.294615 nChanged 25 SP:Iteration 20F (3363.893003 sec): 3 clusters Score: Raw -367994.990518 + Penalty 2841.336627 = -365153.653890 nChanged 24 SP:Iteration 21Q (3363.914784 sec): 3 clusters Score: Raw -368001.306949 + Penalty 2841.336627 = -365159.970322 nChanged 24 SP:Iteration 22Q (3363.936507 sec): 3 clusters Score: Raw -368007.531537 + Penalty 2841.336627 = -365166.194909 nChanged 18 SP:Iteration 23Q (3363.958258 sec): 3 clusters Score: Raw -368011.064052 + Penalty 2841.336627 = -365169.727425 nChanged 8 SP:Iteration 24Q (3363.980087 sec): 3 clusters Score: Raw -368012.654396 + Penalty 2841.336627 = -365171.317768 nChanged 3 SP:Iteration 25Q (3364.001755 sec): 3 clusters Score: Raw -368012.937046 + Penalty 2841.336627 = -365171.600418 nChanged 3 SP:Iteration 26Q (3364.023670 sec): 3 clusters Score: Raw -368013.325429 + Penalty 2841.336627 = -365171.988802 nChanged 2 SP:Iteration 27Q (3364.045405 sec): 3 clusters Score: Raw -368013.643179 + Penalty 2841.336627 = -365172.306551 nChanged 2 SP:Iteration 28Q (3364.067144 sec): 3 clusters Score: Raw -368014.050011 + Penalty 2841.336627 = -365172.713383 nChanged 1 SP:Iteration 29Q (3364.088991 sec): 3 clusters Score: Raw -368014.173089 + Penalty 2841.336627 = -365172.836462 nChanged 1 SP:Iteration 30Q (3364.110597 sec): 3 clusters Score: Raw -368014.390618 + Penalty 2841.336627 = -365173.053991 nChanged 1 SP:Iteration 31Q (3364.132374 sec): 3 clusters Score: Raw -368014.563628 + Penalty 2841.336627 = -365173.227001 nChanged 1 SP:Iteration 32Q (3364.154371 sec): 3 clusters Score: Raw -368014.720079 + Penalty 2841.336627 = -365173.383451 nChanged 3 SP:Iteration 33Q (3364.176184 sec): 3 clusters Score: Raw -368015.241282 + Penalty 2841.336627 = -365173.904655 nChanged 2 SP:Iteration 34Q (3364.197847 sec): 3 clusters Score: Raw -368015.394092 + Penalty 2841.336627 = -365174.057464 nChanged 2 SP:Iteration 35Q (3364.219440 sec): 3 clusters Score: Raw -368015.560578 + Penalty 2841.336627 = -365174.223951 nChanged 0 SP:Iteration 36F (3364.242090 sec): 3 clusters Score: Raw -368015.560578 + Penalty 2841.336627 = -365174.223951 nChanged 0 Trying to split cluster 25 (8236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3364.263602 sec): 2 clusters Score: Raw -576047.733917 + Penalty 1465.143886 = -574582.590031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3364.289743 sec): 3 clusters Score: Raw -571550.472353 + Penalty 2930.287772 = -568620.184581 nChanged 3501 SP:Iteration 1F (3364.314873 sec): 3 clusters Score: Raw -573386.374271 + Penalty 2930.287772 = -570456.086499 nChanged 512 SP:Iteration 2F (3364.340056 sec): 3 clusters Score: Raw -573630.262627 + Penalty 2930.287772 = -570699.974855 nChanged 413 SP:Iteration 3F (3364.365419 sec): 3 clusters Score: Raw -573811.159031 + Penalty 2930.287772 = -570880.871258 nChanged 351 SP:Iteration 4Q (3364.390758 sec): 3 clusters Score: Raw -573963.401656 + Penalty 2930.287772 = -571033.113884 nChanged 305 SP:Iteration 5Q (3364.415834 sec): 3 clusters Score: Raw -574104.489843 + Penalty 2930.287772 = -571174.202071 nChanged 317 SP:Iteration 6Q (3364.440987 sec): 3 clusters Score: Raw -574266.326973 + Penalty 2930.287772 = -571336.039201 nChanged 306 SP:Iteration 7Q (3364.466096 sec): 3 clusters Score: Raw -574420.893194 + Penalty 2930.287772 = -571490.605422 nChanged 277 SP:Iteration 8Q (3364.491076 sec): 3 clusters Score: Raw -574569.222673 + Penalty 2930.287772 = -571638.934901 nChanged 278 SP:Iteration 9Q (3364.515977 sec): 3 clusters Score: Raw -574740.095146 + Penalty 2930.287772 = -571809.807374 nChanged 286 SP:Iteration 10Q (3364.540821 sec): 3 clusters Score: Raw -574926.055411 + Penalty 2930.287772 = -571995.767639 nChanged 276 SP:Iteration 11Q (3364.565525 sec): 3 clusters Score: Raw -575084.244494 + Penalty 2930.287772 = -572153.956722 nChanged 247 SP:Iteration 12Q (3364.590055 sec): 3 clusters Score: Raw -575233.732247 + Penalty 2930.287772 = -572303.444475 nChanged 228 SP:Iteration 13Q (3364.614496 sec): 3 clusters Score: Raw -575382.302456 + Penalty 2930.287772 = -572452.014684 nChanged 217 SP:Iteration 14Q (3364.638626 sec): 3 clusters Score: Raw -575534.295969 + Penalty 2930.287772 = -572604.008197 nChanged 221 SP:Iteration 15Q (3364.662698 sec): 3 clusters Score: Raw -575684.875218 + Penalty 2930.287772 = -572754.587446 nChanged 168 SP:Iteration 16Q (3364.686633 sec): 3 clusters Score: Raw -575784.727587 + Penalty 2930.287772 = -572854.439814 nChanged 135 SP:Iteration 17Q (3364.710132 sec): 3 clusters Score: Raw -575861.267124 + Penalty 2930.287772 = -572930.979352 nChanged 118 SP:Iteration 18Q (3364.733710 sec): 3 clusters Score: Raw -575927.333905 + Penalty 2930.287772 = -572997.046133 nChanged 95 SP:Iteration 19Q (3364.757043 sec): 3 clusters Score: Raw -575982.961279 + Penalty 2930.287772 = -573052.673507 nChanged 84 SP:Iteration 20F (3364.782049 sec): 3 clusters Score: Raw -576033.251540 + Penalty 2930.287772 = -573102.963768 nChanged 67 SP:Iteration 21Q (3364.805188 sec): 3 clusters Score: Raw -576067.179491 + Penalty 2930.287772 = -573136.891719 nChanged 53 SP:Iteration 22Q (3364.828361 sec): 3 clusters Score: Raw -576094.211495 + Penalty 2930.287772 = -573163.923723 nChanged 48 SP:Iteration 23Q (3364.851293 sec): 3 clusters Score: Raw -576115.243649 + Penalty 2930.287772 = -573184.955876 nChanged 40 SP:Iteration 24Q (3364.874201 sec): 3 clusters Score: Raw -576133.542930 + Penalty 2930.287772 = -573203.255158 nChanged 30 SP:Iteration 25Q (3364.896978 sec): 3 clusters Score: Raw -576146.745791 + Penalty 2930.287772 = -573216.458019 nChanged 28 SP:Iteration 26Q (3364.919812 sec): 3 clusters Score: Raw -576160.387662 + Penalty 2930.287772 = -573230.099890 nChanged 22 SP:Iteration 27Q (3364.942492 sec): 3 clusters Score: Raw -576171.708632 + Penalty 2930.287772 = -573241.420860 nChanged 23 SP:Iteration 28Q (3364.965233 sec): 3 clusters Score: Raw -576183.206175 + Penalty 2930.287772 = -573252.918403 nChanged 22 SP:Iteration 29Q (3364.988070 sec): 3 clusters Score: Raw -576195.419150 + Penalty 2930.287772 = -573265.131378 nChanged 18 SP:Iteration 30Q (3365.010879 sec): 3 clusters Score: Raw -576205.406851 + Penalty 2930.287772 = -573275.119079 nChanged 19 SP:Iteration 31Q (3365.033562 sec): 3 clusters Score: Raw -576214.938982 + Penalty 2930.287772 = -573284.651210 nChanged 17 SP:Iteration 32Q (3365.056239 sec): 3 clusters Score: Raw -576223.589850 + Penalty 2930.287772 = -573293.302078 nChanged 14 SP:Iteration 33Q (3365.078925 sec): 3 clusters Score: Raw -576230.338778 + Penalty 2930.287772 = -573300.051006 nChanged 13 SP:Iteration 34Q (3365.101605 sec): 3 clusters Score: Raw -576237.064399 + Penalty 2930.287772 = -573306.776627 nChanged 10 SP:Iteration 35Q (3365.124246 sec): 3 clusters Score: Raw -576242.375672 + Penalty 2930.287772 = -573312.087900 nChanged 4 SP:Iteration 36Q (3365.147211 sec): 3 clusters Score: Raw -576245.684471 + Penalty 2930.287772 = -573315.396699 nChanged 7 SP:Iteration 37Q (3365.170105 sec): 3 clusters Score: Raw -576250.507564 + Penalty 2930.287772 = -573320.219792 nChanged 11 SP:Iteration 38Q (3365.192879 sec): 3 clusters Score: Raw -576257.366291 + Penalty 2930.287772 = -573327.078519 nChanged 13 SP:Iteration 39Q (3365.215462 sec): 3 clusters Score: Raw -576267.629786 + Penalty 2930.287772 = -573337.342014 nChanged 12 SP:Iteration 40F (3365.240378 sec): 3 clusters Score: Raw -576277.112637 + Penalty 2930.287772 = -573346.824865 nChanged 13 SP:Iteration 41Q (3365.263025 sec): 3 clusters Score: Raw -576283.227674 + Penalty 2930.287772 = -573352.939902 nChanged 8 SP:Iteration 42Q (3365.285685 sec): 3 clusters Score: Raw -576288.474951 + Penalty 2930.287772 = -573358.187179 nChanged 13 SP:Iteration 43Q (3365.308283 sec): 3 clusters Score: Raw -576293.997182 + Penalty 2930.287772 = -573363.709410 nChanged 9 SP:Iteration 44Q (3365.330800 sec): 3 clusters Score: Raw -576299.583191 + Penalty 2930.287772 = -573369.295419 nChanged 11 SP:Iteration 45Q (3365.353334 sec): 3 clusters Score: Raw -576305.180579 + Penalty 2930.287772 = -573374.892806 nChanged 6 SP:Iteration 46Q (3365.376135 sec): 3 clusters Score: Raw -576307.434438 + Penalty 2930.287772 = -573377.146666 nChanged 6 SP:Iteration 47Q (3365.398928 sec): 3 clusters Score: Raw -576310.063694 + Penalty 2930.287772 = -573379.775922 nChanged 7 SP:Iteration 48Q (3365.421618 sec): 3 clusters Score: Raw -576312.401273 + Penalty 2930.287772 = -573382.113501 nChanged 7 SP:Iteration 49Q (3365.444220 sec): 3 clusters Score: Raw -576315.020900 + Penalty 2930.287772 = -573384.733127 nChanged 4 SP:Iteration 50Q (3365.466765 sec): 3 clusters Score: Raw -576319.157662 + Penalty 2930.287772 = -573388.869890 nChanged 8 SP:Iteration 51Q (3365.489287 sec): 3 clusters Score: Raw -576323.499397 + Penalty 2930.287772 = -573393.211625 nChanged 8 SP:Iteration 52Q (3365.511784 sec): 3 clusters Score: Raw -576330.218113 + Penalty 2930.287772 = -573399.930341 nChanged 14 SP:Iteration 53Q (3365.534368 sec): 3 clusters Score: Raw -576338.696961 + Penalty 2930.287772 = -573408.409189 nChanged 12 SP:Iteration 54Q (3365.556887 sec): 3 clusters Score: Raw -576347.087633 + Penalty 2930.287772 = -573416.799861 nChanged 12 SP:Iteration 55Q (3365.579248 sec): 3 clusters Score: Raw -576356.488071 + Penalty 2930.287772 = -573426.200299 nChanged 13 SP:Iteration 56Q (3365.601775 sec): 3 clusters Score: Raw -576363.978736 + Penalty 2930.287772 = -573433.690964 nChanged 5 SP:Iteration 57Q (3365.624282 sec): 3 clusters Score: Raw -576368.159956 + Penalty 2930.287772 = -573437.872183 nChanged 4 SP:Iteration 58Q (3365.646798 sec): 3 clusters Score: Raw -576370.573721 + Penalty 2930.287772 = -573440.285949 nChanged 5 SP:Iteration 59Q (3365.669502 sec): 3 clusters Score: Raw -576373.094806 + Penalty 2930.287772 = -573442.807034 nChanged 7 SP:Iteration 60F (3365.694414 sec): 3 clusters Score: Raw -576378.593866 + Penalty 2930.287772 = -573448.306094 nChanged 7 SP:Iteration 61Q (3365.716834 sec): 3 clusters Score: Raw -576385.642203 + Penalty 2930.287772 = -573455.354431 nChanged 10 SP:Iteration 62Q (3365.739132 sec): 3 clusters Score: Raw -576392.018399 + Penalty 2930.287772 = -573461.730627 nChanged 7 SP:Iteration 63Q (3365.761433 sec): 3 clusters Score: Raw -576396.461529 + Penalty 2930.287772 = -573466.173757 nChanged 5 SP:Iteration 64Q (3365.783725 sec): 3 clusters Score: Raw -576400.109027 + Penalty 2930.287772 = -573469.821254 nChanged 6 SP:Iteration 65Q (3365.806041 sec): 3 clusters Score: Raw -576405.407084 + Penalty 2930.287772 = -573475.119312 nChanged 6 SP:Iteration 66Q (3365.828343 sec): 3 clusters Score: Raw -576410.980438 + Penalty 