FileBase DT1_rLS_20150723_1584um 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 0.18 and 0.27 GB. - 8 bytes per element (scalar), 12241100 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.09 and 0.13 GB. - 8 bytes per element (scalar), 5875728 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.02 and 0.03 GB. - 2 bytes per element (data_int), 5875728 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 5875728 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 5875728 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=244822, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.31 and 0.47 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 244822 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 244822 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 19 (7475 points): Lose 473.525026 but Gain 2016.346588 Iteration 0F (5.510634 sec): 19 clusters Score: Raw -10100628.218905 + Penalty 36294.238582 = -10064333.980322 nChanged 228754 Iteration 1F (8.745471 sec): 19 clusters Score: Raw -10972978.551434 + Penalty 36294.238582 = -10936684.312851 nChanged 99777 Iteration 2F (11.958744 sec): 19 clusters Score: Raw -11270813.824449 + Penalty 36294.238582 = -11234519.585867 nChanged 70135 Iteration 3F (15.189766 sec): 19 clusters Score: Raw -11438017.490742 + Penalty 36294.238582 = -11401723.252159 nChanged 50431 Iteration 4F (18.397765 sec): 19 clusters Score: Raw -11544822.847282 + Penalty 36294.238582 = -11508528.608699 nChanged 37799 Iteration 5F (21.642316 sec): 19 clusters Score: Raw -11623554.681580 + Penalty 36294.238582 = -11587260.442998 nChanged 30718 Iteration 6F (24.854598 sec): 19 clusters Score: Raw -11678152.033153 + Penalty 36294.238582 = -11641857.794570 nChanged 25039 Iteration 7F (28.076039 sec): 19 clusters Score: Raw -11721593.389691 + Penalty 36294.238582 = -11685299.151108 nChanged 21270 Iteration 8F (31.334060 sec): 19 clusters Score: Raw -11756329.303137 + Penalty 36294.238582 = -11720035.064555 nChanged 17564 Iteration 9F (34.559454 sec): 19 clusters Score: Raw -11787739.560221 + Penalty 36294.238582 = -11751445.321638 nChanged 13337 Iteration 10F (37.817189 sec): 19 clusters Score: Raw -11808376.401406 + Penalty 36294.238582 = -11772082.162823 nChanged 11066 Iteration 11Q (39.435530 sec): 19 clusters Score: Raw -11824018.829445 + Penalty 36294.238582 = -11787724.590862 nChanged 9429 Iteration 12Q (41.068109 sec): 19 clusters Score: Raw -11837934.170233 + Penalty 36294.238582 = -11801639.931651 nChanged 7957 Iteration 13Q (42.663857 sec): 19 clusters Score: Raw -11850223.170156 + Penalty 36294.238582 = -11813928.931574 nChanged 6608 Iteration 14Q (44.264824 sec): 19 clusters Score: Raw -11860326.673783 + Penalty 36294.238582 = -11824032.435201 nChanged 5229 Iteration 15Q (45.807785 sec): 19 clusters Score: Raw -11867241.993821 + Penalty 36294.238582 = -11830947.755239 nChanged 4043 Iteration 16Q (47.331725 sec): 19 clusters Score: Raw -11872753.074258 + Penalty 36294.238582 = -11836458.835675 nChanged 3243 Iteration 17Q (48.850549 sec): 19 clusters Score: Raw -11876156.495070 + Penalty 36294.238582 = -11839862.256487 nChanged 2547 Iteration 18Q (50.360940 sec): 19 clusters Score: Raw -11877829.673669 + Penalty 36294.238582 = -11841535.435086 nChanged 2046 Iteration 19Q (51.845748 sec): 19 clusters Score: Raw -11878970.436289 + Penalty 36294.238582 = -11842676.197706 nChanged 1726 Writing temp clu file Because OldScore, -11841535.435086, is greater than current (better) Score,-11842676.197706 Compute initial score before splitting: Score: Raw -11878970.436289 + Penalty 36294.238582 = -11842676.197706 Trying to split cluster 1 (19046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (52.039042 sec): 2 clusters Score: Raw -989588.177104 + Penalty 1601.374513 = -987986.802592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (52.115625 sec): 3 clusters Score: Raw -978326.605648 + Penalty 3202.749025 = -975123.856623 nChanged 8694 SP:Iteration 1F (52.186489 sec): 3 clusters Score: Raw -987194.685447 + Penalty 3202.749025 = -983991.936422 nChanged 2950 SP:Iteration 2F (52.251840 sec): 3 clusters Score: Raw -993783.729745 + Penalty 3202.749025 = -990580.980720 nChanged 2697 SP:Iteration 3F (52.316408 sec): 3 clusters Score: Raw -1001385.228067 + Penalty 3202.749025 = -998182.479042 nChanged 1227 SP:Iteration 4F (52.380859 sec): 3 clusters Score: Raw -1004256.846738 + Penalty 3202.749025 = -1001054.097713 nChanged 458 SP:Iteration 5Q (52.440726 sec): 3 clusters Score: Raw -1005382.250503 + Penalty 3202.749025 = -1002179.501477 nChanged 240 SP:Iteration 6Q (52.506715 sec): 3 clusters Score: Raw -1005874.214968 + Penalty 3202.749025 = -1002671.465943 nChanged 127 SP:Iteration 7Q (52.573901 sec): 3 clusters Score: Raw -1006018.905092 + Penalty 3202.749025 = -1002816.156067 nChanged 64 SP:Iteration 8Q (52.637394 sec): 3 clusters Score: Raw -1006055.899787 + Penalty 3202.749025 = -1002853.150762 nChanged 28 SP:Iteration 9Q (52.710642 sec): 3 clusters Score: Raw -1006066.596333 + Penalty 3202.749025 = -1002863.847308 nChanged 9 SP:Iteration 10Q (52.775405 sec): 3 clusters Score: Raw -1006067.726176 + Penalty 3202.749025 = -1002864.977150 nChanged 2 SP:Iteration 11Q (52.838511 sec): 3 clusters Score: Raw -1006067.856771 + Penalty 3202.749025 = -1002865.107746 nChanged 1 SP:Iteration 12Q (52.908770 sec): 3 clusters Score: Raw -1006067.906347 + Penalty 3202.749025 = -1002865.157322 nChanged 0 SP:Iteration 13F (52.985125 sec): 3 clusters Score: Raw -1006067.906347 + Penalty 3202.749025 = -1002865.157322 nChanged 0 Score: Raw -11895829.368075 + Penalty 38310.585170 = -11857518.782905 Splitting cluster 1 changes total score from -11842676.197706 to -11857518.782905 So it's getting split into cluster 19. Trying to split cluster 2 (16131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (56.343865 sec): 2 clusters Score: Raw -832388.644108 + Penalty 1574.380952 = -830814.263156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (56.424849 sec): 3 clusters Score: Raw -822936.169341 + Penalty 3148.761904 = -819787.407437 nChanged 7226 SP:Iteration 1F (56.486031 sec): 3 clusters Score: Raw -828190.717444 + Penalty 3148.761904 = -825041.955541 nChanged 1604 SP:Iteration 2F (56.551453 sec): 3 clusters Score: Raw -830204.026830 + Penalty 3148.761904 = -827055.264927 nChanged 1635 SP:Iteration 3F (56.615249 sec): 3 clusters Score: Raw -832118.953851 + Penalty 3148.761904 = -828970.191947 nChanged 1397 SP:Iteration 4F (56.681302 sec): 3 clusters Score: Raw -833723.171292 + Penalty 3148.761904 = -830574.409389 nChanged 1177 SP:Iteration 5F (56.749945 sec): 3 clusters Score: Raw -835543.505304 + Penalty 3148.761904 = -832394.743400 nChanged 1140 SP:Iteration 6F (56.821208 sec): 3 clusters Score: Raw -837742.022063 + Penalty 3148.761904 = -834593.260159 nChanged 1106 SP:Iteration 7F (56.896254 sec): 3 clusters Score: Raw -840247.614318 + Penalty 3148.761904 = -837098.852415 nChanged 859 SP:Iteration 8F (56.959024 sec): 3 clusters Score: Raw -842145.735517 + Penalty 3148.761904 = -838996.973613 nChanged 524 SP:Iteration 9Q (57.027723 sec): 3 clusters Score: Raw -842631.625936 + Penalty 3148.761904 = -839482.864032 nChanged 303 SP:Iteration 10Q (57.094337 sec): 3 clusters Score: Raw -842861.336773 + Penalty 3148.761904 = -839712.574869 nChanged 226 SP:Iteration 11Q (57.151675 sec): 3 clusters Score: Raw -843030.594221 + Penalty 3148.761904 = -839881.832317 nChanged 169 SP:Iteration 12Q (57.216653 sec): 3 clusters Score: Raw -843135.770699 + Penalty 3148.761904 = -839987.008795 nChanged 120 SP:Iteration 13Q (57.279630 sec): 3 clusters Score: Raw -843211.533266 + Penalty 3148.761904 = -840062.771362 nChanged 114 SP:Iteration 14Q (57.347271 sec): 3 clusters Score: Raw -843271.433920 + Penalty 3148.761904 = -840122.672016 nChanged 92 SP:Iteration 15Q (57.413282 sec): 3 clusters Score: Raw -843309.320076 + Penalty 3148.761904 = -840160.558172 nChanged 60 SP:Iteration 16Q (57.489412 sec): 3 clusters Score: Raw -843328.745547 + Penalty 3148.761904 = -840179.983643 nChanged 41 SP:Iteration 17Q (57.547160 sec): 3 clusters Score: Raw -843338.064260 + Penalty 3148.761904 = -840189.302356 nChanged 32 SP:Iteration 18Q (57.613028 sec): 3 clusters Score: Raw -843344.664089 + Penalty 3148.761904 = -840195.902185 nChanged 34 SP:Iteration 19Q (57.681958 sec): 3 clusters Score: Raw -843352.359009 + Penalty 3148.761904 = -840203.597106 nChanged 36 SP:Iteration 20F (57.753244 sec): 3 clusters Score: Raw -843361.403890 + Penalty 3148.761904 = -840212.641987 nChanged 32 SP:Iteration 21Q (57.822645 sec): 3 clusters Score: Raw -843371.897234 + Penalty 3148.761904 = -840223.135330 nChanged 34 SP:Iteration 22Q (57.886431 sec): 3 clusters Score: Raw -843386.228473 + Penalty 3148.761904 = -840237.466569 nChanged 39 SP:Iteration 23Q (57.953450 sec): 3 clusters Score: Raw -843406.009034 + Penalty 3148.761904 = -840257.247130 nChanged 37 SP:Iteration 24Q (58.013659 sec): 3 clusters Score: Raw -843418.850705 + Penalty 3148.761904 = -840270.088802 nChanged 36 SP:Iteration 25Q (58.081318 sec): 3 clusters Score: Raw -843429.955378 + Penalty 3148.761904 = -840281.193474 nChanged 27 SP:Iteration 26Q (58.149069 sec): 3 clusters Score: Raw -843435.565405 + Penalty 3148.761904 = -840286.803501 nChanged 26 SP:Iteration 27Q (58.209193 sec): 3 clusters Score: Raw -843440.855021 + Penalty 3148.761904 = -840292.093117 nChanged 22 SP:Iteration 28Q (58.281853 sec): 3 clusters Score: Raw -843446.385597 + Penalty 3148.761904 = -840297.623693 nChanged 23 SP:Iteration 29Q (58.352236 sec): 3 clusters Score: Raw -843453.859252 + Penalty 3148.761904 = -840305.097349 nChanged 17 SP:Iteration 30Q (58.410793 sec): 3 clusters Score: Raw -843456.899327 + Penalty 3148.761904 = -840308.137423 nChanged 8 SP:Iteration 31Q (58.476483 sec): 3 clusters Score: Raw -843458.370377 + Penalty 3148.761904 = -840309.608473 nChanged 9 SP:Iteration 32Q (58.536487 sec): 3 clusters Score: Raw -843459.511346 + Penalty 3148.761904 = -840310.749443 nChanged 5 SP:Iteration 33Q (58.595466 sec): 3 clusters Score: Raw -843460.024277 + Penalty 3148.761904 = -840311.262373 nChanged 8 SP:Iteration 34Q (58.670281 sec): 3 clusters Score: Raw -843460.889300 + Penalty 3148.761904 = -840312.127396 nChanged 7 SP:Iteration 35Q (58.731263 sec): 3 clusters Score: Raw -843462.326350 + Penalty 3148.761904 = -840313.564446 nChanged 7 SP:Iteration 36Q (58.797311 sec): 3 clusters Score: Raw -843463.238527 + Penalty 3148.761904 = -840314.476623 nChanged 5 SP:Iteration 37Q (58.850012 sec): 3 clusters Score: Raw -843463.769562 + Penalty 3148.761904 = -840315.007659 nChanged 2 SP:Iteration 38Q (58.918678 sec): 3 clusters Score: Raw -843464.112381 + Penalty 3148.761904 = -840315.350477 nChanged 4 SP:Iteration 39Q (58.982255 sec): 3 clusters Score: Raw -843464.557276 + Penalty 3148.761904 = -840315.795372 nChanged 1 SP:Iteration 40F (59.047630 sec): 3 clusters Score: Raw -843464.610599 + Penalty 3148.761904 = -840315.848696 nChanged 0 Score: Raw -11906905.334567 + Penalty 40326.931758 = -11866578.402808 Splitting cluster 2 changes total score from -11842676.197706 to -11866578.402808 So it's getting split into cluster 20. Trying to split cluster 3 (14398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.578464 sec): 2 clusters Score: Raw -768695.963246 + Penalty 1555.912245 = -767140.051001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.648132 sec): 3 clusters Score: Raw -760111.756214 + Penalty 3111.824491 = -756999.931724 nChanged 6401 SP:Iteration 1F (62.707604 sec): 3 clusters Score: Raw -763735.746963 + Penalty 3111.824491 = -760623.922473 nChanged 983 SP:Iteration 2F (62.782607 sec): 3 clusters Score: Raw -764311.033968 + Penalty 3111.824491 = -761199.209477 nChanged 1024 SP:Iteration 3F (62.836989 sec): 3 clusters Score: Raw -765033.357910 + Penalty 3111.824491 = -761921.533419 nChanged 1114 SP:Iteration 4F (62.896836 sec): 3 clusters Score: Raw -765926.674052 + Penalty 3111.824491 = -762814.849561 nChanged 1184 SP:Iteration 5F (62.963991 sec): 3 clusters Score: Raw -766939.699170 + Penalty 3111.824491 = -763827.874679 nChanged 1047 SP:Iteration 6F (63.031257 sec): 3 clusters Score: Raw -767793.381095 + Penalty 3111.824491 = -764681.556604 nChanged 760 SP:Iteration 7F (63.098253 sec): 3 clusters Score: Raw -768350.057019 + Penalty 3111.824491 = -765238.232529 nChanged 545 SP:Iteration 8Q (63.162820 sec): 3 clusters Score: Raw -768692.575606 + Penalty 3111.824491 = -765580.751115 nChanged 342 SP:Iteration 9Q (63.230148 sec): 3 clusters Score: Raw -768869.154272 + Penalty 3111.824491 = -765757.329781 nChanged 238 SP:Iteration 10Q (63.298950 sec): 3 clusters Score: Raw -768977.324784 + Penalty 3111.824491 = -765865.500293 nChanged 146 SP:Iteration 11Q (63.367598 sec): 3 clusters Score: Raw -769031.373265 + Penalty 3111.824491 = -765919.548774 nChanged 107 SP:Iteration 12Q (63.437174 sec): 3 clusters Score: Raw -769072.600626 + Penalty 3111.824491 = -765960.776135 nChanged 95 SP:Iteration 13Q (63.513866 sec): 3 clusters Score: Raw -769107.123100 + Penalty 3111.824491 = -765995.298610 nChanged 66 SP:Iteration 14Q (63.572670 sec): 3 clusters Score: Raw -769130.146910 + Penalty 3111.824491 = -766018.322419 nChanged 48 SP:Iteration 15Q (63.639923 sec): 3 clusters Score: Raw -769148.023996 + Penalty 3111.824491 = -766036.199505 nChanged 38 SP:Iteration 16Q (63.704493 sec): 3 clusters Score: Raw -769160.951905 + Penalty 3111.824491 = -766049.127414 nChanged 35 SP:Iteration 17Q (63.769356 sec): 3 clusters Score: Raw -769171.632938 + Penalty 3111.824491 = -766059.808448 nChanged 30 SP:Iteration 18Q (63.843260 sec): 3 clusters Score: Raw -769183.346537 + Penalty 3111.824491 = -766071.522046 nChanged 27 SP:Iteration 19Q (63.901957 sec): 3 clusters Score: Raw -769193.953689 + Penalty 3111.824491 = -766082.129198 nChanged 20 SP:Iteration 20F (63.975212 sec): 3 clusters Score: Raw -769201.032756 + Penalty 3111.824491 = -766089.208265 nChanged 20 SP:Iteration 21Q (64.031739 sec): 3 clusters Score: Raw -769207.389096 + Penalty 3111.824491 = -766095.564605 nChanged 14 SP:Iteration 22Q (64.098710 sec): 3 clusters Score: Raw -769211.714025 + Penalty 3111.824491 = -766099.889534 nChanged 11 SP:Iteration 23Q (64.156716 sec): 3 clusters Score: Raw -769213.565441 + Penalty 3111.824491 = -766101.740951 nChanged 4 SP:Iteration 24Q (64.233276 sec): 3 clusters Score: Raw -769214.321187 + Penalty 3111.824491 = -766102.496696 nChanged 4 SP:Iteration 25Q (64.297602 sec): 3 clusters Score: Raw -769215.208548 + Penalty 3111.824491 = -766103.384058 nChanged 2 SP:Iteration 26Q (64.350212 sec): 3 clusters Score: Raw -769215.479287 + Penalty 3111.824491 = -766103.654797 nChanged 2 SP:Iteration 27Q (64.422512 sec): 3 clusters Score: Raw -769216.162708 + Penalty 3111.824491 = -766104.338217 nChanged 3 SP:Iteration 28Q (64.487150 sec): 3 clusters Score: Raw -769216.991013 + Penalty 3111.824491 = -766105.166522 nChanged 2 SP:Iteration 29Q (64.551626 sec): 3 clusters Score: Raw -769217.668945 + Penalty 3111.824491 = -766105.844454 nChanged 2 SP:Iteration 30Q (64.618236 sec): 3 clusters Score: Raw -769218.433374 + Penalty 3111.824491 = -766106.608883 nChanged 5 SP:Iteration 31Q (64.681148 sec): 3 clusters Score: Raw -769219.967600 + Penalty 3111.824491 = -766108.143110 nChanged 6 SP:Iteration 32Q (64.740947 sec): 3 clusters Score: Raw -769221.491688 + Penalty 3111.824491 = -766109.667197 nChanged 4 SP:Iteration 33Q (64.803597 sec): 3 clusters Score: Raw -769222.478003 + Penalty 3111.824491 = -766110.653512 nChanged 8 SP:Iteration 34Q (64.862115 sec): 3 clusters Score: Raw -769224.778055 + Penalty 3111.824491 = -766112.953564 nChanged 7 SP:Iteration 35Q (64.936388 sec): 3 clusters Score: Raw -769226.391563 + Penalty 3111.824491 = -766114.567073 nChanged 4 SP:Iteration 36Q (64.993013 sec): 3 clusters Score: Raw -769227.148029 + Penalty 3111.824491 = -766115.323538 nChanged 5 SP:Iteration 37Q (65.061576 sec): 3 clusters Score: Raw -769227.946197 + Penalty 3111.824491 = -766116.121707 nChanged 3 SP:Iteration 38Q (65.136336 sec): 3 clusters Score: Raw -769228.823798 + Penalty 3111.824491 = -766116.999307 nChanged 3 SP:Iteration 39Q (65.208818 sec): 3 clusters Score: Raw -769230.013835 + Penalty 3111.824491 = -766118.189344 nChanged 5 SP:Iteration 40F (65.265934 sec): 3 clusters Score: Raw -769231.821197 + Penalty 3111.824491 = -766119.996706 nChanged 6 SP:Iteration 41Q (65.329579 sec): 3 clusters Score: Raw -769233.160686 + Penalty 3111.824491 = -766121.336195 nChanged 3 SP:Iteration 42Q (65.388339 sec): 3 clusters Score: Raw -769233.588326 + Penalty 3111.824491 = -766121.763836 nChanged 3 SP:Iteration 43Q (65.462553 sec): 3 clusters Score: Raw -769234.191760 + Penalty 3111.824491 = -766122.367269 nChanged 3 SP:Iteration 44Q (65.532200 sec): 3 clusters Score: Raw -769235.035210 + Penalty 3111.824491 = -766123.210720 nChanged 5 SP:Iteration 45Q (65.575900 sec): 3 clusters Score: Raw -769236.623599 + Penalty 3111.824491 = -766124.799108 nChanged 4 SP:Iteration 46Q (65.648012 sec): 3 clusters Score: Raw -769237.359688 + Penalty 3111.824491 = -766125.535197 nChanged 3 SP:Iteration 47Q (65.721361 sec): 3 clusters Score: Raw -769237.967836 + Penalty 3111.824491 = -766126.143345 nChanged 1 SP:Iteration 48Q (65.778865 sec): 3 clusters Score: Raw -769238.526546 + Penalty 3111.824491 = -766126.702056 nChanged 1 SP:Iteration 49Q (65.847924 sec): 3 clusters Score: Raw -769238.920791 + Penalty 3111.824491 = -766127.096301 nChanged 2 SP:Iteration 50Q (65.905216 sec): 3 clusters Score: Raw -769239.456553 + Penalty 3111.824491 = -766127.632062 nChanged 3 SP:Iteration 51Q (65.978467 sec): 3 clusters Score: Raw -769240.383418 + Penalty 3111.824491 = -766128.558928 nChanged 4 SP:Iteration 52Q (66.041661 sec): 3 clusters Score: Raw -769241.511901 + Penalty 3111.824491 = -766129.687410 nChanged 6 SP:Iteration 53Q (66.104298 sec): 3 clusters Score: Raw -769243.982730 + Penalty 3111.824491 = -766132.158239 nChanged 3 SP:Iteration 54Q (66.165650 sec): 3 clusters Score: Raw -769244.875005 + Penalty 3111.824491 = -766133.050514 nChanged 1 SP:Iteration 55Q (66.219472 sec): 3 clusters Score: Raw -769245.051074 + Penalty 3111.824491 = -766133.226583 nChanged 2 SP:Iteration 56Q (66.278670 sec): 3 clusters Score: Raw -769245.326605 + Penalty 3111.824491 = -766133.502114 nChanged 0 SP:Iteration 57F (66.349208 sec): 3 clusters Score: Raw -769245.326605 + Penalty 3111.824491 = -766133.502114 nChanged 0 Trying to split cluster 4 (17238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (66.384283 sec): 2 clusters Score: Raw -897511.072908 + Penalty 1585.166623 = -895925.906285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (66.456771 sec): 3 clusters Score: Raw -887396.048289 + Penalty 3170.333247 = -884225.715043 nChanged 7702 SP:Iteration 1F (66.536131 sec): 3 clusters Score: Raw -891691.718027 + Penalty 3170.333247 = -888521.384780 nChanged 1172 SP:Iteration 2F (66.597068 sec): 3 clusters Score: Raw -892448.783833 + Penalty 3170.333247 = -889278.450587 nChanged 1356 SP:Iteration 3F (66.667685 sec): 3 clusters Score: Raw -893521.526390 + Penalty 3170.333247 = -890351.193144 nChanged 1509 SP:Iteration 4F (66.739918 sec): 3 clusters Score: Raw -894839.860981 + Penalty 3170.333247 = -891669.527734 nChanged 1387 SP:Iteration 5F (66.814506 sec): 3 clusters Score: Raw -896005.604106 + Penalty 3170.333247 = -892835.270859 nChanged 1122 SP:Iteration 6F (66.875742 sec): 3 clusters Score: Raw -896780.942374 + Penalty 3170.333247 = -893610.609127 nChanged 748 SP:Iteration 7Q (66.942122 sec): 3 clusters Score: Raw -897212.995235 + Penalty 3170.333247 = -894042.661988 nChanged 528 SP:Iteration 8Q (67.015370 sec): 3 clusters Score: Raw -897456.352236 + Penalty 3170.333247 = -894286.018989 nChanged 368 SP:Iteration 9Q (67.086491 sec): 3 clusters Score: Raw -897602.069550 + Penalty 3170.333247 = -894431.736304 nChanged 294 SP:Iteration 10Q (67.144882 sec): 3 clusters Score: Raw -897714.925634 + Penalty 3170.333247 = -894544.592387 nChanged 259 SP:Iteration 11Q (67.213877 sec): 3 clusters Score: Raw -897807.084952 + Penalty 3170.333247 = -894636.751706 nChanged 196 SP:Iteration 12Q (67.291248 sec): 3 clusters Score: Raw -897872.946166 + Penalty 3170.333247 = -894702.612919 nChanged 172 SP:Iteration 13Q (67.356746 sec): 3 clusters Score: Raw -897928.840124 + Penalty 3170.333247 = -894758.506877 nChanged 126 SP:Iteration 14Q (67.425983 sec): 3 clusters Score: Raw -897970.383319 + Penalty 3170.333247 = -894800.050072 nChanged 101 SP:Iteration 15Q (67.497306 sec): 3 clusters Score: Raw -898007.729698 + Penalty 3170.333247 = -894837.396451 nChanged 95 SP:Iteration 16Q (67.564092 sec): 3 clusters Score: Raw -898040.565533 + Penalty 3170.333247 = -894870.232287 nChanged 99 SP:Iteration 17Q (67.642253 sec): 3 clusters Score: Raw -898072.630693 + Penalty 3170.333247 = -894902.297446 nChanged 86 SP:Iteration 18Q (67.712972 sec): 3 clusters Score: Raw -898095.685143 + Penalty 3170.333247 = -894925.351897 nChanged 69 SP:Iteration 19Q (67.778108 sec): 3 clusters Score: Raw -898116.938423 + Penalty 3170.333247 = -894946.605176 nChanged 70 SP:Iteration 20F (67.857162 sec): 3 clusters Score: Raw -898136.856533 + Penalty 3170.333247 = -894966.523287 nChanged 61 SP:Iteration 21Q (67.922174 sec): 3 clusters Score: Raw -898153.819635 + Penalty 3170.333247 = -894983.486388 nChanged 60 SP:Iteration 22Q (67.996661 sec): 3 clusters Score: Raw -898169.931754 + Penalty 3170.333247 = -894999.598508 nChanged 59 SP:Iteration 23Q (68.065618 sec): 3 clusters Score: Raw -898188.800329 + Penalty 3170.333247 = -895018.467082 nChanged 67 SP:Iteration 24Q (68.136856 sec): 3 clusters Score: Raw -898208.653381 + Penalty 3170.333247 = -895038.320134 nChanged 74 SP:Iteration 25Q (68.199891 sec): 3 clusters Score: Raw -898231.886300 + Penalty 3170.333247 = -895061.553054 nChanged 66 SP:Iteration 26Q (68.276759 sec): 3 clusters Score: Raw -898256.715418 + Penalty 3170.333247 = -895086.382171 nChanged 69 SP:Iteration 27Q (68.331393 sec): 3 clusters Score: Raw -898281.710151 + Penalty 3170.333247 = -895111.376905 nChanged 68 SP:Iteration 28Q (68.403108 sec): 3 clusters Score: Raw -898304.056894 + Penalty 3170.333247 = -895133.723647 nChanged 61 SP:Iteration 29Q (68.467919 sec): 3 clusters Score: Raw -898323.655337 + Penalty 3170.333247 = -895153.322090 nChanged 75 SP:Iteration 30Q (68.536964 sec): 3 clusters Score: Raw -898344.718993 + Penalty 3170.333247 = -895174.385746 nChanged 70 SP:Iteration 31Q (68.616752 sec): 3 clusters Score: Raw -898367.217104 + Penalty 3170.333247 = -895196.883858 nChanged 74 SP:Iteration 32Q (68.680871 sec): 3 clusters Score: Raw -898389.054823 + Penalty 3170.333247 = -895218.721576 nChanged 64 SP:Iteration 33Q (68.747662 sec): 3 clusters Score: Raw -898407.433075 + Penalty 3170.333247 = -895237.099828 nChanged 67 SP:Iteration 34Q (68.822546 sec): 3 clusters Score: Raw -898428.691094 + Penalty 3170.333247 = -895258.357848 nChanged 59 SP:Iteration 35Q (68.895995 sec): 3 clusters Score: Raw -898442.419677 + Penalty 3170.333247 = -895272.086430 nChanged 54 SP:Iteration 36Q (68.961936 sec): 3 clusters Score: Raw -898455.825023 + Penalty 3170.333247 = -895285.491776 nChanged 51 SP:Iteration 37Q (69.038715 sec): 3 clusters Score: Raw -898468.984779 + Penalty 3170.333247 = -895298.651532 nChanged 53 SP:Iteration 38Q (69.107713 sec): 3 clusters Score: Raw -898481.933091 + Penalty 3170.333247 = -895311.599844 nChanged 52 SP:Iteration 39Q (69.174384 sec): 3 clusters Score: Raw -898494.138997 + Penalty 3170.333247 = -895323.805750 nChanged 48 SP:Iteration 40F (69.250300 sec): 3 clusters Score: Raw -898507.930915 + Penalty 3170.333247 = -895337.597668 nChanged 42 SP:Iteration 41Q (69.301444 sec): 3 clusters Score: Raw -898519.478906 + Penalty 3170.333247 = -895349.145659 nChanged 49 SP:Iteration 42Q (69.376165 sec): 3 clusters Score: Raw -898533.942373 + Penalty 3170.333247 = -895363.609126 nChanged 42 SP:Iteration 43Q (69.432668 sec): 3 clusters Score: Raw -898545.365617 + Penalty 3170.333247 = -895375.032371 nChanged 44 SP:Iteration 44Q (69.497496 sec): 3 clusters Score: Raw -898556.018597 + Penalty 3170.333247 = -895385.685351 nChanged 49 SP:Iteration 45Q (69.564896 sec): 3 clusters Score: Raw -898567.081224 + Penalty 3170.333247 = -895396.747978 nChanged 46 SP:Iteration 46Q (69.630599 sec): 3 clusters Score: Raw -898575.380088 + Penalty 3170.333247 = -895405.046841 nChanged 28 SP:Iteration 47Q (69.699901 sec): 3 clusters Score: Raw -898580.221051 + Penalty 3170.333247 = -895409.887805 nChanged 34 SP:Iteration 48Q (69.755835 sec): 3 clusters Score: Raw -898585.856676 + Penalty 3170.333247 = -895415.523429 nChanged 18 SP:Iteration 49Q (69.826452 sec): 3 clusters Score: Raw -898589.576236 + Penalty 3170.333247 = -895419.242989 nChanged 25 SP:Iteration 50Q (69.892708 sec): 3 clusters Score: Raw -898595.209621 + Penalty 3170.333247 = -895424.876374 nChanged 22 SP:Iteration 51Q (69.956176 sec): 3 clusters Score: Raw -898599.023622 + Penalty 3170.333247 = -895428.690375 nChanged 17 SP:Iteration 52Q (70.032725 sec): 3 clusters Score: Raw -898601.665687 + Penalty 3170.333247 = -895431.332441 nChanged 13 SP:Iteration 53Q (70.093678 sec): 3 clusters Score: Raw -898603.656300 + Penalty 3170.333247 = -895433.323054 nChanged 18 SP:Iteration 54Q (70.157455 sec): 3 clusters Score: Raw -898606.057697 + Penalty 3170.333247 = -895435.724450 nChanged 16 SP:Iteration 55Q (70.226385 sec): 3 clusters Score: Raw -898608.741076 + Penalty 3170.333247 = -895438.407829 nChanged 15 SP:Iteration 56Q (70.294411 sec): 3 clusters Score: Raw -898611.262121 + Penalty 3170.333247 = -895440.928874 nChanged 18 SP:Iteration 57Q (70.357001 sec): 3 clusters Score: Raw -898613.942970 + Penalty 3170.333247 = -895443.609723 nChanged 6 SP:Iteration 58Q (70.424248 sec): 3 clusters Score: Raw -898614.576329 + Penalty 3170.333247 = -895444.243082 nChanged 5 SP:Iteration 59Q (70.490634 sec): 3 clusters Score: Raw -898615.231016 + Penalty 3170.333247 = -895444.897770 nChanged 5 SP:Iteration 60F (70.562476 sec): 3 clusters Score: Raw -898615.723581 + Penalty 3170.333247 = -895445.390335 nChanged 6 SP:Iteration 61Q (70.632379 sec): 3 clusters Score: Raw -898616.193752 + Penalty 3170.333247 = -895445.860505 nChanged 7 SP:Iteration 62Q (70.705450 sec): 3 clusters Score: Raw -898617.053703 + Penalty 3170.333247 = -895446.720456 nChanged 6 SP:Iteration 63Q (70.764505 sec): 3 clusters Score: Raw -898617.856964 + Penalty 3170.333247 = -895447.523718 nChanged 8 SP:Iteration 64Q (70.843389 sec): 3 clusters Score: Raw -898619.049499 + Penalty 3170.333247 = -895448.716252 nChanged 7 SP:Iteration 65Q (70.912160 sec): 3 clusters Score: Raw -898619.958293 + Penalty 3170.333247 = -895449.625047 nChanged 5 SP:Iteration 66Q (70.975172 sec): 3 clusters Score: Raw -898620.462901 + Penalty 3170.333247 = -895450.129655 nChanged 11 SP:Iteration 67Q (71.040941 sec): 3 clusters Score: Raw -898621.398502 + Penalty 3170.333247 = -895451.065255 nChanged 6 SP:Iteration 68Q (71.098577 sec): 3 clusters Score: Raw -898621.798695 + Penalty 3170.333247 = -895451.465448 nChanged 6 SP:Iteration 69Q (71.165617 sec): 3 clusters Score: Raw -898622.423829 + Penalty 3170.333247 = -895452.090583 nChanged 5 SP:Iteration 70Q (71.235995 sec): 3 clusters Score: Raw -898622.997741 + Penalty 3170.333247 = -895452.664494 nChanged 9 SP:Iteration 71Q (71.297370 sec): 3 clusters Score: Raw -898624.049427 + Penalty 3170.333247 = -895453.716180 nChanged 5 SP:Iteration 72Q (71.367194 sec): 3 clusters Score: Raw -898624.735577 + Penalty 3170.333247 = -895454.402330 nChanged 4 SP:Iteration 73Q (71.420194 sec): 3 clusters Score: Raw -898625.179257 + Penalty 3170.333247 = -895454.846010 nChanged 2 SP:Iteration 74Q (71.497485 sec): 3 clusters Score: Raw -898625.423467 + Penalty 3170.333247 = -895455.090220 nChanged 3 SP:Iteration 75Q (71.570338 sec): 3 clusters Score: Raw -898625.649131 + Penalty 3170.333247 = -895455.315885 nChanged 3 SP:Iteration 76Q (71.633334 sec): 3 clusters Score: Raw -898626.033581 + Penalty 3170.333247 = -895455.700335 nChanged 2 SP:Iteration 77Q (71.710539 sec): 3 clusters Score: Raw -898626.134550 + Penalty 3170.333247 = -895455.801303 nChanged 0 SP:Iteration 78F (71.790250 sec): 3 clusters Score: Raw -898626.134550 + Penalty 3170.333247 = -895455.801303 nChanged 0 Trying to split cluster 5 (21449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (71.837017 sec): 2 clusters Score: Raw -1125219.976714 + Penalty 1620.682912 = -1123599.293803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (71.914943 sec): 3 clusters Score: Raw -1112441.850204 + Penalty 3241.365824 = -1109200.484381 nChanged 9765 SP:Iteration 1F (71.998328 sec): 3 clusters Score: Raw -1119144.950594 + Penalty 3241.365824 = -1115903.584770 nChanged 2115 SP:Iteration 2F (72.065692 sec): 3 clusters Score: Raw -1121913.250356 + Penalty 3241.365824 = -1118671.884533 nChanged 2320 SP:Iteration 3F (72.149418 sec): 3 clusters Score: Raw -1125044.767618 + Penalty 3241.365824 = -1121803.401794 nChanged 2030 SP:Iteration 4F (72.229350 sec): 3 clusters Score: Raw -1127476.614203 + Penalty 3241.365824 = -1124235.248379 nChanged 1369 SP:Iteration 5F (72.293035 sec): 3 clusters Score: Raw -1128851.304221 + Penalty 3241.365824 = -1125609.938397 nChanged 879 SP:Iteration 6Q (72.373789 sec): 3 clusters Score: Raw -1129622.065323 + Penalty 3241.365824 = -1126380.699499 nChanged 614 SP:Iteration 7Q (72.449508 sec): 3 clusters Score: Raw -1130086.331409 + Penalty 3241.365824 = -1126844.965586 nChanged 445 SP:Iteration 8Q (72.521691 sec): 3 clusters Score: Raw -1130353.142768 + Penalty 3241.365824 = -1127111.776944 nChanged 340 SP:Iteration 9Q (72.600251 sec): 3 clusters Score: Raw -1130550.339182 + Penalty 3241.365824 = -1127308.973359 nChanged 324 SP:Iteration 10Q (72.681266 sec): 3 clusters Score: Raw -1130722.434227 + Penalty 3241.365824 = -1127481.068403 nChanged 251 SP:Iteration 11Q (72.743539 sec): 3 clusters Score: Raw -1130843.366995 + Penalty 3241.365824 = -1127602.001171 nChanged 234 SP:Iteration 12Q (72.817148 sec): 3 clusters Score: Raw -1130938.097386 + Penalty 3241.365824 = -1127696.731562 nChanged 206 SP:Iteration 13Q (72.901863 sec): 3 clusters Score: Raw -1131010.381789 + Penalty 3241.365824 = -1127769.015965 nChanged 191 SP:Iteration 14Q (72.972889 sec): 3 clusters Score: Raw -1131065.227958 + Penalty 3241.365824 = -1127823.862135 nChanged 162 SP:Iteration 15Q (73.032952 sec): 3 clusters Score: Raw -1131111.855373 + Penalty 3241.365824 = -1127870.489549 nChanged 152 SP:Iteration 16Q (73.110523 sec): 3 clusters Score: Raw -1131150.317072 + Penalty 3241.365824 = -1127908.951249 nChanged 115 SP:Iteration 17Q (73.187539 sec): 3 clusters Score: Raw -1131177.727596 + Penalty 3241.365824 = -1127936.361772 nChanged 95 SP:Iteration 18Q (73.259204 sec): 3 clusters Score: Raw -1131197.577039 + Penalty 3241.365824 = -1127956.211215 nChanged 87 SP:Iteration 19Q (73.328655 sec): 3 clusters Score: Raw -1131214.505059 + Penalty 3241.365824 = -1127973.139235 nChanged 81 SP:Iteration 20F (73.412926 sec): 3 clusters Score: Raw -1131229.708365 + Penalty 3241.365824 = -1127988.342541 nChanged 73 SP:Iteration 21Q (73.485893 sec): 3 clusters Score: Raw -1131241.690046 + Penalty 3241.365824 = -1128000.324222 nChanged 74 SP:Iteration 22Q (73.566860 sec): 3 clusters Score: Raw -1131253.405353 + Penalty 3241.365824 = -1128012.039529 nChanged 72 SP:Iteration 23Q (73.638319 sec): 3 clusters Score: Raw -1131264.634224 + Penalty 3241.365824 = -1128023.268400 nChanged 56 SP:Iteration 24Q (73.716640 sec): 3 clusters Score: Raw -1131274.107723 + Penalty 3241.365824 = -1128032.741899 nChanged 65 SP:Iteration 25Q (73.784252 sec): 3 clusters Score: Raw -1131286.169682 + Penalty 3241.365824 = -1128044.803859 nChanged 65 SP:Iteration 26Q (73.858918 sec): 3 clusters Score: Raw -1131302.761440 + Penalty 3241.365824 = -1128061.395617 nChanged 80 SP:Iteration 27Q (73.931178 sec): 3 clusters Score: Raw -1131333.134669 + Penalty 3241.365824 = -1128091.768845 nChanged 98 SP:Iteration 28Q (74.010283 sec): 3 clusters Score: Raw -1131370.497850 + Penalty 3241.365824 = -1128129.132026 nChanged 115 SP:Iteration 29Q (74.091156 sec): 3 clusters Score: Raw -1131425.899089 + Penalty 3241.365824 = -1128184.533265 nChanged 136 SP:Iteration 30Q (74.173647 sec): 3 clusters Score: Raw -1131501.464767 + Penalty 3241.365824 = -1128260.098944 nChanged 156 SP:Iteration 31Q (74.242506 sec): 3 clusters Score: Raw -1131571.813319 + Penalty 3241.365824 = -1128330.447495 nChanged 144 SP:Iteration 32Q (74.322006 sec): 3 clusters Score: Raw -1131619.560217 + Penalty 3241.365824 = -1128378.194394 nChanged 146 SP:Iteration 33Q (74.388725 sec): 3 clusters Score: Raw -1131665.290958 + Penalty 3241.365824 = -1128423.925135 nChanged 141 SP:Iteration 34Q (74.462849 sec): 3 clusters Score: Raw -1131701.339585 + Penalty 3241.365824 = -1128459.973762 nChanged 120 SP:Iteration 35Q (74.538921 sec): 3 clusters Score: Raw -1131731.086208 + Penalty 3241.365824 = -1128489.720384 nChanged 109 SP:Iteration 36Q (74.609808 sec): 3 clusters Score: Raw -1131752.684038 + Penalty 3241.365824 = -1128511.318215 nChanged 86 SP:Iteration 37Q (74.682094 sec): 3 clusters Score: Raw -1131767.273693 + Penalty 3241.365824 = -1128525.907869 nChanged 74 SP:Iteration 38Q (74.753117 sec): 3 clusters Score: Raw -1131777.081492 + Penalty 3241.365824 = -1128535.715668 nChanged 57 SP:Iteration 39Q (74.825479 sec): 3 clusters Score: Raw -1131784.921848 + Penalty 3241.365824 = -1128543.556024 nChanged 57 SP:Iteration 40F (74.893432 sec): 3 clusters Score: Raw -1131791.484847 + Penalty 3241.365824 = -1128550.119024 nChanged 45 SP:Iteration 41Q (74.969778 sec): 3 clusters Score: Raw -1131796.232935 + Penalty 3241.365824 = -1128554.867112 nChanged 38 SP:Iteration 42Q (75.048173 sec): 3 clusters Score: Raw -1131799.675801 + Penalty 3241.365824 = -1128558.309977 nChanged 31 SP:Iteration 43Q (75.116787 sec): 3 clusters Score: Raw -1131802.689769 + Penalty 3241.365824 = -1128561.323945 nChanged 28 SP:Iteration 44Q (75.197758 sec): 3 clusters Score: Raw -1131805.261485 + Penalty 3241.365824 = -1128563.895662 nChanged 25 SP:Iteration 45Q (75.267343 sec): 3 clusters Score: Raw -1131807.548747 + Penalty 3241.365824 = -1128566.182924 nChanged 16 SP:Iteration 46Q (75.329872 sec): 3 clusters Score: Raw -1131808.852543 + Penalty 3241.365824 = -1128567.486720 nChanged 10 SP:Iteration 47Q (75.401639 sec): 3 clusters Score: Raw -1131809.570091 + Penalty 3241.365824 = -1128568.204267 nChanged 11 SP:Iteration 48Q (75.462126 sec): 3 clusters Score: Raw -1131810.254289 + Penalty 3241.365824 = -1128568.888465 nChanged 13 SP:Iteration 49Q (75.543006 sec): 3 clusters Score: Raw -1131811.282523 + Penalty 3241.365824 = -1128569.916700 nChanged 13 SP:Iteration 50Q (75.620334 sec): 3 clusters Score: Raw -1131812.032475 + Penalty 3241.365824 = -1128570.666651 nChanged 12 SP:Iteration 51Q (75.685311 sec): 3 clusters Score: Raw -1131812.875227 + Penalty 3241.365824 = -1128571.509403 nChanged 11 SP:Iteration 52Q (75.767364 sec): 3 clusters Score: Raw -1131813.573166 + Penalty 3241.365824 = -1128572.207342 nChanged 10 SP:Iteration 53Q (75.834209 sec): 3 clusters Score: Raw -1131814.258897 + Penalty 3241.365824 = -1128572.893074 nChanged 14 SP:Iteration 54Q (75.918551 sec): 3 clusters Score: Raw -1131815.386443 + Penalty 3241.365824 = -1128574.020619 nChanged 14 SP:Iteration 55Q (75.992405 sec): 3 clusters Score: Raw -1131816.633209 + Penalty 3241.365824 = -1128575.267386 nChanged 13 SP:Iteration 56Q (76.059064 sec): 3 clusters Score: Raw -1131817.413750 + Penalty 3241.365824 = -1128576.047927 nChanged 9 SP:Iteration 57Q (76.139473 sec): 3 clusters Score: Raw -1131818.000627 + Penalty 3241.365824 = -1128576.634804 nChanged 11 SP:Iteration 58Q (76.206654 sec): 3 clusters Score: Raw -1131818.619899 + Penalty 3241.365824 = -1128577.254075 nChanged 8 SP:Iteration 59Q (76.288867 sec): 3 clusters Score: Raw -1131819.204535 + Penalty 3241.365824 = -1128577.838711 nChanged 8 SP:Iteration 60F (76.367576 sec): 3 clusters Score: Raw -1131819.774561 + Penalty 3241.365824 = -1128578.408737 nChanged 9 SP:Iteration 61Q (76.440869 sec): 3 clusters Score: Raw -1131820.150971 + Penalty 3241.365824 = -1128578.785148 nChanged 2 SP:Iteration 62Q (76.514087 sec): 3 clusters Score: Raw -1131820.204336 + Penalty 3241.365824 = -1128578.838512 nChanged 2 SP:Iteration 63Q (76.586592 sec): 3 clusters Score: Raw -1131820.299653 + Penalty 3241.365824 = -1128578.933830 nChanged 1 SP:Iteration 64Q (76.666383 sec): 3 clusters Score: Raw -1131820.363505 + Penalty 3241.365824 = -1128578.997682 nChanged 2 SP:Iteration 65Q (76.736144 sec): 3 clusters Score: Raw -1131820.467823 + Penalty 3241.365824 = -1128579.102000 nChanged 2 SP:Iteration 66Q (76.807378 sec): 3 clusters Score: Raw -1131820.553071 + Penalty 3241.365824 = -1128579.187248 nChanged 0 SP:Iteration 67F (76.891947 sec): 3 clusters Score: Raw -1131820.553071 + Penalty 3241.365824 = -1128579.187248 nChanged 0 Score: Raw -11913505.910923 + Penalty 42343.278346 = -11871162.632577 Splitting cluster 5 changes total score from -11842676.197706 to -11871162.632577 So it's getting split into cluster 21. Trying to split cluster 6 (6202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (80.329780 sec): 2 clusters Score: Raw -310037.114866 + Penalty 1419.051904 = -308618.062963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (80.375873 sec): 3 clusters Score: Raw -306849.209361 + Penalty 2838.103807 = -304011.105554 nChanged 2600 SP:Iteration 1F (80.429268 sec): 3 clusters Score: Raw -309139.600345 + Penalty 2838.103807 = -306301.496537 nChanged 598 SP:Iteration 2F (80.481259 sec): 3 clusters Score: Raw -309704.813421 + Penalty 2838.103807 = -306866.709614 nChanged 618 SP:Iteration 3F (80.533638 sec): 3 clusters Score: Raw -310464.898668 + Penalty 2838.103807 = -307626.794860 nChanged 641 SP:Iteration 4F (80.582309 sec): 3 clusters Score: Raw -311374.732593 + Penalty 2838.103807 = -308536.628785 nChanged 558 SP:Iteration 5F (80.639975 sec): 3 clusters Score: Raw -312309.675262 + Penalty 2838.103807 = -309471.571454 nChanged 406 SP:Iteration 6F (80.691882 sec): 3 clusters Score: Raw -313739.144316 + Penalty 2838.103807 = -310901.040508 nChanged 357 SP:Iteration 7F (80.734312 sec): 3 clusters Score: Raw -316198.936175 + Penalty 2838.103807 = -313360.832368 nChanged 287 SP:Iteration 8Q (80.795963 sec): 3 clusters Score: Raw -316746.775497 + Penalty 2838.103807 = -313908.671690 nChanged 156 SP:Iteration 9Q (80.844427 sec): 3 clusters Score: Raw -317042.677645 + Penalty 2838.103807 = -314204.573838 nChanged 89 SP:Iteration 10Q (80.891270 sec): 3 clusters Score: Raw -317273.528370 + Penalty 2838.103807 = -314435.424562 nChanged 56 SP:Iteration 11Q (80.946129 sec): 3 clusters Score: Raw -317430.699823 + Penalty 2838.103807 = -314592.596015 nChanged 39 SP:Iteration 12Q (80.994298 sec): 3 clusters Score: Raw -317483.956963 + Penalty 2838.103807 = -314645.853156 nChanged 20 SP:Iteration 13Q (81.044378 sec): 3 clusters Score: Raw -317505.840733 + Penalty 2838.103807 = -314667.736926 nChanged 10 SP:Iteration 14Q (81.108042 sec): 3 clusters Score: Raw -317521.321235 + Penalty 2838.103807 = -314683.217428 nChanged 5 SP:Iteration 15Q (81.166625 sec): 3 clusters Score: Raw -317530.013239 + Penalty 2838.103807 = -314691.909431 nChanged 7 SP:Iteration 16Q (81.214181 sec): 3 clusters Score: Raw -317532.710212 + Penalty 2838.103807 = -314694.606405 nChanged 2 SP:Iteration 17Q (81.254169 sec): 3 clusters Score: Raw -317533.554201 + Penalty 2838.103807 = -314695.450394 nChanged 2 SP:Iteration 18Q (81.300928 sec): 3 clusters Score: Raw -317533.885664 + Penalty 2838.103807 = -314695.781856 nChanged 0 SP:Iteration 19F (81.351644 sec): 3 clusters Score: Raw -317533.885664 + Penalty 2838.103807 = -314695.781856 nChanged 0 Score: Raw -11921002.681721 + Penalty 44359.624934 = -11876643.056787 Splitting cluster 6 changes total score from -11842676.197706 to -11876643.056787 So it's getting split into cluster 22. Trying to split cluster 7 (10843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (85.084558 sec): 2 clusters Score: Raw -420000.372969 + Penalty 1509.832186 = -418490.540783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.145138 sec): 3 clusters Score: Raw -413919.625917 + Penalty 3019.664372 = -410899.961545 nChanged 4812 SP:Iteration 1F (85.205359 sec): 3 clusters Score: Raw -417845.912836 + Penalty 3019.664372 = -414826.248464 nChanged 1311 SP:Iteration 2F (85.269083 sec): 3 clusters Score: Raw -419360.192663 + Penalty 3019.664372 = -416340.528292 nChanged 1004 SP:Iteration 3F (85.313840 sec): 3 clusters Score: Raw -420278.402239 + Penalty 3019.664372 = -417258.737867 nChanged 728 SP:Iteration 4F (85.376391 sec): 3 clusters Score: Raw -420878.255907 + Penalty 3019.664372 = -417858.591536 nChanged 589 SP:Iteration 5F (85.426518 sec): 3 clusters Score: Raw -421410.107799 + Penalty 3019.664372 = -418390.443427 nChanged 574 SP:Iteration 6F (85.482703 sec): 3 clusters Score: Raw -422062.703629 + Penalty 3019.664372 = -419043.039258 nChanged 584 SP:Iteration 7F (85.543975 sec): 3 clusters Score: Raw -422718.737389 + Penalty 3019.664372 = -419699.073017 nChanged 539 SP:Iteration 8Q (85.600546 sec): 3 clusters Score: Raw -423311.090200 + Penalty 3019.664372 = -420291.425828 nChanged 435 SP:Iteration 9Q (85.670336 sec): 3 clusters Score: Raw -423684.769219 + Penalty 3019.664372 = -420665.104847 nChanged 326 SP:Iteration 10Q (85.732518 sec): 3 clusters Score: Raw -423928.935966 + Penalty 3019.664372 = -420909.271594 nChanged 272 SP:Iteration 11Q (85.787102 sec): 3 clusters Score: Raw -424127.403698 + Penalty 3019.664372 = -421107.739326 nChanged 243 SP:Iteration 12Q (85.854808 sec): 3 clusters Score: Raw -424322.148758 + Penalty 3019.664372 = -421302.484387 nChanged 169 SP:Iteration 13Q (85.913271 sec): 3 clusters Score: Raw -424436.689558 + Penalty 3019.664372 = -421417.025186 nChanged 146 SP:Iteration 14Q (85.967357 sec): 3 clusters Score: Raw -424506.691493 + Penalty 3019.664372 = -421487.027121 nChanged 92 SP:Iteration 15Q (86.027579 sec): 3 clusters Score: Raw -424603.269444 + Penalty 3019.664372 = -421583.605072 nChanged 73 SP:Iteration 16Q (86.096390 sec): 3 clusters Score: Raw -424671.770218 + Penalty 3019.664372 = -421652.105846 nChanged 68 SP:Iteration 17Q (86.158247 sec): 3 clusters Score: Raw -424722.403321 + Penalty 3019.664372 = -421702.738950 nChanged 65 SP:Iteration 18Q (86.224957 sec): 3 clusters Score: Raw -424759.412420 + Penalty 3019.664372 = -421739.748049 nChanged 70 SP:Iteration 19Q (86.283309 sec): 3 clusters Score: Raw -424803.174226 + Penalty 3019.664372 = -421783.509854 nChanged 61 SP:Iteration 20F (86.336737 sec): 3 clusters Score: Raw -424918.901812 + Penalty 3019.664372 = -421899.237441 nChanged 79 SP:Iteration 21Q (86.391542 sec): 3 clusters Score: Raw -425003.160468 + Penalty 3019.664372 = -421983.496096 nChanged 117 SP:Iteration 22Q (86.443324 sec): 3 clusters Score: Raw -425087.118412 + Penalty 3019.664372 = -422067.454040 nChanged 136 SP:Iteration 23Q (86.511027 sec): 3 clusters Score: Raw -425158.177228 + Penalty 3019.664372 = -422138.512856 nChanged 127 SP:Iteration 24Q (86.559891 sec): 3 clusters Score: Raw -425215.829750 + Penalty 3019.664372 = -422196.165378 nChanged 127 SP:Iteration 25Q (86.629965 sec): 3 clusters Score: Raw -425269.225003 + Penalty 3019.664372 = -422249.560631 nChanged 125 SP:Iteration 26Q (86.680226 sec): 3 clusters Score: Raw -425318.737632 + Penalty 3019.664372 = -422299.073260 nChanged 109 SP:Iteration 27Q (86.744863 sec): 3 clusters Score: Raw -425358.083827 + Penalty 3019.664372 = -422338.419456 nChanged 103 SP:Iteration 28Q (86.809690 sec): 3 clusters Score: Raw -425392.338321 + Penalty 3019.664372 = -422372.673949 nChanged 88 SP:Iteration 29Q (86.870725 sec): 3 clusters Score: Raw -425415.696181 + Penalty 3019.664372 = -422396.031810 nChanged 74 SP:Iteration 30Q (86.927945 sec): 3 clusters Score: Raw -425436.156255 + Penalty 3019.664372 = -422416.491884 nChanged 76 SP:Iteration 31Q (86.989079 sec): 3 clusters Score: Raw -425453.320267 + Penalty 3019.664372 = -422433.655895 nChanged 64 SP:Iteration 32Q (87.051392 sec): 3 clusters Score: Raw -425467.121345 + Penalty 3019.664372 = -422447.456973 nChanged 58 SP:Iteration 33Q (87.107843 sec): 3 clusters Score: Raw -425480.736257 + Penalty 3019.664372 = -422461.071885 nChanged 56 SP:Iteration 34Q (87.162069 sec): 3 clusters Score: Raw -425493.168016 + Penalty 3019.664372 = -422473.503644 nChanged 46 SP:Iteration 35Q (87.225773 sec): 3 clusters Score: Raw -425504.876616 + Penalty 3019.664372 = -422485.212245 nChanged 53 SP:Iteration 36Q (87.290139 sec): 3 clusters Score: Raw -425519.183869 + Penalty 3019.664372 = -422499.519498 nChanged 56 SP:Iteration 37Q (87.323527 sec): 3 clusters Score: Raw -425532.290319 + Penalty 3019.664372 = -422512.625947 nChanged 57 SP:Iteration 38Q (87.391888 sec): 3 clusters Score: Raw -425544.677606 + Penalty 3019.664372 = -422525.013234 nChanged 53 SP:Iteration 39Q (87.433004 sec): 3 clusters Score: Raw -425556.563722 + Penalty 3019.664372 = -422536.899350 nChanged 61 SP:Iteration 40F (87.492370 sec): 3 clusters Score: Raw -425569.964914 + Penalty 3019.664372 = -422550.300542 nChanged 66 SP:Iteration 41Q (87.551430 sec): 3 clusters Score: Raw -425582.772971 + Penalty 3019.664372 = -422563.108599 nChanged 45 SP:Iteration 42Q (87.600548 sec): 3 clusters Score: Raw -425592.960755 + Penalty 3019.664372 = -422573.296383 nChanged 52 SP:Iteration 43Q (87.663542 sec): 3 clusters Score: Raw -425602.622219 + Penalty 3019.664372 = -422582.957847 nChanged 43 SP:Iteration 44Q (87.717277 sec): 3 clusters Score: Raw -425609.633376 + Penalty 3019.664372 = -422589.969005 nChanged 38 SP:Iteration 45Q (87.785061 sec): 3 clusters Score: Raw -425614.295271 + Penalty 3019.664372 = -422594.630900 nChanged 21 SP:Iteration 46Q (87.835449 sec): 3 clusters Score: Raw -425617.233389 + Penalty 3019.664372 = -422597.569017 nChanged 17 SP:Iteration 47Q (87.904702 sec): 3 clusters Score: Raw -425619.614689 + Penalty 3019.664372 = -422599.950318 nChanged 18 SP:Iteration 48Q (87.960886 sec): 3 clusters Score: Raw -425621.888775 + Penalty 3019.664372 = -422602.224404 nChanged 7 SP:Iteration 49Q (88.016643 sec): 3 clusters Score: Raw -425622.690035 + Penalty 3019.664372 = -422603.025664 nChanged 11 SP:Iteration 50Q (88.085080 sec): 3 clusters Score: Raw -425623.799710 + Penalty 3019.664372 = -422604.135338 nChanged 5 SP:Iteration 51Q (88.136905 sec): 3 clusters Score: Raw -425624.391812 + Penalty 3019.664372 = -422604.727441 nChanged 6 SP:Iteration 52Q (88.196695 sec): 3 clusters Score: Raw -425624.938774 + Penalty 3019.664372 = -422605.274402 nChanged 1 SP:Iteration 53Q (88.261703 sec): 3 clusters Score: Raw -425625.014356 + Penalty 3019.664372 = -422605.349985 nChanged 0 SP:Iteration 54F (88.309565 sec): 3 clusters Score: Raw -425625.014356 + Penalty 3019.664372 = -422605.349985 nChanged 0 Score: Raw -11926627.323108 + Penalty 46375.971522 = -11880251.351586 Splitting cluster 7 changes total score from -11842676.197706 to -11880251.351586 So it's getting split into cluster 23. Trying to split cluster 8 (5173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (92.249628 sec): 2 clusters Score: Raw -261000.230281 + Penalty 1389.571311 = -259610.658969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (92.307970 sec): 3 clusters Score: Raw -258285.304801 + Penalty 2779.142623 = -255506.162179 nChanged 2132 SP:Iteration 1F (92.353037 sec): 3 clusters Score: Raw -259913.096580 + Penalty 2779.142623 = -257133.953957 nChanged 547 SP:Iteration 2F (92.397930 sec): 3 clusters Score: Raw -260836.286517 + Penalty 2779.142623 = -258057.143894 nChanged 632 SP:Iteration 3F (92.449335 sec): 3 clusters Score: Raw -262499.709831 + Penalty 2779.142623 = -259720.567209 nChanged 745 SP:Iteration 4F (92.510258 sec): 3 clusters Score: Raw -264573.033576 + Penalty 2779.142623 = -261793.890953 nChanged 571 SP:Iteration 5F (92.557115 sec): 3 clusters Score: Raw -267237.548992 + Penalty 2779.142623 = -264458.406369 nChanged 243 SP:Iteration 6Q (92.595816 sec): 3 clusters Score: Raw -268321.762593 + Penalty 2779.142623 = -265542.619970 nChanged 51 SP:Iteration 7Q (92.641500 sec): 3 clusters Score: Raw -268398.680096 + Penalty 2779.142623 = -265619.537473 nChanged 8 SP:Iteration 8Q (92.685720 sec): 3 clusters Score: Raw -268402.228224 + Penalty 2779.142623 = -265623.085601 nChanged 2 SP:Iteration 9Q (92.734630 sec): 3 clusters Score: Raw -268402.897122 + Penalty 2779.142623 = -265623.754499 nChanged 2 SP:Iteration 10Q (92.781584 sec): 3 clusters Score: Raw -268403.341045 + Penalty 2779.142623 = -265624.198422 nChanged 0 SP:Iteration 11F (92.828032 sec): 3 clusters Score: Raw -268403.341045 + Penalty 2779.142623 = -265624.198422 nChanged 0 Score: Raw -11934030.433872 + Penalty 48392.318110 = -11885638.115762 Splitting cluster 8 changes total score from -11842676.197706 to -11885638.115762 So it's getting split into cluster 24. Trying to split cluster 9 (14173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (96.992322 sec): 2 clusters Score: Raw -723423.375552 + Penalty 1553.352779 = -721870.022773 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (97.059367 sec): 3 clusters Score: Raw -715174.191550 + Penalty 3106.705558 = -712067.485992 nChanged 6209 SP:Iteration 1F (97.123706 sec): 3 clusters Score: Raw -719082.816071 + Penalty 3106.705558 = -715976.110513 nChanged 1181 SP:Iteration 2F (97.193093 sec): 3 clusters Score: Raw -720299.227468 + Penalty 3106.705558 = -717192.521910 nChanged 1307 SP:Iteration 3F (97.257162 sec): 3 clusters Score: Raw -721874.146799 + Penalty 3106.705558 = -718767.441241 nChanged 1325 SP:Iteration 4F (97.322374 sec): 3 clusters Score: Raw -723346.937273 + Penalty 3106.705558 = -720240.231715 nChanged 1090 SP:Iteration 5F (97.393351 sec): 3 clusters Score: Raw -724456.669653 + Penalty 3106.705558 = -721349.964095 nChanged 780 SP:Iteration 6F (97.448370 sec): 3 clusters Score: Raw -725089.405238 + Penalty 3106.705558 = -721982.699680 nChanged 553 SP:Iteration 7Q (97.509603 sec): 3 clusters Score: Raw -725419.502721 + Penalty 3106.705558 = -722312.797163 nChanged 383 SP:Iteration 8Q (97.577838 sec): 3 clusters Score: Raw -725609.717769 + Penalty 3106.705558 = -722503.012211 nChanged 306 SP:Iteration 9Q (97.644072 sec): 3 clusters Score: Raw -725756.992263 + Penalty 3106.705558 = -722650.286705 nChanged 275 SP:Iteration 10Q (97.716424 sec): 3 clusters Score: Raw -725889.351138 + Penalty 3106.705558 = -722782.645579 nChanged 239 SP:Iteration 11Q (97.771391 sec): 3 clusters Score: Raw -726028.018599 + Penalty 3106.705558 = -722921.313041 nChanged 237 SP:Iteration 12Q (97.828196 sec): 3 clusters Score: Raw -726172.917656 + Penalty 3106.705558 = -723066.212097 nChanged 228 SP:Iteration 13Q (97.885951 sec): 3 clusters Score: Raw -726314.601629 + Penalty 3106.705558 = -723207.896071 nChanged 192 SP:Iteration 14Q (97.955264 sec): 3 clusters Score: Raw -726412.484132 + Penalty 3106.705558 = -723305.778574 nChanged 148 SP:Iteration 15Q (98.010293 sec): 3 clusters Score: Raw -726464.785799 + Penalty 3106.705558 = -723358.080241 nChanged 116 SP:Iteration 16Q (98.077182 sec): 3 clusters Score: Raw -726497.788391 + Penalty 3106.705558 = -723391.082833 nChanged 88 SP:Iteration 17Q (98.151145 sec): 3 clusters Score: Raw -726520.782483 + Penalty 3106.705558 = -723414.076925 nChanged 61 SP:Iteration 18Q (98.208159 sec): 3 clusters Score: Raw -726537.043005 + Penalty 3106.705558 = -723430.337446 nChanged 51 SP:Iteration 19Q (98.263861 sec): 3 clusters Score: Raw -726551.744859 + Penalty 3106.705558 = -723445.039301 nChanged 38 SP:Iteration 20F (98.336717 sec): 3 clusters Score: Raw -726562.227359 + Penalty 3106.705558 = -723455.521801 nChanged 38 SP:Iteration 21Q (98.393196 sec): 3 clusters Score: Raw -726577.455796 + Penalty 3106.705558 = -723470.750237 nChanged 43 SP:Iteration 22Q (98.458404 sec): 3 clusters Score: Raw -726599.521933 + Penalty 3106.705558 = -723492.816375 nChanged 62 SP:Iteration 23Q (98.512424 sec): 3 clusters Score: Raw -726631.703603 + Penalty 3106.705558 = -723524.998045 nChanged 69 SP:Iteration 24Q (98.580543 sec): 3 clusters Score: Raw -726661.378118 + Penalty 3106.705558 = -723554.672560 nChanged 62 SP:Iteration 25Q (98.640662 sec): 3 clusters Score: Raw -726684.716887 + Penalty 3106.705558 = -723578.011329 nChanged 58 SP:Iteration 26Q (98.705515 sec): 3 clusters Score: Raw -726703.483221 + Penalty 3106.705558 = -723596.777663 nChanged 67 SP:Iteration 27Q (98.771710 sec): 3 clusters Score: Raw -726722.728175 + Penalty 3106.705558 = -723616.022616 nChanged 60 SP:Iteration 28Q (98.825964 sec): 3 clusters Score: Raw -726734.569527 + Penalty 3106.705558 = -723627.863968 nChanged 48 SP:Iteration 29Q (98.893912 sec): 3 clusters Score: Raw -726744.241062 + Penalty 3106.705558 = -723637.535504 nChanged 45 SP:Iteration 30Q (98.955731 sec): 3 clusters Score: Raw -726753.859827 + Penalty 3106.705558 = -723647.154269 nChanged 38 SP:Iteration 31Q (99.015017 sec): 3 clusters Score: Raw -726759.170572 + Penalty 3106.705558 = -723652.465014 nChanged 18 SP:Iteration 32Q (99.085784 sec): 3 clusters Score: Raw -726761.829581 + Penalty 3106.705558 = -723655.124023 nChanged 20 SP:Iteration 33Q (99.139159 sec): 3 clusters Score: Raw -726765.078042 + Penalty 3106.705558 = -723658.372484 nChanged 20 SP:Iteration 34Q (99.210496 sec): 3 clusters Score: Raw -726768.601325 + Penalty 3106.705558 = -723661.895767 nChanged 24 SP:Iteration 35Q (99.267835 sec): 3 clusters Score: Raw -726771.361563 + Penalty 3106.705558 = -723664.656005 nChanged 13 SP:Iteration 36Q (99.343267 sec): 3 clusters Score: Raw -726772.661526 + Penalty 3106.705558 = -723665.955967 nChanged 7 SP:Iteration 37Q (99.404620 sec): 3 clusters Score: Raw -726773.317407 + Penalty 3106.705558 = -723666.611849 nChanged 6 SP:Iteration 38Q (99.455295 sec): 3 clusters Score: Raw -726774.037460 + Penalty 3106.705558 = -723667.331901 nChanged 9 SP:Iteration 39Q (99.528930 sec): 3 clusters Score: Raw -726774.906734 + Penalty 3106.705558 = -723668.201176 nChanged 11 SP:Iteration 40F (99.587396 sec): 3 clusters Score: Raw -726775.890242 + Penalty 3106.705558 = -723669.184684 nChanged 12 SP:Iteration 41Q (99.648009 sec): 3 clusters Score: Raw -726777.192221 + Penalty 3106.705558 = -723670.486663 nChanged 10 SP:Iteration 42Q (99.702911 sec): 3 clusters Score: Raw -726778.328812 + Penalty 3106.705558 = -723671.623254 nChanged 12 SP:Iteration 43Q (99.769635 sec): 3 clusters Score: Raw -726779.890118 + Penalty 3106.705558 = -723673.184560 nChanged 8 SP:Iteration 44Q (99.831316 sec): 3 clusters Score: Raw -726780.824976 + Penalty 3106.705558 = -723674.119418 nChanged 7 SP:Iteration 45Q (99.899235 sec): 3 clusters Score: Raw -726781.616226 + Penalty 3106.705558 = -723674.910668 nChanged 12 SP:Iteration 46Q (99.964317 sec): 3 clusters Score: Raw -726783.199579 + Penalty 3106.705558 = -723676.494021 nChanged 10 SP:Iteration 47Q (100.020148 sec): 3 clusters Score: Raw -726784.305531 + Penalty 3106.705558 = -723677.599973 nChanged 8 SP:Iteration 48Q (100.084139 sec): 3 clusters Score: Raw -726785.314971 + Penalty 3106.705558 = -723678.609412 nChanged 13 SP:Iteration 49Q (100.134775 sec): 3 clusters Score: Raw -726786.784433 + Penalty 3106.705558 = -723680.078874 nChanged 13 SP:Iteration 50Q (100.200045 sec): 3 clusters Score: Raw -726788.214598 + Penalty 3106.705558 = -723681.509040 nChanged 10 SP:Iteration 51Q (100.261858 sec): 3 clusters Score: Raw -726789.210714 + Penalty 3106.705558 = -723682.505156 nChanged 10 SP:Iteration 52Q (100.331982 sec): 3 clusters Score: Raw -726790.577124 + Penalty 3106.705558 = -723683.871566 nChanged 6 SP:Iteration 53Q (100.385452 sec): 3 clusters Score: Raw -726791.172605 + Penalty 3106.705558 = -723684.467047 nChanged 7 SP:Iteration 54Q (100.443764 sec): 3 clusters Score: Raw -726791.836345 + Penalty 3106.705558 = -723685.130787 nChanged 6 SP:Iteration 55Q (100.508812 sec): 3 clusters Score: Raw -726792.384457 + Penalty 3106.705558 = -723685.678898 nChanged 4 SP:Iteration 56Q (100.578253 sec): 3 clusters Score: Raw -726792.862178 + Penalty 3106.705558 = -723686.156619 nChanged 3 SP:Iteration 57Q (100.635949 sec): 3 clusters Score: Raw -726793.002165 + Penalty 3106.705558 = -723686.296607 nChanged 2 SP:Iteration 58Q (100.707954 sec): 3 clusters Score: Raw -726793.050833 + Penalty 3106.705558 = -723686.345275 nChanged 0 SP:Iteration 59F (100.777311 sec): 3 clusters Score: Raw -726793.050833 + Penalty 3106.705558 = -723686.345275 nChanged 0 Score: Raw -11937400.109153 + Penalty 50408.664698 = -11886991.444455 Splitting cluster 9 changes total score from -11842676.197706 to -11886991.444455 So it's getting split into cluster 25. Trying to split cluster 10 (53116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (104.946777 sec): 2 clusters Score: Raw -2685901.922856 + Penalty 1768.037941 = -2684133.884916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (105.072059 sec): 3 clusters Score: Raw -2652194.897489 + Penalty 3536.075881 = -2648658.821608 nChanged 25051 SP:Iteration 1F (105.197505 sec): 3 clusters Score: Raw -2667803.473567 + Penalty 3536.075881 = -2664267.397686 nChanged 3688 SP:Iteration 2F (105.316618 sec): 3 clusters Score: Raw -2670836.673723 + Penalty 3536.075881 = -2667300.597842 nChanged 5007 SP:Iteration 3F (105.442245 sec): 3 clusters Score: Raw -2675565.830735 + Penalty 3536.075881 = -2672029.754854 nChanged 5651 SP:Iteration 4F (105.567890 sec): 3 clusters Score: Raw -2681045.517840 + Penalty 3536.075881 = -2677509.441959 nChanged 4865 SP:Iteration 5F (105.686023 sec): 3 clusters Score: Raw -2685545.770195 + Penalty 3536.075881 = -2682009.694314 