2930.287772 = -573480.692666 nChanged 6 SP:Iteration 67Q (3365.850724 sec): 3 clusters Score: Raw -576415.674694 + Penalty 2930.287772 = -573485.386921 nChanged 9 SP:Iteration 68Q (3365.873008 sec): 3 clusters Score: Raw -576422.036598 + Penalty 2930.287772 = -573491.748826 nChanged 7 SP:Iteration 69Q (3365.895290 sec): 3 clusters Score: Raw -576425.968530 + Penalty 2930.287772 = -573495.680758 nChanged 4 SP:Iteration 70Q (3365.917945 sec): 3 clusters Score: Raw -576428.888970 + Penalty 2930.287772 = -573498.601198 nChanged 4 SP:Iteration 71Q (3365.940554 sec): 3 clusters Score: Raw -576432.729220 + Penalty 2930.287772 = -573502.441447 nChanged 5 SP:Iteration 72Q (3365.963098 sec): 3 clusters Score: Raw -576436.311716 + Penalty 2930.287772 = -573506.023944 nChanged 4 SP:Iteration 73Q (3365.985585 sec): 3 clusters Score: Raw -576439.341734 + Penalty 2930.287772 = -573509.053962 nChanged 3 SP:Iteration 74Q (3366.007850 sec): 3 clusters Score: Raw -576440.491134 + Penalty 2930.287772 = -573510.203362 nChanged 1 SP:Iteration 75Q (3366.030303 sec): 3 clusters Score: Raw -576440.865758 + Penalty 2930.287772 = -573510.577986 nChanged 1 SP:Iteration 76Q (3366.052623 sec): 3 clusters Score: Raw -576441.582881 + Penalty 2930.287772 = -573511.295109 nChanged 0 SP:Iteration 77F (3366.077756 sec): 3 clusters Score: Raw -576441.582881 + Penalty 2930.287772 = -573511.295109 nChanged 0 Trying to split cluster 26 (12125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3366.105014 sec): 2 clusters Score: Raw -822897.957587 + Penalty 1527.991516 = -821369.966071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3366.136771 sec): 3 clusters Score: Raw -815936.288197 + Penalty 3055.983033 = -812880.305164 nChanged 5319 SP:Iteration 1F (3366.167759 sec): 3 clusters Score: Raw -818888.216109 + Penalty 3055.983033 = -815832.233077 nChanged 811 SP:Iteration 2F (3366.198697 sec): 3 clusters Score: Raw -819326.403781 + Penalty 3055.983033 = -816270.420749 nChanged 805 SP:Iteration 3F (3366.229534 sec): 3 clusters Score: Raw -819817.823134 + Penalty 3055.983033 = -816761.840101 nChanged 794 SP:Iteration 4F (3366.260655 sec): 3 clusters Score: Raw -820382.286843 + Penalty 3055.983033 = -817326.303810 nChanged 759 SP:Iteration 5F (3366.291488 sec): 3 clusters Score: Raw -820962.925371 + Penalty 3055.983033 = -817906.942339 nChanged 730 SP:Iteration 6F (3366.322345 sec): 3 clusters Score: Raw -821533.420699 + Penalty 3055.983033 = -818477.437666 nChanged 602 SP:Iteration 7Q (3366.353386 sec): 3 clusters Score: Raw -821967.300863 + Penalty 3055.983033 = -818911.317831 nChanged 457 SP:Iteration 8Q (3366.384069 sec): 3 clusters Score: Raw -822318.134405 + Penalty 3055.983033 = -819262.151372 nChanged 390 SP:Iteration 9Q (3366.428747 sec): 3 clusters Score: Raw -822639.268418 + Penalty 3055.983033 = -819583.285385 nChanged 334 SP:Iteration 10Q (3366.458291 sec): 3 clusters Score: Raw -822937.578693 + Penalty 3055.983033 = -819881.595660 nChanged 270 SP:Iteration 11Q (3366.493357 sec): 3 clusters Score: Raw -823164.126929 + Penalty 3055.983033 = -820108.143896 nChanged 221 SP:Iteration 12Q (3366.522400 sec): 3 clusters Score: Raw -823313.199617 + Penalty 3055.983033 = -820257.216585 nChanged 139 SP:Iteration 13Q (3366.550826 sec): 3 clusters Score: Raw -823382.272608 + Penalty 3055.983033 = -820326.289575 nChanged 108 SP:Iteration 14Q (3366.579420 sec): 3 clusters Score: Raw -823437.024796 + Penalty 3055.983033 = -820381.041763 nChanged 89 SP:Iteration 15Q (3366.607749 sec): 3 clusters Score: Raw -823478.146723 + Penalty 3055.983033 = -820422.163690 nChanged 71 SP:Iteration 16Q (3366.635889 sec): 3 clusters Score: Raw -823507.494714 + Penalty 3055.983033 = -820451.511681 nChanged 72 SP:Iteration 17Q (3366.664159 sec): 3 clusters Score: Raw -823528.787742 + Penalty 3055.983033 = -820472.804710 nChanged 56 SP:Iteration 18Q (3366.692463 sec): 3 clusters Score: Raw -823541.451099 + Penalty 3055.983033 = -820485.468067 nChanged 31 SP:Iteration 19Q (3366.720590 sec): 3 clusters Score: Raw -823549.604048 + Penalty 3055.983033 = -820493.621016 nChanged 31 SP:Iteration 20F (3366.751640 sec): 3 clusters Score: Raw -823555.447980 + Penalty 3055.983033 = -820499.464948 nChanged 20 SP:Iteration 21Q (3366.779890 sec): 3 clusters Score: Raw -823559.294767 + Penalty 3055.983033 = -820503.311734 nChanged 13 SP:Iteration 22Q (3366.808060 sec): 3 clusters Score: Raw -823560.627896 + Penalty 3055.983033 = -820504.644863 nChanged 8 SP:Iteration 23Q (3366.836482 sec): 3 clusters Score: Raw -823562.086797 + Penalty 3055.983033 = -820506.103764 nChanged 8 SP:Iteration 24Q (3366.864661 sec): 3 clusters Score: Raw -823563.405387 + Penalty 3055.983033 = -820507.422355 nChanged 10 SP:Iteration 25Q (3366.893007 sec): 3 clusters Score: Raw -823564.474462 + Penalty 3055.983033 = -820508.491430 nChanged 4 SP:Iteration 26Q (3366.921057 sec): 3 clusters Score: Raw -823564.916516 + Penalty 3055.983033 = -820508.933483 nChanged 2 SP:Iteration 27Q (3366.949283 sec): 3 clusters Score: Raw -823565.116005 + Penalty 3055.983033 = -820509.132973 nChanged 1 SP:Iteration 28Q (3366.977474 sec): 3 clusters Score: Raw -823565.204691 + Penalty 3055.983033 = -820509.221658 nChanged 1 SP:Iteration 29Q (3367.005870 sec): 3 clusters Score: Raw -823565.481988 + Penalty 3055.983033 = -820509.498955 nChanged 0 SP:Iteration 30F (3367.036917 sec): 3 clusters Score: Raw -823565.481988 + Penalty 3055.983033 = -820509.498955 nChanged 0 Trying to split cluster 27 (1544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3367.051274 sec): 2 clusters Score: Raw -99343.112332 + Penalty 1193.096406 = -98150.015926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3367.059647 sec): 3 clusters Score: Raw -98723.918706 + Penalty 2386.192812 = -96337.725894 nChanged 485 SP:Iteration 1F (3367.067525 sec): 3 clusters Score: Raw -99050.260089 + Penalty 2386.192812 = -96664.067277 nChanged 114 SP:Iteration 2F (3367.075341 sec): 3 clusters Score: Raw -99153.548206 + Penalty 2386.192812 = -96767.355393 nChanged 77 SP:Iteration 3Q (3367.083114 sec): 3 clusters Score: Raw -99215.254732 + Penalty 2386.192812 = -96829.061919 nChanged 53 SP:Iteration 4Q (3367.090925 sec): 3 clusters Score: Raw -99251.355544 + Penalty 2386.192812 = -96865.162732 nChanged 41 SP:Iteration 5Q (3367.098766 sec): 3 clusters Score: Raw -99280.896436 + Penalty 2386.192812 = -96894.703623 nChanged 30 SP:Iteration 6Q (3367.106567 sec): 3 clusters Score: Raw -99308.362307 + Penalty 2386.192812 = -96922.169494 nChanged 30 SP:Iteration 7Q (3367.114366 sec): 3 clusters Score: Raw -99323.922248 + Penalty 2386.192812 = -96937.729436 nChanged 20 SP:Iteration 8Q (3367.122276 sec): 3 clusters Score: Raw -99338.790102 + Penalty 2386.192812 = -96952.597289 nChanged 22 SP:Iteration 9Q (3367.130101 sec): 3 clusters Score: Raw -99357.220992 + Penalty 2386.192812 = -96971.028180 nChanged 19 SP:Iteration 10Q (3367.137811 sec): 3 clusters Score: Raw -99372.559010 + Penalty 2386.192812 = -96986.366198 nChanged 18 SP:Iteration 11Q (3367.145572 sec): 3 clusters Score: Raw -99385.287221 + Penalty 2386.192812 = -96999.094409 nChanged 16 SP:Iteration 12Q (3367.153331 sec): 3 clusters Score: Raw -99395.580458 + Penalty 2386.192812 = -97009.387646 nChanged 11 SP:Iteration 13Q (3367.161115 sec): 3 clusters Score: Raw -99401.801294 + Penalty 2386.192812 = -97015.608482 nChanged 11 SP:Iteration 14Q (3367.168878 sec): 3 clusters Score: Raw -99406.085157 + Penalty 2386.192812 = -97019.892344 nChanged 9 SP:Iteration 15Q (3367.176627 sec): 3 clusters Score: Raw -99411.227653 + Penalty 2386.192812 = -97025.034840 nChanged 7 SP:Iteration 16Q (3367.184374 sec): 3 clusters Score: Raw -99415.273588 + Penalty 2386.192812 = -97029.080775 nChanged 7 SP:Iteration 17Q (3367.192151 sec): 3 clusters Score: Raw -99420.226784 + Penalty 2386.192812 = -97034.033972 nChanged 8 SP:Iteration 18Q (3367.199904 sec): 3 clusters Score: Raw -99424.432149 + Penalty 2386.192812 = -97038.239336 nChanged 4 SP:Iteration 19Q (3367.207654 sec): 3 clusters Score: Raw -99426.628974 + Penalty 2386.192812 = -97040.436161 nChanged 7 SP:Iteration 20F (3367.215372 sec): 3 clusters Score: Raw -99431.234022 + Penalty 2386.192812 = -97045.041209 nChanged 9 SP:Iteration 21Q (3367.223137 sec): 3 clusters Score: Raw -99437.963867 + Penalty 2386.192812 = -97051.771055 nChanged 7 SP:Iteration 22Q (3367.230818 sec): 3 clusters Score: Raw -99440.819717 + Penalty 2386.192812 = -97054.626904 nChanged 11 SP:Iteration 23Q (3367.238545 sec): 3 clusters Score: Raw -99450.641541 + Penalty 2386.192812 = -97064.448728 nChanged 18 SP:Iteration 24Q (3367.246272 sec): 3 clusters Score: Raw -99463.507124 + Penalty 2386.192812 = -97077.314311 nChanged 12 SP:Iteration 25Q (3367.254054 sec): 3 clusters Score: Raw -99472.826450 + Penalty 2386.192812 = -97086.633638 nChanged 11 SP:Iteration 26Q (3367.261773 sec): 3 clusters Score: Raw -99482.159947 + Penalty 2386.192812 = -97095.967135 nChanged 13 SP:Iteration 27Q (3367.269466 sec): 3 clusters Score: Raw -99493.479280 + Penalty 2386.192812 = -97107.286467 nChanged 16 SP:Iteration 28Q (3367.277164 sec): 3 clusters Score: Raw -99503.282301 + Penalty 2386.192812 = -97117.089489 nChanged 12 SP:Iteration 29Q (3367.284845 sec): 3 clusters Score: Raw -99511.351050 + Penalty 2386.192812 = -97125.158237 nChanged 10 SP:Iteration 30Q (3367.292547 sec): 3 clusters Score: Raw -99516.893694 + Penalty 2386.192812 = -97130.700882 nChanged 5 SP:Iteration 31Q (3367.300226 sec): 3 clusters Score: Raw -99519.389710 + Penalty 2386.192812 = -97133.196897 nChanged 5 SP:Iteration 32Q (3367.307908 sec): 3 clusters Score: Raw -99524.369786 + Penalty 2386.192812 = -97138.176974 nChanged 4 SP:Iteration 33Q (3367.315573 sec): 3 clusters Score: Raw -99528.031361 + Penalty 2386.192812 = -97141.838548 nChanged 3 SP:Iteration 34Q (3367.323264 sec): 3 clusters Score: Raw -99529.518422 + Penalty 2386.192812 = -97143.325610 nChanged 2 SP:Iteration 35Q (3367.330905 sec): 3 clusters Score: Raw -99530.290409 + Penalty 2386.192812 = -97144.097596 nChanged 1 SP:Iteration 36Q (3367.338554 sec): 3 clusters Score: Raw -99530.510072 + Penalty 2386.192812 = -97144.317260 nChanged 0 SP:Iteration 37F (3367.346301 sec): 3 clusters Score: Raw -99530.510072 + Penalty 2386.192812 = -97144.317260 nChanged 0 Trying to split cluster 28 (4407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3367.364626 sec): 2 clusters Score: Raw -289717.102926 + Penalty 1363.529288 = -288353.573638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3367.385218 sec): 3 clusters Score: Raw -287478.181449 + Penalty 2727.058576 = -284751.122873 nChanged 1766 SP:Iteration 1F (3367.405404 sec): 3 clusters Score: Raw -288485.833371 + Penalty 2727.058576 = -285758.774795 nChanged 304 SP:Iteration 2F (3367.425429 sec): 3 clusters Score: Raw -288645.249673 + Penalty 2727.058576 = -285918.191097 nChanged 232 SP:Iteration 3F (3367.445448 sec): 3 clusters Score: Raw -288774.586678 + Penalty 2727.058576 = -286047.528102 nChanged 179 SP:Iteration 4Q (3367.465495 sec): 3 clusters Score: Raw -288876.621028 + Penalty 2727.058576 = -286149.562452 nChanged 179 SP:Iteration 5Q (3367.485418 sec): 3 clusters Score: Raw -288978.366284 + Penalty 2727.058576 = -286251.307707 nChanged 160 SP:Iteration 6Q (3367.505354 sec): 3 clusters Score: Raw -289069.271979 + Penalty 2727.058576 = -286342.213402 nChanged 148 SP:Iteration 7Q (3367.525221 sec): 3 clusters Score: Raw -289154.925194 + Penalty 2727.058576 = -286427.866618 nChanged 145 SP:Iteration 8Q (3367.545218 sec): 3 clusters Score: Raw -289241.676311 + Penalty 2727.058576 = -286514.617735 nChanged 133 SP:Iteration 9Q (3367.564939 sec): 3 clusters Score: Raw -289324.282567 + Penalty 2727.058576 = -286597.223991 nChanged 140 SP:Iteration 10Q (3367.584436 sec): 3 clusters Score: Raw -289413.917326 + Penalty 2727.058576 = -286686.858750 nChanged 158 SP:Iteration 11Q (3367.604191 sec): 3 clusters Score: Raw -289507.907424 + Penalty 2727.058576 = -286780.848848 nChanged 147 SP:Iteration 12Q (3367.623748 sec): 3 clusters Score: Raw -289583.396120 + Penalty 2727.058576 = -286856.337544 nChanged 122 SP:Iteration 13Q (3367.643571 sec): 3 clusters Score: Raw -289655.302001 + Penalty 2727.058576 = -286928.243425 nChanged 108 SP:Iteration 14Q (3367.663234 sec): 3 clusters Score: Raw -289720.053510 + Penalty 2727.058576 = -286992.994934 nChanged 99 SP:Iteration 15Q (3367.682924 sec): 3 clusters Score: Raw -289775.074115 + Penalty 2727.058576 = -287048.015539 nChanged 87 SP:Iteration 16Q (3367.702705 sec): 3 clusters Score: Raw -289821.175673 + Penalty 2727.058576 = -287094.117097 nChanged 55 SP:Iteration 17Q (3367.722278 sec): 3 clusters Score: Raw -289847.482985 + Penalty 2727.058576 = -287120.424409 nChanged 43 SP:Iteration 18Q (3367.741739 sec): 3 clusters Score: Raw -289866.656476 + Penalty 2727.058576 = -287139.597900 nChanged 33 SP:Iteration 19Q (3367.761350 sec): 3 clusters Score: Raw -289881.541901 + Penalty 2727.058576 = -287154.483325 nChanged 21 SP:Iteration 20F (3367.781323 sec): 3 clusters Score: Raw -289891.937635 + Penalty 2727.058576 = -287164.879059 nChanged 21 SP:Iteration 21Q (3367.800979 sec): 3 clusters Score: Raw -289901.266464 + Penalty 2727.058576 = -287174.207888 nChanged 19 SP:Iteration 22Q (3367.824137 sec): 3 clusters Score: Raw -289909.143094 + Penalty 2727.058576 = -287182.084518 nChanged 22 SP:Iteration 23Q (3367.843521 sec): 3 clusters Score: Raw -289918.990716 + Penalty 2727.058576 = -287191.932140 nChanged 18 SP:Iteration 24Q (3367.862846 sec): 3 clusters Score: Raw -289925.848673 + Penalty 2727.058576 = -287198.790097 nChanged 26 SP:Iteration 25Q (3367.882638 sec): 3 clusters Score: Raw -289934.780620 + Penalty 2727.058576 = -287207.722044 nChanged 16 SP:Iteration 26Q (3367.902190 sec): 3 clusters Score: Raw -289941.052283 + Penalty 2727.058576 = -287213.993707 nChanged 14 SP:Iteration 27Q (3367.921813 sec): 3 clusters Score: Raw -289947.415451 + Penalty 2727.058576 = -287220.356875 nChanged 19 SP:Iteration 28Q (3367.941685 sec): 3 clusters Score: Raw -289956.392494 + Penalty 2727.058576 = -287229.333918 nChanged 21 SP:Iteration 29Q (3367.961176 sec): 3 clusters Score: Raw -289963.490927 + Penalty 2727.058576 = -287236.432351 nChanged 13 SP:Iteration 30Q (3367.981061 sec): 3 clusters Score: Raw -289968.306384 + Penalty 2727.058576 = -287241.247808 nChanged 10 SP:Iteration 31Q (3368.000666 sec): 3 clusters Score: Raw -289971.643095 + Penalty 2727.058576 = -287244.584519 nChanged 5 SP:Iteration 32Q (3368.020577 sec): 3 clusters Score: Raw -289973.420373 + Penalty 2727.058576 = -287246.361797 nChanged 4 SP:Iteration 33Q (3368.040175 sec): 3 clusters Score: Raw -289974.692339 + Penalty 2727.058576 = -287247.633763 nChanged 2 SP:Iteration 34Q (3368.059962 sec): 3 clusters Score: Raw -289975.671621 + Penalty 2727.058576 = -287248.613045 nChanged 2 SP:Iteration 35Q (3368.079551 sec): 3 clusters Score: Raw -289976.195068 + Penalty 2727.058576 = -287249.136491 nChanged 3 SP:Iteration 36Q (3368.099312 sec): 3 clusters Score: Raw -289976.840315 + Penalty 2727.058576 = -287249.781739 nChanged 0 SP:Iteration 37F (3368.119036 sec): 3 clusters Score: Raw -289976.840315 + Penalty 2727.058576 = -287249.781739 nChanged 0 Trying to split cluster 29 (23330 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3368.161319 sec): 2 clusters Score: Raw -1448616.199473 + Penalty 1634.342997 = -1446981.856477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3368.210173 sec): 3 clusters Score: Raw -1434536.095120 + Penalty 3268.685994 = -1431267.409126 nChanged 10580 SP:Iteration 1F (3368.256939 sec): 3 clusters Score: Raw -1440354.627248 + Penalty 3268.685994 = -1437085.941254 nChanged 1205 SP:Iteration 2F (3368.303290 sec): 3 clusters Score: Raw -1440836.752534 + Penalty 3268.685994 = -1437568.066540 nChanged 1198 SP:Iteration 3F (3368.350664 sec): 3 clusters Score: Raw -1441376.353210 + Penalty 3268.685994 = -1438107.667216 nChanged 1226 SP:Iteration 4F (3368.397405 sec): 3 clusters Score: Raw -1441981.608961 + Penalty 3268.685994 = -1438712.922967 nChanged 1289 SP:Iteration 5F (3368.443672 sec): 3 clusters Score: Raw -1442669.822052 + Penalty 3268.685994 = -1439401.136059 nChanged 1288 SP:Iteration 6F (3368.490726 sec): 3 clusters Score: Raw -1443410.566949 + Penalty 3268.685994 = -1440141.880955 nChanged 1271 SP:Iteration 7F (3368.538405 sec): 3 clusters Score: Raw -1444187.621351 + Penalty 3268.685994 = -1440918.935358 nChanged 1217 SP:Iteration 8F (3368.584801 sec): 3 clusters Score: Raw -1444974.325412 + Penalty 3268.685994 = -1441705.639418 nChanged 1131 SP:Iteration 9Q (3368.632765 sec): 3 clusters Score: Raw -1445656.855972 + Penalty 3268.685994 = -1442388.169978 nChanged 933 SP:Iteration 10Q (3368.680798 sec): 3 clusters Score: Raw -1446172.892029 + Penalty 3268.685994 = -1442904.206035 nChanged 748 SP:Iteration 11Q (3368.727627 sec): 3 clusters Score: Raw -1446545.799102 + Penalty 3268.685994 = -1443277.113108 nChanged 599 SP:Iteration 12Q (3368.774435 sec): 3 clusters Score: Raw -1446823.663592 + Penalty 3268.685994 = -1443554.977598 nChanged 514 SP:Iteration 13Q (3368.820445 sec): 3 clusters Score: Raw -1447042.628563 + Penalty 3268.685994 = -1443773.942569 nChanged 430 SP:Iteration 14Q (3368.865795 sec): 3 clusters Score: Raw -1447208.907008 + Penalty 3268.685994 = -1443940.221014 nChanged 388 SP:Iteration 15Q (3368.911156 sec): 3 clusters Score: Raw -1447352.709075 + Penalty 3268.685994 = -1444084.023082 nChanged 326 SP:Iteration 16Q (3368.956107 sec): 3 clusters Score: Raw -1447475.231007 + Penalty 3268.685994 = -1444206.545014 nChanged 329 SP:Iteration 17Q (3369.001096 sec): 3 clusters Score: Raw -1447609.826561 + Penalty 3268.685994 = -1444341.140567 nChanged 317 SP:Iteration 18Q (3369.045306 sec): 3 clusters Score: Raw -1447737.070086 + Penalty 3268.685994 = -1444468.384092 nChanged 289 SP:Iteration 19Q (3369.089277 sec): 3 clusters Score: Raw -1447858.998629 + Penalty 3268.685994 = -1444590.312635 nChanged 266 SP:Iteration 20F (3369.136970 sec): 3 clusters Score: Raw -1447978.826534 + Penalty 3268.685994 = -1444710.140541 nChanged 294 SP:Iteration 21Q (3369.180307 sec): 3 clusters Score: Raw -1448111.342907 + Penalty 3268.685994 = -1444842.656913 nChanged 254 SP:Iteration 22Q (3369.223523 sec): 3 clusters Score: Raw -1448216.887420 + Penalty 3268.685994 = -1444948.201427 nChanged 266 SP:Iteration 23Q (3369.266783 sec): 3 clusters Score: Raw -1448342.898217 + Penalty 3268.685994 = -1445074.212223 nChanged 253 SP:Iteration 24Q (3369.309816 sec): 3 clusters Score: Raw -1448447.798320 + Penalty 3268.685994 = -1445179.112327 nChanged 219 SP:Iteration 25Q (3369.352240 sec): 3 clusters Score: Raw -1448528.301103 + Penalty 3268.685994 = -1445259.615109 nChanged 175 SP:Iteration 26Q (3369.394677 sec): 3 clusters Score: Raw -1448590.279614 + Penalty 3268.685994 = -1445321.593621 nChanged 166 SP:Iteration 27Q (3369.436931 sec): 3 clusters Score: Raw -1448651.795205 + Penalty 3268.685994 = -1445383.109211 nChanged 170 SP:Iteration 28Q (3369.478793 sec): 3 clusters Score: Raw -1448714.059357 + Penalty 3268.685994 = -1445445.373364 nChanged 152 SP:Iteration 29Q (3369.520521 sec): 3 clusters Score: Raw -1448774.117895 + Penalty 3268.685994 = -1445505.431902 nChanged 148 SP:Iteration 30Q (3369.562168 sec): 3 clusters Score: Raw -1448829.850172 + Penalty 3268.685994 = -1445561.164178 nChanged 140 SP:Iteration 31Q (3369.604039 sec): 3 clusters Score: Raw -1448877.758189 + Penalty 3268.685994 = -1445609.072196 nChanged 125 SP:Iteration 32Q (3369.645627 sec): 3 clusters Score: Raw -1448918.334067 + Penalty 3268.685994 = -1445649.648074 nChanged 120 SP:Iteration 33Q (3369.687032 sec): 3 clusters Score: Raw -1448958.294642 + Penalty 3268.685994 = -1445689.608649 nChanged 130 SP:Iteration 34Q (3369.728356 sec): 3 clusters Score: Raw -1448998.381002 + Penalty 3268.685994 = -1445729.695008 nChanged 103 SP:Iteration 35Q (3369.769644 sec): 3 clusters Score: Raw -1449027.070204 + Penalty 3268.685994 = -1445758.384210 nChanged 86 SP:Iteration 36Q (3369.810545 sec): 3 clusters Score: Raw -1449051.233419 + Penalty 3268.685994 = -1445782.547425 nChanged 92 SP:Iteration 37Q (3369.851472 sec): 3 clusters Score: Raw -1449074.736143 + Penalty 3268.685994 = -1445806.050149 nChanged 80 SP:Iteration 38Q (3369.892311 sec): 3 clusters Score: Raw -1449094.177694 + Penalty 3268.685994 = -1445825.491701 nChanged 72 SP:Iteration 39Q (3369.933169 sec): 3 clusters Score: Raw -1449109.143874 + Penalty 3268.685994 = -1445840.457881 nChanged 56 SP:Iteration 40F (3369.979471 sec): 3 clusters Score: Raw -1449124.572438 + Penalty 3268.685994 = -1445855.886444 nChanged 61 SP:Iteration 41Q (3370.020484 sec): 3 clusters Score: Raw -1449139.177614 + Penalty 3268.685994 = -1445870.491621 nChanged 65 SP:Iteration 42Q (3370.061375 sec): 3 clusters Score: Raw -1449151.872143 + Penalty 3268.685994 = -1445883.186149 nChanged 51 SP:Iteration 43Q (3370.101756 sec): 3 clusters Score: Raw -1449162.066255 + Penalty 3268.685994 = -1445893.380261 nChanged 47 SP:Iteration 44Q (3370.142336 sec): 3 clusters Score: Raw -1449172.874908 + Penalty 3268.685994 = -1445904.188915 nChanged 48 SP:Iteration 45Q (3370.182862 sec): 3 clusters Score: Raw -1449183.294318 + Penalty 3268.685994 = -1445914.608325 nChanged 52 SP:Iteration 46Q (3370.223132 sec): 3 clusters Score: Raw -1449193.811094 + Penalty 3268.685994 = -1445925.125101 nChanged 43 SP:Iteration 47Q (3370.263585 sec): 3 clusters Score: Raw -1449202.063838 + Penalty 3268.685994 = -1445933.377844 nChanged 39 SP:Iteration 48Q (3370.303997 sec): 3 clusters Score: Raw -1449210.359694 + Penalty 3268.685994 = -1445941.673700 nChanged 44 SP:Iteration 49Q (3370.344659 sec): 3 clusters Score: Raw -1449220.509948 + Penalty 3268.685994 = -1445951.823954 nChanged 44 SP:Iteration 50Q (3370.384735 sec): 3 clusters Score: Raw -1449232.313074 + Penalty 3268.685994 = -1445963.627080 nChanged 43 SP:Iteration 51Q (3370.424999 sec): 3 clusters Score: Raw -1449241.739215 + Penalty 3268.685994 = -1445973.053221 nChanged 40 SP:Iteration 52Q (3370.465180 sec): 3 clusters Score: Raw -1449249.556053 + Penalty 3268.685994 = -1445980.870059 nChanged 35 SP:Iteration 53Q (3370.505246 sec): 3 clusters Score: Raw -1449256.781124 + Penalty 3268.685994 = -1445988.095131 nChanged 35 SP:Iteration 54Q (3370.545407 sec): 3 clusters Score: Raw -1449263.077841 + Penalty 3268.685994 = -1445994.391848 nChanged 25 SP:Iteration 55Q (3370.585409 sec): 3 clusters Score: Raw -1449267.495266 + Penalty 3268.685994 = -1445998.809272 nChanged 31 SP:Iteration 56Q (3370.625532 sec): 3 clusters Score: Raw -1449273.978440 + Penalty 3268.685994 = -1446005.292447 nChanged 31 SP:Iteration 57Q (3370.665263 sec): 3 clusters Score: Raw -1449281.102079 + Penalty 3268.685994 = -1446012.416085 nChanged 28 SP:Iteration 58Q (3370.704928 sec): 3 clusters Score: Raw -1449286.529957 + Penalty 3268.685994 = -1446017.843964 nChanged 21 SP:Iteration 59Q (3370.744655 sec): 3 clusters Score: Raw -1449291.571950 + Penalty 3268.685994 = -1446022.885956 nChanged 20 SP:Iteration 60F (3370.790523 sec): 3 clusters Score: Raw -1449297.084363 + Penalty 3268.685994 = -1446028.398369 nChanged 25 SP:Iteration 61Q (3370.830639 sec): 3 clusters Score: Raw -1449302.084044 + Penalty 3268.685994 = -1446033.398051 nChanged 25 SP:Iteration 62Q (3370.870578 sec): 3 clusters Score: Raw -1449306.627209 + Penalty 3268.685994 = -1446037.941215 nChanged 21 SP:Iteration 63Q (3370.910116 sec): 3 clusters Score: Raw -1449310.060080 + Penalty 3268.685994 = -1446041.374086 nChanged 14 SP:Iteration 64Q (3370.949990 sec): 3 clusters Score: Raw -1449311.888195 + Penalty 3268.685994 = -1446043.202201 nChanged 14 SP:Iteration 65Q (3370.989577 sec): 3 clusters Score: Raw -1449313.958321 + Penalty 3268.685994 = -1446045.272327 nChanged 9 SP:Iteration 66Q (3371.029511 sec): 3 clusters Score: Raw -1449315.259462 + Penalty 3268.685994 = -1446046.573469 nChanged 7 SP:Iteration 67Q (3371.069419 sec): 3 clusters Score: Raw -1449316.155729 + Penalty 3268.685994 = -1446047.469735 nChanged 7 SP:Iteration 68Q (3371.108838 sec): 3 clusters Score: Raw -1449317.801156 + Penalty 3268.685994 = -1446049.115162 nChanged 8 SP:Iteration 69Q (3371.148465 sec): 3 clusters Score: Raw -1449319.631178 + Penalty 3268.685994 = -1446050.945185 nChanged 8 SP:Iteration 70Q (3371.188168 sec): 3 clusters Score: Raw -1449320.754877 + Penalty 3268.685994 = -1446052.068883 nChanged 9 SP:Iteration 71Q (3371.227828 sec): 3 clusters Score: Raw -1449322.191962 + Penalty 3268.685994 = -1446053.505968 nChanged 5 SP:Iteration 72Q (3371.286533 sec): 3 clusters Score: Raw -1449323.016699 + Penalty 3268.685994 = -1446054.330705 nChanged 3 SP:Iteration 73Q (3371.325314 sec): 3 clusters Score: Raw -1449323.290354 + Penalty 3268.685994 = -1446054.604361 nChanged 4 SP:Iteration 74Q (3371.365017 sec): 3 clusters Score: Raw -1449323.842346 + Penalty 3268.685994 = -1446055.156353 nChanged 5 SP:Iteration 75Q (3371.404457 sec): 3 clusters Score: Raw -1449324.419266 + Penalty 3268.685994 = -1446055.733273 nChanged 3 SP:Iteration 76Q (3371.443890 sec): 3 clusters Score: Raw -1449324.865673 + Penalty 3268.685994 = -1446056.179679 nChanged 7 SP:Iteration 77Q (3371.483711 sec): 3 clusters Score: Raw -1449325.594762 + Penalty 3268.685994 = -1446056.908768 nChanged 1 SP:Iteration 78Q (3371.523540 sec): 3 clusters Score: Raw -1449325.692004 + Penalty 3268.685994 = -1446057.006010 nChanged 2 SP:Iteration 79Q (3371.562870 sec): 3 clusters Score: Raw -1449325.966770 + Penalty 3268.685994 = -1446057.280776 nChanged 5 SP:Iteration 80F (3371.608610 sec): 3 clusters Score: Raw -1449326.549702 + Penalty 3268.685994 = -1446057.863708 nChanged 4 SP:Iteration 81Q (3371.648540 sec): 3 clusters Score: Raw -1449327.019704 + Penalty 3268.685994 = -1446058.333710 nChanged 3 SP:Iteration 82Q (3371.688218 sec): 3 clusters Score: Raw -1449327.630732 + Penalty 3268.685994 = -1446058.944738 nChanged 3 SP:Iteration 83Q (3371.727781 sec): 3 clusters Score: Raw -1449328.065390 + Penalty 3268.685994 = -1446059.379396 nChanged 3 SP:Iteration 84Q (3371.767477 sec): 3 clusters Score: Raw -1449328.515580 + Penalty 3268.685994 = -1446059.829587 nChanged 6 SP:Iteration 85Q (3371.806943 sec): 3 clusters Score: Raw -1449329.157191 + Penalty 3268.685994 = -1446060.471198 nChanged 3 SP:Iteration 86Q (3371.846434 sec): 3 clusters Score: Raw -1449329.574785 + Penalty 3268.685994 = -1446060.888791 nChanged 1 SP:Iteration 87Q (3371.886152 sec): 3 clusters Score: Raw -1449329.602723 + Penalty 3268.685994 = -1446060.916729 nChanged 1 SP:Iteration 88Q (3371.925675 sec): 3 clusters Score: Raw -1449329.908257 + Penalty 3268.685994 = -1446061.222264 nChanged 5 SP:Iteration 89Q (3371.965032 sec): 3 clusters Score: Raw -1449330.741971 + Penalty 3268.685994 = -1446062.055977 nChanged 6 SP:Iteration 90Q (3372.004506 sec): 3 clusters Score: Raw -1449331.912640 + Penalty 3268.685994 = -1446063.226646 nChanged 4 SP:Iteration 91Q (3372.044194 sec): 3 clusters Score: Raw -1449332.507082 + Penalty 3268.685994 = -1446063.821089 nChanged 4 SP:Iteration 92Q (3372.083661 sec): 3 clusters Score: Raw -1449333.502202 + Penalty 3268.685994 = -1446064.816208 nChanged 4 SP:Iteration 93Q (3372.123317 sec): 3 clusters Score: Raw -1449334.097172 + Penalty 3268.685994 = -1446065.411178 nChanged 3 SP:Iteration 94Q (3372.162669 sec): 3 clusters Score: Raw -1449334.684938 + Penalty 3268.685994 = -1446065.998944 nChanged 1 SP:Iteration 95Q (3372.202234 sec): 3 clusters Score: Raw -1449334.818727 + Penalty 3268.685994 = -1446066.132733 nChanged 0 SP:Iteration 96F (3372.248665 sec): 3 clusters Score: Raw -1449334.818727 + Penalty 3268.685994 = -1446066.132733 nChanged 0 Trying to split cluster 30 (73204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3372.345197 sec): 2 clusters Score: Raw -4871980.316554 + Penalty 1820.163368 = -4870160.153186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3372.474136 sec): 3 clusters Score: Raw -4825110.029631 + Penalty 3640.326737 = -4821469.702894 nChanged 34667 SP:Iteration 1F (3372.610388 sec): 3 clusters Score: Raw -4845519.158382 + Penalty 3640.326737 = -4841878.831646 nChanged 3161 SP:Iteration 2Q (3372.736667 sec): 3 clusters Score: Raw -4846605.732285 + Penalty 3640.326737 = -4842965.405549 nChanged 3308 SP:Iteration 3Q (3372.862117 sec): 3 clusters Score: Raw -4847938.879075 + Penalty 3640.326737 = -4844298.552338 nChanged 3614 SP:Iteration 4Q (3372.987404 sec): 3 clusters Score: Raw -4849662.717323 + Penalty 3640.326737 = -4846022.390587 nChanged 3837 SP:Iteration 5F (3373.105237 sec): 3 clusters Score: Raw -4851732.395650 + Penalty 3640.326737 = -4848092.068914 nChanged 4111 SP:Iteration 6F (3373.222999 sec): 3 clusters Score: Raw -4854112.862128 + Penalty 3640.326737 = -4850472.535392 nChanged 4088 SP:Iteration 7F (3373.341332 sec): 3 clusters Score: Raw -4856517.586121 + Penalty 3640.326737 = -4852877.259384 nChanged 3759 SP:Iteration 8F (3373.461891 sec): 3 clusters Score: Raw -4858602.352493 + Penalty 3640.326737 = -4854962.025757 nChanged 3295 SP:Iteration 9Q (3373.586192 sec): 3 clusters Score: Raw -4860182.622142 + Penalty 3640.326737 = -4856542.295405 nChanged 2568 SP:Iteration 10Q (3373.709664 sec): 3 clusters Score: Raw -4861219.296484 + Penalty 3640.326737 = -4857578.969747 nChanged 2009 SP:Iteration 11Q (3373.832597 sec): 3 clusters Score: Raw -4861910.816191 + Penalty 3640.326737 = -4858270.489455 nChanged 1593 SP:Iteration 12Q (3373.953277 sec): 3 clusters Score: Raw -4862387.541084 + Penalty 3640.326737 = -4858747.214347 nChanged 1268 SP:Iteration 13Q (3374.073555 sec): 3 clusters Score: Raw -4862735.956854 + Penalty 3640.326737 = -4859095.630117 nChanged 1144 SP:Iteration 14Q (3374.193099 sec): 3 clusters Score: Raw -4863049.882870 + Penalty 3640.326737 = -4859409.556133 nChanged 1036 SP:Iteration 15Q (3374.312234 sec): 3 clusters Score: Raw -4863322.633248 + Penalty 3640.326737 = -4859682.306511 nChanged 993 SP:Iteration 16Q (3374.430979 sec): 3 clusters Score: Raw -4863580.999844 + Penalty 3640.326737 = -4859940.673108 nChanged 917 SP:Iteration 17Q (3374.549448 sec): 3 clusters Score: Raw -4863807.238375 + Penalty 3640.326737 = -4860166.911638 nChanged 886 SP:Iteration 18Q (3374.667148 sec): 3 clusters Score: Raw -4864029.810644 + Penalty 3640.326737 = -4860389.483907 nChanged 851 SP:Iteration 19Q (3374.784469 sec): 3 clusters Score: Raw -4864242.400409 + Penalty 3640.326737 = -4860602.073672 nChanged 864 SP:Iteration 20F (3374.902047 sec): 3 clusters Score: Raw -4864462.927460 + Penalty 3640.326737 = -4860822.600723 nChanged 837 SP:Iteration 21Q (3375.019642 sec): 3 clusters Score: Raw -4864672.094551 + Penalty 3640.326737 = -4861031.767815 nChanged 831 SP:Iteration 22Q (3375.135924 sec): 3 clusters Score: Raw -4864863.735341 + Penalty 3640.326737 = -4861223.408604 nChanged 766 SP:Iteration 23Q (3375.252498 sec): 3 clusters Score: Raw -4865030.778371 + Penalty 3640.326737 = -4861390.451635 nChanged 798 SP:Iteration 24Q (3375.368172 sec): 3 clusters Score: Raw -4865214.277750 + Penalty 3640.326737 = -4861573.951013 nChanged 772 SP:Iteration 25Q (3375.483210 sec): 3 clusters Score: Raw -4865383.984683 + Penalty 3640.326737 = -4861743.657947 nChanged 761 SP:Iteration 26Q (3375.597814 sec): 3 clusters Score: Raw -4865563.349292 + Penalty 3640.326737 = -4861923.022556 nChanged 779 SP:Iteration 27Q (3375.711891 sec): 3 clusters Score: Raw -4865735.353755 + Penalty 3640.326737 = -4862095.027019 nChanged 763 SP:Iteration 28Q (3375.825695 sec): 3 clusters Score: Raw -4865909.640213 + Penalty 3640.326737 = -4862269.313476 nChanged 776 SP:Iteration 29Q (3375.938851 sec): 3 clusters Score: Raw -4866100.177581 + Penalty 3640.326737 = -4862459.850845 nChanged 848 SP:Iteration 30Q (3376.051797 sec): 3 clusters Score: Raw -4866322.577843 + Penalty 3640.326737 = -4862682.251106 nChanged 895 SP:Iteration 31Q (3376.164003 sec): 3 clusters Score: Raw -4866569.233399 + Penalty 3640.326737 = -4862928.906662 nChanged 924 SP:Iteration 32Q (3376.275554 sec): 3 clusters Score: Raw -4866846.975544 + Penalty 3640.326737 = -4863206.648808 nChanged 1046 SP:Iteration 33Q (3376.386294 sec): 3 clusters Score: Raw -4867176.289848 + Penalty 3640.326737 = -4863535.963111 nChanged 1049 SP:Iteration 34Q (3376.496290 sec): 3 clusters Score: Raw -4867521.561000 + Penalty 3640.326737 = -4863881.234264 nChanged 1021 SP:Iteration 35Q (3376.605642 sec): 3 clusters Score: Raw -4867882.010925 + Penalty 3640.326737 = -4864241.684188 nChanged 1061 SP:Iteration 36Q (3376.727711 sec): 3 clusters Score: Raw -4868310.285869 + Penalty 3640.326737 = -4864669.959133 nChanged 1154 SP:Iteration 37Q (3376.836411 sec): 3 clusters Score: Raw -4868828.486667 + Penalty 3640.326737 = -4865188.159930 nChanged 1134 SP:Iteration 38Q (3376.943620 sec): 3 clusters Score: Raw -4869406.273505 + Penalty 3640.326737 = -4865765.946768 nChanged 1133 SP:Iteration 39Q (3377.049852 sec): 3 clusters Score: Raw -4870020.505545 + Penalty 3640.326737 = -4866380.178809 nChanged 1027 SP:Iteration 40F (3377.167282 sec): 3 clusters Score: Raw -4870656.247824 + Penalty 3640.326737 = -4867015.921088 nChanged 917 SP:Iteration 41Q (3377.271395 sec): 3 clusters Score: Raw -4871294.886854 + Penalty 3640.326737 = -4867654.560117 nChanged 727 SP:Iteration 42Q (3377.374774 sec): 3 clusters Score: Raw -4871807.078971 + Penalty 3640.326737 = -4868166.752234 nChanged 588 SP:Iteration 43Q (3377.476571 sec): 3 clusters Score: Raw -4872195.675189 + Penalty 3640.326737 = -4868555.348452 nChanged 451 SP:Iteration 44Q (3377.577790 sec): 3 clusters Score: Raw -4872439.613803 + Penalty 3640.326737 = -4868799.287066 nChanged 343 SP:Iteration 45Q (3377.677978 sec): 3 clusters Score: Raw -4872599.818533 + Penalty 3640.326737 = -4868959.491796 nChanged 263 SP:Iteration 46Q (3377.777883 sec): 3 clusters Score: Raw -4872704.619038 + Penalty 3640.326737 = -4869064.292302 nChanged 203 SP:Iteration 47Q (3377.877318 sec): 3 clusters Score: Raw -4872762.405835 + Penalty 3640.326737 = -4869122.079099 nChanged 142 SP:Iteration 48Q (3377.976465 sec): 3 clusters Score: Raw -4872795.412444 + Penalty 3640.326737 = -4869155.085708 nChanged 107 SP:Iteration 49Q (3378.075576 sec): 3 clusters Score: Raw -4872819.137062 + Penalty 3640.326737 = -4869178.810326 nChanged 82 SP:Iteration 50Q (3378.174350 sec): 3 clusters Score: Raw -4872837.598655 + Penalty 3640.326737 = -4869197.271918 nChanged 68 SP:Iteration 51Q (3378.280734 sec): 3 clusters Score: Raw -4872853.647334 + Penalty 3640.326737 = -4869213.320597 nChanged 77 SP:Iteration 52Q (3378.383034 sec): 3 clusters Score: Raw -4872869.425669 + Penalty 3640.326737 = -4869229.098932 nChanged 67 SP:Iteration 53Q (3378.481852 sec): 3 clusters Score: Raw -4872882.745601 + Penalty 3640.326737 = -4869242.418864 nChanged 54 SP:Iteration 54Q (3378.580376 sec): 3 clusters Score: Raw -4872892.267260 + Penalty 3640.326737 = -4869251.940524 nChanged 43 SP:Iteration 55Q (3378.679132 sec): 3 clusters Score: Raw -4872900.802621 + Penalty 3640.326737 = -4869260.475885 nChanged 50 SP:Iteration 56Q (3378.777538 sec): 3 clusters Score: Raw -4872909.820886 + Penalty 3640.326737 = -4869269.494150 nChanged 42 SP:Iteration 57Q (3378.875850 sec): 3 clusters Score: Raw -4872917.079385 + Penalty 3640.326737 = -4869276.752648 nChanged 33 SP:Iteration 58Q (3378.974158 sec): 3 clusters Score: Raw -4872921.423132 + Penalty 3640.326737 = -4869281.096395 nChanged 24 SP:Iteration 59Q (3379.072579 sec): 3 clusters Score: Raw -4872924.735793 + Penalty 3640.326737 = -4869284.409056 nChanged 30 SP:Iteration 60F (3379.190676 sec): 3 clusters Score: Raw -4872929.440468 + Penalty 3640.326737 = -4869289.113731 nChanged 26 SP:Iteration 61Q (3379.289145 sec): 3 clusters Score: Raw -4872935.345859 + Penalty 3640.326737 = -4869295.019123 nChanged 26 SP:Iteration 62Q (3379.387391 sec): 3 clusters Score: Raw -4872940.325011 + Penalty 3640.326737 = -4869299.998274 nChanged 26 SP:Iteration 63Q (3379.484590 sec): 3 clusters Score: Raw -4872944.942845 + Penalty 3640.326737 = -4869304.616108 nChanged 25 SP:Iteration 64Q (3379.581531 sec): 3 clusters Score: Raw -4872948.529876 + Penalty 3640.326737 = -4869308.203140 nChanged 21 SP:Iteration 65Q (3379.678657 sec): 3 clusters Score: Raw -4872951.473091 + Penalty 3640.326737 = -4869311.146355 nChanged 9 SP:Iteration 66Q (3379.775606 sec): 3 clusters Score: Raw -4872952.621890 + Penalty 3640.326737 = -4869312.295153 nChanged 4 SP:Iteration 67Q (3379.872392 sec): 3 clusters Score: Raw -4872953.059468 + Penalty 3640.326737 = -4869312.732731 nChanged 8 SP:Iteration 68Q (3379.969237 sec): 3 clusters Score: Raw -4872953.887245 + Penalty 3640.326737 = -4869313.560508 nChanged 4 SP:Iteration 69Q (3380.066274 sec): 3 clusters Score: Raw -4872954.180833 + Penalty 3640.326737 = -4869313.854096 nChanged 2 SP:Iteration 70Q (3380.163108 sec): 3 clusters Score: Raw -4872954.359311 + Penalty 3640.326737 = -4869314.032574 nChanged 3 SP:Iteration 71Q (3380.260020 sec): 3 clusters Score: Raw -4872954.787238 + Penalty 3640.326737 = -4869314.460501 nChanged 6 SP:Iteration 72Q (3380.356880 sec): 3 clusters Score: Raw -4872955.422166 + Penalty 3640.326737 = -4869315.095429 nChanged 4 SP:Iteration 73Q (3380.453737 sec): 3 clusters Score: Raw -4872955.971100 + Penalty 3640.326737 = -4869315.644364 nChanged 6 SP:Iteration 74Q (3380.550512 sec): 3 clusters Score: Raw -4872956.700205 + Penalty 3640.326737 = -4869316.373469 nChanged 5 SP:Iteration 75Q (3380.647526 sec): 3 clusters Score: Raw -4872957.824780 + Penalty 3640.326737 = -4869317.498043 nChanged 8 SP:Iteration 76Q (3380.744410 sec): 3 clusters Score: Raw -4872958.621613 + Penalty 3640.326737 = -4869318.294877 nChanged 1 SP:Iteration 77Q (3380.841345 sec): 3 clusters Score: Raw -4872958.720664 + Penalty 3640.326737 = -4869318.393928 nChanged 2 SP:Iteration 78Q (3380.938120 sec): 3 clusters Score: Raw -4872959.007507 + Penalty 3640.326737 = -4869318.680770 nChanged 2 SP:Iteration 79Q (3381.035001 sec): 3 clusters Score: Raw -4872959.209742 + Penalty 3640.326737 = -4869318.883006 nChanged 1 SP:Iteration 80F (3381.151115 sec): 3 clusters Score: Raw -4872959.254249 + Penalty 3640.326737 = -4869318.927513 nChanged 1 SP:Iteration 81Q (3381.248078 sec): 3 clusters Score: Raw -4872959.335851 + Penalty 3640.326737 = -4869319.009115 nChanged 1 SP:Iteration 82Q (3381.345080 sec): 3 clusters Score: Raw -4872959.376011 + Penalty 3640.326737 = -4869319.049274 nChanged 0 SP:Iteration 83F (3381.461258 sec): 3 clusters Score: Raw -4872959.376011 + Penalty 3640.326737 = -4869319.049274 nChanged 0 Trying to split cluster 31 (4676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3381.471792 sec): 2 clusters Score: Raw -313270.182127 + Penalty 1373.157227 = -311897.024899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3381.492682 sec): 3 clusters Score: Raw -310861.921072 + Penalty 2746.314455 = -308115.606617 nChanged 1886 SP:Iteration 1F (3381.513216 sec): 3 clusters Score: Raw -311878.342942 + Penalty 2746.314455 = -309132.028487 nChanged 324 SP:Iteration 2F (3381.533869 sec): 3 clusters Score: Raw -312024.627057 + Penalty 2746.314455 = -309278.312602 nChanged 225 SP:Iteration 3Q (3381.554314 sec): 3 clusters Score: Raw -312133.103977 + Penalty 2746.314455 = -309386.789522 nChanged 186 SP:Iteration 4Q (3381.574922 sec): 3 clusters Score: Raw -312226.570829 + Penalty 2746.314455 = -309480.256374 nChanged 163 SP:Iteration 5Q (3381.595499 sec): 3 clusters Score: Raw -312300.841274 + Penalty 2746.314455 = -309554.526820 nChanged 136 SP:Iteration 6Q (3381.615832 sec): 3 clusters Score: Raw -312349.855658 + Penalty 2746.314455 = -309603.541203 nChanged 108 SP:Iteration 7Q (3381.636379 sec): 3 clusters Score: Raw -312392.961367 + Penalty 2746.314455 = -309646.646912 nChanged 102 SP:Iteration 8Q (3381.656782 sec): 3 clusters Score: Raw -312426.040615 + Penalty 2746.314455 = -309679.726161 nChanged 79 SP:Iteration 9Q (3381.677279 sec): 3 clusters Score: Raw -312458.088815 + Penalty 2746.314455 = -309711.774361 nChanged 94 SP:Iteration 10Q (3381.697817 sec): 3 clusters Score: Raw -312496.997202 + Penalty 2746.314455 = -309750.682747 nChanged 101 SP:Iteration 11Q (3381.718413 sec): 3 clusters Score: Raw -312541.828950 + Penalty 2746.314455 = -309795.514495 nChanged 94 SP:Iteration 12Q (3381.739137 sec): 3 clusters Score: Raw -312575.634395 + Penalty 2746.314455 = -309829.319940 nChanged 80 SP:Iteration 13Q (3381.771713 sec): 3 clusters Score: Raw -312602.816406 + Penalty 2746.314455 = -309856.501952 nChanged 67 SP:Iteration 14Q (3381.799179 sec): 3 clusters Score: Raw -312628.293910 + Penalty 2746.314455 = -309881.979455 nChanged 74 SP:Iteration 15Q (3381.819529 sec): 3 clusters Score: Raw -312660.812851 + Penalty 2746.314455 = -309914.498396 nChanged 82 SP:Iteration 16Q (3381.840010 sec): 3 clusters Score: Raw -312697.051188 + Penalty 2746.314455 = -309950.736733 nChanged 83 SP:Iteration 17Q (3381.860477 sec): 3 clusters Score: Raw -312728.495308 + Penalty 2746.314455 = -309982.180853 nChanged 76 SP:Iteration 18Q (3381.879880 sec): 3 clusters Score: Raw -312758.826794 + Penalty 2746.314455 = -310012.512339 nChanged 61 SP:Iteration 19Q (3381.900403 sec): 3 clusters Score: Raw -312785.060430 + Penalty 2746.314455 = -310038.745975 nChanged 50 SP:Iteration 20F (3381.920755 sec): 3 clusters Score: Raw -312802.381022 + Penalty 2746.314455 = -310056.066567 nChanged 49 SP:Iteration 21Q (3381.940865 sec): 3 clusters Score: Raw -312820.071808 + Penalty 2746.314455 = -310073.757353 nChanged 49 SP:Iteration 22Q (3381.961146 sec): 3 clusters Score: Raw -312835.812771 + Penalty 2746.314455 = -310089.498316 nChanged 36 SP:Iteration 23Q (3381.981693 sec): 3 clusters Score: Raw -312846.384473 + Penalty 2746.314455 = -310100.070018 nChanged 42 SP:Iteration 24Q (3382.002315 sec): 3 clusters Score: Raw -312858.375182 + Penalty 2746.314455 = -310112.060727 nChanged 34 SP:Iteration 25Q (3382.022691 sec): 3 clusters Score: Raw -312870.231661 + Penalty 2746.314455 = -310123.917206 nChanged 37 SP:Iteration 26Q (3382.043018 sec): 3 clusters Score: Raw -312881.514451 + Penalty 2746.314455 = -310135.199996 nChanged 38 SP:Iteration 27Q (3382.063575 sec): 3 clusters Score: Raw -312891.147452 + Penalty 2746.314455 = -310144.832997 nChanged 25 SP:Iteration 28Q (3382.084091 sec): 3 clusters Score: Raw -312900.115244 + Penalty 2746.314455 = -310153.800790 nChanged 27 SP:Iteration 29Q (3382.104690 