nChanged 3468 SP:Iteration 6F (105.810731 sec): 3 clusters Score: Raw -2688272.848482 + Penalty 3536.075881 = -2684736.772601 nChanged 2461 SP:Iteration 7Q (105.951595 sec): 3 clusters Score: Raw -2689976.172864 + Penalty 3536.075881 = -2686440.096983 nChanged 1753 SP:Iteration 8Q (106.082129 sec): 3 clusters Score: Raw -2691192.124830 + Penalty 3536.075881 = -2687656.048949 nChanged 1157 SP:Iteration 9Q (106.208306 sec): 3 clusters Score: Raw -2692035.477286 + Penalty 3536.075881 = -2688499.401405 nChanged 779 SP:Iteration 10Q (106.332818 sec): 3 clusters Score: Raw -2692529.624464 + Penalty 3536.075881 = -2688993.548583 nChanged 541 SP:Iteration 11Q (106.453793 sec): 3 clusters Score: Raw -2692783.594180 + Penalty 3536.075881 = -2689247.518299 nChanged 381 SP:Iteration 12Q (106.575143 sec): 3 clusters Score: Raw -2692914.488291 + Penalty 3536.075881 = -2689378.412410 nChanged 301 SP:Iteration 13Q (106.701736 sec): 3 clusters Score: Raw -2692994.788748 + Penalty 3536.075881 = -2689458.712867 nChanged 203 SP:Iteration 14Q (106.820962 sec): 3 clusters Score: Raw -2693045.314000 + Penalty 3536.075881 = -2689509.238119 nChanged 150 SP:Iteration 15Q (106.950247 sec): 3 clusters Score: Raw -2693081.604443 + Penalty 3536.075881 = -2689545.528562 nChanged 114 SP:Iteration 16Q (107.074371 sec): 3 clusters Score: Raw -2693104.236061 + Penalty 3536.075881 = -2689568.160180 nChanged 75 SP:Iteration 17Q (107.207329 sec): 3 clusters Score: Raw -2693115.807187 + Penalty 3536.075881 = -2689579.731306 nChanged 59 SP:Iteration 18Q (107.328358 sec): 3 clusters Score: Raw -2693123.736572 + Penalty 3536.075881 = -2689587.660691 nChanged 48 SP:Iteration 19Q (107.449080 sec): 3 clusters Score: Raw -2693127.938225 + Penalty 3536.075881 = -2689591.862344 nChanged 36 SP:Iteration 20F (107.572136 sec): 3 clusters Score: Raw -2693132.122284 + Penalty 3536.075881 = -2689596.046403 nChanged 29 SP:Iteration 21Q (107.691622 sec): 3 clusters Score: Raw -2693133.913364 + Penalty 3536.075881 = -2689597.837483 nChanged 17 SP:Iteration 22Q (107.812723 sec): 3 clusters Score: Raw -2693134.701564 + Penalty 3536.075881 = -2689598.625683 nChanged 6 SP:Iteration 23Q (107.921988 sec): 3 clusters Score: Raw -2693135.121729 + Penalty 3536.075881 = -2689599.045848 nChanged 7 SP:Iteration 24Q (108.046887 sec): 3 clusters Score: Raw -2693135.471807 + Penalty 3536.075881 = -2689599.395926 nChanged 4 SP:Iteration 25Q (108.168179 sec): 3 clusters Score: Raw -2693135.647309 + Penalty 3536.075881 = -2689599.571428 nChanged 2 SP:Iteration 26Q (108.288521 sec): 3 clusters Score: Raw -2693135.727018 + Penalty 3536.075881 = -2689599.651136 nChanged 1 SP:Iteration 27Q (108.410653 sec): 3 clusters Score: Raw -2693135.800845 + Penalty 3536.075881 = -2689599.724964 nChanged 2 SP:Iteration 28Q (108.538120 sec): 3 clusters Score: Raw -2693135.872282 + Penalty 3536.075881 = -2689599.796401 nChanged 2 SP:Iteration 29Q (108.663753 sec): 3 clusters Score: Raw -2693135.948959 + Penalty 3536.075881 = -2689599.873078 nChanged 2 SP:Iteration 30Q (108.780955 sec): 3 clusters Score: Raw -2693136.015319 + Penalty 3536.075881 = -2689599.939438 nChanged 2 SP:Iteration 31Q (108.906006 sec): 3 clusters Score: Raw -2693136.047700 + Penalty 3536.075881 = -2689599.971819 nChanged 0 SP:Iteration 32F (109.028528 sec): 3 clusters Score: Raw -2693136.047700 + Penalty 3536.075881 = -2689599.971819 nChanged 0 Score: Raw -11944634.233996 + Penalty 52425.011286 = -11892209.222710 Splitting cluster 10 changes total score from -11842676.197706 to -11892209.222710 So it's getting split into cluster 26. Trying to split cluster 11 (23048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (113.280831 sec): 2 clusters Score: Raw -1217962.488511 + Penalty 1632.366820 = -1216330.121691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (113.363611 sec): 3 clusters Score: Raw -1204152.548769 + Penalty 3264.733640 = -1200887.815129 nChanged 10421 SP:Iteration 1F (113.443698 sec): 3 clusters Score: Raw -1210354.693871 + Penalty 3264.733640 = -1207089.960231 nChanged 1315 SP:Iteration 2F (113.527016 sec): 3 clusters Score: Raw -1211100.125229 + Penalty 3264.733640 = -1207835.391589 nChanged 1370 SP:Iteration 3F (113.612455 sec): 3 clusters Score: Raw -1212073.921103 + Penalty 3264.733640 = -1208809.187463 nChanged 1496 SP:Iteration 4F (113.680460 sec): 3 clusters Score: Raw -1213404.149642 + Penalty 3264.733640 = -1210139.416002 nChanged 1628 SP:Iteration 5F (113.750364 sec): 3 clusters Score: Raw -1214969.697692 + Penalty 3264.733640 = -1211704.964053 nChanged 1522 SP:Iteration 6F (113.825393 sec): 3 clusters Score: Raw -1216389.410970 + Penalty 3264.733640 = -1213124.677330 nChanged 1301 SP:Iteration 7F (113.906035 sec): 3 clusters Score: Raw -1217421.516347 + Penalty 3264.733640 = -1214156.782707 nChanged 1006 SP:Iteration 8Q (113.987746 sec): 3 clusters Score: Raw -1218066.809691 + Penalty 3264.733640 = -1214802.076051 nChanged 748 SP:Iteration 9Q (114.072300 sec): 3 clusters Score: Raw -1218440.501076 + Penalty 3264.733640 = -1215175.767436 nChanged 556 SP:Iteration 10Q (114.157556 sec): 3 clusters Score: Raw -1218667.201922 + Penalty 3264.733640 = -1215402.468282 nChanged 422 SP:Iteration 11Q (114.233177 sec): 3 clusters Score: Raw -1218811.563033 + Penalty 3264.733640 = -1215546.829393 nChanged 315 SP:Iteration 12Q (114.311432 sec): 3 clusters Score: Raw -1218908.114492 + Penalty 3264.733640 = -1215643.380852 nChanged 249 SP:Iteration 13Q (114.384427 sec): 3 clusters Score: Raw -1218971.678001 + Penalty 3264.733640 = -1215706.944361 nChanged 217 SP:Iteration 14Q (114.453706 sec): 3 clusters Score: Raw -1219021.088032 + Penalty 3264.733640 = -1215756.354392 nChanged 196 SP:Iteration 15Q (114.540070 sec): 3 clusters Score: Raw -1219062.882171 + Penalty 3264.733640 = -1215798.148531 nChanged 169 SP:Iteration 16Q (114.613614 sec): 3 clusters Score: Raw -1219095.907056 + Penalty 3264.733640 = -1215831.173416 nChanged 130 SP:Iteration 17Q (114.693336 sec): 3 clusters Score: Raw -1219121.792058 + Penalty 3264.733640 = -1215857.058418 nChanged 137 SP:Iteration 18Q (114.757431 sec): 3 clusters Score: Raw -1219148.736640 + Penalty 3264.733640 = -1215884.003000 nChanged 129 SP:Iteration 19Q (114.842269 sec): 3 clusters Score: Raw -1219172.862083 + Penalty 3264.733640 = -1215908.128443 nChanged 130 SP:Iteration 20F (114.909170 sec): 3 clusters Score: Raw -1219195.358383 + Penalty 3264.733640 = -1215930.624743 nChanged 133 SP:Iteration 21Q (114.984581 sec): 3 clusters Score: Raw -1219218.097203 + Penalty 3264.733640 = -1215953.363563 nChanged 125 SP:Iteration 22Q (115.064346 sec): 3 clusters Score: Raw -1219241.283062 + Penalty 3264.733640 = -1215976.549422 nChanged 112 SP:Iteration 23Q (115.137836 sec): 3 clusters Score: Raw -1219260.173223 + Penalty 3264.733640 = -1215995.439583 nChanged 106 SP:Iteration 24Q (115.200904 sec): 3 clusters Score: Raw -1219278.891132 + Penalty 3264.733640 = -1216014.157492 nChanged 97 SP:Iteration 25Q (115.280551 sec): 3 clusters Score: Raw -1219294.757884 + Penalty 3264.733640 = -1216030.024244 nChanged 80 SP:Iteration 26Q (115.357946 sec): 3 clusters Score: Raw -1219309.552486 + Penalty 3264.733640 = -1216044.818846 nChanged 76 SP:Iteration 27Q (115.423113 sec): 3 clusters Score: Raw -1219321.926812 + Penalty 3264.733640 = -1216057.193172 nChanged 67 SP:Iteration 28Q (115.498342 sec): 3 clusters Score: Raw -1219332.194307 + Penalty 3264.733640 = -1216067.460667 nChanged 67 SP:Iteration 29Q (115.578893 sec): 3 clusters Score: Raw -1219342.491531 + Penalty 3264.733640 = -1216077.757891 nChanged 45 SP:Iteration 30Q (115.650907 sec): 3 clusters Score: Raw -1219349.080926 + Penalty 3264.733640 = -1216084.347287 nChanged 42 SP:Iteration 31Q (115.732853 sec): 3 clusters Score: Raw -1219355.040929 + Penalty 3264.733640 = -1216090.307289 nChanged 47 SP:Iteration 32Q (115.797398 sec): 3 clusters Score: Raw -1219362.091246 + Penalty 3264.733640 = -1216097.357606 nChanged 50 SP:Iteration 33Q (115.867515 sec): 3 clusters Score: Raw -1219370.211157 + Penalty 3264.733640 = -1216105.477517 nChanged 42 SP:Iteration 34Q (115.944853 sec): 3 clusters Score: Raw -1219377.175192 + Penalty 3264.733640 = -1216112.441552 nChanged 42 SP:Iteration 35Q (116.015001 sec): 3 clusters Score: Raw -1219383.748994 + Penalty 3264.733640 = -1216119.015354 nChanged 36 SP:Iteration 36Q (116.097531 sec): 3 clusters Score: Raw -1219387.925884 + Penalty 3264.733640 = -1216123.192244 nChanged 28 SP:Iteration 37Q (116.166148 sec): 3 clusters Score: Raw -1219392.009571 + Penalty 3264.733640 = -1216127.275931 nChanged 34 SP:Iteration 38Q (116.254939 sec): 3 clusters Score: Raw -1219397.298793 + Penalty 3264.733640 = -1216132.565153 nChanged 40 SP:Iteration 39Q (116.325520 sec): 3 clusters Score: Raw -1219402.503898 + Penalty 3264.733640 = -1216137.770258 nChanged 34 SP:Iteration 40F (116.413211 sec): 3 clusters Score: Raw -1219406.855066 + Penalty 3264.733640 = -1216142.121426 nChanged 25 SP:Iteration 41Q (116.485589 sec): 3 clusters Score: Raw -1219409.991670 + Penalty 3264.733640 = -1216145.258030 nChanged 25 SP:Iteration 42Q (116.567705 sec): 3 clusters Score: Raw -1219413.360411 + Penalty 3264.733640 = -1216148.626771 nChanged 23 SP:Iteration 43Q (116.634844 sec): 3 clusters Score: Raw -1219416.434792 + Penalty 3264.733640 = -1216151.701152 nChanged 30 SP:Iteration 44Q (116.713357 sec): 3 clusters Score: Raw -1219421.090992 + Penalty 3264.733640 = -1216156.357352 nChanged 26 SP:Iteration 45Q (116.783955 sec): 3 clusters Score: Raw -1219425.302117 + Penalty 3264.733640 = -1216160.568477 nChanged 27 SP:Iteration 46Q (116.866100 sec): 3 clusters Score: Raw -1219429.152317 + Penalty 3264.733640 = -1216164.418677 nChanged 35 SP:Iteration 47Q (116.937744 sec): 3 clusters Score: Raw -1219435.650247 + Penalty 3264.733640 = -1216170.916607 nChanged 39 SP:Iteration 48Q (117.013128 sec): 3 clusters Score: Raw -1219441.651152 + Penalty 3264.733640 = -1216176.917512 nChanged 29 SP:Iteration 49Q (117.085408 sec): 3 clusters Score: Raw -1219446.729106 + Penalty 3264.733640 = -1216181.995466 nChanged 40 SP:Iteration 50Q (117.158014 sec): 3 clusters Score: Raw -1219453.577414 + Penalty 3264.733640 = -1216188.843774 nChanged 33 SP:Iteration 51Q (117.241980 sec): 3 clusters Score: Raw -1219458.029429 + Penalty 3264.733640 = -1216193.295789 nChanged 29 SP:Iteration 52Q (117.316762 sec): 3 clusters Score: Raw -1219462.360596 + Penalty 3264.733640 = -1216197.626956 nChanged 25 SP:Iteration 53Q (117.398520 sec): 3 clusters Score: Raw -1219465.249087 + Penalty 3264.733640 = -1216200.515447 nChanged 18 SP:Iteration 54Q (117.466709 sec): 3 clusters Score: Raw -1219467.520454 + Penalty 3264.733640 = -1216202.786814 nChanged 18 SP:Iteration 55Q (117.535619 sec): 3 clusters Score: Raw -1219470.375005 + Penalty 3264.733640 = -1216205.641365 nChanged 22 SP:Iteration 56Q (117.614643 sec): 3 clusters Score: Raw -1219473.491527 + Penalty 3264.733640 = -1216208.757887 nChanged 16 SP:Iteration 57Q (117.686204 sec): 3 clusters Score: Raw -1219475.122214 + Penalty 3264.733640 = -1216210.388574 nChanged 10 SP:Iteration 58Q (117.763196 sec): 3 clusters Score: Raw -1219475.985014 + Penalty 3264.733640 = -1216211.251374 nChanged 8 SP:Iteration 59Q (117.834591 sec): 3 clusters Score: Raw -1219476.505219 + Penalty 3264.733640 = -1216211.771579 nChanged 6 SP:Iteration 60F (117.916655 sec): 3 clusters Score: Raw -1219476.978147 + Penalty 3264.733640 = -1216212.244507 nChanged 6 SP:Iteration 61Q (117.982440 sec): 3 clusters Score: Raw -1219477.695991 + Penalty 3264.733640 = -1216212.962351 nChanged 7 SP:Iteration 62Q (118.067337 sec): 3 clusters Score: Raw -1219478.478706 + Penalty 3264.733640 = -1216213.745066 nChanged 4 SP:Iteration 63Q (118.135133 sec): 3 clusters Score: Raw -1219478.866522 + Penalty 3264.733640 = -1216214.132882 nChanged 5 SP:Iteration 64Q (118.214080 sec): 3 clusters Score: Raw -1219479.421134 + Penalty 3264.733640 = -1216214.687494 nChanged 5 SP:Iteration 65Q (118.288698 sec): 3 clusters Score: Raw -1219479.891399 + Penalty 3264.733640 = -1216215.157759 nChanged 6 SP:Iteration 66Q (118.358838 sec): 3 clusters Score: Raw -1219480.588868 + Penalty 3264.733640 = -1216215.855228 nChanged 9 SP:Iteration 67Q (118.436587 sec): 3 clusters Score: Raw -1219481.644037 + Penalty 3264.733640 = -1216216.910397 nChanged 10 SP:Iteration 68Q (118.511048 sec): 3 clusters Score: Raw -1219482.792018 + Penalty 3264.733640 = -1216218.058378 nChanged 10 SP:Iteration 69Q (118.584345 sec): 3 clusters Score: Raw -1219484.250689 + Penalty 3264.733640 = -1216219.517049 nChanged 11 SP:Iteration 70Q (118.667793 sec): 3 clusters Score: Raw -1219485.240464 + Penalty 3264.733640 = -1216220.506824 nChanged 3 SP:Iteration 71Q (118.739469 sec): 3 clusters Score: Raw -1219485.416330 + Penalty 3264.733640 = -1216220.682690 nChanged 3 SP:Iteration 72Q (118.818526 sec): 3 clusters Score: Raw -1219485.770880 + Penalty 3264.733640 = -1216221.037240 nChanged 4 SP:Iteration 73Q (118.888602 sec): 3 clusters Score: Raw -1219486.078474 + Penalty 3264.733640 = -1216221.344834 nChanged 4 SP:Iteration 74Q (118.960498 sec): 3 clusters Score: Raw -1219486.290823 + Penalty 3264.733640 = -1216221.557183 nChanged 3 SP:Iteration 75Q (119.030543 sec): 3 clusters Score: Raw -1219486.629178 + Penalty 3264.733640 = -1216221.895538 nChanged 4 SP:Iteration 76Q (119.103799 sec): 3 clusters Score: Raw -1219487.255179 + Penalty 3264.733640 = -1216222.521539 nChanged 12 SP:Iteration 77Q (119.182812 sec): 3 clusters Score: Raw -1219489.080515 + Penalty 3264.733640 = -1216224.346875 nChanged 12 SP:Iteration 78Q (119.257444 sec): 3 clusters Score: Raw -1219491.174160 + Penalty 3264.733640 = -1216226.440520 nChanged 15 SP:Iteration 79Q (119.327329 sec): 3 clusters Score: Raw -1219493.160609 + Penalty 3264.733640 = -1216228.426969 nChanged 13 SP:Iteration 80F (119.405500 sec): 3 clusters Score: Raw -1219494.916226 + Penalty 3264.733640 = -1216230.182586 nChanged 12 SP:Iteration 81Q (119.481327 sec): 3 clusters Score: Raw -1219497.017614 + Penalty 3264.733640 = -1216232.283974 nChanged 14 SP:Iteration 82Q (119.558810 sec): 3 clusters Score: Raw -1219499.048049 + Penalty 3264.733640 = -1216234.314409 nChanged 16 SP:Iteration 83Q (119.638998 sec): 3 clusters Score: Raw -1219501.023502 + Penalty 3264.733640 = -1216236.289862 nChanged 7 SP:Iteration 84Q (119.703470 sec): 3 clusters Score: Raw -1219502.242655 + Penalty 3264.733640 = -1216237.509015 nChanged 12 SP:Iteration 85Q (119.788244 sec): 3 clusters Score: Raw -1219503.818338 + Penalty 3264.733640 = -1216239.084698 nChanged 11 SP:Iteration 86Q (119.861171 sec): 3 clusters Score: Raw -1219504.958290 + Penalty 3264.733640 = -1216240.224650 nChanged 12 SP:Iteration 87Q (119.925797 sec): 3 clusters Score: Raw -1219506.514135 + Penalty 3264.733640 = -1216241.780495 nChanged 15 SP:Iteration 88Q (120.002739 sec): 3 clusters Score: Raw -1219508.281976 + Penalty 3264.733640 = -1216243.548336 nChanged 15 SP:Iteration 89Q (120.084228 sec): 3 clusters Score: Raw -1219510.283337 + Penalty 3264.733640 = -1216245.549697 nChanged 10 SP:Iteration 90Q (120.155099 sec): 3 clusters Score: Raw -1219511.689038 + Penalty 3264.733640 = -1216246.955398 nChanged 9 SP:Iteration 91Q (120.233662 sec): 3 clusters Score: Raw -1219512.838358 + Penalty 3264.733640 = -1216248.104718 nChanged 9 SP:Iteration 92Q (120.310256 sec): 3 clusters Score: Raw -1219513.826138 + Penalty 3264.733640 = -1216249.092498 nChanged 4 SP:Iteration 93Q (120.384308 sec): 3 clusters Score: Raw -1219514.179903 + Penalty 3264.733640 = -1216249.446263 nChanged 1 SP:Iteration 94Q (120.457137 sec): 3 clusters Score: Raw -1219514.287830 + Penalty 3264.733640 = -1216249.554191 nChanged 1 SP:Iteration 95Q (120.526050 sec): 3 clusters Score: Raw -1219514.445966 + Penalty 3264.733640 = -1216249.712326 nChanged 1 SP:Iteration 96Q (120.600797 sec): 3 clusters Score: Raw -1219514.588135 + Penalty 3264.733640 = -1216249.854495 nChanged 1 SP:Iteration 97Q (120.667423 sec): 3 clusters Score: Raw -1219514.648454 + Penalty 3264.733640 = -1216249.914814 nChanged 1 SP:Iteration 98Q (120.740377 sec): 3 clusters Score: Raw -1219514.896887 + Penalty 3264.733640 = -1216250.163247 nChanged 2 SP:Iteration 99Q (120.813080 sec): 3 clusters Score: Raw -1219515.029600 + Penalty 3264.733640 = -1216250.295960 nChanged 1 SP:Iteration 100F (120.891614 sec): 3 clusters Score: Raw -1219515.060858 + Penalty 3264.733640 = -1216250.327218 nChanged 0 Trying to split cluster 12 (11097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (120.926186 sec): 2 clusters Score: Raw -608237.443133 + Penalty 1513.594888 = -606723.848245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (120.984663 sec): 3 clusters Score: Raw -601861.555394 + Penalty 3027.189776 = -598834.365618 nChanged 4828 SP:Iteration 1F (121.052664 sec): 3 clusters Score: Raw -604840.668993 + Penalty 3027.189776 = -601813.479217 nChanged 858 SP:Iteration 2F (121.108627 sec): 3 clusters Score: Raw -605609.686028 + Penalty 3027.189776 = -602582.496252 nChanged 979 SP:Iteration 3F (121.168437 sec): 3 clusters Score: Raw -606617.440748 + Penalty 3027.189776 = -603590.250972 nChanged 1049 SP:Iteration 4F (121.235361 sec): 3 clusters Score: Raw -607605.764022 + Penalty 3027.189776 = -604578.574246 nChanged 911 SP:Iteration 5F (121.296531 sec): 3 clusters Score: Raw -608424.428208 + Penalty 3027.189776 = -605397.238432 nChanged 677 SP:Iteration 6F (121.355480 sec): 3 clusters Score: Raw -608979.768994 + Penalty 3027.189776 = -605952.579218 nChanged 479 SP:Iteration 7Q (121.416969 sec): 3 clusters Score: Raw -609344.927510 + Penalty 3027.189776 = -606317.737733 nChanged 325 SP:Iteration 8Q (121.475843 sec): 3 clusters Score: Raw -609555.704387 + Penalty 3027.189776 = -606528.514611 nChanged 240 SP:Iteration 9Q (121.547026 sec): 3 clusters Score: Raw -609727.435773 + Penalty 3027.189776 = -606700.245996 nChanged 197 SP:Iteration 10Q (121.598732 sec): 3 clusters Score: Raw -609897.980117 + Penalty 3027.189776 = -606870.790341 nChanged 185 SP:Iteration 11Q (121.662804 sec): 3 clusters Score: Raw -610078.457094 + Penalty 3027.189776 = -607051.267318 nChanged 173 SP:Iteration 12Q (121.724575 sec): 3 clusters Score: Raw -610264.060935 + Penalty 3027.189776 = -607236.871159 nChanged 178 SP:Iteration 13Q (121.781833 sec): 3 clusters Score: Raw -610419.428433 + Penalty 3027.189776 = -607392.238657 nChanged 137 SP:Iteration 14Q (121.847313 sec): 3 clusters Score: Raw -610488.948916 + Penalty 3027.189776 = -607461.759140 nChanged 78 SP:Iteration 15Q (121.895928 sec): 3 clusters Score: Raw -610511.139347 + Penalty 3027.189776 = -607483.949571 nChanged 46 SP:Iteration 16Q (121.966912 sec): 3 clusters Score: Raw -610521.507050 + Penalty 3027.189776 = -607494.317273 nChanged 30 SP:Iteration 17Q (122.031496 sec): 3 clusters Score: Raw -610527.664757 + Penalty 3027.189776 = -607500.474981 nChanged 24 SP:Iteration 18Q (122.087991 sec): 3 clusters Score: Raw -610531.385527 + Penalty 3027.189776 = -607504.195751 nChanged 13 SP:Iteration 19Q (122.147044 sec): 3 clusters Score: Raw -610534.153795 + Penalty 3027.189776 = -607506.964019 nChanged 10 SP:Iteration 20F (122.208044 sec): 3 clusters Score: Raw -610536.247113 + Penalty 3027.189776 = -607509.057337 nChanged 7 SP:Iteration 21Q (122.268822 sec): 3 clusters Score: Raw -610537.282665 + Penalty 3027.189776 = -607510.092889 nChanged 7 SP:Iteration 22Q (122.327346 sec): 3 clusters Score: Raw -610538.043770 + Penalty 3027.189776 = -607510.853994 nChanged 3 SP:Iteration 23Q (122.392851 sec): 3 clusters Score: Raw -610538.463358 + Penalty 3027.189776 = -607511.273581 nChanged 5 SP:Iteration 24Q (122.453739 sec): 3 clusters Score: Raw -610538.898572 + Penalty 3027.189776 = -607511.708796 nChanged 2 SP:Iteration 25Q (122.512199 sec): 3 clusters Score: Raw -610539.215042 + Penalty 3027.189776 = -607512.025266 nChanged 2 SP:Iteration 26Q (122.569805 sec): 3 clusters Score: Raw -610539.403426 + Penalty 3027.189776 = -607512.213650 nChanged 2 SP:Iteration 27Q (122.639062 sec): 3 clusters Score: Raw -610539.580762 + Penalty 3027.189776 = -607512.390986 nChanged 0 SP:Iteration 28F (122.707980 sec): 3 clusters Score: Raw -610539.580762 + Penalty 3027.189776 = -607512.390986 nChanged 0 Score: Raw -11946936.371626 + Penalty 54441.357874 = -11892495.013752 Splitting cluster 12 changes total score from -11842676.197706 to -11892495.013752 So it's getting split into cluster 27. Trying to split cluster 13 (4904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (127.268294 sec): 2 clusters Score: Raw -231965.437870 + Penalty 1380.893553 = -230584.544318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (127.310878 sec): 3 clusters Score: Raw -229412.193592 + Penalty 2761.787105 = -226650.406487 nChanged 1993 SP:Iteration 1F (127.357089 sec): 3 clusters Score: Raw -230654.754888 + Penalty 2761.787105 = -227892.967783 nChanged 450 SP:Iteration 2F (127.398612 sec): 3 clusters Score: Raw -231209.592953 + Penalty 2761.787105 = -228447.805848 nChanged 484 SP:Iteration 3F (127.450610 sec): 3 clusters Score: Raw -232359.298036 + Penalty 2761.787105 = -229597.510931 nChanged 687 SP:Iteration 4F (127.506167 sec): 3 clusters Score: Raw -235501.633103 + Penalty 2761.787105 = -232739.845998 nChanged 718 SP:Iteration 5F (127.553273 sec): 3 clusters Score: Raw -239387.278914 + Penalty 2761.787105 = -236625.491809 nChanged 411 SP:Iteration 6F (127.607034 sec): 3 clusters Score: Raw -242337.882870 + Penalty 2761.787105 = -239576.095765 nChanged 89 SP:Iteration 7Q (127.652582 sec): 3 clusters Score: Raw -243277.735572 + Penalty 2761.787105 = -240515.948467 nChanged 8 SP:Iteration 8Q (127.697325 sec): 3 clusters Score: Raw -243291.852048 + Penalty 2761.787105 = -240530.064943 nChanged 1 SP:Iteration 9Q (127.743670 sec): 3 clusters Score: Raw -243292.223054 + Penalty 2761.787105 = -240530.435949 nChanged 1 SP:Iteration 10Q (127.788251 sec): 3 clusters Score: Raw -243292.528926 + Penalty 2761.787105 = -240530.741820 nChanged 0 SP:Iteration 11F (127.846664 sec): 3 clusters Score: Raw -243292.528926 + Penalty 2761.787105 = -240530.741820 nChanged 0 Score: Raw -11958263.462681 + Penalty 56457.704462 = -11901805.758219 Splitting cluster 13 changes total score from -11842676.197706 to -11901805.758219 So it's getting split into cluster 28. Trying to split cluster 14 (657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.353378 sec): 2 clusters Score: Raw -31433.030272 + Penalty 1054.248653 = -30378.781619 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.385881 sec): 3 clusters Score: Raw -31324.402415 + Penalty 2108.497306 = -29215.905109 nChanged 182 SP:Iteration 1F (132.429293 sec): 3 clusters Score: Raw -31559.605198 + Penalty 2108.497306 = -29451.107892 nChanged 62 SP:Iteration 2F (132.459213 sec): 3 clusters Score: Raw -31661.854365 + Penalty 2108.497306 = -29553.357059 nChanged 36 SP:Iteration 3F (132.489973 sec): 3 clusters Score: Raw -31718.156753 + Penalty 2108.497306 = -29609.659447 nChanged 28 SP:Iteration 4Q (132.533089 sec): 3 clusters Score: Raw -31772.432420 + Penalty 2108.497306 = -29663.935114 nChanged 25 SP:Iteration 5Q (132.579300 sec): 3 clusters Score: Raw -31849.138290 + Penalty 2108.497306 = -29740.640984 nChanged 33 SP:Iteration 6F (132.625678 sec): 3 clusters Score: Raw -31957.606531 + Penalty 2108.497306 = -29849.109225 nChanged 23 SP:Iteration 7Q (132.676955 sec): 3 clusters Score: Raw -32056.855708 + Penalty 2108.497306 = -29948.358402 nChanged 28 SP:Iteration 8Q (132.707907 sec): 3 clusters Score: Raw -32186.861380 + Penalty 2108.497306 = -30078.364074 nChanged 16 SP:Iteration 9Q (132.734857 sec): 3 clusters Score: Raw -32333.470062 + Penalty 2108.497306 = -30224.972755 nChanged 18 SP:Iteration 10Q (132.776969 sec): 3 clusters Score: Raw -32415.571425 + Penalty 2108.497306 = -30307.074119 nChanged 7 SP:Iteration 11Q (132.812278 sec): 3 clusters Score: Raw -32430.944208 + Penalty 2108.497306 = -30322.446902 nChanged 5 SP:Iteration 12Q (132.855481 sec): 3 clusters Score: Raw -32438.924865 + Penalty 2108.497306 = -30330.427559 nChanged 4 SP:Iteration 13Q (132.899964 sec): 3 clusters Score: Raw -32442.642656 + Penalty 2108.497306 = -30334.145350 nChanged 0 SP:Iteration 14F (132.935590 sec): 3 clusters Score: Raw -32442.642656 + Penalty 2108.497306 = -30334.145350 nChanged 0 Trying to split cluster 15 (1529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (132.972539 sec): 2 clusters Score: Raw -70041.697353 + Penalty 1191.509996 = -68850.187357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (133.015057 sec): 3 clusters Score: Raw -69501.648637 + Penalty 2383.019992 = -67118.628645 nChanged 561 SP:Iteration 1F (133.054794 sec): 3 clusters Score: Raw -70098.066645 + Penalty 2383.019992 = -67715.046653 nChanged 152 SP:Iteration 2F (133.088042 sec): 3 clusters Score: Raw -70427.288146 + Penalty 2383.019992 = -68044.268154 nChanged 130 SP:Iteration 3F (133.131387 sec): 3 clusters Score: Raw -70991.358189 + Penalty 2383.019992 = -68608.338197 nChanged 125 SP:Iteration 4F (133.178528 sec): 3 clusters Score: Raw -71258.509300 + Penalty 2383.019992 = -68875.489308 nChanged 104 SP:Iteration 5F (133.231517 sec): 3 clusters Score: Raw -71389.766337 + Penalty 2383.019992 = -69006.746345 nChanged 71 SP:Iteration 6Q (133.275392 sec): 3 clusters Score: Raw -71477.268745 + Penalty 2383.019992 = -69094.248753 nChanged 69 SP:Iteration 7Q (133.309005 sec): 3 clusters Score: Raw -71566.567312 + Penalty 2383.019992 = -69183.547320 nChanged 70 SP:Iteration 8Q (133.351463 sec): 3 clusters Score: Raw -71684.522090 + Penalty 2383.019992 = -69301.502098 nChanged 64 SP:Iteration 9Q (133.393155 sec): 3 clusters Score: Raw -71808.230310 + Penalty 2383.019992 = -69425.210318 nChanged 52 SP:Iteration 10Q (133.436220 sec): 3 clusters Score: Raw -71906.594171 + Penalty 2383.019992 = -69523.574179 nChanged 35 SP:Iteration 11Q (133.476561 sec): 3 clusters Score: Raw -71998.058313 + Penalty 2383.019992 = -69615.038321 nChanged 19 SP:Iteration 12Q (133.512246 sec): 3 clusters Score: Raw -72060.053586 + Penalty 2383.019992 = -69677.033594 nChanged 8 SP:Iteration 13Q (133.566358 sec): 3 clusters Score: Raw -72078.850744 + Penalty 2383.019992 = -69695.830752 nChanged 6 SP:Iteration 14Q (133.608842 sec): 3 clusters Score: Raw -72102.118258 + Penalty 2383.019992 = -69719.098266 nChanged 6 SP:Iteration 15Q (133.645604 sec): 3 clusters Score: Raw -72135.330875 + Penalty 2383.019992 = -69752.310883 nChanged 7 SP:Iteration 16Q (133.693465 sec): 3 clusters Score: Raw -72164.827917 + Penalty 2383.019992 = -69781.807925 nChanged 4 SP:Iteration 17Q (133.739137 sec): 3 clusters Score: Raw -72187.302503 + Penalty 2383.019992 = -69804.282511 nChanged 5 SP:Iteration 18Q (133.782389 sec): 3 clusters Score: Raw -72214.368614 + Penalty 2383.019992 = -69831.348622 nChanged 6 SP:Iteration 19Q (133.840362 sec): 3 clusters Score: Raw -72262.257214 + Penalty 2383.019992 = -69879.237222 nChanged 9 SP:Iteration 20F (133.877506 sec): 3 clusters Score: Raw -72311.663734 + Penalty 2383.019992 = -69928.643742 nChanged 14 SP:Iteration 21Q (133.918778 sec): 3 clusters Score: Raw -72388.284447 + Penalty 2383.019992 = -70005.264455 nChanged 16 SP:Iteration 22Q (133.964217 sec): 3 clusters Score: Raw -72426.803548 + Penalty 2383.019992 = -70043.783556 nChanged 31 SP:Iteration 23Q (134.010832 sec): 3 clusters Score: Raw -72501.315658 + Penalty 2383.019992 = -70118.295666 nChanged 49 SP:Iteration 24Q (134.060704 sec): 3 clusters Score: Raw -72647.081760 + Penalty 2383.019992 = -70264.061768 nChanged 71 SP:Iteration 25Q (134.097386 sec): 3 clusters Score: Raw -72900.128807 + Penalty 2383.019992 = -70517.108815 nChanged 58 SP:Iteration 26Q (134.139552 sec): 3 clusters Score: Raw -73150.656092 + Penalty 2383.019992 = -70767.636100 nChanged 25 SP:Iteration 27Q (134.185268 sec): 3 clusters Score: Raw -73257.074879 + Penalty 2383.019992 = -70874.054887 nChanged 12 SP:Iteration 28Q (134.225552 sec): 3 clusters Score: Raw -73320.360967 + Penalty 2383.019992 = -70937.340975 nChanged 10 SP:Iteration 29Q (134.273794 sec): 3 clusters Score: Raw -73367.251185 + Penalty 2383.019992 = -70984.231193 nChanged 5 SP:Iteration 30Q (134.317085 sec): 3 clusters Score: Raw -73392.024776 + Penalty 2383.019992 = -71009.004784 nChanged 5 SP:Iteration 31Q (134.361423 sec): 3 clusters Score: Raw -73403.434251 + Penalty 2383.019992 = -71020.414259 nChanged 1 SP:Iteration 32Q (134.411704 sec): 3 clusters Score: Raw -73415.161613 + Penalty 2383.019992 = -71032.141621 nChanged 2 SP:Iteration 33Q (134.451377 sec): 3 clusters Score: Raw -73416.828267 + Penalty 2383.019992 = -71033.808275 nChanged 1 SP:Iteration 34Q (134.498645 sec): 3 clusters Score: Raw -73417.482114 + Penalty 2383.019992 = -71034.462122 nChanged 0 SP:Iteration 35F (134.552152 sec): 3 clusters Score: Raw -73464.118611 + Penalty 2383.019992 = -71081.098619 