sec): 3 clusters Score: Raw -312908.599171 + Penalty 2746.314455 = -310162.284716 nChanged 23 SP:Iteration 30Q (3382.125279 sec): 3 clusters Score: Raw -312914.026520 + Penalty 2746.314455 = -310167.712065 nChanged 15 SP:Iteration 31Q (3382.145500 sec): 3 clusters Score: Raw -312917.552807 + Penalty 2746.314455 = -310171.238352 nChanged 12 SP:Iteration 32Q (3382.165796 sec): 3 clusters Score: Raw -312919.728483 + Penalty 2746.314455 = -310173.414028 nChanged 6 SP:Iteration 33Q (3382.186341 sec): 3 clusters Score: Raw -312920.959835 + Penalty 2746.314455 = -310174.645380 nChanged 10 SP:Iteration 34Q (3382.206570 sec): 3 clusters Score: Raw -312923.369016 + Penalty 2746.314455 = -310177.054561 nChanged 14 SP:Iteration 35Q (3382.226624 sec): 3 clusters Score: Raw -312926.305598 + Penalty 2746.314455 = -310179.991143 nChanged 13 SP:Iteration 36Q (3382.247023 sec): 3 clusters Score: Raw -312929.991193 + Penalty 2746.314455 = -310183.676739 nChanged 14 SP:Iteration 37Q (3382.267397 sec): 3 clusters Score: Raw -312934.673442 + Penalty 2746.314455 = -310188.358987 nChanged 15 SP:Iteration 38Q (3382.287427 sec): 3 clusters Score: Raw -312938.060444 + Penalty 2746.314455 = -310191.745989 nChanged 7 SP:Iteration 39Q (3382.307827 sec): 3 clusters Score: Raw -312939.816674 + Penalty 2746.314455 = -310193.502219 nChanged 13 SP:Iteration 40F (3382.328478 sec): 3 clusters Score: Raw -312942.027665 + Penalty 2746.314455 = -310195.713210 nChanged 7 SP:Iteration 41Q (3382.348552 sec): 3 clusters Score: Raw -312943.441397 + Penalty 2746.314455 = -310197.126942 nChanged 7 SP:Iteration 42Q (3382.368949 sec): 3 clusters Score: Raw -312945.095139 + Penalty 2746.314455 = -310198.780684 nChanged 10 SP:Iteration 43Q (3382.388997 sec): 3 clusters Score: Raw -312946.723313 + Penalty 2746.314455 = -310200.408858 nChanged 4 SP:Iteration 44Q (3382.409345 sec): 3 clusters Score: Raw -312947.279777 + Penalty 2746.314455 = -310200.965323 nChanged 2 SP:Iteration 45Q (3382.429425 sec): 3 clusters Score: Raw -312947.715353 + Penalty 2746.314455 = -310201.400898 nChanged 2 SP:Iteration 46Q (3382.449851 sec): 3 clusters Score: Raw -312947.916548 + Penalty 2746.314455 = -310201.602094 nChanged 1 SP:Iteration 47Q (3382.470022 sec): 3 clusters Score: Raw -312948.064972 + Penalty 2746.314455 = -310201.750517 nChanged 1 SP:Iteration 48Q (3382.490139 sec): 3 clusters Score: Raw -312948.253399 + Penalty 2746.314455 = -310201.938944 nChanged 1 SP:Iteration 49Q (3382.510623 sec): 3 clusters Score: Raw -312948.328226 + Penalty 2746.314455 = -310202.013771 nChanged 0 SP:Iteration 50F (3382.531175 sec): 3 clusters Score: Raw -312948.328226 + Penalty 2746.314455 = -310202.013771 nChanged 0 Trying to split cluster 32 (2580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3382.547024 sec): 2 clusters Score: Raw -128149.395784 + Penalty 1276.526010 = -126872.869774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3382.560692 sec): 3 clusters Score: Raw -127095.142187 + Penalty 2553.052020 = -124542.090167 nChanged 956 SP:Iteration 1F (3382.573370 sec): 3 clusters Score: Raw -128090.608374 + Penalty 2553.052020 = -125537.556353 nChanged 299 SP:Iteration 2F (3382.586181 sec): 3 clusters Score: Raw -128589.777542 + Penalty 2553.052020 = -126036.725522 nChanged 224 SP:Iteration 3F (3382.599034 sec): 3 clusters Score: Raw -128881.465937 + Penalty 2553.052020 = -126328.413916 nChanged 143 SP:Iteration 4F (3382.611815 sec): 3 clusters Score: Raw -129013.227893 + Penalty 2553.052020 = -126460.175872 nChanged 95 SP:Iteration 5Q (3382.624260 sec): 3 clusters Score: Raw -129111.435149 + Penalty 2553.052020 = -126558.383129 nChanged 78 SP:Iteration 6Q (3382.636683 sec): 3 clusters Score: Raw -129186.281098 + Penalty 2553.052020 = -126633.229078 nChanged 60 SP:Iteration 7Q (3382.649073 sec): 3 clusters Score: Raw -129228.539864 + Penalty 2553.052020 = -126675.487844 nChanged 28 SP:Iteration 8Q (3382.661390 sec): 3 clusters Score: Raw -129250.293549 + Penalty 2553.052020 = -126697.241528 nChanged 24 SP:Iteration 9Q (3382.673650 sec): 3 clusters Score: Raw -129268.115528 + Penalty 2553.052020 = -126715.063508 nChanged 21 SP:Iteration 10Q (3382.685990 sec): 3 clusters Score: Raw -129282.710680 + Penalty 2553.052020 = -126729.658660 nChanged 22 SP:Iteration 11Q (3382.698386 sec): 3 clusters Score: Raw -129296.889186 + Penalty 2553.052020 = -126743.837166 nChanged 22 SP:Iteration 12Q (3382.710618 sec): 3 clusters Score: Raw -129310.738941 + Penalty 2553.052020 = -126757.686920 nChanged 24 SP:Iteration 13Q (3382.722949 sec): 3 clusters Score: Raw -129329.644113 + Penalty 2553.052020 = -126776.592093 nChanged 35 SP:Iteration 14Q (3382.735240 sec): 3 clusters Score: Raw -129367.395855 + Penalty 2553.052020 = -126814.343835 nChanged 34 SP:Iteration 15Q (3382.747567 sec): 3 clusters Score: Raw -129404.378164 + Penalty 2553.052020 = -126851.326143 nChanged 34 SP:Iteration 16Q (3382.759884 sec): 3 clusters Score: Raw -129435.322073 + Penalty 2553.052020 = -126882.270053 nChanged 25 SP:Iteration 17Q (3382.772028 sec): 3 clusters Score: Raw -129455.462591 + Penalty 2553.052020 = -126902.410571 nChanged 11 SP:Iteration 18Q (3382.784151 sec): 3 clusters Score: Raw -129467.625246 + Penalty 2553.052020 = -126914.573226 nChanged 14 SP:Iteration 19Q (3382.796289 sec): 3 clusters Score: Raw -129482.439161 + Penalty 2553.052020 = -126929.387140 nChanged 12 SP:Iteration 20F (3382.809021 sec): 3 clusters Score: Raw -129488.603790 + Penalty 2553.052020 = -126935.551769 nChanged 8 SP:Iteration 21Q (3382.821164 sec): 3 clusters Score: Raw -129491.722385 + Penalty 2553.052020 = -126938.670364 nChanged 6 SP:Iteration 22Q (3382.833372 sec): 3 clusters Score: Raw -129494.600231 + Penalty 2553.052020 = -126941.548211 nChanged 5 SP:Iteration 23Q (3382.845564 sec): 3 clusters Score: Raw -129497.499367 + Penalty 2553.052020 = -126944.447347 nChanged 5 SP:Iteration 24Q (3382.857843 sec): 3 clusters Score: Raw -129498.255416 + Penalty 2553.052020 = -126945.203396 nChanged 1 SP:Iteration 25Q (3382.870044 sec): 3 clusters Score: Raw -129508.884826 + Penalty 2553.052020 = -126955.832806 nChanged 7 SP:Iteration 26Q (3382.882289 sec): 3 clusters Score: Raw -129510.450160 + Penalty 2553.052020 = -126957.398139 nChanged 2 SP:Iteration 27Q (3382.894484 sec): 3 clusters Score: Raw -129511.798353 + Penalty 2553.052020 = -126958.746333 nChanged 4 SP:Iteration 28Q (3382.906666 sec): 3 clusters Score: Raw -129513.110177 + Penalty 2553.052020 = -126960.058156 nChanged 2 SP:Iteration 29Q (3382.918901 sec): 3 clusters Score: Raw -129513.720241 + Penalty 2553.052020 = -126960.668221 nChanged 2 SP:Iteration 30Q (3382.931099 sec): 3 clusters Score: Raw -129514.269118 + Penalty 2553.052020 = -126961.217098 nChanged 3 SP:Iteration 31Q (3382.943294 sec): 3 clusters Score: Raw -129514.978113 + Penalty 2553.052020 = -126961.926093 nChanged 1 SP:Iteration 32Q (3382.955537 sec): 3 clusters Score: Raw -129515.136773 + Penalty 2553.052020 = -126962.084752 nChanged 1 SP:Iteration 33Q (3382.967739 sec): 3 clusters Score: Raw -129515.596413 + Penalty 2553.052020 = -126962.544392 nChanged 1 SP:Iteration 34Q (3382.979940 sec): 3 clusters Score: Raw -129515.999568 + Penalty 2553.052020 = -126962.947548 nChanged 0 SP:Iteration 35F (3382.992543 sec): 3 clusters Score: Raw -129515.999568 + Penalty 2553.052020 = -126962.947548 nChanged 0 Score: Raw -27543593.154418 + Penalty 73863.129566 = -27469730.024851 Splitting cluster 32 changes total score from -27470473.796197 to -27469730.024851 So it's not getting split. Trying to split cluster 33 (10376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3393.518025 sec): 2 clusters Score: Raw -619590.578190 + Penalty 1502.678243 = -618087.899948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3393.546722 sec): 3 clusters Score: Raw -613697.384732 + Penalty 3005.356486 = -610692.028247 nChanged 4459 SP:Iteration 1F (3393.574699 sec): 3 clusters Score: Raw -616189.056004 + Penalty 3005.356486 = -613183.699518 nChanged 687 SP:Iteration 2F (3393.602538 sec): 3 clusters Score: Raw -616569.951297 + Penalty 3005.356486 = -613564.594811 nChanged 640 SP:Iteration 3F (3393.630487 sec): 3 clusters Score: Raw -616917.307164 + Penalty 3005.356486 = -613911.950678 nChanged 575 SP:Iteration 4F (3393.658481 sec): 3 clusters Score: Raw -617289.194122 + Penalty 3005.356486 = -614283.837636 nChanged 614 SP:Iteration 5F (3393.686383 sec): 3 clusters Score: Raw -617732.071840 + Penalty 3005.356486 = -614726.715354 nChanged 612 SP:Iteration 6F (3393.714323 sec): 3 clusters Score: Raw -618240.913484 + Penalty 3005.356486 = -615235.556998 nChanged 601 SP:Iteration 7F (3393.742234 sec): 3 clusters Score: Raw -618793.777293 + Penalty 3005.356486 = -615788.420807 nChanged 511 SP:Iteration 8Q (3393.770143 sec): 3 clusters Score: Raw -619235.688625 + Penalty 3005.356486 = -616230.332139 nChanged 396 SP:Iteration 9Q (3393.797514 sec): 3 clusters Score: Raw -619489.410772 + Penalty 3005.356486 = -616484.054286 nChanged 281 SP:Iteration 10Q (3393.824786 sec): 3 clusters Score: Raw -619628.302200 + Penalty 3005.356486 = -616622.945715 nChanged 210 SP:Iteration 11Q (3393.851769 sec): 3 clusters Score: Raw -619707.782845 + Penalty 3005.356486 = -616702.426359 nChanged 160 SP:Iteration 12Q (3393.878787 sec): 3 clusters Score: Raw -619769.408027 + Penalty 3005.356486 = -616764.051541 nChanged 132 SP:Iteration 13Q (3393.905477 sec): 3 clusters Score: Raw -619808.761468 + Penalty 3005.356486 = -616803.404982 nChanged 82 SP:Iteration 14Q (3393.932176 sec): 3 clusters Score: Raw -619831.581161 + Penalty 3005.356486 = -616826.224675 nChanged 61 SP:Iteration 15Q (3393.958783 sec): 3 clusters Score: Raw -619850.056138 + Penalty 3005.356486 = -616844.699652 nChanged 62 SP:Iteration 16Q (3393.985321 sec): 3 clusters Score: Raw -619863.505089 + Penalty 3005.356486 = -616858.148603 nChanged 53 SP:Iteration 17Q (3394.011777 sec): 3 clusters Score: Raw -619876.498147 + Penalty 3005.356486 = -616871.141661 nChanged 57 SP:Iteration 18Q (3394.038336 sec): 3 clusters Score: Raw -619888.357473 + Penalty 3005.356486 = -616883.000987 nChanged 51 SP:Iteration 19Q (3394.064800 sec): 3 clusters Score: Raw -619901.215704 + Penalty 3005.356486 = -616895.859218 nChanged 48 SP:Iteration 20F (3394.092808 sec): 3 clusters Score: Raw -619913.991069 + Penalty 3005.356486 = -616908.634583 nChanged 45 SP:Iteration 21Q (3394.119256 sec): 3 clusters Score: Raw -619926.300494 + Penalty 3005.356486 = -616920.944008 nChanged 44 SP:Iteration 22Q (3394.145790 sec): 3 clusters Score: Raw -619938.352219 + Penalty 3005.356486 = -616932.995733 