nChanged 14 SP:Iteration 36Q (134.592095 sec): 3 clusters Score: Raw -73585.224452 + Penalty 2383.019992 = -71202.204461 nChanged 20 SP:Iteration 37Q (134.624243 sec): 3 clusters Score: Raw -73915.986469 + Penalty 2383.019992 = -71532.966477 nChanged 4 SP:Iteration 38Q (134.661667 sec): 3 clusters Score: Raw -73959.924899 + Penalty 2383.019992 = -71576.904907 nChanged 0 SP:Iteration 39F (134.701874 sec): 3 clusters Score: Raw -73959.924899 + Penalty 2383.019992 = -71576.904907 nChanged 0 Score: Raw -11962181.690226 + Penalty 58474.051050 = -11903707.639177 Splitting cluster 15 changes total score from -11842676.197706 to -11903707.639177 So it's getting split into cluster 29. Trying to split cluster 16 (9828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (139.698520 sec): 2 clusters Score: Raw -488118.401665 + Penalty 1493.860994 = -486624.540670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (139.755619 sec): 3 clusters Score: Raw -482656.318350 + Penalty 2987.721988 = -479668.596361 nChanged 4256 SP:Iteration 1F (139.809539 sec): 3 clusters Score: Raw -485739.614409 + Penalty 2987.721988 = -482751.892421 nChanged 1024 SP:Iteration 2F (139.872929 sec): 3 clusters Score: Raw -487189.861208 + Penalty 2987.721988 = -484202.139220 nChanged 1050 SP:Iteration 3F (139.921293 sec): 3 clusters Score: Raw -488553.606552 + Penalty 2987.721988 = -485565.884564 nChanged 837 SP:Iteration 4F (139.992003 sec): 3 clusters Score: Raw -489478.983167 + Penalty 2987.721988 = -486491.261178 nChanged 573 SP:Iteration 5F (140.055226 sec): 3 clusters Score: Raw -490010.043338 + Penalty 2987.721988 = -487022.321349 nChanged 423 SP:Iteration 6Q (140.102819 sec): 3 clusters Score: Raw -490364.294346 + Penalty 2987.721988 = -487376.572357 nChanged 321 SP:Iteration 7Q (140.158788 sec): 3 clusters Score: Raw -490619.249704 + Penalty 2987.721988 = -487631.527716 nChanged 273 SP:Iteration 8Q (140.221887 sec): 3 clusters Score: Raw -491014.236105 + Penalty 2987.721988 = -488026.514116 nChanged 365 SP:Iteration 9Q (140.275895 sec): 3 clusters Score: Raw -492153.999813 + Penalty 2987.721988 = -489166.277825 nChanged 383 SP:Iteration 10Q (140.326316 sec): 3 clusters Score: Raw -492977.139138 + Penalty 2987.721988 = -489989.417150 nChanged 371 SP:Iteration 11Q (140.382627 sec): 3 clusters Score: Raw -493395.830810 + Penalty 2987.721988 = -490408.108822 nChanged 316 SP:Iteration 12Q (140.446523 sec): 3 clusters Score: Raw -493798.052085 + Penalty 2987.721988 = -490810.330096 nChanged 286 SP:Iteration 13Q (140.507005 sec): 3 clusters Score: Raw -494142.314038 + Penalty 2987.721988 = -491154.592050 nChanged 266 SP:Iteration 14Q (140.549009 sec): 3 clusters Score: Raw -494482.854515 + Penalty 2987.721988 = -491495.132527 nChanged 261 SP:Iteration 15Q (140.619805 sec): 3 clusters Score: Raw -494906.783127 + Penalty 2987.721988 = -491919.061139 nChanged 265 SP:Iteration 16Q (140.668081 sec): 3 clusters Score: Raw -495499.670887 + Penalty 2987.721988 = -492511.948899 nChanged 238 SP:Iteration 17Q (140.717871 sec): 3 clusters Score: Raw -496096.251800 + Penalty 2987.721988 = -493108.529812 nChanged 177 SP:Iteration 18Q (140.764138 sec): 3 clusters Score: Raw -496408.626059 + Penalty 2987.721988 = -493420.904071 nChanged 105 SP:Iteration 19Q (140.818769 sec): 3 clusters Score: Raw -496589.641158 + Penalty 2987.721988 = -493601.919169 nChanged 77 SP:Iteration 20F (140.876310 sec): 3 clusters Score: Raw -496895.450395 + Penalty 2987.721988 = -493907.728407 nChanged 107 SP:Iteration 21Q (140.931042 sec): 3 clusters Score: Raw -497203.992038 + Penalty 2987.721988 = -494216.270049 nChanged 99 SP:Iteration 22Q (140.997106 sec): 3 clusters Score: Raw -497337.880445 + Penalty 2987.721988 = -494350.158457 nChanged 68 SP:Iteration 23Q (141.051029 sec): 3 clusters Score: Raw -497383.419098 + Penalty 2987.721988 = -494395.697110 nChanged 26 SP:Iteration 24Q (141.096126 sec): 3 clusters Score: Raw -497393.343758 + Penalty 2987.721988 = -494405.621770 nChanged 14 SP:Iteration 25Q (141.158862 sec): 3 clusters Score: Raw -497398.799646 + Penalty 2987.721988 = -494411.077658 nChanged 11 SP:Iteration 26Q (141.204235 sec): 3 clusters Score: Raw -497400.745506 + Penalty 2987.721988 = -494413.023518 nChanged 8 SP:Iteration 27Q (141.261900 sec): 3 clusters Score: Raw -497402.443143 + Penalty 2987.721988 = -494414.721155 nChanged 4 SP:Iteration 28Q (141.307754 sec): 3 clusters Score: Raw -497402.929732 + Penalty 2987.721988 = -494415.207743 nChanged 1 SP:Iteration 29Q (141.364195 sec): 3 clusters Score: Raw -497403.004131 + Penalty 2987.721988 = -494415.282142 nChanged 1 SP:Iteration 30Q (141.425231 sec): 3 clusters Score: Raw -497403.410261 + Penalty 2987.721988 = -494415.688272 nChanged 2 SP:Iteration 31Q (141.484334 sec): 3 clusters Score: Raw -497403.815972 + Penalty 2987.721988 = -494416.093984 nChanged 1 SP:Iteration 32Q (141.529776 sec): 3 clusters Score: Raw -497403.973032 + Penalty 2987.721988 = -494416.251044 nChanged 0 SP:Iteration 33F (141.586421 sec): 3 clusters Score: Raw -497403.973032 + Penalty 2987.721988 = -494416.251044 nChanged 0 Score: Raw -11971467.261594 + Penalty 60490.397637 = -11910976.863957 Splitting cluster 16 changes total score from -11842676.197706 to -11910976.863957 So it's getting split into cluster 30. Trying to split cluster 17 (3292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (146.671410 sec): 2 clusters Score: Raw -173138.596160 + Penalty 1316.128216 = -171822.467943 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (146.736282 sec): 3 clusters Score: Raw -171578.213383 + Penalty 2632.256433 = -168945.956950 nChanged 1291 SP:Iteration 1F (146.779430 sec): 3 clusters Score: Raw -172466.374930 + Penalty 2632.256433 = -169834.118497 nChanged 321 SP:Iteration 2F (146.826206 sec): 3 clusters Score: Raw -172755.506127 + Penalty 2632.256433 = -170123.249694 nChanged 242 SP:Iteration 3F (146.869488 sec): 3 clusters Score: Raw -172994.453784 + Penalty 2632.256433 = -170362.197351 nChanged 240 SP:Iteration 4F (146.920781 sec): 3 clusters Score: Raw -173278.218985 + Penalty 2632.256433 = -170645.962553 nChanged 205 SP:Iteration 5F (146.963722 sec): 3 clusters Score: Raw -173490.485375 + Penalty 2632.256433 = -170858.228942 nChanged 160 SP:Iteration 6Q (147.023037 sec): 3 clusters Score: Raw -173660.662702 + Penalty 2632.256433 = -171028.406269 nChanged 138 SP:Iteration 7Q (147.066919 sec): 3 clusters Score: Raw -173813.739820 + Penalty 2632.256433 = -171181.483387 nChanged 109 SP:Iteration 8Q (147.120311 sec): 3 clusters Score: Raw -173934.590875 + Penalty 2632.256433 = -171302.334442 nChanged 99 SP:Iteration 9Q (147.176370 sec): 3 clusters Score: Raw -174068.822651 + Penalty 2632.256433 = -171436.566218 nChanged 97 SP:Iteration 10Q (147.216623 sec): 3 clusters Score: Raw -174240.828731 + Penalty 2632.256433 = -171608.572299 nChanged 98 SP:Iteration 11Q (147.259161 sec): 3 clusters Score: Raw -174413.557098 + Penalty 2632.256433 = -171781.300666 nChanged 93 SP:Iteration 12Q (147.301502 sec): 3 clusters Score: Raw -174540.751458 + Penalty 2632.256433 = -171908.495025 nChanged 56 SP:Iteration 13Q (147.338781 sec): 3 clusters Score: Raw -174612.546357 + Penalty 2632.256433 = -171980.289924 nChanged 35 SP:Iteration 14Q (147.386165 sec): 3 clusters Score: Raw -174653.951073 + Penalty 2632.256433 = -172021.694640 nChanged 32 SP:Iteration 15Q (147.429243 sec): 3 clusters Score: Raw -174682.086114 + Penalty 2632.256433 = -172049.829682 nChanged 25 SP:Iteration 16Q (147.472580 sec): 3 clusters Score: Raw -174705.879098 + Penalty 2632.256433 = -172073.622665 nChanged 19 SP:Iteration 17Q (147.519840 sec): 3 clusters Score: Raw -174729.524321 + Penalty 2632.256433 = -172097.267888 nChanged 17 SP:Iteration 18Q (147.569962 sec): 3 clusters Score: Raw -174741.045072 + Penalty 2632.256433 = -172108.788639 nChanged 9 SP:Iteration 19Q (147.615637 sec): 3 clusters Score: Raw -174745.031730 + Penalty 2632.256433 = -172112.775298 nChanged 7 SP:Iteration 20F (147.658844 sec): 3 clusters Score: Raw -174751.384324 + Penalty 2632.256433 = -172119.127891 nChanged 6 SP:Iteration 21Q (147.700885 sec): 3 clusters Score: Raw -174758.553372 + Penalty 2632.256433 = -172126.296939 nChanged 4 SP:Iteration 22Q (147.758664 sec): 3 clusters Score: Raw -174760.790912 + Penalty 2632.256433 = -172128.534480 nChanged 2 SP:Iteration 23Q (147.809938 sec): 3 clusters Score: Raw -174761.420655 + Penalty 2632.256433 = -172129.164223 nChanged 0 SP:Iteration 24F (147.857009 sec): 3 clusters Score: Raw -174761.420655 + Penalty 2632.256433 = -172129.164223 nChanged 0 Score: Raw -11973090.086090 + Penalty 62506.744225 = -11910583.341865 Splitting cluster 17 changes total score from -11842676.197706 to -11910583.341865 So it's getting split into cluster 31. Trying to split cluster 18 (12640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (153.183404 sec): 2 clusters Score: Raw -677383.022101 + Penalty 1534.751021 = -675848.271080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (153.235563 sec): 3 clusters Score: Raw -670009.405261 + Penalty 3069.502042 = -666939.903219 nChanged 5650 SP:Iteration 1F (153.312235 sec): 3 clusters Score: Raw -673312.986117 + Penalty 3069.502042 = -670243.484075 nChanged 779 SP:Iteration 2F (153.370359 sec): 3 clusters Score: Raw -673805.347433 + Penalty 3069.502042 = -670735.845391 nChanged 812 SP:Iteration 3F (153.434122 sec): 3 clusters Score: Raw -674353.788381 + Penalty 3069.502042 = -671284.286339 nChanged 802 SP:Iteration 4F (153.493711 sec): 3 clusters Score: Raw -674910.336854 + Penalty 3069.502042 = -671840.834812 nChanged 762 SP:Iteration 5F (153.557351 sec): 3 clusters Score: Raw -675443.622789 + Penalty 3069.502042 = -672374.120747 nChanged 724 SP:Iteration 6F (153.616903 sec): 3 clusters Score: Raw -675981.617914 + Penalty 3069.502042 = -672912.115872 nChanged 698 SP:Iteration 7F (153.682338 sec): 3 clusters Score: Raw -676467.278592 + Penalty 3069.502042 = -673397.776550 nChanged 607 SP:Iteration 8Q (153.751128 sec): 3 clusters Score: Raw -676866.627398 + Penalty 3069.502042 = -673797.125356 nChanged 509 SP:Iteration 9Q (153.823331 sec): 3 clusters Score: Raw -677280.708750 + Penalty 3069.502042 = -674211.206708 nChanged 506 SP:Iteration 10Q (153.873215 sec): 3 clusters Score: Raw -677897.336968 + Penalty 3069.502042 = -674827.834926 nChanged 598 SP:Iteration 11Q (153.936987 sec): 3 clusters Score: Raw -679034.241040 + Penalty 3069.502042 = -675964.738998 nChanged 725 SP:Iteration 12F (154.002064 sec): 3 clusters Score: Raw -680776.526009 + Penalty 3069.502042 = -677707.023967 nChanged 611 SP:Iteration 13Q (154.050691 sec): 3 clusters Score: Raw -682025.467605 + Penalty 3069.502042 = -678955.965563 nChanged 388 SP:Iteration 14Q (154.112620 sec): 3 clusters Score: Raw -682544.415526 + Penalty 3069.502042 = -679474.913484 nChanged 255 SP:Iteration 15Q (154.178817 sec): 3 clusters Score: Raw -682797.133569 + Penalty 3069.502042 = -679727.631527 nChanged 177 SP:Iteration 16Q (154.236323 sec): 3 clusters Score: Raw -682941.371662 + Penalty 3069.502042 = -679871.869620 nChanged 108 SP:Iteration 17Q (154.305669 sec): 3 clusters Score: Raw -683007.941111 + Penalty 3069.502042 = -679938.439069 nChanged 84 SP:Iteration 18Q (154.369563 sec): 3 clusters Score: Raw -683045.130364 + Penalty 3069.502042 = -679975.628322 nChanged 63 SP:Iteration 19Q (154.419672 sec): 3 clusters Score: Raw -683074.188288 + Penalty 3069.502042 = -680004.686246 nChanged 55 SP:Iteration 20F (154.488801 sec): 3 clusters Score: Raw -683098.562373 + Penalty 3069.502042 = -680029.060331 nChanged 41 SP:Iteration 21Q (154.552091 sec): 3 clusters Score: Raw -683113.126834 + Penalty 3069.502042 = -680043.624792 nChanged 32 SP:Iteration 22Q (154.615237 sec): 3 clusters Score: Raw -683122.845037 + Penalty 3069.502042 = -680053.342995 nChanged 31 SP:Iteration 23Q (154.664190 sec): 3 clusters Score: Raw -683130.039744 + Penalty 3069.502042 = -680060.537702 nChanged 23 SP:Iteration 24Q (154.731957 sec): 3 clusters Score: Raw -683134.965609 + Penalty 3069.502042 = -680065.463567 nChanged 15 SP:Iteration 25Q (154.781497 sec): 3 clusters Score: Raw -683137.977760 + Penalty 3069.502042 = -680068.475718 nChanged 15 SP:Iteration 26Q (154.836152 sec): 3 clusters Score: Raw -683140.304179 + Penalty 3069.502042 = -680070.802137 nChanged 6 SP:Iteration 27Q (154.905406 sec): 3 clusters Score: Raw -683141.080359 + Penalty 3069.502042 = -680071.578317 nChanged 8 SP:Iteration 28Q (154.971836 sec): 3 clusters Score: Raw -683142.240653 + Penalty 3069.502042 = -680072.738611 nChanged 8 SP:Iteration 29Q (155.029622 sec): 3 clusters Score: Raw -683143.576736 + Penalty 3069.502042 = -680074.074694 nChanged 10 SP:Iteration 30Q (155.085340 sec): 3 clusters Score: Raw -683145.554698 + Penalty 3069.502042 = -680076.052656 nChanged 11 SP:Iteration 31Q (155.142989 sec): 3 clusters Score: Raw -683147.038745 + Penalty 3069.502042 = -680077.536703 nChanged 6 SP:Iteration 32Q (155.210114 sec): 3 clusters Score: Raw -683147.926311 + Penalty 3069.502042 = -680078.424269 nChanged 2 SP:Iteration 33Q (155.263653 sec): 3 clusters Score: Raw -683148.330854 + Penalty 3069.502042 = -680078.828812 nChanged 4 SP:Iteration 34Q (155.325274 sec): 3 clusters Score: Raw -683148.872358 + Penalty 3069.502042 = -680079.370316 nChanged 3 SP:Iteration 35Q (155.390988 sec): 3 clusters Score: Raw -683149.128456 + Penalty 3069.502042 = -680079.626414 nChanged 2 SP:Iteration 36Q (155.439984 sec): 3 clusters Score: Raw -683149.401784 + Penalty 3069.502042 = -680079.899742 nChanged 2 SP:Iteration 37Q (155.496324 sec): 3 clusters Score: Raw -683149.793013 + Penalty 3069.502042 = -680080.290971 nChanged 4 SP:Iteration 38Q (155.547521 sec): 3 clusters Score: Raw -683150.323886 + Penalty 3069.502042 = -680080.821844 nChanged 5 SP:Iteration 39Q (155.611111 sec): 3 clusters Score: Raw -683150.803772 + Penalty 3069.502042 = -680081.301730 nChanged 1 SP:Iteration 40F (155.668622 sec): 3 clusters Score: Raw -683150.889130 + Penalty 3069.502042 = -680081.387088 nChanged 1 SP:Iteration 41Q (155.732495 sec): 3 clusters Score: Raw -683151.004886 + Penalty 3069.502042 = -680081.502844 nChanged 3 SP:Iteration 42Q (155.795935 sec): 3 clusters Score: Raw -683151.344523 + Penalty 3069.502042 = -680081.842481 nChanged 1 SP:Iteration 43Q (155.851518 sec): 3 clusters Score: Raw -683151.393877 + Penalty 3069.502042 = -680081.891835 nChanged 0 SP:Iteration 44F (155.917437 sec): 3 clusters Score: Raw -683151.393877 + Penalty 3069.502042 = -680081.891835 nChanged 0 Score: Raw -11978858.457866 + Penalty 64523.090813 = -11914335.367053 Splitting cluster 18 changes total score from -11842676.197706 to -11914335.367053 So it's getting split into cluster 32. Iteration 20F (166.473049 sec): 33 clusters Score: Raw -11988568.880954 + Penalty 64523.090813 = -11924045.790141 nChanged 8312 Iteration 21Q (169.196253 sec): 33 clusters Score: Raw -11993631.688741 + Penalty 64523.090813 = -11929108.597928 nChanged 3609 Iteration 22Q (171.715836 sec): 33 clusters Score: Raw -11995660.130287 + Penalty 64523.090813 = -11931137.039474 nChanged 2570 Iteration 23Q (174.167906 sec): 33 clusters Score: Raw -11996917.596937 + Penalty 64523.090813 = -11932394.506124 nChanged 2108 Iteration 24Q (176.720304 sec): 33 clusters Score: Raw -11997818.696247 + Penalty 64523.090813 = -11933295.605434 nChanged 1768 Iteration 25Q (179.276378 sec): 33 clusters Score: Raw -11998508.410628 + Penalty 64523.090813 = -11933985.319815 nChanged 1574 Iteration 26Q (181.844279 sec): 33 clusters Score: Raw -11999085.465961 + Penalty 64523.090813 = -11934562.375148 nChanged 1473 Iteration 27Q (184.385090 sec): 33 clusters Score: Raw -11999598.076846 + Penalty 64523.090813 = -11935074.986033 nChanged 1390 Iteration 28Q (186.928230 sec): 33 clusters Score: Raw -12000042.865900 + Penalty 64523.090813 = -11935519.775087 nChanged 1236 Iteration 29Q (189.488104 sec): 33 clusters Score: Raw -12000404.406636 + Penalty 64523.090813 = -11935881.315823 nChanged 1114 Iteration 30Q (192.073661 sec): 33 clusters Score: Raw -12000712.934210 + Penalty 64523.090813 = -11936189.843397 nChanged 1055 Iteration 31Q (194.607373 sec): 33 clusters Score: Raw -12001006.987433 + Penalty 64523.090813 = -11936483.896619 nChanged 1010 Iteration 32Q (197.190864 sec): 33 clusters Score: Raw -12001285.457902 + Penalty 64523.090813 = -11936762.367089 nChanged 959 Iteration 33Q (199.795662 sec): 33 clusters Score: Raw -12001515.181078 + Penalty 64523.090813 = -11936992.090265 nChanged 882 Iteration 34Q (202.361022 sec): 33 clusters Score: Raw -12001723.059655 + Penalty 64523.090813 = -11937199.968841 nChanged 823 Iteration 35Q (204.898908 sec): 33 clusters Score: Raw -12001920.968681 + Penalty 64523.090813 = -11937397.877867 nChanged 720 Iteration 36Q (207.464953 sec): 33 clusters Score: Raw -12002138.976699 + Penalty 64523.090813 = -11937615.885886 nChanged 709 Iteration 37Q (209.958977 sec): 33 clusters Score: Raw -12002528.111068 + Penalty 64523.090813 = -11938005.020255 nChanged 651 Iteration 38Q (212.579454 sec): 33 clusters Score: Raw -12003130.884350 + Penalty 64523.090813 = -11938607.793537 nChanged 595 Iteration 39Q (215.128276 sec): 33 clusters Score: Raw -12003311.571336 + Penalty 64523.090813 = -11938788.480523 nChanged 562 Iteration 40F (220.477654 sec): 33 clusters Score: Raw -12003801.180483 + Penalty 64523.090813 = -11939278.089669 nChanged 806 Iteration 41Q (223.059154 sec): 33 clusters Score: Raw -12004209.675315 + Penalty 64523.090813 = -11939686.584501 nChanged 925 Iteration 42Q (225.619715 sec): 33 clusters Score: Raw -12004537.510512 + Penalty 64523.090813 = -11940014.419698 nChanged 928 Iteration 43Q (228.150200 sec): 33 clusters Score: Raw -12004844.669069 + Penalty 64523.090813 = -11940321.578255 nChanged 909 Iteration 44Q (230.651852 sec): 33 clusters Score: Raw -12005107.377401 + Penalty 64523.090813 = -11940584.286588 nChanged 863 Iteration 45Q (233.256565 sec): 33 clusters Score: Raw -12005365.133637 + Penalty 64523.090813 = -11940842.042824 nChanged 874 Iteration 46Q (235.845420 sec): 33 clusters Score: Raw -12005643.037894 + Penalty 64523.090813 = -11941119.947081 nChanged 866 Iteration 47Q (238.406370 sec): 33 clusters Score: Raw -12005914.572468 + Penalty 64523.090813 = -11941391.481655 nChanged 767 Iteration 48Q (240.979795 sec): 33 clusters Score: Raw -12006129.358668 + Penalty 64523.090813 = -11941606.267855 nChanged 705 Iteration 49Q (243.532883 sec): 33 clusters Score: Raw -12006327.374292 + Penalty 64523.090813 = -11941804.283478 nChanged 662 Iteration 50Q (246.116143 sec): 33 clusters Score: Raw -12006503.739342 + Penalty 64523.090813 = -11941980.648528 nChanged 612 Iteration 51Q (248.699037 sec): 33 clusters Score: Raw -12006666.340925 + Penalty 64523.090813 = -11942143.250112 nChanged 563 Iteration 52Q (251.227754 sec): 33 clusters Score: Raw -12006797.494718 + Penalty 64523.090813 = -11942274.403905 nChanged 546 Iteration 53Q (253.810035 sec): 33 clusters Score: Raw -12006926.153462 + Penalty 64523.090813 = -11942403.062649 nChanged 543 Iteration 54Q (256.403418 sec): 33 clusters Score: Raw -12007031.079255 + Penalty 64523.090813 = -11942507.988441 nChanged 462 Iteration 55Q (258.961260 sec): 33 clusters Score: Raw -12007104.178218 + Penalty 64523.090813 = -11942581.087405 nChanged 394 Iteration 56Q (261.552951 sec): 33 clusters Score: Raw -12007164.371326 + Penalty 64523.090813 = -11942641.280513 nChanged 327 Iteration 57Q (264.169442 sec): 33 clusters Score: Raw -12007212.312245 + Penalty 64523.090813 = -11942689.221432 nChanged 286 Iteration 58Q (266.712337 sec): 33 clusters Score: Raw -12007251.163832 + Penalty 64523.090813 = -11942728.073019 nChanged 251 Writing temp clu file Because OldScore, -11942689.221432, is greater than current (better) Score,-11942728.073019 Compute initial score before splitting: Score: Raw -12007251.163832 + Penalty 64523.090813 = -11942728.073019 Trying to split cluster 1 (14300 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (266.827453 sec): 2 clusters Score: Raw -767354.381756 + Penalty 1554.802408 = -765799.579349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (266.891997 sec): 3 clusters Score: Raw -759048.265819 + Penalty 3109.604815 = -755938.661004 nChanged 6297 SP:Iteration 1F (266.953945 sec): 3 clusters Score: Raw -762606.459549 + Penalty 3109.604815 = -759496.854734 nChanged 889 SP:Iteration 2F (267.015130 sec): 3 clusters Score: Raw -763087.059802 + Penalty 3109.604815 = -759977.454987 nChanged 881 SP:Iteration 3F (267.081929 sec): 3 clusters Score: Raw -763660.440669 + Penalty 3109.604815 = -760550.835854 nChanged 959 SP:Iteration 4F (267.152626 sec): 3 clusters Score: Raw -764318.645227 + Penalty 3109.604815 = -761209.040411 nChanged 992 SP:Iteration 5F (267.213784 sec): 3 clusters Score: Raw -764989.354884 + Penalty 3109.604815 = -761879.750068 nChanged 906 SP:Iteration 6F (267.274303 sec): 3 clusters Score: Raw -765494.425118 + Penalty 3109.604815 = -762384.820303 nChanged 773 SP:Iteration 7F (267.338664 sec): 3 clusters Score: Raw -765895.722616 + Penalty 3109.604815 = -762786.117801 nChanged 648 SP:Iteration 8Q (267.404258 sec): 3 clusters Score: Raw -766208.316996 + Penalty 3109.604815 = -763098.712181 nChanged 523 SP:Iteration 9Q (267.472642 sec): 3 clusters Score: Raw -766446.722675 + Penalty 3109.604815 = -763337.117860 nChanged 443 SP:Iteration 10Q (267.524839 sec): 3 clusters Score: Raw -766615.295736 + Penalty 3109.604815 = -763505.690920 nChanged 347 SP:Iteration 11Q (267.595328 sec): 3 clusters Score: Raw -766737.568473 + Penalty 3109.604815 = -763627.963658 nChanged 332 SP:Iteration 12Q (267.669387 sec): 3 clusters Score: Raw -766856.708841 + Penalty 3109.604815 = -763747.104025 nChanged 304 SP:Iteration 13Q (267.739181 sec): 3 clusters Score: Raw -766966.342644 + Penalty 3109.604815 = -763856.737829 nChanged 258 SP:Iteration 14Q (267.803698 sec): 3 clusters Score: Raw -767045.894038 + Penalty 3109.604815 = -763936.289223 nChanged 221 SP:Iteration 15Q (267.875316 sec): 3 clusters Score: Raw -767116.667411 + Penalty 3109.604815 = -764007.062596 nChanged 218 SP:Iteration 16Q (267.934934 sec): 3 clusters Score: Raw -767184.603516 + Penalty 3109.604815 = -764074.998700 nChanged 208 SP:Iteration 17Q (268.003369 sec): 3 clusters Score: Raw -767248.907122 + Penalty 3109.604815 = -764139.302306 nChanged 198 SP:Iteration 18Q (268.081429 sec): 3 clusters Score: Raw -767313.517332 + Penalty 3109.604815 = -764203.912517 nChanged 184 SP:Iteration 19Q (268.139776 sec): 3 clusters Score: Raw -767369.926050 + Penalty 3109.604815 = -764260.321235 nChanged 155 SP:Iteration 20F (268.211740 sec): 3 clusters Score: Raw -767425.334971 + Penalty 3109.604815 = -764315.730155 nChanged 173 SP:Iteration 21Q (268.282383 sec): 3 clusters Score: Raw -767484.809005 + Penalty 3109.604815 = -764375.204190 nChanged 154 SP:Iteration 22Q (268.356128 sec): 3 clusters Score: Raw -767539.639629 + Penalty 3109.604815 = -764430.034814 nChanged 143 SP:Iteration 23Q (268.427793 sec): 3 clusters Score: Raw -767593.282792 + Penalty 3109.604815 = -764483.677977 nChanged 136 SP:Iteration 24Q (268.490449 sec): 3 clusters Score: Raw -767645.381994 + Penalty 3109.604815 = -764535.777179 nChanged 119 SP:Iteration 25Q (268.563174 sec): 3 clusters Score: Raw -767700.088929 + Penalty 3109.604815 = -764590.484113 nChanged 130 SP:Iteration 26Q (268.629490 sec): 3 clusters Score: Raw -767757.221391 + Penalty 3109.604815 = -764647.616576 nChanged 108 SP:Iteration 27Q (268.693266 sec): 3 clusters Score: Raw -767797.848648 + Penalty 3109.604815 = -764688.243833 nChanged 88 SP:Iteration 28Q (268.765344 sec): 3 clusters Score: Raw -767835.023022 + Penalty 3109.604815 = -764725.418207 nChanged 74 SP:Iteration 29Q (268.821554 sec): 3 clusters Score: Raw -767868.015935 + Penalty 3109.604815 = -764758.411120 nChanged 66 SP:Iteration 30Q (268.892985 sec): 3 clusters Score: Raw -767897.722774 + Penalty 3109.604815 = -764788.117959 nChanged 59 SP:Iteration 31Q (268.955150 sec): 3 clusters Score: Raw -767930.279059 + Penalty 3109.604815 = -764820.674244 nChanged 39 SP:Iteration 32Q (269.014931 sec): 3 clusters Score: Raw -767952.483456 + Penalty 3109.604815 = -764842.878641 nChanged 45 SP:Iteration 33Q (269.086123 sec): 3 clusters Score: Raw -767979.618140 + Penalty 3109.604815 = -764870.013324 nChanged 49 SP:Iteration 34Q (269.150096 sec): 3 clusters Score: Raw -768006.413294 + Penalty 3109.604815 = -764896.808479 nChanged 39 SP:Iteration 35Q (269.217382 sec): 3 clusters Score: Raw -768028.194247 + Penalty 3109.604815 = -764918.589432 nChanged 35 SP:Iteration 36Q (269.293810 sec): 3 clusters Score: Raw -768043.892614 + Penalty 3109.604815 = -764934.287799 nChanged 21 SP:Iteration 37Q (269.367068 sec): 3 clusters Score: Raw -768050.211340 + Penalty 3109.604815 = -764940.606524 nChanged 23 SP:Iteration 38Q (269.418346 sec): 3 clusters Score: Raw -768056.742595 + Penalty 3109.604815 = -764947.137780 nChanged 16 SP:Iteration 39Q (269.489613 sec): 3 clusters Score: Raw -768060.794032 + Penalty 3109.604815 = -764951.189217 nChanged 9 SP:Iteration 40F (269.552240 sec): 3 clusters Score: Raw -768063.462964 + Penalty 3109.604815 = -764953.858149 nChanged 12 SP:Iteration 41Q (269.615823 sec): 3 clusters Score: Raw -768067.658288 + Penalty 3109.604815 = -764958.053473 nChanged 10 SP:Iteration 42Q (269.686808 sec): 3 clusters Score: Raw -768070.374752 + Penalty 3109.604815 = -764960.769936 nChanged 6 SP:Iteration 43Q (269.752895 sec): 3 clusters Score: Raw -768071.619841 + Penalty 3109.604815 = -764962.015026 nChanged 1 SP:Iteration 44Q (269.822223 sec): 3 clusters Score: Raw -768072.001655 + Penalty 3109.604815 = -764962.396840 nChanged 3 SP:Iteration 45Q (269.880884 sec): 3 clusters Score: Raw -768073.078266 + Penalty 3109.604815 = -764963.473451 nChanged 3 SP:Iteration 46Q (269.951080 sec): 3 clusters Score: Raw -768074.262722 + Penalty 3109.604815 = -764964.657907 nChanged 5 SP:Iteration 47Q (270.023830 sec): 3 clusters Score: Raw -768075.679611 + Penalty 3109.604815 = -764966.074796 nChanged 4 SP:Iteration 48Q (270.080880 sec): 3 clusters Score: Raw -768077.388122 + Penalty 3109.604815 = -764967.783307 nChanged 5 SP:Iteration 49Q (270.144694 sec): 3 clusters Score: Raw -768078.671712 + Penalty 3109.604815 = -764969.066897 nChanged 2 SP:Iteration 50Q (270.212944 sec): 3 clusters Score: Raw -768079.438021 + Penalty 3109.604815 = -764969.833206 nChanged 4 SP:Iteration 51Q (270.283066 sec): 3 clusters Score: Raw -768080.148597 + Penalty 3109.604815 = -764970.543782 nChanged 2 SP:Iteration 52Q (270.344147 sec): 3 clusters Score: Raw -768080.581389 + Penalty 3109.604815 = -764970.976573 nChanged 1 SP:Iteration 53Q (270.415210 sec): 3 clusters Score: Raw -768080.754497 + Penalty 3109.604815 = -764971.149682 nChanged 0 SP:Iteration 54F (270.479892 sec): 3 clusters Score: Raw -768080.754497 + Penalty 3109.604815 = -764971.149682 nChanged 0 Trying to split cluster 2 (7461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (270.515288 sec): 2 clusters Score: Raw -397969.596479 + Penalty 1449.084769 = -396520.511710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (270.562361 sec): 3 clusters Score: Raw -393877.324193 + Penalty 2898.169538 = -390979.154655 nChanged 3160 SP:Iteration 1F (270.610111 sec): 3 clusters Score: Raw -395701.173252 + Penalty 2898.169538 = -392803.003714 nChanged 529 SP:Iteration 2F (270.659902 sec): 3 clusters Score: Raw -396062.679730 + Penalty 2898.169538 = -393164.510192 nChanged 512 SP:Iteration 3F (270.711165 sec): 3 clusters Score: Raw -396471.648123 + Penalty 2898.169538 = -393573.478585 nChanged 496 SP:Iteration 4F (270.750659 sec): 3 clusters Score: Raw -396921.004413 + Penalty 2898.169538 = -394022.834875 nChanged 469 SP:Iteration 5F (270.810536 sec): 3 clusters Score: Raw -397381.402215 + Penalty 2898.169538 = -394483.232677 nChanged 451 SP:Iteration 6F (270.854785 sec): 3 clusters Score: Raw -397782.284911 + Penalty 2898.169538 = -394884.115373 nChanged 382 SP:Iteration 7F (270.901544 sec): 3 clusters Score: Raw -398083.930314 + Penalty 2898.169538 = -395185.760776 nChanged 306 SP:Iteration 8Q (270.960749 sec): 3 clusters Score: Raw -398291.576272 + Penalty 2898.169538 = -395393.406733 nChanged 209 SP:Iteration 9Q (271.016554 sec): 3 clusters Score: Raw -398413.505401 + Penalty 2898.169538 = -395515.335863 nChanged 152 SP:Iteration 10Q (271.061043 sec): 3 clusters Score: Raw -398486.432710 + Penalty 2898.169538 = -395588.263171 nChanged 124 SP:Iteration 11Q (271.119352 sec): 3 clusters Score: Raw -398546.738047 + Penalty 2898.169538 = -395648.568509 nChanged 128 SP:Iteration 12Q (271.167073 sec): 3 clusters Score: Raw -398618.158525 + Penalty 2898.169538 = -395719.988987 nChanged 105 SP:Iteration 13Q (271.230927 sec): 3 clusters Score: Raw -398674.992874 + Penalty 2898.169538 = -395776.823336 nChanged 103 SP:Iteration 14Q (271.290077 sec): 3 clusters Score: Raw -398740.124509 + Penalty 2898.169538 = -395841.954971 nChanged 134 SP:Iteration 15Q (271.330017 sec): 3 clusters Score: Raw -398826.626922 + Penalty 2898.169538 = -395928.457384 nChanged 151 SP:Iteration 16Q (271.383969 sec): 3 clusters Score: Raw -398976.030030 + Penalty 2898.169538 = -396077.860491 nChanged 215 SP:Iteration 17Q (271.445161 sec): 3 clusters Score: Raw -399284.232437 + Penalty 2898.169538 = -396386.062899 nChanged 255 SP:Iteration 18Q (271.489303 sec): 3 clusters Score: Raw -399741.411940 + Penalty 2898.169538 = -396843.242402 nChanged 269 SP:Iteration 19Q (271.552795 sec): 3 clusters Score: Raw -400094.190981 + Penalty 2898.169538 = -397196.021443 nChanged 243 SP:Iteration 20F (271.588491 sec): 3 clusters Score: Raw -400380.102648 + Penalty 2898.169538 = -397481.933110 nChanged 253 SP:Iteration 21Q (271.643649 sec): 3 clusters Score: Raw -400728.163482 + Penalty 2898.169538 = -397829.993944 nChanged 247 SP:Iteration 22Q (271.683098 sec): 3 clusters Score: Raw -401176.292825 + Penalty 2898.169538 = -398278.123287 nChanged 239 SP:Iteration 23Q (271.739369 sec): 3 clusters Score: Raw -401662.989185 + Penalty 2898.169538 = -398764.819647 nChanged 173 SP:Iteration 24Q (271.792932 sec): 3 clusters Score: Raw -401955.526373 + Penalty 2898.169538 = -399057.356835 nChanged 92 SP:Iteration 25Q (271.842836 sec): 3 clusters Score: Raw -402066.043560 + Penalty 2898.169538 = -399167.874022 nChanged 61 SP:Iteration 26Q (271.892032 sec): 3 clusters Score: Raw -402123.710960 + Penalty 2898.169538 = -399225.541422 nChanged 35 SP:Iteration 27Q (271.951610 sec): 3 clusters Score: Raw -402141.152712 + Penalty 2898.169538 = -399242.983174 nChanged 23 SP:Iteration 28Q (272.006526 sec): 3 clusters Score: Raw -402149.026360 + Penalty 2898.169538 = -399250.856822 nChanged 12 SP:Iteration 29Q (272.058822 sec): 3 clusters Score: Raw -402151.663940 + Penalty 2898.169538 = -399253.494402 nChanged 10 SP:Iteration 30Q (272.109464 sec): 3 clusters Score: Raw -402153.798125 + Penalty 2898.169538 = -399255.628587 nChanged 6 SP:Iteration 31Q (272.157355 sec): 3 clusters Score: Raw -402156.280976 + Penalty 2898.169538 = -399258.111438 nChanged 5 SP:Iteration 32Q (272.211563 sec): 3 clusters Score: Raw -402157.865023 + Penalty 2898.169538 = -399259.695485 nChanged 5 SP:Iteration 33Q (272.265367 sec): 3 clusters Score: Raw -402158.887786 + Penalty 2898.169538 = -399260.718247 nChanged 3 SP:Iteration 34Q (272.308404 sec): 3 clusters Score: Raw -402159.347922 + Penalty 2898.169538 = -399261.178384 nChanged 4 SP:Iteration 35Q (272.367213 sec): 3 clusters Score: Raw -402160.186704 + Penalty 2898.169538 = -399262.017166 nChanged 2 SP:Iteration 36Q (272.418196 sec): 3 clusters Score: Raw -402160.608387 + Penalty 2898.169538 = -399262.438849 nChanged 3 SP:Iteration 37Q (272.467461 sec): 3 clusters Score: Raw -402161.100957 + Penalty 2898.169538 = -399262.931419 nChanged 1 SP:Iteration 38Q (272.534798 sec): 3 clusters Score: Raw -402161.197712 + Penalty 2898.169538 = -399263.028173 nChanged 2 SP:Iteration 39Q (272.578397 sec): 3 clusters Score: Raw -402161.341492 + Penalty 2898.169538 = -399263.171954 nChanged 2 SP:Iteration 40F (272.636991 sec): 3 clusters Score: Raw -402169.181977 + Penalty 2898.169538 = -399271.012439 nChanged 6 SP:Iteration 41Q (272.685345 sec): 3 clusters Score: Raw -402171.775438 + Penalty 2898.169538 = -399273.605900 nChanged 0 SP:Iteration 42F (272.744668 sec): 3 clusters Score: Raw -402171.775438 + Penalty 2898.169538 = -399273.605900 nChanged 0 Score: Raw -12011477.178616 + Penalty 66539.437401 = -11944937.741215 Splitting cluster 2 changes total score from -11942728.073019 to -11944937.741215 So it's getting split into cluster 33. Trying to split cluster 3 (17069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (278.231643 sec): 2 clusters Score: Raw -901396.637523 + Penalty 1583.565625 = -899813.071898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (278.310903 sec): 3 clusters Score: Raw -891454.014298 + Penalty 3167.131250 = -888286.883048 nChanged 7565 SP:Iteration 1F (278.386727 sec): 3 clusters Score: Raw -895529.055744 + Penalty 3167.131250 = -892361.924494 nChanged 982 SP:Iteration 2F (278.448065 sec): 3 clusters Score: Raw -895923.525657 + Penalty 3167.131250 = -892756.394406 nChanged 923 SP:Iteration 3F (278.521088 sec): 3 clusters Score: Raw -896349.624462 + Penalty 3167.131250 = -893182.493212 nChanged 1015 SP:Iteration 4F (278.587713 sec): 3 clusters Score: Raw -896961.316368 + Penalty 3167.131250 = -893794.185117 nChanged 1200 SP:Iteration 5F (278.658118 sec): 3 clusters Score: Raw -897850.170984 + Penalty 3167.131250 = -894683.039733 nChanged 1327 SP:Iteration 6F (278.738483 sec): 3 clusters Score: Raw -898989.554199 + Penalty 3167.131250 = -895822.422948 nChanged 1299 SP:Iteration 7F (278.800982 sec): 3 clusters Score: Raw -900130.343101 + Penalty 3167.131250 = -896963.211850 nChanged 1103 SP:Iteration 8F (278.880125 sec): 3 clusters Score: Raw -900950.446334 + Penalty 3167.131250 = -897783.315084 nChanged 770 SP:Iteration 9Q (278.952939 sec): 3 clusters Score: Raw -901352.796456 + Penalty 3167.131250 = -898185.665205 nChanged 497 SP:Iteration 10Q (279.031901 sec): 3 clusters Score: Raw -901548.178295 + Penalty 3167.131250 = -898381.047045 nChanged 316 SP:Iteration 11Q (279.088906 sec): 3 clusters Score: Raw -901654.389040 + Penalty 3167.131250 = -898487.257790 nChanged 258 SP:Iteration 12Q (279.173079 sec): 3 clusters Score: Raw -901737.937181 + Penalty 3167.131250 = -898570.805931 nChanged 211 SP:Iteration 13Q (279.235561 sec): 3 clusters Score: Raw -901802.122399 + Penalty 3167.131250 = -898634.991148 nChanged 184 SP:Iteration 14Q (279.311043 sec): 3 clusters Score: Raw -901854.589147 + Penalty 3167.131250 = -898687.457897 nChanged 172 SP:Iteration 15Q (279.387897 sec): 3 clusters Score: Raw -901903.812499 + Penalty 3167.131250 = -898736.681249 nChanged 142 SP:Iteration 16Q (279.462393 sec): 3 clusters Score: Raw -901940.923751 + Penalty 3167.131250 = -898773.792500 nChanged 119 SP:Iteration 17Q (279.536591 sec): 3 clusters Score: Raw -901968.794107 + Penalty 3167.131250 = -898801.662856 nChanged 97 SP:Iteration 18Q (279.597134 sec): 3 clusters Score: Raw -901991.018397 + Penalty 3167.131250 = -898823.887146 nChanged 81 SP:Iteration 19Q (279.670193 sec): 3 clusters Score: Raw -902008.820013 + Penalty 3167.131250 = -898841.688762 nChanged 75 SP:Iteration 20F (279.730721 sec): 3 clusters Score: Raw -902027.566850 + Penalty 3167.131250 = -898860.435600 nChanged 75 SP:Iteration 21Q (279.801954 sec): 3 clusters Score: Raw -902042.561204 + Penalty 3167.131250 = -898875.429953 nChanged 49 SP:Iteration 22Q (279.872213 sec): 3 clusters Score: Raw -902050.663059 + Penalty 3167.131250 = -898883.531809 nChanged 34 SP:Iteration 23Q (279.945091 sec): 3 clusters Score: Raw -902055.968408 + Penalty 3167.131250 = -898888.837158 nChanged 26 SP:Iteration 24Q (280.025147 sec): 3 clusters Score: Raw -902061.063302 + Penalty 3167.131250 = -898893.932052 nChanged 26 SP:Iteration 25Q (280.088051 sec): 3 clusters Score: Raw -902065.537379 + Penalty 3167.131250 = -898898.406128 nChanged 22 SP:Iteration 26Q (280.157740 sec): 3 clusters Score: Raw -902069.778836 + Penalty 3167.131250 = -898902.647586 nChanged 26 SP:Iteration 27Q (280.241246 sec): 3 clusters Score: Raw -902074.918398 + Penalty 3167.131250 = -898907.787148 nChanged 29 SP:Iteration 28Q (280.302721 sec): 3 clusters Score: Raw -902080.113486 + Penalty 3167.131250 = -898912.982236 nChanged 21 SP:Iteration 29Q (280.383546 sec): 3 clusters Score: Raw -902083.235485 + Penalty 3167.131250 = -898916.104235 nChanged 22 SP:Iteration 30Q (280.454888 sec): 3 clusters Score: Raw -902086.486987 + Penalty 3167.131250 = -898919.355737 nChanged 23 SP:Iteration 31Q (280.526629 sec): 3 clusters Score: Raw -902090.145280 + Penalty 3167.131250 = -898923.014030 nChanged 19 SP:Iteration 32Q (280.597896 sec): 3 clusters Score: Raw -902092.827599 + Penalty 3167.131250 = -898925.696348 nChanged 15 SP:Iteration 33Q (280.671320 sec): 3 clusters Score: Raw -902095.224714 + Penalty 3167.131250 = -898928.093463 nChanged 14 SP:Iteration 34Q (280.740324 sec): 3 clusters Score: Raw -902097.437558 + Penalty 3167.131250 = -898930.306307 nChanged 23 SP:Iteration 35Q (280.812340 sec): 3 clusters Score: Raw -902100.947813 + Penalty 3167.131250 = -898933.816563 nChanged 19 SP:Iteration 36Q (280.887804 sec): 3 clusters Score: Raw -902103.840643 + Penalty 3167.131250 = -898936.709392 nChanged 16 SP:Iteration 37Q (280.962724 sec): 3 clusters Score: Raw -902106.478360 + Penalty 3167.131250 = -898939.347110 nChanged 18 SP:Iteration 38Q (281.034574 sec): 3 clusters Score: Raw -902109.380041 + Penalty 3167.131250 = -898942.248791 nChanged 10 SP:Iteration 39Q (281.110943 sec): 3 clusters Score: Raw -902110.616252 + Penalty 3167.131250 = -898943.485001 nChanged 13 SP:Iteration 40F (281.191168 sec): 3 clusters Score: Raw -902112.375632 + Penalty 3167.131250 = -898945.244382 nChanged 10 SP:Iteration 41Q (281.257739 sec): 3 clusters Score: Raw -902113.774319 + Penalty 3167.131250 = -898946.643069 nChanged 9 SP:Iteration 42Q (281.329158 sec): 3 clusters Score: Raw -902115.058257 + Penalty 3167.131250 = -898947.927007 nChanged 9 SP:Iteration 43Q (281.400172 sec): 3 clusters Score: Raw -902116.437516 + Penalty 3167.131250 = -898949.306266 nChanged 6 SP:Iteration 44Q (281.479728 sec): 3 clusters Score: Raw -902117.193724 + Penalty 3167.131250 = -898950.062474 nChanged 6 SP:Iteration 45Q (281.554465 sec): 3 clusters Score: Raw -902118.195521 + Penalty 3167.131250 = -898951.064271 nChanged 4 SP:Iteration 46Q (281.630317 sec): 3 clusters Score: Raw -902119.020175 + Penalty 3167.131250 = -898951.888925 nChanged 3 SP:Iteration 47Q (281.693956 sec): 3 clusters Score: Raw -902119.418390 + Penalty 3167.131250 = -898952.287140 nChanged 3 SP:Iteration 48Q (281.762402 sec): 3 clusters Score: Raw -902119.680322 + Penalty 3167.131250 = -898952.549072 nChanged 1 SP:Iteration 49Q (281.834353 sec): 3 clusters Score: Raw -902119.950976 + Penalty 3167.131250 = -898952.819726 nChanged 2 SP:Iteration 50Q (281.907640 sec): 3 clusters Score: Raw -902120.204718 + Penalty 3167.131250 = -898953.073468 nChanged 1 SP:Iteration 51Q (281.972729 sec): 3 clusters Score: Raw -902120.359795 + Penalty 3167.131250 = -898953.228545 nChanged 0 SP:Iteration 52F (282.047567 sec): 3 clusters Score: Raw -902120.359795 + Penalty 3167.131250 = -898953.228545 nChanged 0 Trying to split cluster 4 (9723 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (282.076859 sec): 2 clusters Score: Raw -513560.878183 + Penalty 1492.115542 = -512068.762640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (282.147294 sec): 3 clusters Score: Raw -508176.219478 + Penalty 2984.231085 = -505191.988393 nChanged 4130 SP:Iteration 1F (282.191651 sec): 3 clusters Score: Raw -510518.926206 + Penalty 2984.231085 = -507534.695121 nChanged 678 SP:Iteration 2F (282.260314 sec): 3 clusters Score: Raw -510929.017666 + Penalty 2984.231085 = -507944.786582 nChanged 658 SP:Iteration 3F (282.310297 sec): 3 clusters Score: Raw -511405.826433 + Penalty 2984.231085 = -508421.595348 nChanged 645 SP:Iteration 4F (282.372358 sec): 3 clusters Score: Raw -511888.337814 + Penalty 2984.231085 = -508904.106729 nChanged 641 SP:Iteration 5F (282.423006 sec): 3 clusters Score: Raw -512322.136529 + Penalty 2984.231085 = -509337.905444 nChanged 539 SP:Iteration 6F (282.477080 sec): 3 clusters Score: Raw -512690.798405 + Penalty 2984.231085 = -509706.567321 nChanged 482 SP:Iteration 7Q (282.547028 sec): 3 clusters Score: Raw -512992.799547 + Penalty 2984.231085 = -510008.568462 nChanged 398 SP:Iteration 8Q (282.600296 sec): 3 clusters Score: Raw -513215.466641 + Penalty 2984.231085 = -510231.235556 nChanged 315 SP:Iteration 9Q (282.664389 sec): 3 clusters Score: Raw -513380.721245 + Penalty 2984.231085 = -510396.490160 nChanged 233 SP:Iteration 10Q (282.724105 sec): 3 clusters Score: Raw -513489.864150 + Penalty 2984.231085 = -510505.633065 nChanged 188 SP:Iteration 11Q (282.783226 sec): 3 clusters Score: Raw -513580.480269 + Penalty 2984.231085 = -510596.249184 nChanged 150 SP:Iteration 12Q (282.847535 sec): 3 clusters Score: Raw -513643.310303 + Penalty 2984.231085 = -510659.079218 nChanged 113 SP:Iteration 13Q (282.906121 sec): 3 clusters Score: Raw -513684.472962 + Penalty 2984.231085 = -510700.241877 nChanged 103 SP:Iteration 14Q (282.965790 sec): 3 clusters Score: Raw -513714.679577 + Penalty 2984.231085 = -510730.448492 nChanged 80 SP:Iteration 15Q (283.018644 sec): 3 clusters Score: Raw -513736.703668 + Penalty 2984.231085 = -510752.472583 nChanged 58 SP:Iteration 16Q (283.079328 sec): 3 clusters Score: Raw -513751.062477 + Penalty 2984.231085 = -510766.831392 nChanged 42 SP:Iteration 17Q (283.135883 sec): 3 clusters Score: Raw -513763.214716 + Penalty 2984.231085 = -510778.983631 nChanged 51 SP:Iteration 18Q (283.192025 sec): 3 clusters Score: Raw -513774.816109 + Penalty 2984.231085 = -510790.585024 nChanged 49 SP:Iteration 19Q (283.257073 sec): 3 clusters Score: Raw -513788.599211 + Penalty 2984.231085 = -510804.368126 nChanged 43 SP:Iteration 20F (283.311941 sec): 3 clusters Score: Raw -513801.480757 + Penalty 2984.231085 = -510817.249672 nChanged 40 SP:Iteration 21Q (283.357014 sec): 3 clusters Score: Raw -513811.853735 + Penalty 2984.231085 = -510827.622650 nChanged 40 SP:Iteration 22Q (283.413465 sec): 3 clusters Score: Raw -513821.125675 + Penalty 2984.231085 = -510836.894590 nChanged 39 SP:Iteration 23Q (283.468210 sec): 3 clusters Score: Raw -513829.418764 + Penalty 2984.231085 = -510845.187679 nChanged 34 SP:Iteration 24Q (283.527020 sec): 3 clusters Score: Raw -513838.035048 + Penalty 2984.231085 = -510853.803963 nChanged 33 SP:Iteration 25Q (283.594909 sec): 3 clusters Score: Raw -513847.371663 + Penalty 2984.231085 = -510863.140578 nChanged 37 SP:Iteration 26Q (283.644393 sec): 3 clusters Score: Raw -513855.831316 + Penalty 2984.231085 = -510871.600232 nChanged 33 SP:Iteration 27Q (283.701212 sec): 3 clusters Score: Raw -513863.128597 + Penalty 2984.231085 = -510878.897512 nChanged 23 SP:Iteration 28Q (283.766134 sec): 3 clusters Score: Raw -513868.479606 + Penalty 2984.231085 = -510884.248521 nChanged 19 SP:Iteration 29Q (283.817768 sec): 3 clusters Score: Raw -513872.913165 + Penalty 2984.231085 = -510888.682080 nChanged 22 SP:Iteration 30Q (283.870479 sec): 3 clusters Score: Raw -513878.384705 + Penalty 2984.231085 = -510894.153621 nChanged 28 SP:Iteration 31Q (283.938185 sec): 3 clusters Score: Raw -513883.513816 + Penalty 2984.231085 = -510899.282731 nChanged 14 SP:Iteration 32Q (283.998197 sec): 3 clusters Score: Raw -513885.922051 + Penalty 2984.231085 = -510901.690966 nChanged 16 SP:Iteration 33Q (284.061487 sec): 3 clusters Score: Raw -513888.831361 + Penalty 2984.231085 = -510904.600276 nChanged 18 SP:Iteration 34Q (284.116132 sec): 3 clusters Score: Raw -513891.983977 + Penalty 2984.231085 = -510907.752892 nChanged 13 SP:Iteration 35Q (284.183039 sec): 3 clusters Score: Raw -513894.410057 + Penalty 2984.231085 = -510910.178972 nChanged 15 SP:Iteration 36Q (284.228131 sec): 3 clusters Score: Raw -513896.721879 + Penalty 2984.231085 = -510912.490794 nChanged 15 SP:Iteration 37Q (284.284799 sec): 3 clusters Score: Raw -513899.066072 + Penalty 2984.231085 = -510914.834987 nChanged 11 SP:Iteration 38Q (284.330640 sec): 3 clusters Score: Raw -513900.722132 + Penalty 2984.231085 = -510916.491047 nChanged 10 SP:Iteration 39Q (284.393533 sec): 3 clusters Score: Raw -513902.682687 + Penalty 2984.231085 = -510918.451603 nChanged 9 SP:Iteration 40F (284.444099 sec): 3 clusters Score: Raw -513904.911168 + Penalty 2984.231085 = -510920.680083 nChanged 6 SP:Iteration 41Q (284.507111 sec): 3 clusters Score: Raw -513905.788657 + Penalty 2984.231085 = -510921.557572 nChanged 2 SP:Iteration 42Q (284.558499 sec): 3 clusters Score: Raw -513906.217102 + Penalty 2984.231085 = -510921.986017 nChanged 4 SP:Iteration 43Q (284.618763 sec): 3 clusters Score: Raw -513906.703494 + Penalty 2984.231085 = -510922.472409 nChanged 4 SP:Iteration 44Q (284.681381 sec): 3 clusters Score: Raw -513907.382456 + Penalty 2984.231085 = -510923.151371 nChanged 5 SP:Iteration 45Q (284.741801 sec): 3 clusters Score: Raw -513908.532141 + Penalty 2984.231085 = -510924.301056 nChanged 6 SP:Iteration 46Q (284.808543 sec): 3 clusters Score: Raw -513909.654629 + Penalty 2984.231085 = -510925.423544 nChanged 6 SP:Iteration 47Q (284.862896 sec): 3 clusters Score: Raw -513911.119198 + Penalty 2984.231085 = -510926.888113 nChanged 7 SP:Iteration 48Q (284.921056 sec): 3 clusters Score: Raw -513912.246343 + Penalty 2984.231085 = -510928.015258 nChanged 12 SP:Iteration 49Q (284.976833 sec): 3 clusters Score: Raw -513914.894166 + Penalty 2984.231085 = -510930.663082 nChanged 10 SP:Iteration 50Q (285.042554 sec): 3 clusters Score: Raw -513916.701373 + Penalty 2984.231085 = -510932.470288 nChanged 7 SP:Iteration 51Q (285.091962 sec): 3 clusters Score: Raw -513918.350130 + Penalty 2984.231085 = -510934.119045 nChanged 9 SP:Iteration 52Q (285.145247 sec): 3 clusters Score: Raw -513920.066205 + Penalty 2984.231085 = -510935.835120 nChanged 5 SP:Iteration 53Q (285.207872 sec): 3 clusters Score: Raw -513921.241254 + Penalty 2984.231085 = -510937.010169 nChanged 4 SP:Iteration 54Q (285.262529 sec): 3 clusters Score: Raw -513922.088945 + Penalty 2984.231085 = -510937.857860 nChanged 6 SP:Iteration 55Q (285.328554 sec): 3 clusters Score: Raw -513923.749208 + Penalty 2984.231085 = -510939.518123 nChanged 7 SP:Iteration 56Q (285.388433 sec): 3 clusters Score: Raw -513925.665416 + Penalty 2984.231085 = -510941.434331 nChanged 5 SP:Iteration 57Q (285.441390 sec): 3 clusters Score: Raw -513926.506124 + Penalty 2984.231085 = -510942.275040 nChanged 4 SP:Iteration 58Q (285.508061 sec): 3 clusters Score: Raw -513927.306555 + Penalty 2984.231085 = -510943.075471 nChanged 4 SP:Iteration 59Q (285.553842 sec): 3 clusters Score: Raw -513928.071769 + Penalty 2984.231085 = -510943.840684 nChanged 6 SP:Iteration 60F (285.616777 sec): 3 clusters Score: Raw -513928.903422 + Penalty 2984.231085 = -510944.672337 nChanged 8 SP:Iteration 61Q (285.674585 sec): 3 clusters Score: Raw -513930.210172 + Penalty 2984.231085 = -510945.979087 nChanged 11 SP:Iteration 62Q (285.727455 sec): 3 clusters Score: Raw -513931.878401 + Penalty 2984.231085 = -510947.647316 nChanged 6 SP:Iteration 63Q (285.793440 sec): 3 clusters Score: Raw -513932.864274 + Penalty 2984.231085 = -510948.633189 nChanged 4 SP:Iteration 64Q (285.854382 sec): 3 clusters Score: Raw -513934.254702 + Penalty 2984.231085 = -510950.023617 nChanged 6 SP:Iteration 65Q (285.913550 sec): 3 clusters Score: Raw -513935.037601 + Penalty 2984.231085 = -510950.806516 nChanged 6 SP:Iteration 66Q (285.964343 sec): 3 clusters Score: Raw -513935.774262 + Penalty 2984.231085 = -510951.543177 nChanged 6 SP:Iteration 67Q (286.031373 sec): 3 clusters Score: Raw -513937.456342 + Penalty 2984.231085 = -510953.225257 nChanged 12 SP:Iteration 68Q (286.082598 sec): 3 clusters Score: Raw -513940.150946 + Penalty 2984.231085 = -510955.919861 nChanged 14 SP:Iteration 69Q (286.137501 sec): 3 clusters Score: Raw -513944.076476 + Penalty 2984.231085 = -510959.845391 nChanged 16 SP:Iteration 70Q (286.187136 sec): 3 clusters Score: Raw -513950.360446 + Penalty 2984.231085 = -510966.129361 nChanged 22 SP:Iteration 71Q (286.246851 sec): 3 clusters Score: Raw -513958.391739 + Penalty 2984.231085 = -510974.160654 nChanged 19 SP:Iteration 72Q (286.307067 sec): 3 clusters Score: Raw -513965.100330 + Penalty 2984.231085 = -510980.869245 nChanged 20 SP:Iteration 73Q (286.365325 sec): 3 clusters Score: Raw -513972.450599 + Penalty 2984.231085 = -510988.219514 nChanged 20 SP:Iteration 74Q (286.422505 sec): 3 clusters Score: Raw -513977.216911 + Penalty 2984.231085 = -510992.985826 nChanged 20 SP:Iteration 75Q (286.489719 sec): 3 clusters Score: Raw -513981.815759 + Penalty 2984.231085 = -510997.584674 nChanged 10 SP:Iteration 76Q (286.547967 sec): 3 clusters Score: Raw -513984.388990 + Penalty 2984.231085 = -511000.157906 nChanged 7 SP:Iteration 77Q (286.601814 sec): 3 clusters Score: Raw -513986.004353 + Penalty 2984.231085 = -511001.773269 nChanged 6 SP:Iteration 78Q (286.654021 sec): 3 clusters Score: Raw -513987.668020 + Penalty 2984.231085 = -511003.436936 nChanged 6 SP:Iteration 79Q (286.712336 sec): 3 clusters Score: Raw -513988.877560 + Penalty 2984.231085 = -511004.646476 nChanged 3 SP:Iteration 80F (286.771160 sec): 3 clusters Score: Raw -513989.404389 + Penalty 2984.231085 = -511005.173304 nChanged 4 SP:Iteration 81Q (286.835005 sec): 3 clusters Score: Raw -513989.875278 + Penalty 2984.231085 = -511005.644193 nChanged 3 SP:Iteration 82Q (286.886339 sec): 3 clusters Score: Raw -513990.542566 + Penalty 2984.231085 = -511006.311481 nChanged 5 SP:Iteration 83Q (286.944944 sec): 3 clusters Score: Raw -513991.481157 + Penalty 2984.231085 = -511007.250072 nChanged 3 SP:Iteration 84Q (287.007142 sec): 3 clusters Score: Raw -513992.120976 + Penalty 2984.231085 = -511007.889891 nChanged 5 SP:Iteration 85Q (287.049394 sec): 3 clusters Score: Raw -513993.767002 + Penalty 2984.231085 = -511009.535917 nChanged 6 SP:Iteration 86Q (287.110191 sec): 3 clusters Score: Raw -513995.632154 + Penalty 2984.231085 = -511011.401069 nChanged 4 SP:Iteration 87Q (287.156085 sec): 3 clusters Score: Raw -513996.327680 + Penalty 2984.231085 = -511012.096595 nChanged 3 SP:Iteration 88Q (287.215240 sec): 3 clusters Score: Raw -513996.921037 + Penalty 2984.231085 = -511012.689952 nChanged 2 SP:Iteration 89Q (287.270575 sec): 3 clusters Score: Raw -513997.151220 + Penalty 2984.231085 = -511012.920135 nChanged 2 SP:Iteration 90Q (287.330157 sec): 3 clusters Score: Raw -513997.396957 + Penalty 2984.231085 = -511013.165873 nChanged 3 SP:Iteration 91Q (287.387498 sec): 3 clusters Score: Raw -513998.144273 + Penalty 2984.231085 = -511013.913188 nChanged 2 SP:Iteration 92Q (287.428981 sec): 3 clusters Score: Raw -513998.773806 + Penalty 2984.231085 = -511014.542721 nChanged 6 SP:Iteration 93Q (287.486968 sec): 3 clusters Score: Raw -513999.566257 + Penalty 2984.231085 = -511015.335172 nChanged 3 SP:Iteration 94Q (287.549782 sec): 3 clusters Score: Raw -514000.103881 + Penalty 2984.231085 = -511015.872796 nChanged 3 SP:Iteration 95Q (287.606517 sec): 3 clusters Score: Raw -514000.444310 + Penalty 2984.231085 = -511016.213225 nChanged 1 SP:Iteration 96Q (287.654035 sec): 3 clusters Score: Raw -514000.544216 + Penalty 2984.231085 = -511016.313131 nChanged 1 SP:Iteration 97Q (287.710616 sec): 3 clusters Score: Raw -514000.718710 + Penalty 2984.231085 = -511016.487625 nChanged 1 SP:Iteration 98Q (287.771061 sec): 3 clusters Score: Raw -514000.797932 + Penalty 2984.231085 = -511016.566847 nChanged 0 SP:Iteration 99F (287.836449 sec): 3 clusters Score: Raw -514000.797932 + Penalty 2984.231085 = -511016.566847 nChanged 0 Trying to split cluster 5 (12995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (287.876703 sec): 2 clusters Score: Raw -685645.054257 + Penalty 1539.251991 = -684105.802266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (287.945626 sec): 3 clusters Score: Raw -678083.840429 + Penalty 3078.503983 = -675005.336446 nChanged 5687 SP:Iteration 1F (288.004712 sec): 3 clusters Score: Raw -681187.594504 + Penalty 3078.503983 = -678109.090521 nChanged 829 SP:Iteration 2F (288.078544 sec): 3 clusters Score: Raw -681575.947393 + Penalty 3078.503983 = -678497.443410 nChanged 722 SP:Iteration 3F (288.137614 sec): 3 clusters Score: Raw -681958.761153 + Penalty 3078.503983 = -678880.257170 nChanged 656 SP:Iteration 4F (288.204303 sec): 3 clusters Score: Raw -682289.229491 + Penalty 3078.503983 = -679210.725508 nChanged 628 SP:Iteration 5Q (288.274184 sec): 3 clusters Score: Raw -682674.166989 + Penalty 3078.503983 = -679595.663006 nChanged 686 SP:Iteration 6F (288.339900 sec): 3 clusters Score: Raw -683172.868863 + Penalty 3078.503983 = -680094.364880 nChanged 696 SP:Iteration 7F (288.401993 sec): 3 clusters Score: Raw -683676.102036 + Penalty 3078.503983 = -680597.598054 nChanged 651 SP:Iteration 8F (288.475185 sec): 3 clusters Score: Raw -684139.110058 + Penalty 3078.503983 = -681060.606075 nChanged 606 SP:Iteration 9Q (288.530339 sec): 3 clusters Score: Raw -684574.719808 + Penalty 3078.503983 = -681496.215825 nChanged 525 SP:Iteration 10Q (288.594465 sec): 3 clusters Score: Raw -684961.699642 + Penalty 3078.503983 = -681883.195659 nChanged 477 SP:Iteration 11Q (288.653016 sec): 3 clusters Score: Raw -685306.695835 + Penalty 3078.503983 = -682228.191852 nChanged 398 SP:Iteration 12Q (288.729175 sec): 3 clusters Score: Raw -685553.011718 + Penalty 3078.503983 = -682474.507735 nChanged 305 SP:Iteration 13Q (288.789179 sec): 3 clusters Score: Raw -685722.516643 + Penalty 3078.503983 = -682644.012660 nChanged 248 SP:Iteration 14Q (288.854654 sec): 3 clusters Score: Raw -685863.380462 + Penalty 3078.503983 = -682784.876480 nChanged 206 SP:Iteration 15Q (288.908488 sec): 3 clusters Score: Raw -685956.800870 + Penalty 3078.503983 = -682878.296887 nChanged 150 SP:Iteration 16Q (288.976284 sec): 3 clusters Score: Raw -686022.196434 + Penalty 3078.503983 = -682943.692451 nChanged 113 SP:Iteration 17Q (289.032609 sec): 3 clusters Score: Raw -686062.918688 + Penalty 3078.503983 = -682984.414706 nChanged 101 SP:Iteration 18Q (289.095191 sec): 3 clusters Score: Raw -686094.762118 + Penalty 3078.503983 = -683016.258136 nChanged 82 SP:Iteration 19Q (289.152457 sec): 3 clusters Score: Raw -686120.387774 + Penalty 3078.503983 = -683041.883791 nChanged 75 SP:Iteration 20F (289.221816 sec): 3 clusters Score: Raw -686149.413868 + Penalty 3078.503983 = -683070.909885 nChanged 75 SP:Iteration 21Q (289.278972 sec): 3 clusters Score: Raw -686186.791518 + Penalty 3078.503983 = -683108.287536 nChanged 93 SP:Iteration 22Q (289.332511 sec): 3 clusters Score: Raw -686230.302235 + Penalty 3078.503983 = -683151.798252 nChanged 83 SP:Iteration 23Q (289.407608 sec): 3 clusters Score: Raw -686264.926718 + Penalty 3078.503983 = -683186.422735 nChanged 78 SP:Iteration 24Q (289.461774 sec): 3 clusters Score: Raw -686290.878716 + Penalty 3078.503983 = -683212.374734 nChanged 52 SP:Iteration 25Q (289.525402 sec): 3 clusters Score: Raw -686305.889934 + Penalty 3078.503983 = -683227.385951 nChanged 39 SP:Iteration 26Q (289.582602 sec): 3 clusters Score: Raw -686314.595297 + Penalty 3078.503983 = -683236.091314 nChanged 34 SP:Iteration 27Q (289.642119 sec): 3 clusters Score: Raw -686321.598487 + Penalty 3078.503983 = -683243.094504 nChanged 23 SP:Iteration 28Q (289.714800 sec): 3 clusters Score: Raw -686326.772807 + Penalty 3078.503983 = -683248.268824 nChanged 25 SP:Iteration 29Q (289.765542 sec): 3 clusters Score: Raw -686332.385053 + Penalty 3078.503983 = -683253.881071 nChanged 22 SP:Iteration 30Q (289.826277 sec): 3 clusters Score: Raw -686337.383522 + Penalty 3078.503983 = -683258.879539 nChanged 20 SP:Iteration 31Q (289.885774 sec): 3 clusters Score: Raw -686342.223921 + Penalty 3078.503983 = -683263.719938 nChanged 15 SP:Iteration 32Q (289.945689 sec): 3 clusters Score: Raw -686345.351589 + Penalty 3078.503983 = -683266.847606 nChanged 23 SP:Iteration 33Q (290.008737 sec): 3 clusters Score: Raw -686349.537217 + Penalty 3078.503983 = -683271.033234 nChanged 14 SP:Iteration 34Q (290.082194 sec): 3 clusters Score: Raw -686353.454509 + Penalty 3078.503983 = -683274.950526 nChanged 19 SP:Iteration 35Q (290.137456 sec): 3 clusters Score: Raw -686357.776114 + Penalty 3078.503983 = -683279.272131 nChanged 14 SP:Iteration 36Q (290.194700 sec): 3 clusters Score: Raw -686361.108182 + Penalty 3078.503983 = -683282.604199 nChanged 16 SP:Iteration 37Q (290.262015 sec): 3 clusters Score: Raw -686365.618502 + Penalty 3078.503983 = -683287.114519 nChanged 16 SP:Iteration 38Q (290.334268 sec): 3 clusters Score: Raw -686369.096029 + Penalty 3078.503983 = -683290.592046 nChanged 18 SP:Iteration 39Q (290.396101 sec): 3 clusters Score: Raw -686372.924648 + Penalty 3078.503983 = -683294.420665 nChanged 13 SP:Iteration 40F (290.448850 sec): 3 clusters Score: Raw -686375.823481 + Penalty 3078.503983 = -683297.319499 nChanged 15 SP:Iteration 41Q (290.515262 sec): 3 clusters Score: Raw -686378.543270 + Penalty 3078.503983 = -683300.039287 nChanged 7 SP:Iteration 42Q (290.575185 sec): 3 clusters Score: Raw -686379.746999 + Penalty 3078.503983 = -683301.243016 nChanged 3 SP:Iteration 43Q (290.639120 sec): 3 clusters Score: Raw -686380.168417 + Penalty 3078.503983 = -683301.664434 nChanged 2 SP:Iteration 44Q (290.704419 sec): 3 clusters Score: Raw -686380.742610 + Penalty 3078.503983 = -683302.238627 nChanged 3 SP:Iteration 45Q (290.754889 sec): 3 clusters Score: Raw -686380.981197 + Penalty 3078.503983 = -683302.477214 nChanged 2 SP:Iteration 46Q (290.821635 sec): 3 clusters Score: Raw -686381.326369 + Penalty 3078.503983 = -683302.822386 nChanged 0 SP:Iteration 47F (290.879599 sec): 3 clusters Score: Raw -686381.326369 + Penalty 3078.503983 = -683302.822386 nChanged 0 Trying to split cluster 6 (5399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (290.907128 sec): 2 clusters Score: Raw -278806.036969 + Penalty 1396.519967 = -277409.517002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (290.944390 sec): 3 clusters Score: Raw -275960.338916 + Penalty 2793.039935 = -273167.298981 nChanged 2262 SP:Iteration 1F (290.995503 sec): 3 clusters Score: Raw -277215.480768 + Penalty 2793.039935 = -274422.440833 nChanged 452 SP:Iteration 2F (291.057654 sec): 3 clusters Score: Raw -277566.446284 + Penalty 2793.039935 = -274773.406349 nChanged 423 SP:Iteration 3F (291.102765 sec): 3 clusters Score: Raw -277949.856854 + Penalty 2793.039935 = -275156.816919 nChanged 468 SP:Iteration 4F (291.166149 sec): 3 clusters Score: Raw -278383.512295 + Penalty 2793.039935 = -275590.472360 nChanged 410 SP:Iteration 5F (291.208555 sec): 3 clusters Score: Raw -278765.128653 + Penalty 2793.039935 = -275972.088718 nChanged 340 SP:Iteration 6F (291.253880 sec): 3 clusters Score: Raw -279060.394453 + Penalty 2793.039935 = -276267.354518 nChanged 258 SP:Iteration 7Q (291.303795 sec): 3 clusters Score: Raw -279238.287910 + Penalty 2793.039935 = -276445.247975 nChanged 187 SP:Iteration 8Q (291.366322 sec): 3 clusters Score: Raw -279356.737599 + Penalty 2793.039935 = -276563.697665 nChanged 132 SP:Iteration 9Q (291.419384 sec): 3 clusters Score: Raw -279429.609095 + Penalty 2793.039935 = -276636.569160 nChanged 112 SP:Iteration 10Q (291.465424 sec): 3 clusters Score: Raw -279484.860245 + Penalty 2793.039935 = -276691.820310 nChanged 62 SP:Iteration 11Q (291.509558 sec): 3 clusters Score: Raw -279510.085794 + Penalty 2793.039935 = -276717.045860 nChanged 48 SP:Iteration 12Q (291.572694 sec): 3 clusters Score: Raw -279524.754281 + Penalty 2793.039935 = -276731.714346 nChanged 34 SP:Iteration 13Q (291.615512 sec): 3 clusters Score: Raw -279534.021584 + Penalty 2793.039935 = -276740.981650 nChanged 28 SP:Iteration 14Q (291.663353 sec): 3 clusters Score: Raw -279543.223815 + Penalty 2793.039935 = -276750.183880 nChanged 26 SP:Iteration 15Q (291.712398 sec): 3 clusters Score: Raw -279551.483473 + Penalty 2793.039935 = -276758.443538 nChanged 21 SP:Iteration 16Q (291.769360 sec): 3 clusters Score: Raw -279557.457780 + Penalty 2793.039935 = -276764.417845 nChanged 18 SP:Iteration 17Q (291.825050 sec): 3 clusters Score: Raw -279562.488773 + Penalty 2793.039935 = -276769.448838 nChanged 14 SP:Iteration 18Q (291.873584 sec): 3 clusters Score: Raw -279566.234472 + Penalty 2793.039935 = -276773.194537 nChanged 16 SP:Iteration 19Q (291.921423 sec): 3 clusters Score: Raw -279569.939311 + Penalty 2793.039935 = -276776.899376 nChanged 13 SP:Iteration 20F (291.973236 sec): 3 clusters Score: Raw -279573.232372 + Penalty 2793.039935 = -276780.192437 nChanged 14 SP:Iteration 21Q (292.020766 sec): 3 clusters Score: Raw -279577.894185 + Penalty 2793.039935 = -276784.854251 nChanged 11 SP:Iteration 22Q (292.081558 sec): 3 clusters Score: Raw -279581.455645 + Penalty 2793.039935 = -276788.415710 nChanged 11 SP:Iteration 23Q (292.131580 sec): 3 clusters Score: Raw -279585.655830 + Penalty 2793.039935 = -276792.615896 nChanged 15 SP:Iteration 24Q (292.185383 sec): 3 clusters Score: Raw -279590.410466 + Penalty 2793.039935 = -276797.370531 nChanged 12 SP:Iteration 25Q (292.247907 sec): 3 clusters Score: Raw -279593.602580 + Penalty 2793.039935 = -276800.562645 nChanged 7 SP:Iteration 26Q (292.291773 sec): 3 clusters Score: Raw -279595.180720 + Penalty 2793.039935 = -276802.140785 nChanged 6 SP:Iteration 27Q (292.356393 sec): 3 clusters Score: Raw -279597.055795 + Penalty 2793.039935 = -276804.015860 nChanged 9 SP:Iteration 28Q (292.400720 sec): 3 clusters Score: Raw -279599.869425 + Penalty 2793.039935 = -276806.829490 nChanged 8 SP:Iteration 29Q (292.454228 sec): 3 clusters Score: Raw -279601.726434 + Penalty 2793.039935 = -276808.686499 nChanged 6 SP:Iteration 30Q (292.504258 sec): 3 clusters Score: Raw -279603.010708 + Penalty 2793.039935 = -276809.970774 nChanged 3 SP:Iteration 31Q (292.566701 sec): 3 clusters Score: Raw -279603.535554 + Penalty 2793.039935 = -276810.495619 nChanged 1 SP:Iteration 32Q (292.610204 sec): 3 clusters Score: Raw -279603.640610 + Penalty 2793.039935 = -276810.600675 nChanged 1 SP:Iteration 33Q (292.661974 sec): 3 clusters Score: Raw -279603.815988 + Penalty 2793.039935 = -276810.776053 nChanged 0 SP:Iteration 34F (292.705201 sec): 3 clusters Score: Raw -279603.815988 + Penalty 2793.039935 = -276810.776053 nChanged 0 Trying to split cluster 7 (3607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (292.732555 sec): 2 clusters Score: Raw -128752.904846 + Penalty 1330.977648 = -127421.927197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (292.775056 sec): 3 clusters Score: Raw -127164.471745 + Penalty 2661.955296 = -124502.516448 nChanged 1430 SP:Iteration 1F (292.825488 sec): 3 clusters Score: Raw -128577.108385 + Penalty 2661.955296 = -125915.153089 nChanged 413 SP:Iteration 2F (292.866478 sec): 3 clusters Score: Raw -129195.217225 + Penalty 2661.955296 = -126533.261928 nChanged 329 SP:Iteration 3F (292.922606 sec): 3 clusters Score: Raw -129613.937001 + Penalty 2661.955296 = -126951.981704 nChanged 246 SP:Iteration 4F (292.963251 sec): 3 clusters Score: Raw -129950.468342 + Penalty 2661.955296 = -127288.513046 nChanged 193 SP:Iteration 5F (293.017422 sec): 3 clusters Score: Raw -130141.836716 + Penalty 2661.955296 = -127479.881420 nChanged 123 SP:Iteration 6Q (293.068239 sec): 3 clusters Score: Raw -130231.410538 + Penalty 2661.955296 = -127569.455242 nChanged 65 SP:Iteration 7Q (293.105803 sec): 3 clusters Score: Raw -130267.844920 + Penalty 2661.955296 = -127605.889623 nChanged 38 SP:Iteration 8Q (293.153114 sec): 3 clusters Score: Raw -130283.600275 + Penalty 2661.955296 = -127621.644978 nChanged 33 SP:Iteration 9Q (293.188405 sec): 3 clusters Score: Raw -130300.599117 + Penalty 2661.955296 = -127638.643821 nChanged 22 SP:Iteration 10Q (293.232311 sec): 3 clusters Score: Raw -130309.176804 + Penalty 2661.955296 = -127647.221508 nChanged 16 SP:Iteration 11Q (293.274233 sec): 3 clusters Score: Raw -130315.561842 + Penalty 2661.955296 = -127653.606545 nChanged 9 SP:Iteration 12Q (293.316732 sec): 3 clusters Score: Raw -130318.626874 + Penalty 2661.955296 = -127656.671578 nChanged 8 SP:Iteration 13Q (293.367476 sec): 3 clusters Score: Raw -130320.082615 + Penalty 2661.955296 = -127658.127319 nChanged 1 SP:Iteration 14Q (293.415330 sec): 3 clusters Score: Raw -130320.183375 + Penalty 2661.955296 = -127658.228078 nChanged 1 SP:Iteration 15Q (293.470484 sec): 3 clusters Score: Raw -130320.323745 + Penalty 2661.955296 = -127658.368449 nChanged 0 SP:Iteration 16F (293.517712 sec): 3 clusters Score: Raw -130320.323745 + Penalty 2661.955296 = -127658.368449 nChanged 0 Score: Raw -12013044.597516 + Penalty 68555.783989 = -11944488.813527 Splitting cluster 7 changes total score from -11942728.073019 to -11944488.813527 So it's getting split into cluster 34. Trying to split cluster 8 (3044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (299.571756 sec): 2 clusters Score: Raw -156463.352755 + Penalty 1303.400754 = -155159.952001 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (299.621284 sec): 3 clusters Score: Raw -155020.092273 + Penalty 2606.801509 = -152413.290764 nChanged 1170 SP:Iteration 1F (299.672324 sec): 3 clusters Score: Raw -155674.656000 + Penalty 2606.801509 = -153067.854491 nChanged 213 SP:Iteration 2F (299.718052 sec): 3 clusters Score: Raw -155826.806708 + Penalty 2606.801509 = -153220.005199 nChanged 166 SP:Iteration 3F (299.767099 sec): 3 clusters Score: Raw -155935.529123 + Penalty 2606.801509 = -153328.727615 nChanged 136 SP:Iteration 4Q (299.812298 sec): 3 clusters Score: Raw -156022.216813 + Penalty 2606.801509 = -153415.415304 nChanged 130 SP:Iteration 5Q (299.848271 sec): 3 clusters Score: Raw -156124.145923 + Penalty 2606.801509 = -153517.344415 nChanged 131 SP:Iteration 6Q (299.893084 sec): 3 clusters Score: Raw -156266.708120 + Penalty 2606.801509 = -153659.906611 nChanged 148 SP:Iteration 7Q (299.937277 sec): 3 clusters Score: Raw -156523.787057 + Penalty 2606.801509 = -153916.985549 nChanged 188 SP:Iteration 8F (299.978640 sec): 3 clusters Score: Raw -156817.205436 + Penalty 2606.801509 = -154210.403927 nChanged 157 SP:Iteration 9F (300.022875 sec): 3 clusters Score: Raw -157083.432541 + Penalty 2606.801509 = -154476.631032 nChanged 178 SP:Iteration 10F (300.068979 sec): 3 clusters Score: Raw -157426.750767 + Penalty 2606.801509 = -154819.949259 nChanged 179 SP:Iteration 11F (300.117284 sec): 3 clusters Score: Raw -157846.979106 + Penalty 2606.801509 = -155240.177597 nChanged 178 SP:Iteration 12F (300.152570 sec): 3 clusters Score: Raw -158451.482611 + Penalty 2606.801509 = -155844.681102 nChanged 164 SP:Iteration 13F (300.202629 sec): 3 clusters Score: Raw -159054.530307 + Penalty 2606.801509 = -156447.728798 nChanged 85 SP:Iteration 14Q (300.242824 sec): 3 clusters Score: Raw -159278.627746 + Penalty 2606.801509 = -156671.826238 nChanged 52 SP:Iteration 15Q (300.284380 sec): 3 clusters Score: Raw -159337.427818 + Penalty 2606.801509 = -156730.626309 nChanged 20 SP:Iteration 16Q (300.330900 sec): 3 clusters Score: Raw -159351.485839 + Penalty 2606.801509 = -156744.684330 nChanged 7 SP:Iteration 17Q (300.389142 sec): 3 clusters Score: Raw -159355.510464 + Penalty 2606.801509 = -156748.708955 nChanged 3 SP:Iteration 18Q (300.435765 sec): 3 clusters Score: Raw -159356.879309 + Penalty 2606.801509 = -156750.077800 nChanged 1 SP:Iteration 19Q (300.476093 sec): 3 clusters Score: Raw -159357.576542 + Penalty 2606.801509 = -156750.775034 nChanged 2 SP:Iteration 20F (300.517714 sec): 3 clusters Score: Raw -159359.525586 + Penalty 2606.801509 = -156752.724077 nChanged 4 SP:Iteration 21Q (300.563762 sec): 3 clusters Score: Raw -159361.485012 + Penalty 2606.801509 = -156754.683503 nChanged 1 SP:Iteration 22Q (300.617175 sec): 3 clusters Score: Raw -159361.846974 + Penalty 2606.801509 = -156755.045465 nChanged 2 SP:Iteration 23Q (300.659893 sec): 3 clusters Score: Raw -159362.855182 + Penalty 2606.801509 = -156756.053673 nChanged 3 SP:Iteration 24Q (300.698472 sec): 3 clusters Score: Raw -159364.191154 + Penalty 2606.801509 = -156757.389645 nChanged 0 SP:Iteration 25F (300.740792 sec): 3 clusters Score: Raw -159364.191154 + Penalty 2606.801509 = -156757.389645 nChanged 0 Score: Raw -12015945.435915 + Penalty 70572.130577 = -11945373.305338 Splitting cluster 8 changes total score from -11942728.073019 to -11945373.305338 So it's getting split into cluster 35. Trying to split cluster 9 (3044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (306.914024 sec): 2 clusters Score: Raw -161502.845208 + Penalty 1303.400754 = -160199.444453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (306.968547 sec): 3 clusters Score: Raw -160064.275516 + Penalty 2606.801509 = -157457.474008 nChanged 1159 SP:Iteration 1F (307.011529 sec): 3 clusters Score: Raw -160748.472468 + Penalty 2606.801509 = -158141.670959 nChanged 238 SP:Iteration 2F (307.050331 sec): 3 clusters Score: Raw -160927.511402 + Penalty 2606.801509 = -158320.709894 nChanged 201 SP:Iteration 3F (307.090165 sec): 3 clusters Score: Raw -161109.819724 + Penalty 2606.801509 = -158503.018215 nChanged 184 SP:Iteration 4F (307.136982 sec): 3 clusters Score: Raw -161298.748594 + Penalty 2606.801509 = -158691.947085 nChanged 161 SP:Iteration 5F (307.190433 sec): 3 clusters Score: Raw -161547.052658 + Penalty 2606.801509 = -158940.251150 nChanged 196 SP:Iteration 6F (307.234095 sec): 3 clusters Score: Raw -161889.827919 + Penalty 2606.801509 = -159283.026410 nChanged 182 SP:Iteration 7F (307.277656 sec): 3 clusters Score: Raw -162226.778470 + Penalty 2606.801509 = -159619.976962 nChanged 168 SP:Iteration 8F (307.323037 sec): 3 clusters Score: Raw -162476.524950 + Penalty 2606.801509 = -159869.723442 nChanged 111 SP:Iteration 9Q (307.365532 sec): 3 clusters Score: Raw -162615.315217 + Penalty 2606.801509 = -160008.513708 nChanged 59 SP:Iteration 10Q (307.408073 sec): 3 clusters Score: Raw -162680.679529 + Penalty 2606.801509 = -160073.878020 nChanged 47 SP:Iteration 11Q (307.442951 sec): 3 clusters Score: Raw -162714.952722 + Penalty 2606.801509 = -160108.151213 nChanged 27 SP:Iteration 12Q (307.488221 sec): 3 clusters Score: Raw -162730.259814 + Penalty 2606.801509 = -160123.458305 nChanged 18 SP:Iteration 13Q (307.530307 sec): 3 clusters Score: Raw -162740.348688 + Penalty 2606.801509 = -160133.547179 nChanged 16 SP:Iteration 14Q (307.573579 sec): 3 clusters Score: Raw -162747.932367 + Penalty 2606.801509 = -160141.130858 nChanged 8 SP:Iteration 15Q (307.619070 sec): 3 clusters Score: Raw -162750.662560 + Penalty 2606.801509 = -160143.861052 nChanged 4 SP:Iteration 16Q (307.655299 sec): 3 clusters Score: Raw -162751.746591 + Penalty 2606.801509 = -160144.945082 nChanged 4 SP:Iteration 17Q (307.697753 sec): 3 clusters Score: Raw -162753.720996 + Penalty 2606.801509 = -160146.919487 nChanged 6 SP:Iteration 18Q (307.734940 sec): 3 clusters Score: Raw -162755.585901 + Penalty 2606.801509 = -160148.784392 nChanged 2 SP:Iteration 19Q (307.778262 sec): 3 clusters Score: Raw -162756.087465 + Penalty 2606.801509 = -160149.285956 nChanged 3 SP:Iteration 20F (307.822112 sec): 3 clusters Score: Raw -162756.681581 + Penalty 2606.801509 = -160149.880072 nChanged 0 Trying to split cluster 10 (45131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (307.890482 sec): 2 clusters Score: Raw -2326802.317118 + Penalty 1741.565256 = -2325060.751862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.010183 sec): 3 clusters Score: Raw -2298367.348075 + Penalty 3483.130512 = -2294884.217563 nChanged 21115 SP:Iteration 1F (308.134483 sec): 3 clusters Score: Raw -2311019.467303 + Penalty 3483.130512 = -2307536.336792 nChanged 2389 SP:Iteration 2F (308.247294 sec): 3 clusters Score: Raw -2311978.267386 + Penalty 3483.130512 = -2308495.136874 nChanged 2358 SP:Iteration 3F (308.354346 sec): 3 clusters Score: Raw -2312903.994868 + Penalty 3483.130512 = -2309420.864356 nChanged 2166 SP:Iteration 4Q (308.467683 sec): 3 clusters Score: Raw -2313745.781119 + Penalty 3483.130512 = -2310262.650607 nChanged 2051 SP:Iteration 5Q (308.580753 sec): 3 clusters Score: Raw -2314498.935937 + Penalty 3483.130512 = -2311015.805426 nChanged 1822 SP:Iteration 6Q (308.700971 sec): 3 clusters Score: Raw -2315133.927162 + Penalty 3483.130512 = -2311650.796651 nChanged 1688 SP:Iteration 7Q (308.815236 sec): 3 clusters Score: Raw -2315763.737382 + Penalty 3483.130512 = -2312280.606870 nChanged 1607 SP:Iteration 8Q (308.933056 sec): 3 clusters Score: Raw -2316456.461527 + Penalty 3483.130512 = -2312973.331015 nChanged 1748 SP:Iteration 9Q (309.043147 sec): 3 clusters Score: Raw -2317492.330311 + Penalty 3483.130512 = -2314009.199800 nChanged 2066 SP:Iteration 10Q (309.162070 sec): 3 clusters Score: Raw -2319574.093711 + Penalty 3483.130512 = -2316090.963200 nChanged 2428 SP:Iteration 11F (309.275261 sec): 3 clusters Score: Raw -2324551.665653 + Penalty 3483.130512 = -2321068.535141 nChanged 2557 SP:Iteration 12F (309.381758 sec): 3 clusters Score: Raw -2331890.433394 + Penalty 3483.130512 = -2328407.302882 nChanged 2489 SP:Iteration 13F (309.498527 sec): 3 clusters Score: Raw -2334793.743898 + Penalty 3483.130512 = -2331310.613386 nChanged 2120 SP:Iteration 14Q (309.607586 sec): 3 clusters Score: Raw -2337162.926112 + Penalty 3483.130512 = -2333679.795601 nChanged 1559 SP:Iteration 15Q (309.723416 sec): 3 clusters Score: Raw -2339136.970957 + Penalty 3483.130512 = -2335653.840446 nChanged 831 SP:Iteration 16Q (309.828316 sec): 3 clusters Score: Raw -2340547.643297 + Penalty 3483.130512 = -2337064.512785 nChanged 498 SP:Iteration 17Q (309.935710 sec): 3 clusters Score: Raw -2342457.099827 + Penalty 3483.130512 = -2338973.969315 nChanged 290 SP:Iteration 18Q (310.033144 sec): 3 clusters Score: Raw -2345120.137330 + Penalty 3483.130512 = -2341637.006819 nChanged 110 SP:Iteration 19Q (310.134840 sec): 3 clusters Score: Raw -2347538.733260 + Penalty 3483.130512 = -2344055.602748 nChanged 23 SP:Iteration 20F (310.238025 sec): 3 clusters Score: Raw -2348595.681538 + Penalty 3483.130512 = -2345112.551026 nChanged 2 SP:Iteration 21Q (310.336216 sec): 3 clusters Score: Raw -2348595.746999 + Penalty 3483.130512 = -2345112.616488 nChanged 0 SP:Iteration 22F (310.449172 sec): 3 clusters Score: Raw -2348595.746999 + Penalty 3483.130512 = -2345112.616488 nChanged 0 Score: Raw -12037738.865796 + Penalty 72588.477165 = -11965150.388631 Splitting cluster 10 changes total score from -11942728.073019 to -11965150.388631 So it's getting split into cluster 36. Trying to split cluster 11 (30055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (316.353083 sec): 2 clusters Score: Raw -1574351.733831 + Penalty 1675.502451 = -1572676.231380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (316.439231 sec): 3 clusters Score: Raw -1555830.404816 + Penalty 3351.004903 = -1552479.399914 nChanged 13813 SP:Iteration 1F (316.530146 sec): 3 clusters Score: Raw -1563930.213980 + Penalty 3351.004903 = -1560579.209078 nChanged 1980 SP:Iteration 2F (316.621142 sec): 3 clusters Score: Raw -1564949.883035 + Penalty 3351.004903 = -1561598.878133 nChanged 2090 SP:Iteration 3F (316.702299 sec): 3 clusters Score: Raw -1566331.488461 + Penalty 3351.004903 = -1562980.483558 nChanged 2371 SP:Iteration 4F (316.793828 sec): 3 clusters Score: Raw -1568169.753319 + Penalty 3351.004903 = -1564818.748417 nChanged 2389 SP:Iteration 5F (316.886949 sec): 3 clusters Score: Raw -1570199.243635 + Penalty 3351.004903 = -1566848.238733 nChanged 2160 SP:Iteration 6F (316.981606 sec): 3 clusters Score: Raw -1571972.228422 + Penalty 3351.004903 = -1568621.223520 nChanged 1632 SP:Iteration 7F (317.075463 sec): 3 clusters Score: Raw -1573156.424318 + Penalty 3351.004903 = -1569805.419416 nChanged 1164 SP:Iteration 8Q (317.166841 sec): 3 clusters Score: Raw -1573898.691576 + Penalty 3351.004903 = -1570547.686673 nChanged 812 SP:Iteration 9Q (317.256436 sec): 3 clusters Score: Raw -1574346.778813 + Penalty 3351.004903 = -1570995.773910 nChanged 608 SP:Iteration 10Q (317.342783 sec): 3 clusters Score: Raw -1574649.982552 + Penalty 3351.004903 = -1571298.977650 nChanged 466 SP:Iteration 11Q (317.432471 sec): 3 clusters Score: Raw -1574844.125152 + Penalty 3351.004903 = -1571493.120250 nChanged 309 SP:Iteration 12Q (317.524302 sec): 3 clusters Score: Raw -1574960.957113 + Penalty 3351.004903 = -1571609.952210 nChanged 214 SP:Iteration 13Q (317.612306 sec): 3 clusters Score: Raw -1575024.423751 + Penalty 3351.004903 = -1571673.418848 nChanged 166 SP:Iteration 14Q (317.701689 sec): 3 clusters Score: Raw -1575072.638635 + Penalty 3351.004903 = -1571721.633732 nChanged 130 SP:Iteration 15Q (317.793819 sec): 3 clusters Score: Raw -1575106.779283 + Penalty 3351.004903 = -1571755.774381 nChanged 87 SP:Iteration 16Q (317.893299 sec): 3 clusters Score: Raw -1575129.054767 + Penalty 3351.004903 = -1571778.049864 nChanged 73 SP:Iteration 17Q (317.974408 sec): 3 clusters Score: Raw -1575144.705940 + Penalty 3351.004903 = -1571793.701038 nChanged 82 SP:Iteration 18Q (318.060816 sec): 3 clusters Score: Raw -1575161.306723 + Penalty 3351.004903 = -1571810.301820 nChanged 61 SP:Iteration 19Q (318.153234 sec): 3 clusters Score: Raw -1575173.792831 + Penalty 3351.004903 = -1571822.787928 nChanged 43 SP:Iteration 20F (318.241535 sec): 3 clusters Score: Raw -1575182.408083 + Penalty 3351.004903 = -1571831.403180 nChanged 37 SP:Iteration 21Q (318.331631 sec): 3 clusters Score: Raw -1575189.360717 + Penalty 3351.004903 = -1571838.355815 nChanged 38 SP:Iteration 22Q (318.418304 sec): 3 clusters Score: Raw -1575195.983922 + Penalty 3351.004903 = -1571844.979020 nChanged 33 SP:Iteration 23Q (318.503630 sec): 3 clusters Score: Raw -1575201.257317 + Penalty 3351.004903 = -1571850.252414 nChanged 23 SP:Iteration 24Q (318.587400 sec): 3 clusters Score: Raw -1575205.320201 + Penalty 3351.004903 = -1571854.315299 nChanged 24 SP:Iteration 25Q (318.683264 sec): 3 clusters Score: Raw -1575209.130515 + Penalty 3351.004903 = -1571858.125612 nChanged 23 SP:Iteration 26Q (318.780849 sec): 3 clusters Score: Raw -1575213.253493 + Penalty 3351.004903 = -1571862.248591 nChanged 26 SP:Iteration 27Q (318.874364 sec): 3 clusters Score: Raw -1575217.155921 + Penalty 3351.004903 = -1571866.151018 nChanged 15 SP:Iteration 28Q (318.969622 sec): 3 clusters Score: Raw -1575219.112895 + Penalty 3351.004903 = -1571868.107993 nChanged 7 SP:Iteration 29Q (319.058802 sec): 3 clusters Score: Raw -1575219.983851 + Penalty 3351.004903 = -1571868.978948 nChanged 9 SP:Iteration 30Q (319.151189 sec): 3 clusters Score: Raw -1575221.347055 + Penalty 3351.004903 = -1571870.342152 nChanged 2 SP:Iteration 31Q (319.237776 sec): 3 clusters Score: Raw -1575221.611644 + Penalty 3351.004903 = -1571870.606742 nChanged 4 SP:Iteration 32Q (319.333293 sec): 3 clusters Score: Raw -1575222.047982 + Penalty 3351.004903 = -1571871.043079 nChanged 2 SP:Iteration 33Q (319.430036 sec): 3 clusters Score: Raw -1575222.355703 + Penalty 3351.004903 = -1571871.350800 nChanged 3 SP:Iteration 34Q (319.511866 sec): 3 clusters Score: Raw -1575222.594132 + Penalty 3351.004903 = -1571871.589229 nChanged 1 SP:Iteration 35Q (319.602644 sec): 3 clusters Score: Raw -1575222.630904 + Penalty 3351.004903 = -1571871.626002 nChanged 1 SP:Iteration 36Q (319.693989 sec): 3 clusters Score: Raw -1575222.735916 + Penalty 3351.004903 = -1571871.731014 nChanged 3 SP:Iteration 37Q (319.780498 sec): 3 clusters Score: Raw -1575223.314832 + Penalty 3351.004903 = -1571872.309929 nChanged 4 SP:Iteration 38Q (319.877265 sec): 3 clusters Score: Raw -1575223.867114 + Penalty 3351.004903 = -1571872.862212 nChanged 2 SP:Iteration 39Q (319.967473 sec): 3 clusters Score: Raw -1575224.017174 + Penalty 3351.004903 = -1571873.012272 nChanged 0 SP:Iteration 40F (320.055045 sec): 3 clusters Score: Raw -1575224.017174 + Penalty 3351.004903 = -1571873.012272 nChanged 0 Trying to split cluster 12 (5883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (320.082142 sec): 2 clusters Score: Raw -290813.609531 + Penalty 1410.471094 = -289403.138437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (320.138561 sec): 3 clusters Score: Raw -287660.734573 + Penalty 2820.942187 = -284839.792386 nChanged 2398 SP:Iteration 1F (320.195399 sec): 3 clusters Score: Raw -289054.224836 + Penalty 2820.942187 = -286233.282649 nChanged 477 SP:Iteration 2F (320.232629 sec): 3 clusters Score: Raw -289432.724100 + Penalty 2820.942187 = -286611.781913 nChanged 447 SP:Iteration 3F (320.279969 sec): 3 clusters Score: Raw -289770.210154 + Penalty 2820.942187 = -286949.267967 nChanged 388 SP:Iteration 4F (320.327291 sec): 3 clusters Score: Raw -290057.729838 + Penalty 2820.942187 = -287236.787650 nChanged 333 SP:Iteration 5F (320.390247 sec): 3 clusters Score: Raw -290298.136793 + Penalty 2820.942187 = -287477.194605 nChanged 313 SP:Iteration 6F (320.441134 sec): 3 clusters Score: Raw -290523.265284 + Penalty 2820.942187 = -287702.323097 nChanged 239 SP:Iteration 7Q (320.498900 sec): 3 clusters Score: Raw -290676.727365 + Penalty 2820.942187 = -287855.785178 nChanged 207 SP:Iteration 8Q (320.539598 sec): 3 clusters Score: Raw -290793.347404 + Penalty 2820.942187 = -287972.405217 nChanged 151 SP:Iteration 9Q (320.590568 sec): 3 clusters Score: Raw -290875.898034 + Penalty 2820.942187 = -288054.955847 nChanged 130 SP:Iteration 10Q (320.644298 sec): 3 clusters Score: Raw -290949.045069 + Penalty 2820.942187 = -288128.102881 nChanged 124 SP:Iteration 11Q (320.698348 sec): 3 clusters Score: Raw -291019.561010 + Penalty 2820.942187 = -288198.618822 nChanged 112 SP:Iteration 12Q (320.758743 sec): 3 clusters Score: Raw -291075.598910 + Penalty 2820.942187 = -288254.656722 nChanged 94 SP:Iteration 13Q (320.803270 sec): 3 clusters Score: Raw -291115.358345 + Penalty 2820.942187 = -288294.416158 nChanged 71 SP:Iteration 14Q (320.854415 sec): 3 clusters Score: Raw -291150.826791 + Penalty 2820.942187 = -288329.884604 nChanged 76 SP:Iteration 15Q (320.906341 sec): 3 clusters Score: Raw -291187.091904 + Penalty 2820.942187 = -288366.149717 nChanged 67 SP:Iteration 16Q (320.958091 sec): 3 clusters Score: Raw -291213.566668 + Penalty 2820.942187 = -288392.624481 nChanged 47 SP:Iteration 17Q (321.014218 sec): 3 clusters Score: Raw -291230.349278 + Penalty 2820.942187 = -288409.407090 nChanged 37 SP:Iteration 18Q (321.063558 sec): 3 clusters Score: Raw -291241.973664 + Penalty 2820.942187 = -288421.031476 nChanged 45 SP:Iteration 19Q (321.117184 sec): 3 clusters Score: Raw -291256.294893 + Penalty 2820.942187 = -288435.352706 nChanged 34 SP:Iteration 20F (321.168145 sec): 3 clusters Score: Raw -291270.163169 + Penalty 2820.942187 = -288449.220981 nChanged 34 SP:Iteration 21Q (321.214595 sec): 3 clusters Score: Raw -291285.434032 + Penalty 2820.942187 = -288464.491844 nChanged 40 SP:Iteration 22Q (321.270583 sec): 3 clusters Score: Raw -291303.148337 + Penalty 2820.942187 = -288482.206150 nChanged 54 SP:Iteration 23Q (321.323099 sec): 3 clusters Score: Raw -291326.810634 + Penalty 2820.942187 = -288505.868446 nChanged 61 SP:Iteration 24Q (321.379842 sec): 3 clusters Score: Raw -291352.260053 + Penalty 2820.942187 = -288531.317865 nChanged 62 SP:Iteration 25Q (321.431923 sec): 3 clusters Score: Raw -291378.826720 + Penalty 2820.942187 = -288557.884533 nChanged 44 SP:Iteration 26Q (321.480808 sec): 3 clusters Score: Raw -291395.216294 + Penalty 2820.942187 = -288574.274107 nChanged 46 SP:Iteration 27Q (321.540120 sec): 3 clusters Score: Raw -291409.733879 + Penalty 2820.942187 = -288588.791692 nChanged 28 SP:Iteration 28Q (321.584627 sec): 3 clusters Score: Raw -291416.291802 + Penalty 2820.942187 = -288595.349615 nChanged 27 SP:Iteration 29Q (321.631236 sec): 3 clusters Score: Raw -291423.696269 + Penalty 2820.942187 = -288602.754082 nChanged 22 SP:Iteration 30Q (321.686873 sec): 3 clusters Score: Raw -291429.870906 + Penalty 2820.942187 = -288608.928719 nChanged 20 SP:Iteration 31Q (321.739086 sec): 3 clusters Score: Raw -291435.245327 + Penalty 2820.942187 = -288614.303140 nChanged 14 SP:Iteration 32Q (321.790139 sec): 3 clusters Score: Raw -291438.878837 + Penalty 2820.942187 = -288617.936650 nChanged 18 SP:Iteration 33Q (321.842195 sec): 3 clusters Score: Raw -291442.681561 + Penalty 2820.942187 = -288621.739374 nChanged 10 SP:Iteration 34Q (321.901394 sec): 3 clusters Score: Raw -291445.557115 + Penalty 2820.942187 = -288624.614927 nChanged 10 SP:Iteration 35Q (321.950273 sec): 3 clusters Score: Raw -291447.305346 + Penalty 2820.942187 = -288626.363159 nChanged 12 SP:Iteration 36Q (322.005524 sec): 3 clusters Score: Raw -291449.481862 + Penalty 2820.942187 = -288628.539675 nChanged 10 SP:Iteration 37Q (322.064795 sec): 3 clusters Score: Raw -291451.073870 + Penalty 2820.942187 = -288630.131683 nChanged 7 SP:Iteration 38Q (322.106874 sec): 3 clusters Score: Raw -291452.183205 + Penalty 2820.942187 = -288631.241018 nChanged 3 SP:Iteration 39Q (322.151676 sec): 3 clusters Score: Raw -291452.536475 + Penalty 2820.942187 = -288631.594288 nChanged 1 SP:Iteration 40F (322.214344 sec): 3 clusters Score: Raw -291452.625726 + Penalty 2820.942187 = -288631.683538 nChanged 2 SP:Iteration 41Q (322.263333 sec): 3 clusters Score: Raw -291453.015795 + Penalty 2820.942187 = -288632.073608 nChanged 4 SP:Iteration 42Q (322.320041 sec): 3 clusters Score: Raw -291453.837335 + Penalty 2820.942187 = -288632.895148 nChanged 4 SP:Iteration 43Q (322.365394 sec): 3 clusters Score: Raw -291454.624677 + Penalty 2820.942187 = -288633.682490 nChanged 5 SP:Iteration 44Q (322.405586 sec): 3 clusters Score: Raw -291455.478088 + Penalty 2820.942187 = -288634.535901 nChanged 7 SP:Iteration 45Q (322.464184 sec): 3 clusters Score: Raw -291456.372155 + Penalty 2820.942187 = -288635.429968 nChanged 2 SP:Iteration 46Q (322.521820 sec): 3 clusters Score: Raw -291456.761444 + Penalty 2820.942187 = -288635.819256 nChanged 2 SP:Iteration 47Q (322.570919 sec): 3 clusters Score: Raw -291457.322324 + Penalty 2820.942187 = -288636.380137 nChanged 1 SP:Iteration 48Q (322.619047 sec): 3 clusters Score: Raw -291457.376018 + Penalty 2820.942187 = -288636.433831 nChanged 1 SP:Iteration 49Q (322.675867 sec): 3 clusters Score: Raw -291457.458374 + Penalty 2820.942187 = -288636.516187 nChanged 0 SP:Iteration 50F (322.725372 sec): 3 clusters Score: Raw -291457.458374 + Penalty 2820.942187 = -288636.516187 nChanged 0 Trying to split