nChanged 51 SP:Iteration 23Q (3394.172597 sec): 3 clusters Score: Raw -619952.803490 + Penalty 3005.356486 = -616947.447004 nChanged 44 SP:Iteration 24Q (3394.199089 sec): 3 clusters Score: Raw -619965.519757 + Penalty 3005.356486 = -616960.163271 nChanged 50 SP:Iteration 25Q (3394.225281 sec): 3 clusters Score: Raw -619980.966733 + Penalty 3005.356486 = -616975.610247 nChanged 57 SP:Iteration 26Q (3394.251428 sec): 3 clusters Score: Raw -619997.574584 + Penalty 3005.356486 = -616992.218099 nChanged 41 SP:Iteration 27Q (3394.277764 sec): 3 clusters Score: Raw -620007.329226 + Penalty 3005.356486 = -617001.972740 nChanged 42 SP:Iteration 28Q (3394.303941 sec): 3 clusters Score: Raw -620018.484892 + Penalty 3005.356486 = -617013.128406 nChanged 35 SP:Iteration 29Q (3394.330174 sec): 3 clusters Score: Raw -620026.396329 + Penalty 3005.356486 = -617021.039843 nChanged 26 SP:Iteration 30Q (3394.356414 sec): 3 clusters Score: Raw -620031.198012 + Penalty 3005.356486 = -617025.841526 nChanged 17 SP:Iteration 31Q (3394.382818 sec): 3 clusters Score: Raw -620034.051423 + Penalty 3005.356486 = -617028.694937 nChanged 13 SP:Iteration 32Q (3394.408886 sec): 3 clusters Score: Raw -620036.680834 + Penalty 3005.356486 = -617031.324348 nChanged 16 SP:Iteration 33Q (3394.434893 sec): 3 clusters Score: Raw -620040.909826 + Penalty 3005.356486 = -617035.553341 nChanged 20 SP:Iteration 34Q (3394.461003 sec): 3 clusters Score: Raw -620044.618024 + Penalty 3005.356486 = -617039.261538 nChanged 22 SP:Iteration 35Q (3394.487078 sec): 3 clusters Score: Raw -620049.749979 + Penalty 3005.356486 = -617044.393493 nChanged 19 SP:Iteration 36Q (3394.513165 sec): 3 clusters Score: Raw -620054.553961 + Penalty 3005.356486 = -617049.197475 nChanged 23 SP:Iteration 37Q (3394.539104 sec): 3 clusters Score: Raw -620063.079516 + Penalty 3005.356486 = -617057.723030 nChanged 27 SP:Iteration 38Q (3394.564973 sec): 3 clusters Score: Raw -620072.006159 + Penalty 3005.356486 = -617066.649673 nChanged 30 SP:Iteration 39Q (3394.590986 sec): 3 clusters Score: Raw -620080.603733 + Penalty 3005.356486 = -617075.247247 nChanged 29 SP:Iteration 40F (3394.619122 sec): 3 clusters Score: Raw -620089.461916 + Penalty 3005.356486 = -617084.105430 nChanged 34 SP:Iteration 41Q (3394.645065 sec): 3 clusters Score: Raw -620098.944772 + Penalty 3005.356486 = -617093.588287 nChanged 31 SP:Iteration 42Q (3394.670809 sec): 3 clusters Score: Raw -620107.127708 + Penalty 3005.356486 = -617101.771222 nChanged 35 SP:Iteration 43Q (3394.696544 sec): 3 clusters Score: Raw -620115.994218 + Penalty 3005.356486 = -617110.637732 nChanged 27 SP:Iteration 44Q (3394.722695 sec): 3 clusters Score: Raw -620123.284318 + Penalty 3005.356486 = -617117.927832 nChanged 24 SP:Iteration 45Q (3394.748532 sec): 3 clusters Score: Raw -620129.209991 + Penalty 3005.356486 = -617123.853505 nChanged 27 SP:Iteration 46Q (3394.774354 sec): 3 clusters Score: Raw -620138.117609 + Penalty 3005.356486 = -617132.761123 nChanged 30 SP:Iteration 47Q (3394.800113 sec): 3 clusters Score: Raw -620148.971850 + Penalty 3005.356486 = -617143.615364 nChanged 34 SP:Iteration 48Q (3394.826050 sec): 3 clusters Score: Raw -620159.824821 + Penalty 3005.356486 = -617154.468335 nChanged 28 SP:Iteration 49Q (3394.851946 sec): 3 clusters Score: Raw -620169.202340 + Penalty 3005.356486 = -617163.845854 nChanged 29 SP:Iteration 50Q (3394.877815 sec): 3 clusters Score: Raw -620178.821090 + Penalty 3005.356486 = -617173.464604 nChanged 30 SP:Iteration 51Q (3394.903503 sec): 3 clusters Score: Raw -620188.663177 + Penalty 3005.356486 = -617183.306691 nChanged 35 SP:Iteration 52Q (3394.929106 sec): 3 clusters Score: Raw -620201.533696 + Penalty 3005.356486 = -617196.177210 nChanged 44 SP:Iteration 53Q (3394.954974 sec): 3 clusters Score: Raw -620215.681712 + Penalty 3005.356486 = -617210.325226 nChanged 30 SP:Iteration 54Q (3394.980618 sec): 3 clusters Score: Raw -620228.369127 + Penalty 3005.356486 = -617223.012641 nChanged 37 SP:Iteration 55Q (3395.006331 sec): 3 clusters Score: Raw -620241.715848 + Penalty 3005.356486 = -617236.359362 nChanged 37 SP:Iteration 56Q (3395.032032 sec): 3 clusters Score: Raw -620254.665754 + Penalty 3005.356486 = -617249.309268 nChanged 40 SP:Iteration 57Q (3395.057496 sec): 3 clusters Score: Raw -620264.950122 + Penalty 3005.356486 = -617259.593636 nChanged 23 SP:Iteration 58Q (3395.082985 sec): 3 clusters Score: Raw -620271.791141 + Penalty 3005.356486 = -617266.434655 nChanged 34 SP:Iteration 59Q (3395.108370 sec): 3 clusters Score: Raw -620287.316140 + Penalty 3005.356486 = -617281.959654 nChanged 31 SP:Iteration 60F (3395.136391 sec): 3 clusters Score: Raw -620304.191308 + Penalty 3005.356486 = -617298.834822 nChanged 38 SP:Iteration 61Q (3395.161970 sec): 3 clusters Score: Raw -620317.676844 + Penalty 3005.356486 = -617312.320358 nChanged 31 SP:Iteration 62Q (3395.187360 sec): 3 clusters Score: Raw -620326.998555 + Penalty 3005.356486 = -617321.642069 nChanged 26 SP:Iteration 63Q (3395.212608 sec): 3 clusters Score: Raw -620335.704608 + Penalty 3005.356486 = -617330.348122 nChanged 20 SP:Iteration 64Q (3395.237945 sec): 3 clusters Score: Raw -620341.436459 + Penalty 3005.356486 = -617336.079973 nChanged 18 SP:Iteration 65Q (3395.263332 sec): 3 clusters Score: Raw -620345.606754 + Penalty 3005.356486 = -617340.250268 nChanged 16 SP:Iteration 66Q (3395.288681 sec): 3 clusters Score: Raw -620353.412393 + Penalty 3005.356486 = -617348.055907 nChanged 24 SP:Iteration 67Q (3395.313993 sec): 3 clusters Score: Raw -620365.714273 + Penalty 3005.356486 = -617360.357787 nChanged 28 SP:Iteration 68Q (3395.339303 sec): 3 clusters Score: Raw -620379.681072 + Penalty 3005.356486 = -617374.324586 nChanged 29 SP:Iteration 69Q (3395.364432 sec): 3 clusters Score: Raw -620395.766662 + Penalty 3005.356486 = -617390.410176 nChanged 38 SP:Iteration 70Q (3395.389721 sec): 3 clusters Score: Raw -620414.300783 + Penalty 3005.356486 = -617408.944297 nChanged 38 SP:Iteration 71Q (3395.414950 sec): 3 clusters Score: Raw -620430.656208 + Penalty 3005.356486 = -617425.299722 nChanged 27 SP:Iteration 72Q (3395.440059 sec): 3 clusters Score: Raw -620441.717467 + Penalty 3005.356486 = -617436.360981 nChanged 34 SP:Iteration 73Q (3395.465315 sec): 3 clusters Score: Raw -620454.412068 + Penalty 3005.356486 = -617449.055582 nChanged 30 SP:Iteration 74Q (3395.490388 sec): 3 clusters Score: Raw -620464.081562 + Penalty 3005.356486 = -617458.725076 nChanged 21 SP:Iteration 75Q (3395.515460 sec): 3 clusters Score: Raw -620469.694610 + Penalty 3005.356486 = -617464.338124 nChanged 13 SP:Iteration 76Q (3395.540450 sec): 3 clusters Score: Raw -620473.657268 + Penalty 3005.356486 = -617468.300782 nChanged 9 SP:Iteration 77Q (3395.565747 sec): 3 clusters Score: Raw -620477.132741 + Penalty 3005.356486 = -617471.776255 nChanged 11 SP:Iteration 78Q (3395.590998 sec): 3 clusters Score: Raw -620480.569434 + Penalty 3005.356486 = -617475.212948 nChanged 19 SP:Iteration 79Q (3395.616050 sec): 3 clusters Score: Raw -620489.265697 + Penalty 3005.356486 = -617483.909211 nChanged 20 SP:Iteration 80F (3395.657852 sec): 3 clusters Score: Raw -620497.230576 + Penalty 3005.356486 = -617491.874090 nChanged 26 SP:Iteration 81Q (3395.682692 sec): 3 clusters Score: Raw -620506.118242 + Penalty 3005.356486 = -617500.761756 nChanged 19 SP:Iteration 82Q (3395.707631 sec): 3 clusters Score: Raw -620513.154989 + Penalty 3005.356486 = -617507.798503 nChanged 18 SP:Iteration 83Q (3395.732682 sec): 3 clusters Score: Raw -620518.338831 + Penalty 3005.356486 = -617512.982345 nChanged 16 SP:Iteration 84Q (3395.757669 sec): 3 clusters Score: Raw -620524.883180 + Penalty 3005.356486 = -617519.526694 nChanged 15 SP:Iteration 85Q (3395.782744 sec): 3 clusters Score: Raw -620530.641333 + Penalty 3005.356486 = -617525.284847 nChanged 16 SP:Iteration 86Q (3395.807981 sec): 3 clusters Score: Raw -620537.486090 + Penalty 3005.356486 = -617532.129604 nChanged 20 SP:Iteration 87Q (3395.832939 sec): 3 clusters Score: Raw -620542.391898 + Penalty 3005.356486 = -617537.035412 nChanged 12 SP:Iteration 88Q (3395.857862 sec): 3 clusters Score: Raw -620546.312828 + Penalty 3005.356486 = -617540.956342 nChanged 8 SP:Iteration 89Q (3395.882885 sec): 3 clusters Score: Raw -620548.308334 + Penalty 3005.356486 = -617542.951848 nChanged 8 SP:Iteration 90Q (3395.907893 sec): 3 clusters Score: Raw -620550.749043 + Penalty 3005.356486 = -617545.392558 nChanged 8 SP:Iteration 91Q (3395.932930 sec): 3 clusters Score: Raw -620553.560262 + Penalty 3005.356486 = -617548.203776 nChanged 6 SP:Iteration 92Q (3395.958120 sec): 3 clusters Score: Raw -620554.888816 + Penalty 3005.356486 = -617549.532330 nChanged 6 SP:Iteration 93Q (3395.983020 sec): 3 clusters Score: Raw -620556.631673 + Penalty 3005.356486 = -617551.275187 nChanged 3 SP:Iteration 94Q (3396.007942 sec): 3 clusters Score: Raw -620557.380341 + Penalty 3005.356486 = -617552.023855 nChanged 3 SP:Iteration 95Q (3396.032984 sec): 3 clusters Score: Raw -620558.339793 + Penalty 3005.356486 = -617552.983307 nChanged 5 SP:Iteration 96Q (3396.057746 sec): 3 clusters Score: Raw -620559.748365 + Penalty 3005.356486 = -617554.391879 nChanged 5 SP:Iteration 97Q (3396.082874 sec): 3 clusters Score: Raw -620561.127577 + Penalty 3005.356486 = -617555.771091 nChanged 3 SP:Iteration 98Q (3396.108177 sec): 3 clusters Score: Raw -620562.466262 + Penalty 3005.356486 = -617557.109776 nChanged 2 SP:Iteration 99Q (3396.133124 sec): 3 clusters Score: Raw -620563.588807 + Penalty 3005.356486 = -617558.232321 nChanged 6 SP:Iteration 100F (3396.161026 sec): 3 clusters Score: Raw -620566.591219 + Penalty 3005.356486 = -617561.234733 nChanged 8 SP:Iteration 101Q (3396.185927 sec): 3 clusters Score: Raw -620569.674769 + Penalty 3005.356486 = -617564.318283 nChanged 9 SP:Iteration 102Q (3396.211105 sec): 3 clusters Score: Raw -620572.211421 + Penalty 3005.356486 = -617566.854935 nChanged 3 SP:Iteration 103Q (3396.235984 sec): 3 clusters Score: Raw -620573.646731 + Penalty 3005.356486 = -617568.290245 nChanged 4 SP:Iteration 104Q (3396.260962 sec): 3 clusters Score: Raw -620575.477324 + Penalty 3005.356486 = -617570.120838 nChanged 4 SP:Iteration 105Q (3396.285734 sec): 3 clusters Score: Raw -620576.995954 + Penalty 3005.356486 = -617571.639468 nChanged 5 SP:Iteration 106Q (3396.310717 sec): 3 clusters Score: Raw -620578.434238 + Penalty 3005.356486 = -617573.077752 nChanged 5 SP:Iteration 107Q (3396.335664 sec): 3 clusters Score: Raw -620579.863761 + Penalty 3005.356486 = -617574.507275 nChanged 3 SP:Iteration 108Q (3396.360602 sec): 3 