cluster 13 (1963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (322.745138 sec): 2 clusters Score: Raw -97227.714293 + Penalty 1232.112244 = -95995.602049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (322.794118 sec): 3 clusters Score: Raw -96429.324782 + Penalty 2464.224488 = -93965.100294 nChanged 679 SP:Iteration 1F (322.835104 sec): 3 clusters Score: Raw -96882.191429 + Penalty 2464.224488 = -94417.966941 nChanged 179 SP:Iteration 2F (322.882381 sec): 3 clusters Score: Raw -97126.886784 + Penalty 2464.224488 = -94662.662296 nChanged 139 SP:Iteration 3F (322.934990 sec): 3 clusters Score: Raw -97328.451407 + Penalty 2464.224488 = -94864.226919 nChanged 142 SP:Iteration 4F (322.984131 sec): 3 clusters Score: Raw -97530.018543 + Penalty 2464.224488 = -95065.794055 nChanged 126 SP:Iteration 5F (323.031209 sec): 3 clusters Score: Raw -97681.412243 + Penalty 2464.224488 = -95217.187755 nChanged 110 SP:Iteration 6F (323.075912 sec): 3 clusters Score: Raw -97799.484587 + Penalty 2464.224488 = -95335.260099 nChanged 81 SP:Iteration 7Q (323.129829 sec): 3 clusters Score: Raw -97899.230114 + Penalty 2464.224488 = -95435.005626 nChanged 63 SP:Iteration 8Q (323.181803 sec): 3 clusters Score: Raw -97977.724712 + Penalty 2464.224488 = -95513.500223 nChanged 52 SP:Iteration 9Q (323.219495 sec): 3 clusters Score: Raw -98033.895197 + Penalty 2464.224488 = -95569.670709 nChanged 33 SP:Iteration 10Q (323.268287 sec): 3 clusters Score: Raw -98080.474399 + Penalty 2464.224488 = -95616.249911 nChanged 27 SP:Iteration 11Q (323.318181 sec): 3 clusters Score: Raw -98105.056279 + Penalty 2464.224488 = -95640.831791 nChanged 21 SP:Iteration 12Q (323.350233 sec): 3 clusters Score: Raw -98128.082243 + Penalty 2464.224488 = -95663.857755 nChanged 15 SP:Iteration 13Q (323.393773 sec): 3 clusters Score: Raw -98149.980078 + Penalty 2464.224488 = -95685.755590 nChanged 19 SP:Iteration 14Q (323.448322 sec): 3 clusters Score: Raw -98175.222512 + Penalty 2464.224488 = -95710.998024 nChanged 9 SP:Iteration 15Q (323.495177 sec): 3 clusters Score: Raw -98186.223024 + Penalty 2464.224488 = -95721.998536 nChanged 8 SP:Iteration 16Q (323.535108 sec): 3 clusters Score: Raw -98195.481752 + Penalty 2464.224488 = -95731.257264 nChanged 8 SP:Iteration 17Q (323.578075 sec): 3 clusters Score: Raw -98201.673998 + Penalty 2464.224488 = -95737.449510 nChanged 3 SP:Iteration 18Q (323.623908 sec): 3 clusters Score: Raw -98203.698553 + Penalty 2464.224488 = -95739.474065 nChanged 0 SP:Iteration 19F (323.668466 sec): 3 clusters Score: Raw -98203.698553 + Penalty 2464.224488 = -95739.474065 nChanged 0 Trying to split cluster 14 (602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (323.687681 sec): 2 clusters Score: Raw -29140.730647 + Penalty 1040.041835 = -28100.688812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (323.718936 sec): 3 clusters Score: Raw -29113.901725 + Penalty 2080.083670 = -27033.818055 nChanged 170 SP:Iteration 1F (323.752138 sec): 3 clusters Score: Raw -29403.876889 + Penalty 2080.083670 = -27323.793219 nChanged 50 SP:Iteration 2F (323.795209 sec): 3 clusters Score: Raw -29555.201760 + Penalty 2080.083670 = -27475.118090 nChanged 47 SP:Iteration 3F (323.836279 sec): 3 clusters Score: Raw -29761.501420 + Penalty 2080.083670 = -27681.417750 nChanged 29 SP:Iteration 4Q (323.882095 sec): 3 clusters Score: Raw -29969.465915 + Penalty 2080.083670 = -27889.382245 nChanged 21 SP:Iteration 5Q (323.924315 sec): 3 clusters Score: Raw -30093.086755 + Penalty 2080.083670 = -28013.003085 nChanged 17 SP:Iteration 6Q (323.960563 sec): 3 clusters Score: Raw -30133.952390 + Penalty 2080.083670 = -28053.868720 nChanged 8 SP:Iteration 7Q (324.008973 sec): 3 clusters Score: Raw -30155.994248 + Penalty 2080.083670 = -28075.910578 nChanged 4 SP:Iteration 8Q (324.049298 sec): 3 clusters Score: Raw -30165.968374 + Penalty 2080.083670 = -28085.884704 nChanged 5 SP:Iteration 9Q (324.098828 sec): 3 clusters Score: Raw -30174.775328 + Penalty 2080.083670 = -28094.691658 nChanged 1 SP:Iteration 10Q (324.134854 sec): 3 clusters Score: Raw -30175.827456 + Penalty 2080.083670 = -28095.743786 nChanged 0 SP:Iteration 11F (324.187467 sec): 3 clusters Score: Raw -30175.827456 + Penalty 2080.083670 = -28095.743786 nChanged 0 Trying to split cluster 15 (744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (324.208698 sec): 2 clusters Score: Raw -36978.546680 + Penalty 1074.456668 = -35904.090012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (324.240013 sec): 3 clusters Score: Raw -36803.595279 + Penalty 2148.913336 = -34654.681942 nChanged 205 SP:Iteration 1F (324.276494 sec): 3 clusters Score: Raw -37021.334939 + Penalty 2148.913336 = -34872.421602 nChanged 51 SP:Iteration 2F (324.316552 sec): 3 clusters Score: Raw -37101.682195 + Penalty 2148.913336 = -34952.768858 nChanged 41 SP:Iteration 3F (324.358249 sec): 3 clusters Score: Raw -37197.079673 + Penalty 2148.913336 = -35048.166337 nChanged 49 SP:Iteration 4F (324.397765 sec): 3 clusters Score: Raw -37362.493924 + Penalty 2148.913336 = -35213.580588 nChanged 46 SP:Iteration 5F (324.438535 sec): 3 clusters Score: Raw -37497.048984 + Penalty 2148.913336 = -35348.135648 nChanged 42 SP:Iteration 6F (324.482758 sec): 3 clusters Score: Raw -37561.318788 + Penalty 2148.913336 = -35412.405452 nChanged 23 SP:Iteration 7Q (324.517214 sec): 3 clusters Score: Raw -37592.521837 + Penalty 2148.913336 = -35443.608501 nChanged 13 SP:Iteration 8Q (324.552082 sec): 3 clusters Score: Raw -37611.315665 + Penalty 2148.913336 = -35462.402328 nChanged 13 SP:Iteration 9Q (324.595232 sec): 3 clusters Score: Raw -37631.909460 + Penalty 2148.913336 = -35482.996124 nChanged 5 SP:Iteration 10Q (324.640813 sec): 3 clusters Score: Raw -37637.345113 + Penalty 2148.913336 = -35488.431777 nChanged 2 SP:Iteration 11Q (324.684932 sec): 3 clusters Score: Raw -37639.567494 + Penalty 2148.913336 = -35490.654158 nChanged 3 SP:Iteration 12Q (324.732576 sec): 3 clusters Score: Raw -37644.818183 + Penalty 2148.913336 = -35495.904847 nChanged 3 SP:Iteration 13Q (324.772535 sec): 3 clusters Score: Raw -37649.684005 + Penalty 2148.913336 = -35500.770669 nChanged 2 SP:Iteration 14Q (324.822223 sec): 3 clusters Score: Raw -37651.224514 + Penalty 2148.913336 = -35502.311178 nChanged 2 SP:Iteration 15Q (324.854450 sec): 3 clusters Score: Raw -37654.733059 + Penalty 2148.913336 = -35505.819722 nChanged 2 SP:Iteration 16Q (324.902522 sec): 3 clusters Score: Raw -37656.441409 + Penalty 2148.913336 = -35507.528073 nChanged 0 SP:Iteration 17F (324.942061 sec): 3 clusters Score: Raw -37656.441409 + Penalty 2148.913336 = -35507.528073 nChanged 0 Trying to split cluster 16 (5588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (324.974039 sec): 2 clusters Score: Raw -290138.240203 + Penalty 1402.111217 = -288736.128986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (325.025465 sec): 3 clusters Score: Raw -287210.629211 + Penalty 2804.222434 = -284406.406776 nChanged 2310 SP:Iteration 1F (325.080010 sec): 3 clusters Score: Raw -288575.346371 + Penalty 2804.222434 = -285771.123937 nChanged 421 SP:Iteration 2F (325.126503 sec): 3 clusters Score: Raw -288887.702827 + Penalty 2804.222434 = -286083.480393 nChanged 358 SP:Iteration 3F (325.180048 sec): 3 clusters Score: Raw -289174.888787 + Penalty 2804.222434 = -286370.666353 nChanged 369 SP:Iteration 4F (325.228310 sec): 3 clusters Score: Raw -289501.923343 + Penalty 2804.222434 = -286697.700908 nChanged 383 SP:Iteration 5F (325.268286 sec): 3 clusters Score: Raw -289881.771537 + Penalty 2804.222434 = -287077.549103 nChanged 355 SP:Iteration 6F (325.316990 sec): 3 clusters Score: Raw -290248.399524 + Penalty 2804.222434 = -287444.177090 nChanged 311 SP:Iteration 7F (325.361406 sec): 3 clusters Score: Raw -290570.493575 + Penalty 2804.222434 = -287766.271141 nChanged 239 SP:Iteration 8Q (325.407810 sec): 3 clusters Score: Raw -290807.859558 + Penalty 2804.222434 = -288003.637124 nChanged 187 SP:Iteration 9Q (325.460965 sec): 3 clusters Score: Raw -290992.699715 + Penalty 2804.222434 = -288188.477281 nChanged 158 SP:Iteration 10Q (325.504990 sec): 3 clusters Score: Raw -291131.951151 + Penalty 2804.222434 = -288327.728717 nChanged 105 SP:Iteration 11Q (325.558822 sec): 3 clusters Score: Raw -291211.568560 + Penalty 2804.222434 = -288407.346126 nChanged 74 SP:Iteration 12Q (325.621856 sec): 3 clusters Score: Raw -291255.355871 + Penalty 2804.222434 = -288451.133437 nChanged 63 SP:Iteration 13Q (325.675278 sec): 3 clusters Score: Raw -291297.283725 + Penalty 2804.222434 = -288493.061291 nChanged 55 SP:Iteration 14Q (325.727074 sec): 3 clusters Score: Raw -291330.427430 + Penalty 2804.222434 = -288526.204996 nChanged 37 SP:Iteration 15Q (325.768363 sec): 3 clusters Score: Raw -291348.783130 + Penalty 2804.222434 = -288544.560696 nChanged 29 SP:Iteration 16Q (325.824848 sec): 3 clusters Score: Raw -291360.950488 + Penalty 2804.222434 = -288556.728054 nChanged 23 SP:Iteration 17Q (325.885575 sec): 3 clusters Score: Raw -291370.404014 + Penalty 2804.222434 = -288566.181580 nChanged 17 SP:Iteration 18Q (325.931653 sec): 3 clusters Score: Raw -291377.096940 + Penalty 2804.222434 = -288572.874505 nChanged 16 SP:Iteration 19Q (325.980350 sec): 3 clusters Score: Raw -291382.059050 + Penalty 2804.222434 = -288577.836616 nChanged 13 SP:Iteration 20F (326.042394 sec): 3 clusters Score: Raw -291385.342605 + Penalty 2804.222434 = -288581.120171 nChanged 10 SP:Iteration 21Q (326.081525 sec): 3 clusters Score: Raw -291388.020276 + Penalty 2804.222434 = -288583.797841 nChanged 7 SP:Iteration 22Q (326.140067 sec): 3 clusters Score: Raw -291389.812353 + Penalty 2804.222434 = -288585.589918 nChanged 4 SP:Iteration 23Q (326.181621 sec): 3 clusters Score: Raw -291390.465904 + Penalty 2804.222434 = -288586.243470 nChanged 2 SP:Iteration 24Q (326.227651 sec): 3 clusters Score: Raw -291390.767481 + Penalty 2804.222434 = -288586.545047 nChanged 1 SP:Iteration 25Q (326.276204 sec): 3 clusters Score: Raw -291390.914407 + Penalty 2804.222434 = -288586.691973 nChanged 2 SP:Iteration 26Q (326.328487 sec): 3 clusters Score: Raw -291391.358607 + Penalty 2804.222434 = -288587.136173 nChanged 0 SP:Iteration 27F (326.376270 sec): 3 clusters Score: Raw -291391.358607 + Penalty 2804.222434 = -288587.136173 nChanged 0 Trying to split cluster 17 (1934 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (326.399387 sec): 2 clusters Score: Raw -103643.361317 + Penalty 1229.693672 = -102413.667645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (326.434522 sec): 3 clusters Score: Raw -102837.162332 + Penalty 2459.387345 = -100377.774988 nChanged 694 SP:Iteration 1F (326.472603 sec): 3 clusters Score: Raw -103319.718306 + Penalty 2459.387345 = -100860.330961 nChanged 162 SP:Iteration 2F (326.521598 sec): 3 clusters Score: Raw -103472.671517 + Penalty 2459.387345 = -101013.284173 nChanged 103 SP:Iteration 3F (326.565230 sec): 3 clusters Score: Raw -103554.953395 + Penalty 2459.387345 = -101095.566050 nChanged 71 SP:Iteration 4Q (326.609460 sec): 3 clusters Score: Raw -103607.311432 + Penalty 2459.387345 = -101147.924087 nChanged 56 SP:Iteration 5Q (326.652019 sec): 3 clusters Score: Raw -103643.183977 + Penalty 2459.387345 = -101183.796632 nChanged 47 SP:Iteration 6Q (326.690020 sec): 3 clusters Score: Raw -103683.170558 + Penalty 2459.387345 = -101223.783213 nChanged 47 SP:Iteration 7Q (326.730699 sec): 3 clusters Score: Raw -103723.116872 + Penalty 2459.387345 = -101263.729527 nChanged 46 SP:Iteration 8Q (326.774362 sec): 3 clusters Score: Raw -103756.896772 + Penalty 2459.387345 = -101297.509427 nChanged 37 SP:Iteration 9Q (326.830630 sec): 3 clusters Score: Raw -103785.190943 + Penalty 2459.387345 = -101325.803599 nChanged 48 SP:Iteration 10Q (326.868136 sec): 3 clusters Score: Raw -103817.976262 + Penalty 2459.387345 = -101358.588917 nChanged 33 SP:Iteration 11Q (326.913721 sec): 3 clusters Score: Raw -103841.442149 + Penalty 2459.387345 = -101382.054804 nChanged 39 SP:Iteration 12Q (326.958140 sec): 3 clusters Score: Raw -103867.176567 + Penalty 2459.387345 = -101407.789222 nChanged 29 SP:Iteration 13Q (327.011791 sec): 3 clusters Score: Raw -103884.695250 + Penalty 2459.387345 = -101425.307905 nChanged 25 SP:Iteration 14Q (327.052306 sec): 3 clusters Score: Raw -103901.795504 + Penalty 2459.387345 = -101442.408159 nChanged 26 SP:Iteration 15Q (327.090466 sec): 3 clusters Score: Raw -103917.192625 + Penalty 2459.387345 = -101457.805280 nChanged 21 SP:Iteration 16Q (327.141737 sec): 3 clusters Score: Raw -103930.056220 + Penalty 2459.387345 = -101470.668875 nChanged 20 SP:Iteration 17Q (327.188136 sec): 3 clusters Score: Raw -103941.536187 + Penalty 2459.387345 = -101482.148842 nChanged 16 SP:Iteration 18Q (327.229792 sec): 3 clusters Score: Raw -103952.779433 + Penalty 2459.387345 = -101493.392089 nChanged 19 SP:Iteration 19Q (327.278078 sec): 3 clusters Score: Raw -103967.510889 + Penalty 2459.387345 = -101508.123544 nChanged 21 SP:Iteration 20F (327.319230 sec): 3 clusters Score: Raw -103980.273632 + Penalty 2459.387345 = -101520.886287 nChanged 18 SP:Iteration 21Q (327.365538 sec): 3 clusters Score: Raw -103991.931336 + Penalty 2459.387345 = -101532.543992 nChanged 18 SP:Iteration 22Q (327.415832 sec): 3 clusters Score: Raw -104002.750948 + Penalty 2459.387345 = -101543.363603 nChanged 13 SP:Iteration 23Q (327.466401 sec): 3 clusters Score: Raw -104011.554834 + Penalty 2459.387345 = -101552.167489 nChanged 16 SP:Iteration 24Q (327.503695 sec): 3 clusters Score: Raw -104022.456972 + Penalty 2459.387345 = -101563.069628 nChanged 16 SP:Iteration 25Q (327.545085 sec): 3 clusters Score: Raw -104034.992987 + Penalty 2459.387345 = -101575.605642 nChanged 11 SP:Iteration 26Q (327.599985 sec): 3 clusters Score: Raw -104043.770204 + Penalty 2459.387345 = -101584.382860 nChanged 8 SP:Iteration 27Q (327.646621 sec): 3 clusters Score: Raw -104049.236605 + Penalty 2459.387345 = -101589.849261 nChanged 5 SP:Iteration 28Q (327.690496 sec): 3 clusters Score: Raw -104052.034081 + Penalty 2459.387345 = -101592.646736 nChanged 2 SP:Iteration 29Q (327.728350 sec): 3 clusters Score: Raw -104053.082534 + Penalty 2459.387345 = -101593.695189 nChanged 0 SP:Iteration 30F (327.766847 sec): 3 clusters Score: Raw -104053.082534 + Penalty 2459.387345 = -101593.695189 nChanged 0 Trying to split cluster 18 (8974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (327.811802 sec): 2 clusters Score: Raw -485623.201729 + Penalty 1479.089103 = -484144.112626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (327.861171 sec): 3 clusters Score: Raw -480598.026372 + Penalty 2958.178206 = -477639.848166 nChanged 3834 SP:Iteration 1F (327.925269 sec): 3 clusters Score: Raw -482843.737409 + Penalty 2958.178206 = -479885.559204 nChanged 671 SP:Iteration 2F (327.987492 sec): 3 clusters Score: Raw -483303.295720 + Penalty 2958.178206 = -480345.117514 nChanged 607 SP:Iteration 3F (328.033425 sec): 3 clusters Score: Raw -483691.599884 + Penalty 2958.178206 = -480733.421678 nChanged 524 SP:Iteration 4F (328.098359 sec): 3 clusters Score: Raw -483990.648178 + Penalty 2958.178206 = -481032.469972 nChanged 463 SP:Iteration 5F (328.149824 sec): 3 clusters Score: Raw -484253.750862 + Penalty 2958.178206 = -481295.572656 nChanged 393 SP:Iteration 6Q (328.212099 sec): 3 clusters Score: Raw -484488.733079 + Penalty 2958.178206 = -481530.554873 nChanged 393 SP:Iteration 7Q (328.276873 sec): 3 clusters Score: Raw -484742.192867 + Penalty 2958.178206 = -481784.014661 nChanged 369 SP:Iteration 8Q (328.330446 sec): 3 clusters Score: Raw -485008.407397 + Penalty 2958.178206 = -482050.229192 nChanged 366 SP:Iteration 9Q (328.384963 sec): 3 clusters Score: Raw -485271.050095 + Penalty 2958.178206 = -482312.871889 nChanged 296 SP:Iteration 10Q (328.430333 sec): 3 clusters Score: Raw -485489.837127 + Penalty 2958.178206 = -482531.658921 nChanged 252 SP:Iteration 11Q (328.489929 sec): 3 clusters Score: Raw -485669.367077 + Penalty 2958.178206 = -482711.188872 nChanged 193 SP:Iteration 12Q (328.534631 sec): 3 clusters Score: Raw -485796.828123 + Penalty 2958.178206 = -482838.649917 nChanged 147 SP:Iteration 13Q (328.600874 sec): 3 clusters Score: Raw -485889.173609 + Penalty 2958.178206 = -482930.995404 nChanged 117 SP:Iteration 14Q (328.645957 sec): 3 clusters Score: Raw -485958.827095 + Penalty 2958.178206 = -483000.648889 nChanged 80 SP:Iteration 15Q (328.708174 sec): 3 clusters Score: Raw -486004.188042 + Penalty 2958.178206 = -483046.009836 nChanged 48 SP:Iteration 16Q (328.757411 sec): 3 clusters Score: Raw -486027.874445 + Penalty 2958.178206 = -483069.696239 nChanged 32 SP:Iteration 17Q (328.810567 sec): 3 clusters Score: Raw -486043.432147 + Penalty 2958.178206 = -483085.253941 nChanged 16 SP:Iteration 18Q (328.865886 sec): 3 clusters Score: Raw -486051.583302 + Penalty 2958.178206 = -483093.405096 nChanged 20 SP:Iteration 19Q (328.922674 sec): 3 clusters Score: Raw -486064.013334 + Penalty 2958.178206 = -483105.835129 nChanged 13 SP:Iteration 20F (328.981142 sec): 3 clusters Score: Raw -486075.018325 + Penalty 2958.178206 = -483116.840120 nChanged 11 SP:Iteration 21Q (329.047066 sec): 3 clusters Score: Raw -486081.353929 + Penalty 2958.178206 = -483123.175724 nChanged 9 SP:Iteration 22Q (329.094810 sec): 3 clusters Score: Raw -486087.883013 + Penalty 2958.178206 = -483129.704807 nChanged 11 SP:Iteration 23Q (329.156497 sec): 3 clusters Score: Raw -486092.773219 + Penalty 2958.178206 = -483134.595013 nChanged 7 SP:Iteration 24Q (329.207098 sec): 3 clusters Score: Raw -486096.049636 + Penalty 2958.178206 = -483137.871430 nChanged 5 SP:Iteration 25Q (329.273387 sec): 3 clusters Score: Raw -486097.913031 + Penalty 2958.178206 = -483139.734826 nChanged 5 SP:Iteration 26Q (329.323833 sec): 3 clusters Score: Raw -486100.232471 + Penalty 2958.178206 = -483142.054265 nChanged 4 SP:Iteration 27Q (329.381252 sec): 3 clusters Score: Raw -486102.725613 + Penalty 2958.178206 = -483144.547407 nChanged 2 SP:Iteration 28Q (329.443937 sec): 3 clusters Score: Raw -486103.936521 + Penalty 2958.178206 = -483145.758316 nChanged 4 SP:Iteration 29Q (329.492995 sec): 3 clusters Score: Raw -486104.941594 + Penalty 2958.178206 = -483146.763388 nChanged 1 SP:Iteration 30Q (329.551863 sec): 3 clusters Score: Raw -486105.941743 + Penalty 2958.178206 = -483147.763537 nChanged 2 SP:Iteration 31Q (329.621722 sec): 3 clusters Score: Raw -486107.008917 + Penalty 2958.178206 = -483148.830711 nChanged 3 SP:Iteration 32Q (329.665114 sec): 3 clusters Score: Raw -486108.703865 + Penalty 2958.178206 = -483150.525659 nChanged 1 SP:Iteration 33Q (329.722274 sec): 3 clusters Score: Raw -486109.083871 + Penalty 2958.178206 = -483150.905666 nChanged 1 SP:Iteration 34Q (329.775367 sec): 3 clusters Score: Raw -486109.576420 + Penalty 2958.178206 = -483151.398214 nChanged 0 SP:Iteration 35F (329.817088 sec): 3 clusters Score: Raw -486109.576420 + Penalty 2958.178206 = -483151.398214 nChanged 0 Trying to split cluster 19 (4773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (329.855230 sec): 2 clusters Score: Raw -251803.856902 + Penalty 1376.493677 = -250427.363225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (329.902479 sec): 3 clusters Score: Raw -249336.896334 + Penalty 2752.987353 = -246583.908980 nChanged 1916 SP:Iteration 1F (329.949172 sec): 3 clusters Score: Raw -250428.052148 + Penalty 2752.987353 = -247675.064795 nChanged 391 SP:Iteration 2F (329.997589 sec): 3 clusters Score: Raw -250705.393819 + Penalty 2752.987353 = -247952.406466 nChanged 345 SP:Iteration 3F (330.048258 sec): 3 clusters Score: Raw -250985.029999 + Penalty 2752.987353 = -248232.042646 nChanged 345 SP:Iteration 4F (330.098669 sec): 3 clusters Score: Raw -251339.526427 + Penalty 2752.987353 = -248586.539074 nChanged 362 SP:Iteration 5F (330.148521 sec): 3 clusters Score: Raw -251708.275945 + Penalty 2752.987353 = -248955.288592 nChanged 285 SP:Iteration 6F (330.195036 sec): 3 clusters Score: Raw -251953.515181 + Penalty 2752.987353 = -249200.527828 nChanged 207 SP:Iteration 7Q (330.243783 sec): 3 clusters Score: Raw -252127.509550 + Penalty 2752.987353 = -249374.522196 nChanged 144 SP:Iteration 8Q (330.291153 sec): 3 clusters Score: Raw -252223.632313 + Penalty 2752.987353 = -249470.644960 nChanged 93 SP:Iteration 9Q (330.338012 sec): 3 clusters Score: Raw -252274.854294 + Penalty 2752.987353 = -249521.866941 nChanged 51 SP:Iteration 10Q (330.387567 sec): 3 clusters Score: Raw -252302.465834 + Penalty 2752.987353 = -249549.478481 nChanged 37 SP:Iteration 11Q (330.440865 sec): 3 clusters Score: Raw -252325.199799 + Penalty 2752.987353 = -249572.212446 nChanged 28 SP:Iteration 12Q (330.502278 sec): 3 clusters Score: Raw -252340.048232 + Penalty 2752.987353 = -249587.060879 nChanged 14 SP:Iteration 13Q (330.544170 sec): 3 clusters Score: Raw -252345.910682 + Penalty 2752.987353 = -249592.923329 nChanged 10 SP:Iteration 14Q (330.600829 sec): 3 clusters Score: Raw -252349.640642 + Penalty 2752.987353 = -249596.653289 nChanged 4 SP:Iteration 15Q (330.642521 sec): 3 clusters Score: Raw -252351.208831 + Penalty 2752.987353 = -249598.221478 nChanged 1 SP:Iteration 16Q (330.687316 sec): 3 clusters Score: Raw -252351.849031 + Penalty 2752.987353 = -249598.861678 nChanged 3 SP:Iteration 17Q (330.746029 sec): 3 clusters Score: Raw -252352.809377 + Penalty 2752.987353 = -249599.822024 nChanged 4 SP:Iteration 18Q (330.790724 sec): 3 clusters Score: Raw -252354.292218 + Penalty 2752.987353 = -249601.304865 nChanged 3 SP:Iteration 19Q (330.838625 sec): 3 clusters Score: Raw -252356.093550 + Penalty 2752.987353 = -249603.106197 nChanged 5 SP:Iteration 20F (330.893233 sec): 3 clusters Score: Raw -252359.275503 + Penalty 2752.987353 = -249606.288150 nChanged 5 SP:Iteration 21Q (330.938206 sec): 3 clusters Score: Raw -252361.593438 + Penalty 2752.987353 = -249608.606085 nChanged 4 SP:Iteration 22Q (330.987138 sec): 3 clusters Score: Raw -252364.748807 + Penalty 2752.987353 = -249611.761454 nChanged 1 SP:Iteration 23Q (331.037940 sec): 3 clusters Score: Raw -252365.059544 + Penalty 2752.987353 = -249612.072191 nChanged 1 SP:Iteration 24Q (331.092436 sec): 3 clusters Score: Raw -252365.582097 + Penalty 2752.987353 = -249612.594744 nChanged 1 SP:Iteration 25Q (331.154887 sec): 3 clusters Score: Raw -252366.081394 + Penalty 2752.987353 = -249613.094041 nChanged 1 SP:Iteration 26Q (331.196340 sec): 3 clusters Score: Raw -252367.006411 + Penalty 2752.987353 = -249614.019058 nChanged 1 SP:Iteration 27Q (331.249998 sec): 3 clusters Score: Raw -252367.141500 + Penalty 2752.987353 = -249614.154147 nChanged 0 SP:Iteration 28F (331.282146 sec): 3 clusters Score: Raw -252367.141500 + Penalty 2752.987353 = -249614.154147 nChanged 0 Trying to split cluster 20 (6407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (331.314821 sec): 2 clusters Score: Raw -347623.667349 + Penalty 1424.336294 = -346199.331056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (331.368052 sec): 3 clusters Score: Raw -344246.141613 + Penalty 2848.672587 = -341397.469026 nChanged 2668 SP:Iteration 1F (331.417125 sec): 3 clusters Score: Raw -345966.937124 + Penalty 2848.672587 = -343118.264537 nChanged 598 SP:Iteration 2F (331.486567 sec): 3 clusters Score: Raw -346709.105184 + Penalty 2848.672587 = -343860.432597 nChanged 604 SP:Iteration 3F (331.544360 sec): 3 clusters Score: Raw -347511.417774 + Penalty 2848.672587 = -344662.745187 nChanged 557 SP:Iteration 4F (331.597388 sec): 3 clusters Score: Raw -348063.395778 + Penalty 2848.672587 = -345214.723191 nChanged 440 SP:Iteration 5F (331.657951 sec): 3 clusters Score: Raw -348454.507618 + Penalty 2848.672587 = -345605.835031 nChanged 337 SP:Iteration 6F (331.704873 sec): 3 clusters Score: Raw -348718.029976 + Penalty 2848.672587 = -345869.357389 nChanged 212 SP:Iteration 7Q (331.767271 sec): 3 clusters Score: Raw -348843.290655 + Penalty 2848.672587 = -345994.618068 nChanged 140 SP:Iteration 8Q (331.814564 sec): 3 clusters Score: Raw -348906.301445 + Penalty 2848.672587 = -346057.628858 nChanged 88 SP:Iteration 9Q (331.861158 sec): 3 clusters Score: Raw -348944.577090 + Penalty 2848.672587 = -346095.904503 nChanged 61 SP:Iteration 10Q (331.919601 sec): 3 clusters Score: Raw -348966.278788 + Penalty 2848.672587 = -346117.606201 nChanged 43 SP:Iteration 11Q (331.970061 sec): 3 clusters Score: Raw -348981.330385 + Penalty 2848.672587 = -346132.657798 nChanged 37 SP:Iteration 12Q (332.025781 sec): 3 clusters Score: Raw -348991.367289 + Penalty 2848.672587 = -346142.694702 nChanged 29 SP:Iteration 13Q (332.075313 sec): 3 clusters Score: Raw -348999.790772 + Penalty 2848.672587 = -346151.118185 nChanged 21 SP:Iteration 14Q (332.131223 sec): 3 clusters Score: Raw -349004.748037 + Penalty 2848.672587 = -346156.075449 nChanged 21 SP:Iteration 15Q (332.189433 sec): 3 clusters Score: Raw -349008.588592 + Penalty 2848.672587 = -346159.916005 nChanged 13 SP:Iteration 16Q (332.239547 sec): 3 clusters Score: Raw -349010.757621 + Penalty 2848.672587 = -346162.085034 nChanged 8 SP:Iteration 17Q (332.290801 sec): 3 clusters Score: Raw -349012.013650 + Penalty 2848.672587 = -346163.341063 nChanged 5 SP:Iteration 18Q (332.352928 sec): 3 clusters Score: Raw -349012.808816 + Penalty 2848.672587 = -346164.136228 nChanged 3 SP:Iteration 19Q (332.410833 sec): 3 clusters Score: Raw -349013.429562 + Penalty 2848.672587 = -346164.756975 nChanged 1 SP:Iteration 20F (332.451340 sec): 3 clusters Score: Raw -349013.564951 + Penalty 2848.672587 = -346164.892364 nChanged 1 SP:Iteration 21Q (332.495435 sec): 3 clusters Score: Raw -349013.676761 + Penalty 2848.672587 = -346165.004174 nChanged 2 SP:Iteration 22Q (332.545311 sec): 3 clusters Score: Raw -349013.959553 + Penalty 2848.672587 = -346165.286966 nChanged 5 SP:Iteration 23Q (332.598128 sec): 3 clusters Score: Raw -349014.614562 + Penalty 2848.672587 = -346165.941975 nChanged 4 SP:Iteration 24Q (332.653013 sec): 3 clusters Score: Raw -349015.068129 + Penalty 2848.672587 = -346166.395541 nChanged 3 SP:Iteration 25Q (332.716518 sec): 3 clusters Score: Raw -349015.607376 + Penalty 2848.672587 = -346166.934789 nChanged 3 SP:Iteration 26Q (332.773523 sec): 3 clusters Score: Raw -349015.968481 + Penalty 2848.672587 = -346167.295894 nChanged 2 SP:Iteration 27Q (332.827431 sec): 3 clusters Score: Raw -349016.237983 + Penalty 2848.672587 = -346167.565395 nChanged 0 SP:Iteration 28F (332.879160 sec): 3 clusters Score: Raw -349016.237983 + Penalty 2848.672587 = -346167.565395 nChanged 0 Trying to split cluster 21 (9090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (332.917139 sec): 2 clusters Score: Raw -499168.598266 + Penalty 1481.176155 = -497687.422110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (332.978543 sec): 3 clusters Score: Raw -494082.937911 + Penalty 2962.352311 = -491120.585600 nChanged 3906 SP:Iteration 1F (333.029044 sec): 3 clusters Score: Raw -496287.837346 + Penalty 2962.352311 = -493325.485035 nChanged 640 SP:Iteration 2F (333.085255 sec): 3 clusters Score: Raw -496673.096699 + Penalty 2962.352311 = -493710.744388 nChanged 586 SP:Iteration 3F (333.146198 sec): 3 clusters Score: Raw -497080.936898 + Penalty 2962.352311 = -494118.584588 nChanged 611 SP:Iteration 4F (333.215710 sec): 3 clusters Score: Raw -497588.483734 + Penalty 2962.352311 = -494626.131424 nChanged 643 SP:Iteration 5F (333.272072 sec): 3 clusters Score: Raw -498231.563586 + Penalty 2962.352311 = -495269.211275 nChanged 658 SP:Iteration 6F (333.336141 sec): 3 clusters Score: Raw -498983.230271 + Penalty 2962.352311 = -496020.877960 nChanged 628 SP:Iteration 7F (333.382578 sec): 3 clusters Score: Raw -499661.277688 + Penalty 2962.352311 = -496698.925378 nChanged 514 SP:Iteration 8F (333.445159 sec): 3 clusters Score: Raw -500151.404071 + Penalty 2962.352311 = -497189.051760 nChanged 349 SP:Iteration 9Q (333.497415 sec): 3 clusters Score: Raw -500461.925318 + Penalty 2962.352311 = -497499.573007 nChanged 249 SP:Iteration 10Q (333.559899 sec): 3 clusters Score: Raw -500714.732009 + Penalty 2962.352311 = -497752.379698 nChanged 181 SP:Iteration 11Q (333.600103 sec): 3 clusters Score: Raw -500885.231905 + Penalty 2962.352311 = -497922.879594 nChanged 140 SP:Iteration 12Q (333.660221 sec): 3 clusters Score: Raw -500987.745518 + Penalty 2962.352311 = -498025.393207 nChanged 103 SP:Iteration 13Q (333.723807 sec): 3 clusters Score: Raw -501041.049949 + Penalty 2962.352311 = -498078.697638 nChanged 69 SP:Iteration 14Q (333.777885 sec): 3 clusters Score: Raw -501064.818749 + Penalty 2962.352311 = -498102.466438 nChanged 42 SP:Iteration 15Q (333.831541 sec): 3 clusters Score: Raw -501074.202151 + Penalty 2962.352311 = -498111.849840 nChanged 24 SP:Iteration 16Q (333.885047 sec): 3 clusters Score: Raw -501078.572074 + Penalty 2962.352311 = -498116.219763 nChanged 11 SP:Iteration 17Q (333.947930 sec): 