clusters Score: Raw -620580.271287 + Penalty 3005.356486 = -617574.914801 nChanged 2 SP:Iteration 109Q (3396.385445 sec): 3 clusters Score: Raw -620581.133614 + Penalty 3005.356486 = -617575.777128 nChanged 4 SP:Iteration 110Q (3396.410240 sec): 3 clusters Score: Raw -620582.131843 + Penalty 3005.356486 = -617576.775357 nChanged 2 SP:Iteration 111Q (3396.435143 sec): 3 clusters Score: Raw -620582.610500 + Penalty 3005.356486 = -617577.254014 nChanged 3 SP:Iteration 112Q (3396.460257 sec): 3 clusters Score: Raw -620583.640977 + Penalty 3005.356486 = -617578.284492 nChanged 3 SP:Iteration 113Q (3396.485104 sec): 3 clusters Score: Raw -620584.993987 + Penalty 3005.356486 = -617579.637501 nChanged 6 SP:Iteration 114Q (3396.509945 sec): 3 clusters Score: Raw -620587.326879 + Penalty 3005.356486 = -617581.970393 nChanged 11 SP:Iteration 115Q (3396.534786 sec): 3 clusters Score: Raw -620591.740697 + Penalty 3005.356486 = -617586.384211 nChanged 11 SP:Iteration 116Q (3396.559794 sec): 3 clusters Score: Raw -620596.643740 + Penalty 3005.356486 = -617591.287254 nChanged 10 SP:Iteration 117Q (3396.584636 sec): 3 clusters Score: Raw -620599.603518 + Penalty 3005.356486 = -617594.247032 nChanged 11 SP:Iteration 118Q (3396.609533 sec): 3 clusters Score: Raw -620603.371768 + Penalty 3005.356486 = -617598.015282 nChanged 5 SP:Iteration 119Q (3396.634232 sec): 3 clusters Score: Raw -620604.417414 + Penalty 3005.356486 = -617599.060928 nChanged 0 SP:Iteration 120F (3396.661979 sec): 3 clusters Score: Raw -620604.417414 + Penalty 3005.356486 = -617599.060928 nChanged 0 Trying to split cluster 34 (11911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3396.687052 sec): 2 clusters Score: Raw -812528.003559 + Penalty 1525.097864 = -811002.905696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3396.718248 sec): 3 clusters Score: Raw -805697.256276 + Penalty 3050.195727 = -802647.060549 nChanged 5172 SP:Iteration 1F (3396.748508 sec): 3 clusters Score: Raw -808424.479364 + Penalty 3050.195727 = -805374.283637 nChanged 661 SP:Iteration 2F (3396.778467 sec): 3 clusters Score: Raw -808676.030157 + Penalty 3050.195727 = -805625.834430 nChanged 541 SP:Iteration 3Q (3396.809009 sec): 3 clusters Score: Raw -808888.321647 + Penalty 3050.195727 = -805838.125920 nChanged 526 SP:Iteration 4Q (3396.839446 sec): 3 clusters Score: Raw -809087.450436 + Penalty 3050.195727 = -806037.254709 nChanged 496 SP:Iteration 5Q (3396.869875 sec): 3 clusters Score: Raw -809301.861603 + Penalty 3050.195727 = -806251.665876 nChanged 492 SP:Iteration 6Q (3396.900337 sec): 3 clusters Score: Raw -809536.980366 + Penalty 3050.195727 = -806486.784639 nChanged 511 SP:Iteration 7Q (3396.930988 sec): 3 clusters Score: Raw -809831.740596 + Penalty 3050.195727 = -806781.544869 nChanged 554 SP:Iteration 8Q (3396.961269 sec): 3 clusters Score: Raw -810178.516369 + Penalty 3050.195727 = -807128.320642 nChanged 571 SP:Iteration 9Q (3396.991368 sec): 3 clusters Score: Raw -810551.914191 + Penalty 3050.195727 = -807501.718464 nChanged 581 SP:Iteration 10Q (3397.021842 sec): 3 clusters Score: Raw -810978.643092 + Penalty 3050.195727 = -807928.447365 nChanged 565 SP:Iteration 11Q (3397.051888 sec): 3 clusters Score: Raw -811397.540039 + Penalty 3050.195727 = -808347.344312 nChanged 446 SP:Iteration 12Q (3397.081738 sec): 3 clusters Score: Raw -811656.259090 + Penalty 3050.195727 = -808606.063363 nChanged 319 SP:Iteration 13Q (3397.111463 sec): 3 clusters Score: Raw -811820.501662 + Penalty 3050.195727 = -808770.305935 nChanged 254 SP:Iteration 14Q (3397.140839 sec): 3 clusters Score: Raw -811919.920088 + Penalty 3050.195727 = -808869.724361 nChanged 177 SP:Iteration 15Q (3397.170389 sec): 3 clusters Score: Raw -811981.571756 + Penalty 3050.195727 = -808931.376029 nChanged 151 SP:Iteration 16Q (3397.199536 sec): 3 clusters Score: Raw -812029.442438 + Penalty 3050.195727 = -808979.246711 nChanged 112 SP:Iteration 17Q (3397.228451 sec): 3 clusters Score: Raw -812061.051441 + Penalty 3050.195727 = -809010.855714 nChanged 103 SP:Iteration 18Q (3397.257413 sec): 3 clusters Score: Raw -812091.773043 + Penalty 3050.195727 = -809041.577315 nChanged 91 SP:Iteration 19Q (3397.286222 sec): 3 clusters Score: Raw -812118.062545 + Penalty 3050.195727 = -809067.866817 nChanged 85 SP:Iteration 20F (3397.316234 sec): 3 clusters Score: Raw -812138.314383 + Penalty 3050.195727 = -809088.118656 nChanged 83 SP:Iteration 21Q (3397.345218 sec): 3 clusters Score: Raw -812156.520335 + Penalty 3050.195727 = -809106.324608 nChanged 78 SP:Iteration 22Q (3397.373992 sec): 3 clusters Score: Raw -812177.966358 + Penalty 3050.195727 = -809127.770631 nChanged 75 SP:Iteration 23Q (3397.402905 sec): 3 clusters Score: Raw -812197.538516 + Penalty 3050.195727 = -809147.342789 nChanged 79 SP:Iteration 24Q (3397.431451 sec): 3 clusters Score: Raw -812217.429082 + Penalty 3050.195727 = -809167.233355 nChanged 70 SP:Iteration 25Q (3397.460182 sec): 3 clusters Score: Raw -812237.210987 + Penalty 3050.195727 = -809187.015259 nChanged 81 SP:Iteration 26Q (3397.488731 sec): 3 clusters Score: Raw -812260.995773 + Penalty 3050.195727 = -809210.800046 nChanged 76 SP:Iteration 27Q (3397.517220 sec): 3 clusters Score: Raw -812282.082200 + Penalty 3050.195727 = -809231.886473 nChanged 72 SP:Iteration 28Q (3397.545567 sec): 3 clusters Score: Raw -812299.485991 + Penalty 3050.195727 = -809249.290264 nChanged 55 SP:Iteration 29Q (3397.573998 sec): 3 clusters Score: Raw -812313.255514 + Penalty 3050.195727 = -809263.059787 nChanged 55 SP:Iteration 30Q (3397.602380 sec): 3 clusters Score: Raw -812331.636593 + Penalty 3050.195727 = -809281.440865 nChanged 70 SP:Iteration 31Q (3397.630658 sec): 3 clusters Score: Raw -812353.855901 + Penalty 3050.195727 = -809303.660174 nChanged 73 SP:Iteration 32Q (3397.659289 sec): 3 clusters Score: Raw -812379.821041 + Penalty 3050.195727 = -809329.625314 nChanged 68 SP:Iteration 33Q (3397.687561 sec): 3 clusters Score: Raw -812406.021830 + Penalty 3050.195727 = -809355.826103 nChanged 67 SP:Iteration 34Q (3397.715605 sec): 3 clusters Score: Raw -812431.663922 + Penalty 3050.195727 = -809381.468194 nChanged 71 SP:Iteration 35Q (3397.743808 sec): 3 clusters Score: Raw -812458.708721 + Penalty 3050.195727 = -809408.512994 nChanged 65 SP:Iteration 36Q (3397.771926 sec): 3 clusters Score: Raw -812481.830874 + Penalty 3050.195727 = -809431.635147 nChanged 71 SP:Iteration 37Q (3397.799563 sec): 3 clusters Score: Raw -812510.195747 + Penalty 3050.195727 = -809460.000020 nChanged 73 SP:Iteration 38Q (3397.827543 sec): 3 clusters Score: Raw -812535.252236 + Penalty 3050.195727 = -809485.056509 nChanged 65 SP:Iteration 39Q (3397.855115 sec): 3 clusters Score: Raw -812553.996920 + Penalty 3050.195727 = -809503.801193 nChanged 55 SP:Iteration 40F (3397.885160 sec): 3 clusters Score: Raw -812568.274275 + Penalty 3050.195727 = -809518.078548 nChanged 41 SP:Iteration 41Q (3397.912964 sec): 3 clusters Score: Raw -812582.037081 + Penalty 3050.195727 = -809531.841354 nChanged 48 SP:Iteration 42Q (3397.940407 sec): 3 clusters Score: Raw -812597.548770 + Penalty 3050.195727 = -809547.353043 nChanged 40 SP:Iteration 43Q (3397.968073 sec): 3 clusters Score: Raw -812607.899550 + Penalty 3050.195727 = -809557.703823 nChanged 30 SP:Iteration 44Q (3397.995595 sec): 3 clusters Score: Raw -812616.649170 + Penalty 3050.195727 = -809566.453443 nChanged 32 SP:Iteration 45Q (3398.023021 sec): 3 clusters Score: Raw -812627.491470 + Penalty 3050.195727 = -809577.295743 nChanged 32 SP:Iteration 46Q (3398.050540 sec): 3 clusters Score: Raw -812637.880336 + Penalty 3050.195727 = -809587.684609 nChanged 24 SP:Iteration 47Q (3398.077900 sec): 3 clusters Score: Raw -812646.032453 + Penalty 3050.195727 = -809595.836726 nChanged 26 SP:Iteration 48Q (3398.105192 sec): 3 clusters Score: Raw -812653.712009 + Penalty 3050.195727 = -809603.516282 nChanged 23 SP:Iteration 49Q (3398.132482 sec): 3 clusters Score: Raw -812659.626437 + Penalty 3050.195727 = -809609.430710 nChanged 24 SP:Iteration 50Q (3398.159541 sec): 3 clusters Score: Raw -812669.630852 + Penalty 3050.195727 = -809619.435125 nChanged 17 SP:Iteration 51Q (3398.186772 sec): 3 clusters Score: Raw -812674.251599 + Penalty 3050.195727 = -809624.055872 nChanged 11 SP:Iteration 52Q (3398.213915 sec): 3 clusters Score: Raw -812676.277171 + Penalty 3050.195727 = -809626.081444 nChanged 8 SP:Iteration 53Q (3398.240924 sec): 3 clusters Score: Raw -812678.184775 + Penalty 3050.195727 = -809627.989048 nChanged 7 SP:Iteration 54Q (3398.267920 sec): 3 clusters Score: Raw -812679.925518 + Penalty 3050.195727 = -809629.729791 nChanged 9 SP:Iteration 55Q (3398.295223 sec): 3 clusters Score: Raw -812682.613016 + Penalty 3050.195727 = -809632.417289 nChanged 8 SP:Iteration 56Q (3398.322452 sec): 3 clusters Score: Raw -812684.397683 + Penalty 3050.195727 = -809634.201956 nChanged 3 SP:Iteration 57Q (3398.349645 sec): 3 clusters Score: Raw -812685.065136 + Penalty 3050.195727 = -809634.869409 nChanged 1 SP:Iteration 58Q (3398.376745 sec): 3 clusters Score: Raw -812685.325882 + Penalty 3050.195727 = -809635.130155 nChanged 4 SP:Iteration 59Q (3398.403844 sec): 3 clusters Score: Raw -812686.463743 + Penalty 3050.195727 = -809636.268015 nChanged 7 SP:Iteration 60F (3398.433963 sec): 3 clusters Score: Raw -812687.586029 + Penalty 3050.195727 = -809637.390302 nChanged 5 SP:Iteration 61Q (3398.461161 sec): 3 clusters Score: Raw -812689.514642 + Penalty 3050.195727 = -809639.318915 nChanged 6 SP:Iteration 62Q (3398.488366 sec): 3 clusters Score: Raw -812690.703810 + Penalty 3050.195727 = -809640.508083 nChanged 5 SP:Iteration 63Q (3398.515517 sec): 3 clusters Score: Raw -812691.625462 + Penalty 3050.195727 = -809641.429734 nChanged 2 SP:Iteration 64Q (3398.542856 sec): 3 clusters Score: Raw -812692.043479 + Penalty 3050.195727 = -809641.847752 nChanged 1 SP:Iteration 65Q (3398.570127 sec): 3 clusters Score: Raw -812692.172021 + Penalty 3050.195727 = -809641.976294 nChanged 0 SP:Iteration 66F (3398.600470 sec): 3 clusters Score: Raw -812692.172021 + Penalty 3050.195727 = -809641.976294 nChanged 0 Time taken for this iteration:1380.584033 seconds. 21->35 Clusters: Score -27470473.796197, best is -27468952.482785 THE BEST YET! Main iterations: 515 (time per iteration =1204.050862 ms) Total iterations: 25109 (time per iteration =24.695774 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 395558542080.000000 (time per metric unit =1.567622ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 9493405009920.000000 (time per metric unit=65.317575ps) That took 620.086194 seconds.