3 clusters Score: Raw -501080.916857 + Penalty 2962.352311 = -498118.564546 nChanged 12 SP:Iteration 18Q (333.995798 sec): 3 clusters Score: Raw -501083.141086 + Penalty 2962.352311 = -498120.788775 nChanged 6 SP:Iteration 19Q (334.060269 sec): 3 clusters Score: Raw -501084.133624 + Penalty 2962.352311 = -498121.781313 nChanged 6 SP:Iteration 20F (334.121941 sec): 3 clusters Score: Raw -501085.009323 + Penalty 2962.352311 = -498122.657012 nChanged 6 SP:Iteration 21Q (334.169215 sec): 3 clusters Score: Raw -501085.800378 + Penalty 2962.352311 = -498123.448067 nChanged 5 SP:Iteration 22Q (334.233638 sec): 3 clusters Score: Raw -501086.192506 + Penalty 2962.352311 = -498123.840195 nChanged 2 SP:Iteration 23Q (334.285168 sec): 3 clusters Score: Raw -501086.270847 + Penalty 2962.352311 = -498123.918536 nChanged 1 SP:Iteration 24Q (334.343808 sec): 3 clusters Score: Raw -501086.398231 + Penalty 2962.352311 = -498124.045920 nChanged 0 SP:Iteration 25F (334.407249 sec): 3 clusters Score: Raw -501086.398231 + Penalty 2962.352311 = -498124.045920 nChanged 0 Score: Raw -12039656.665761 + Penalty 74604.823753 = -11965051.842009 Splitting cluster 21 changes total score from -11942728.073019 to -11965051.842009 So it's getting split into cluster 37. Trying to split cluster 22 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (340.833777 sec): 2 clusters Score: Raw -43746.615573 + Penalty 1089.865130 = -42656.750443 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (340.871123 sec): 3 clusters Score: Raw -43533.886312 + Penalty 2179.730259 = -41354.156053 nChanged 235 SP:Iteration 1F (340.913882 sec): 3 clusters Score: Raw -43772.734280 + Penalty 2179.730259 = -41593.004021 nChanged 69 SP:Iteration 2F (340.956559 sec): 3 clusters Score: Raw -43858.551723 + Penalty 2179.730259 = -41678.821463 nChanged 30 SP:Iteration 3Q (340.978345 sec): 3 clusters Score: Raw -43891.156093 + Penalty 2179.730259 = -41711.425833 nChanged 14 SP:Iteration 4Q (340.983226 sec): 3 clusters Score: Raw -43912.924739 + Penalty 2179.730259 = -41733.194479 nChanged 18 SP:Iteration 5Q (340.988841 sec): 3 clusters Score: Raw -43941.378500 + Penalty 2179.730259 = -41761.648240 nChanged 8 SP:Iteration 6Q (340.993760 sec): 3 clusters Score: Raw -43951.217310 + Penalty 2179.730259 = -41771.487051 nChanged 6 SP:Iteration 7Q (340.998253 sec): 3 clusters Score: Raw -43955.012463 + Penalty 2179.730259 = -41775.282203 nChanged 1 SP:Iteration 8Q (341.002717 sec): 3 clusters Score: Raw -43955.740829 + Penalty 2179.730259 = -41776.010569 nChanged 3 SP:Iteration 9Q (341.007180 sec): 3 clusters Score: Raw -43957.121526 + Penalty 2179.730259 = -41777.391267 nChanged 0 SP:Iteration 10F (341.011706 sec): 3 clusters Score: Raw -43957.121526 + Penalty 2179.730259 = -41777.391267 nChanged 0 Trying to split cluster 23 (6533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (341.057208 sec): 2 clusters Score: Raw -276099.113430 + Penalty 1427.500999 = -274671.612430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (341.115454 sec): 3 clusters Score: Raw -272676.450643 + Penalty 2855.001999 = -269821.448644 nChanged 2738 SP:Iteration 1F (341.162341 sec): 3 clusters Score: Raw -274484.214557 + Penalty 2855.001999 = -271629.212558 nChanged 602 SP:Iteration 2F (341.207366 sec): 3 clusters Score: Raw -275059.144498 + Penalty 2855.001999 = -272204.142499 nChanged 554 SP:Iteration 3F (341.268449 sec): 3 clusters Score: Raw -275657.315972 + Penalty 2855.001999 = -272802.313973 nChanged 508 SP:Iteration 4F (341.318127 sec): 3 clusters Score: Raw -276286.666555 + Penalty 2855.001999 = -273431.664556 nChanged 471 SP:Iteration 5F (341.376790 sec): 3 clusters Score: Raw -276823.496355 + Penalty 2855.001999 = -273968.494356 nChanged 359 SP:Iteration 6F (341.425326 sec): 3 clusters Score: Raw -277133.581318 + Penalty 2855.001999 = -274278.579320 nChanged 248 SP:Iteration 7Q (341.478849 sec): 3 clusters Score: Raw -277316.837243 + Penalty 2855.001999 = -274461.835245 nChanged 180 SP:Iteration 8Q (341.537932 sec): 3 clusters Score: Raw -277429.838433 + Penalty 2855.001999 = -274574.836434 nChanged 131 SP:Iteration 9Q (341.585576 sec): 3 clusters Score: Raw -277497.795406 + Penalty 2855.001999 = -274642.793408 nChanged 84 SP:Iteration 10Q (341.629780 sec): 3 clusters Score: Raw -277535.736867 + Penalty 2855.001999 = -274680.734868 nChanged 69 SP:Iteration 11Q (341.674617 sec): 3 clusters Score: Raw -277563.521045 + Penalty 2855.001999 = -274708.519047 nChanged 54 SP:Iteration 12Q (341.733730 sec): 3 clusters Score: Raw -277583.853415 + Penalty 2855.001999 = -274728.851416 nChanged 48 SP:Iteration 13Q (341.788365 sec): 3 clusters Score: Raw -277599.799373 + Penalty 2855.001999 = -274744.797374 nChanged 42 SP:Iteration 14Q (341.830460 sec): 3 clusters Score: Raw -277614.197776 + Penalty 2855.001999 = -274759.195778 nChanged 53 SP:Iteration 15Q (341.891798 sec): 3 clusters Score: Raw -277630.636048 + Penalty 2855.001999 = -274775.634050 nChanged 39 SP:Iteration 16Q (341.944065 sec): 3 clusters Score: Raw -277644.048908 + Penalty 2855.001999 = -274789.046909 nChanged 41 SP:Iteration 17Q (341.993489 sec): 3 clusters Score: Raw -277656.294723 + Penalty 2855.001999 = -274801.292724 nChanged 32 SP:Iteration 18Q (342.054480 sec): 3 clusters Score: Raw -277668.372259 + Penalty 2855.001999 = -274813.370260 nChanged 37 SP:Iteration 19Q (342.109034 sec): 3 clusters Score: Raw -277678.044445 + Penalty 2855.001999 = -274823.042446 nChanged 22 SP:Iteration 20F (342.163070 sec): 3 clusters Score: Raw -277684.763935 + Penalty 2855.001999 = -274829.761936 nChanged 23 SP:Iteration 21Q (342.212895 sec): 3 clusters Score: Raw -277693.961441 + Penalty 2855.001999 = -274838.959442 nChanged 20 SP:Iteration 22Q (342.256470 sec): 3 clusters Score: Raw -277700.708247 + Penalty 2855.001999 = -274845.706249 nChanged 25 SP:Iteration 23Q (342.313552 sec): 3 clusters Score: Raw -277707.226260 + Penalty 2855.001999 = -274852.224261 nChanged 20 SP:Iteration 24Q (342.368503 sec): 3 clusters Score: Raw -277711.839720 + Penalty 2855.001999 = -274856.837721 nChanged 15 SP:Iteration 25Q (342.413685 sec): 3 clusters Score: Raw -277714.757134 + Penalty 2855.001999 = -274859.755135 nChanged 11 SP:Iteration 26Q (342.468392 sec): 3 clusters Score: Raw -277717.484853 + Penalty 2855.001999 = -274862.482854 nChanged 13 SP:Iteration 27Q (342.519510 sec): 3 clusters Score: Raw -277719.359582 + Penalty 2855.001999 = -274864.357583 nChanged 11 SP:Iteration 28Q (342.581602 sec): 3 clusters Score: Raw -277721.170310 + Penalty 2855.001999 = -274866.168312 nChanged 5 SP:Iteration 29Q (342.635393 sec): 3 clusters Score: Raw -277722.368200 + Penalty 2855.001999 = -274867.366201 nChanged 7 SP:Iteration 30Q (342.682386 sec): 3 clusters Score: Raw -277723.428128 + Penalty 2855.001999 = -274868.426129 nChanged 0 SP:Iteration 31F (342.736840 sec): 3 clusters Score: Raw -277723.428128 + Penalty 2855.001999 = -274868.426129 nChanged 0 Score: Raw -12041280.980459 + Penalty 76621.170341 = -11964659.810118 Splitting cluster 23 changes total score from -11942728.073019 to -11964659.810118 So it's getting split into cluster 38. Trying to split cluster 24 (3673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (349.237036 sec): 2 clusters Score: Raw -196238.520406 + Penalty 1333.924157 = -194904.596249 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (349.287576 sec): 3 clusters Score: Raw -194405.464459 + Penalty 2667.848315 = -191737.616144 nChanged 1414 SP:Iteration 1F (349.328749 sec): 3 clusters Score: Raw -195194.635239 + Penalty 2667.848315 = -192526.786924 nChanged 253 SP:Iteration 2F (349.376406 sec): 3 clusters Score: Raw -195345.676638 + Penalty 2667.848315 = -192677.828323 nChanged 198 SP:Iteration 3F (349.424264 sec): 3 clusters Score: Raw -195446.093477 + Penalty 2667.848315 = -192778.245163 nChanged 133 SP:Iteration 4Q (349.475071 sec): 3 clusters Score: Raw -195513.112553 + Penalty 2667.848315 = -192845.264238 nChanged 129 SP:Iteration 5Q (349.529666 sec): 3 clusters Score: Raw -195579.838497 + Penalty 2667.848315 = -192911.990182 nChanged 112 SP:Iteration 6Q (349.570710 sec): 3 clusters Score: Raw -195649.772826 + Penalty 2667.848315 = -192981.924511 nChanged 106 SP:Iteration 7Q (349.625114 sec): 3 clusters Score: Raw -195739.788618 + Penalty 2667.848315 = -193071.940303 nChanged 110 SP:Iteration 8Q (349.668692 sec): 3 clusters Score: Raw -195822.113692 + Penalty 2667.848315 = -193154.265377 nChanged 95 SP:Iteration 9Q (349.729975 sec): 3 clusters Score: Raw -195897.885539 + Penalty 2667.848315 = -193230.037224 nChanged 97 SP:Iteration 10Q (349.769553 sec): 3 clusters Score: Raw -195988.314878 + Penalty 2667.848315 = -193320.466563 nChanged 106 SP:Iteration 11Q (349.807062 sec): 3 clusters Score: Raw -196102.861892 + Penalty 2667.848315 = -193435.013577 nChanged 124 SP:Iteration 12Q (349.852661 sec): 3 clusters Score: Raw -196194.413977 + Penalty 2667.848315 = -193526.565662 nChanged 90 SP:Iteration 13Q (349.910055 sec): 3 clusters Score: Raw -196260.767348 + Penalty 2667.848315 = -193592.919033 nChanged 97 SP:Iteration 14Q (349.951263 sec): 3 clusters Score: Raw -196318.742940 + Penalty 2667.848315 = -193650.894625 nChanged 91 SP:Iteration 15Q (349.999638 sec): 3 clusters Score: Raw -196386.907162 + Penalty 2667.848315 = -193719.058847 nChanged 101 SP:Iteration 16Q (350.047305 sec): 3 clusters Score: Raw -196470.512098 + Penalty 2667.848315 = -193802.663783 nChanged 100 SP:Iteration 17Q (350.095177 sec): 3 clusters Score: Raw -196584.010476 + Penalty 2667.848315 = -193916.162161 nChanged 135 SP:Iteration 18Q (350.140359 sec): 3 clusters Score: Raw -196754.938902 + Penalty 2667.848315 = -194087.090587 nChanged 152 SP:Iteration 19Q (350.190915 sec): 3 clusters Score: Raw -196982.399484 + Penalty 2667.848315 = -194314.551169 nChanged 168 SP:Iteration 20F (350.234419 sec): 3 clusters Score: Raw -197219.488830 + Penalty 2667.848315 = -194551.640515 nChanged 134 SP:Iteration 21Q (350.278401 sec): 3 clusters Score: Raw -197413.152255 + Penalty 2667.848315 = -194745.303940 nChanged 108 SP:Iteration 22Q (350.319044 sec): 3 clusters Score: Raw -197520.977608 + Penalty 2667.848315 = -194853.129293 nChanged 54 SP:Iteration 23Q (350.375096 sec): 3 clusters Score: Raw -197570.557106 + Penalty 2667.848315 = -194902.708791 nChanged 37 SP:Iteration 24Q (350.419981 sec): 3 clusters Score: Raw -197596.566878 + Penalty 2667.848315 = -194928.718563 nChanged 26 SP:Iteration 25Q (350.466155 sec): 3 clusters Score: Raw -197612.211281 + Penalty 2667.848315 = -194944.362966 nChanged 17 SP:Iteration 26Q (350.522425 sec): 3 clusters Score: Raw -197620.198596 + Penalty 2667.848315 = -194952.350281 nChanged 13 SP:Iteration 27Q (350.567326 sec): 3 clusters Score: Raw -197627.045700 + Penalty 2667.848315 = -194959.197385 nChanged 13 SP:Iteration 28Q (350.613779 sec): 3 clusters Score: Raw -197631.160460 + Penalty 2667.848315 = -194963.312145 nChanged 6 SP:Iteration 29Q (350.662163 sec): 3 clusters Score: Raw -197633.193565 + Penalty 2667.848315 = -194965.345251 nChanged 3 SP:Iteration 30Q (350.712627 sec): 3 clusters Score: Raw -197633.666048 + Penalty 2667.848315 = -194965.817733 nChanged 5 SP:Iteration 31Q (350.760017 sec): 3 clusters Score: Raw -197635.013253 + Penalty 2667.848315 = -194967.164938 nChanged 3 SP:Iteration 32Q (350.801743 sec): 3 clusters Score: Raw -197635.641459 + Penalty 2667.848315 = -194967.793145 nChanged 2 SP:Iteration 33Q (350.841334 sec): 3 clusters Score: Raw -197636.236536 + Penalty 2667.848315 = -194968.388221 nChanged 2 SP:Iteration 34Q (350.890387 sec): 3 clusters Score: Raw -197636.473187 + Penalty 2667.848315 = -194968.624872 nChanged 1 SP:Iteration 35Q (350.944119 sec): 3 clusters Score: Raw -197637.011737 + Penalty 2667.848315 = -194969.163422 nChanged 0 SP:Iteration 36F (350.994840 sec): 3 clusters Score: Raw -197637.011737 + Penalty 2667.848315 = -194969.163422 nChanged 0 Score: Raw -12042679.471790 + Penalty 78637.516929 = -11964041.954861 Splitting cluster 24 changes total score from -11942728.073019 to -11964041.954861 So it's getting split into cluster 39. Trying to split cluster 25 (6178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (357.685566 sec): 2 clusters Score: Raw -326496.679182 + Penalty 1418.421854 = -325078.257327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (357.739835 sec): 3 clusters Score: Raw -323201.479924 + Penalty 2836.843709 = -320364.636215 nChanged 2569 SP:Iteration 1F (357.790060 sec): 3 clusters Score: Raw -324722.213334 + Penalty 2836.843709 = -321885.369625 nChanged 493 SP:Iteration 2F (357.843450 sec): 3 clusters Score: Raw -325128.798400 + Penalty 2836.843709 = -322291.954691 nChanged 441 SP:Iteration 3F (357.902523 sec): 3 clusters Score: Raw -325533.773645 + Penalty 2836.843709 = -322696.929936 nChanged 416 SP:Iteration 4F (357.958177 sec): 3 clusters Score: Raw -325954.990005 + Penalty 2836.843709 = -323118.146296 nChanged 419 SP:Iteration 5F (357.997379 sec): 3 clusters Score: Raw -326390.979740 + Penalty 2836.843709 = -323554.136032 nChanged 398 SP:Iteration 6F (358.055935 sec): 3 clusters Score: Raw -326815.483858 + Penalty 2836.843709 = -323978.640150 nChanged 405 SP:Iteration 7F (358.103567 sec): 3 clusters Score: Raw -327285.529156 + Penalty 2836.843709 = -324448.685447 nChanged 378 SP:Iteration 8F (358.154993 sec): 3 clusters Score: Raw -327674.421348 + Penalty 2836.843709 = -324837.577639 nChanged 242 SP:Iteration 9Q (358.212277 sec): 3 clusters Score: Raw -327902.511762 + Penalty 2836.843709 = -325065.668053 nChanged 163 SP:Iteration 10Q (358.269949 sec): 3 clusters Score: Raw -328049.618799 + Penalty 2836.843709 = -325212.775090 nChanged 106 SP:Iteration 11Q (358.321007 sec): 3 clusters Score: Raw -328133.777524 + Penalty 2836.843709 = -325296.933815 nChanged 79 SP:Iteration 12Q (358.358974 sec): 3 clusters Score: Raw -328183.578172 + Penalty 2836.843709 = -325346.734463 nChanged 54 SP:Iteration 13Q (358.409546 sec): 3 clusters Score: Raw -328219.235176 + Penalty 2836.843709 = -325382.391467 nChanged 50 SP:Iteration 14Q (358.454050 sec): 3 clusters Score: Raw -328256.143775 + Penalty 2836.843709 = -325419.300066 nChanged 41 SP:Iteration 15Q (358.519268 sec): 3 clusters Score: Raw -328279.877875 + Penalty 2836.843709 = -325443.034166 nChanged 32 SP:Iteration 16Q (358.564776 sec): 3 clusters Score: Raw -328296.170131 + Penalty 2836.843709 = -325459.326422 nChanged 28 SP:Iteration 17Q (358.612871 sec): 3 clusters Score: Raw -328309.995654 + Penalty 2836.843709 = -325473.151945 nChanged 29 SP:Iteration 18Q (358.653860 sec): 3 clusters Score: Raw -328322.230472 + Penalty 2836.843709 = -325485.386763 nChanged 17 SP:Iteration 19Q (358.707220 sec): 3 clusters Score: Raw -328329.409188 + Penalty 2836.843709 = -325492.565479 nChanged 16 SP:Iteration 20F (358.767828 sec): 3 clusters Score: Raw -328335.424975 + Penalty 2836.843709 = -325498.581266 nChanged 14 SP:Iteration 21Q (358.799805 sec): 3 clusters Score: Raw -328340.589942 + Penalty 2836.843709 = -325503.746234 nChanged 12 SP:Iteration 22Q (358.864647 sec): 3 clusters Score: Raw -328345.268019 + Penalty 2836.843709 = -325508.424310 nChanged 9 SP:Iteration 23Q (358.915085 sec): 3 clusters Score: Raw -328347.900098 + Penalty 2836.843709 = -325511.056389 nChanged 8 SP:Iteration 24Q (358.963176 sec): 3 clusters Score: Raw -328349.775156 + Penalty 2836.843709 = -325512.931447 nChanged 6 SP:Iteration 25Q (359.009606 sec): 3 clusters Score: Raw -328351.236909 + Penalty 2836.843709 = -325514.393201 nChanged 2 SP:Iteration 26Q (359.059173 sec): 3 clusters Score: Raw -328351.745188 + Penalty 2836.843709 = -325514.901479 nChanged 0 SP:Iteration 27F (359.114752 sec): 3 clusters Score: Raw -328351.745188 + Penalty 2836.843709 = -325514.901479 nChanged 0 Score: Raw -12044534.537796 + Penalty 80653.863517 = -11963880.674280 Splitting cluster 25 changes total score from -11942728.073019 to -11963880.674280 So it's getting split into cluster 40. Trying to split cluster 26 (6268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (365.817454 sec): 2 clusters Score: Raw -298916.343928 + Penalty 1420.772048 = -297495.571880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (365.860705 sec): 3 clusters Score: Raw -295600.072835 + Penalty 2841.544096 = -292758.528739 nChanged 2595 SP:Iteration 1F (365.920733 sec): 3 clusters Score: Raw -297347.685861 + Penalty 2841.544096 = -294506.141765 nChanged 634 SP:Iteration 2F (365.974479 sec): 3 clusters Score: Raw -298094.259503 + Penalty 2841.544096 = -295252.715407 nChanged 714 SP:Iteration 3F (366.028780 sec): 3 clusters Score: Raw -299047.379299 + Penalty 2841.544096 = -296205.835203 nChanged 640 SP:Iteration 4F (366.071923 sec): 3 clusters Score: Raw -299820.390645 + Penalty 2841.544096 = -296978.846548 nChanged 430 SP:Iteration 5F (366.120975 sec): 3 clusters Score: Raw -300185.855641 + Penalty 2841.544096 = -297344.311545 nChanged 235 SP:Iteration 6Q (366.173756 sec): 3 clusters Score: Raw -300325.944356 + Penalty 2841.544096 = -297484.400260 nChanged 112 SP:Iteration 7Q (366.225593 sec): 3 clusters Score: Raw -300366.325822 + Penalty 2841.544096 = -297524.781726 nChanged 50 SP:Iteration 8Q (366.271079 sec): 3 clusters Score: Raw -300380.844281 + Penalty 2841.544096 = -297539.300185 nChanged 26 SP:Iteration 9Q (366.335553 sec): 3 clusters Score: Raw -300388.246630 + Penalty 2841.544096 = -297546.702534 nChanged 14 SP:Iteration 10Q (366.381884 sec): 3 clusters Score: Raw -300390.969052 + Penalty 2841.544096 = -297549.424956 nChanged 9 SP:Iteration 11Q (366.431825 sec): 3 clusters Score: Raw -300392.785783 + Penalty 2841.544096 = -297551.241686 nChanged 6 SP:Iteration 12Q (366.486109 sec): 3 clusters Score: Raw -300393.971977 + Penalty 2841.544096 = -297552.427881 nChanged 4 SP:Iteration 13Q (366.536967 sec): 3 clusters Score: Raw -300394.932648 + Penalty 2841.544096 = -297553.388552 nChanged 3 SP:Iteration 14Q (366.579202 sec): 3 clusters Score: Raw -300395.629500 + Penalty 2841.544096 = -297554.085404 nChanged 0 SP:Iteration 15F (366.630264 sec): 3 clusters Score: Raw -300395.629500 + Penalty 2841.544096 = -297554.085404 nChanged 0 Score: Raw -12046013.823368 + Penalty 82670.210105 = -11963343.613263 Splitting cluster 26 changes total score from -11942728.073019 to -11963343.613263 So it's getting split into cluster 41. Trying to split cluster 27 (9187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (374.057488 sec): 2 clusters Score: Raw -515415.555375 + Penalty 1482.901017 = -513932.654358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (374.107779 sec): 3 clusters Score: Raw -510305.176427 + Penalty 2965.802034 = -507339.374393 nChanged 3884 SP:Iteration 1F (374.172656 sec): 3 clusters Score: Raw -512400.283119 + Penalty 2965.802034 = -509434.481085 nChanged 542 SP:Iteration 2F (374.234961 sec): 3 clusters Score: Raw -512625.128374 + Penalty 2965.802034 = -509659.326340 nChanged 446 SP:Iteration 3Q (374.281486 sec): 3 clusters Score: Raw -512817.012997 + Penalty 2965.802034 = -509851.210963 nChanged 389 SP:Iteration 4Q (374.344846 sec): 3 clusters Score: Raw -512974.423547 + Penalty 2965.802034 = -510008.621513 nChanged 346 SP:Iteration 5Q (374.405580 sec): 3 clusters Score: Raw -513098.837215 + Penalty 2965.802034 = -510133.035181 nChanged 295 SP:Iteration 6Q (374.459529 sec): 3 clusters Score: Raw -513192.075289 + Penalty 2965.802034 = -510226.273255 nChanged 269 SP:Iteration 7Q (374.514986 sec): 3 clusters Score: Raw -513288.828141 + Penalty 2965.802034 = -510323.026107 nChanged 272 SP:Iteration 8Q (374.568045 sec): 3 clusters Score: Raw -513385.207458 + Penalty 2965.802034 = -510419.405424 nChanged 280 SP:Iteration 9Q (374.626177 sec): 3 clusters Score: Raw -513495.106445 + Penalty 2965.802034 = -510529.304411 nChanged 304 SP:Iteration 10Q (374.691878 sec): 3 clusters Score: Raw -513636.829018 + Penalty 2965.802034 = -510671.026984 nChanged 356 SP:Iteration 11Q (374.747964 sec): 3 clusters Score: Raw -513842.903098 + Penalty 2965.802034 = -510877.101064 nChanged 394 SP:Iteration 12Q (374.805493 sec): 3 clusters Score: Raw -514096.469152 + Penalty 2965.802034 = -511130.667118 nChanged 381 SP:Iteration 13Q (374.874414 sec): 3 clusters Score: Raw -514353.317145 + Penalty 2965.802034 = -511387.515111 nChanged 355 SP:Iteration 14Q (374.925366 sec): 3 clusters Score: Raw -514609.231107 + Penalty 2965.802034 = -511643.429073 nChanged 320 SP:Iteration 15Q (374.990025 sec): 3 clusters Score: Raw -514832.467474 + Penalty 2965.802034 = -511866.665440 nChanged 247 SP:Iteration 16Q (375.036878 sec): 3 clusters Score: Raw -514995.191869 + Penalty 2965.802034 = -512029.389835 nChanged 166 SP:Iteration 17Q (375.107578 sec): 3 clusters Score: Raw -515093.567457 + Penalty 2965.802034 = -512127.765423 nChanged 130 SP:Iteration 18Q (375.154782 sec): 3 clusters Score: Raw -515164.252500 + Penalty 2965.802034 = -512198.450466 nChanged 107 SP:Iteration 19Q (375.216336 sec): 3 clusters Score: Raw -515224.155119 + Penalty 2965.802034 = -512258.353085 nChanged 98 SP:Iteration 20F (375.280416 sec): 3 clusters Score: Raw -515275.168990 + Penalty 2965.802034 = -512309.366956 nChanged 78 SP:Iteration 21Q (375.338240 sec): 3 clusters Score: Raw -515317.316861 + Penalty 2965.802034 = -512351.514827 nChanged 75 SP:Iteration 22Q (375.396544 sec): 3 clusters Score: Raw -515355.964548 + Penalty 2965.802034 = -512390.162514 nChanged 63 SP:Iteration 23Q (375.447634 sec): 3 clusters Score: Raw -515387.666634 + Penalty 2965.802034 = -512421.864600 nChanged 67 SP:Iteration 24Q (375.505262 sec): 3 clusters Score: Raw -515427.963639 + Penalty 2965.802034 = -512462.161605 nChanged 62 SP:Iteration 25Q (375.566687 sec): 3 clusters Score: Raw -515468.646159 + Penalty 2965.802034 = -512502.844125 nChanged 58 SP:Iteration 26Q (375.628667 sec): 3 clusters Score: Raw -515498.362567 + Penalty 2965.802034 = -512532.560533 nChanged 40 SP:Iteration 27Q (375.673878 sec): 3 clusters Score: Raw -515516.820539 + Penalty 2965.802034 = -512551.018505 nChanged 32 SP:Iteration 28Q (375.729383 sec): 3 clusters Score: Raw -515534.144917 + Penalty 2965.802034 = -512568.342882 nChanged 35 SP:Iteration 29Q (375.798921 sec): 3 clusters Score: Raw -515549.021143 + Penalty 2965.802034 = -512583.219109 nChanged 30 SP:Iteration 30Q (375.859157 sec): 3 clusters Score: Raw -515562.031105 + Penalty 2965.802034 = -512596.229071 nChanged 31 SP:Iteration 31Q (375.905837 sec): 3 clusters Score: Raw -515575.393000 + Penalty 2965.802034 = -512609.590966 nChanged 17 SP:Iteration 32Q (375.965820 sec): 3 clusters Score: Raw -515583.850600 + Penalty 2965.802034 = -512618.048566 nChanged 18 SP:Iteration 33Q (376.012660 sec): 3 clusters Score: Raw -515591.443272 + Penalty 2965.802034 = -512625.641238 nChanged 15 SP:Iteration 34Q (376.076709 sec): 3 clusters Score: Raw -515598.123437 + Penalty 2965.802034 = -512632.321403 nChanged 12 SP:Iteration 35Q (376.126657 sec): 3 clusters Score: Raw -515603.824682 + Penalty 2965.802034 = -512638.022648 nChanged 10 SP:Iteration 36Q (376.187061 sec): 3 clusters Score: Raw -515607.957295 + Penalty 2965.802034 = -512642.155261 nChanged 7 SP:Iteration 37Q (376.237469 sec): 3 clusters Score: Raw -515611.307206 + Penalty 2965.802034 = -512645.505172 nChanged 9 SP:Iteration 38Q (376.294290 sec): 3 clusters Score: Raw -515615.949876 + Penalty 2965.802034 = -512650.147841 nChanged 9 SP:Iteration 39Q (376.350948 sec): 3 clusters Score: Raw -515621.257974 + Penalty 2965.802034 = -512655.455940 nChanged 12 SP:Iteration 40F (376.370098 sec): 3 clusters Score: Raw -515626.496683 + Penalty 2965.802034 = -512660.694649 nChanged 14 SP:Iteration 41Q (376.424555 sec): 3 clusters Score: Raw -515634.065662 + Penalty 2965.802034 = -512668.263628 nChanged 19 SP:Iteration 42Q (376.494905 sec): 3 clusters Score: Raw -515644.307474 + Penalty 2965.802034 = -512678.505440 nChanged 20 SP:Iteration 43Q (376.538852 sec): 3 clusters Score: Raw -515657.176496 + Penalty 2965.802034 = -512691.374462 nChanged 20 SP:Iteration 44Q (376.596653 sec): 3 clusters Score: Raw -515669.706579 + Penalty 2965.802034 = -512703.904545 nChanged 20 SP:Iteration 45Q (376.652899 sec): 3 clusters Score: Raw -515680.062440 + Penalty 2965.802034 = -512714.260406 nChanged 9 SP:Iteration 46Q (376.700340 sec): 3 clusters Score: Raw -515684.861079 + Penalty 2965.802034 = -512719.059045 nChanged 9 SP:Iteration 47Q (376.763040 sec): 3 clusters Score: Raw -515691.632860 + Penalty 2965.802034 = -512725.830826 nChanged 11 SP:Iteration 48Q (376.800487 sec): 3 clusters Score: Raw -515697.777532 + Penalty 2965.802034 = -512731.975498 nChanged 6 SP:Iteration 49Q (376.866958 sec): 3 clusters Score: Raw -515701.174634 + Penalty 2965.802034 = -512735.372600 nChanged 1 SP:Iteration 50Q (376.911069 sec): 3 clusters Score: Raw -515701.472151 + Penalty 2965.802034 = -512735.670117 nChanged 0 SP:Iteration 51F (376.968557 sec): 3 clusters Score: Raw -515701.472151 + Penalty 2965.802034 = -512735.670117 nChanged 0 Trying to split cluster 28 (3262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (377.000509 sec): 2 clusters Score: Raw -166367.233727 + Penalty 1314.640565 = -165052.593163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (377.039500 sec): 3 clusters Score: Raw -164801.730812 + Penalty 2629.281130 = -162172.449682 nChanged 1260 SP:Iteration 1F (377.089798 sec): 3 clusters Score: Raw -165555.277129 + Penalty 2629.281130 = -162925.996000 nChanged 243 SP:Iteration 2F (377.137962 sec): 3 clusters Score: Raw -165682.034299 + Penalty 2629.281130 = -163052.753169 nChanged 141 SP:Iteration 3Q (377.185389 sec): 3 clusters Score: Raw -165747.427831 + Penalty 2629.281130 = -163118.146702 nChanged 101 SP:Iteration 4Q (377.231287 sec): 3 clusters Score: Raw -165796.435862 + Penalty 2629.281130 = -163167.154733 nChanged 75 SP:Iteration 5Q (377.275777 sec): 3 clusters Score: Raw -165835.515251 + Penalty 2629.281130 = -163206.234121 nChanged 65 SP:Iteration 6Q (377.321182 sec): 3 clusters Score: Raw -165877.400079 + Penalty 2629.281130 = -163248.118950 nChanged 63 SP:Iteration 7Q (377.366040 sec): 3 clusters Score: Raw -165921.895016 + Penalty 2629.281130 = -163292.613887 nChanged 61 SP:Iteration 8Q (377.423497 sec): 3 clusters Score: Raw -165965.387046 + Penalty 2629.281130 = -163336.105916 nChanged 60 SP:Iteration 9Q (377.465936 sec): 3 clusters Score: Raw -166009.177672 + Penalty 2629.281130 = -163379.896542 nChanged 69 SP:Iteration 10Q (377.506639 sec): 3 clusters Score: Raw -166051.720047 + Penalty 2629.281130 = -163422.438917 nChanged 68 SP:Iteration 11Q (377.551022 sec): 3 clusters Score: Raw -166085.810995 + Penalty 2629.281130 = -163456.529865 nChanged 53 SP:Iteration 12Q (377.605207 sec): 3 clusters Score: Raw -166110.135347 + Penalty 2629.281130 = -163480.854217 nChanged 55 SP:Iteration 13Q (377.653140 sec): 3 clusters Score: Raw -166145.635421 + Penalty 2629.281130 = -163516.354292 nChanged 69 SP:Iteration 14Q (377.692562 sec): 3 clusters Score: Raw -166179.520329 + Penalty 2629.281130 = -163550.239199 nChanged 63 SP:Iteration 15Q (377.743667 sec): 3 clusters Score: Raw -166218.248969 + Penalty 2629.281130 = -163588.967839 nChanged 64 SP:Iteration 16Q (377.781910 sec): 3 clusters Score: Raw -166249.478828 + Penalty 2629.281130 = -163620.197699 nChanged 49 SP:Iteration 17Q (377.820609 sec): 3 clusters Score: Raw -166284.526973 + Penalty 2629.281130 = -163655.245844 nChanged 68 SP:Iteration 18Q (377.861677 sec): 3 clusters Score: Raw -166321.215461 + Penalty 2629.281130 = -163691.934332 nChanged 56 SP:Iteration 19Q (377.902831 sec): 3 clusters Score: Raw -166352.752593 + Penalty 2629.281130 = -163723.471463 nChanged 68 SP:Iteration 20F (377.948433 sec): 3 clusters Score: Raw -166385.364878 + Penalty 2629.281130 = -163756.083749 nChanged 54 SP:Iteration 21Q (377.993619 sec): 3 clusters Score: Raw -166414.220903 + Penalty 2629.281130 = -163784.939774 nChanged 62 SP:Iteration 22Q (378.035569 sec): 3 clusters Score: Raw -166454.376690 + Penalty 2629.281130 = -163825.095560 nChanged 59 SP:Iteration 23Q (378.087882 sec): 3 clusters Score: Raw -166486.615890 + Penalty 2629.281130 = -163857.334760 nChanged 55 SP:Iteration 24Q (378.136181 sec): 3 clusters Score: Raw -166518.862369 + Penalty 2629.281130 = -163889.581239 nChanged 47 SP:Iteration 25Q (378.178630 sec): 3 clusters Score: Raw -166556.020404 + Penalty 2629.281130 = -163926.739274 nChanged 52 SP:Iteration 26Q (378.223325 sec): 3 clusters Score: Raw -166593.825221 + Penalty 2629.281130 = -163964.544092 nChanged 53 SP:Iteration 27Q (378.276049 sec): 3 clusters Score: Raw -166626.361161 + Penalty 2629.281130 = -163997.080032 nChanged 49 SP:Iteration 28Q (378.326714 sec): 3 clusters Score: Raw -166657.300944 + Penalty 2629.281130 = -164028.019814 nChanged 52 SP:Iteration 29Q (378.371336 sec): 3 clusters Score: Raw -166685.755861 + Penalty 2629.281130 = -164056.474731 nChanged 35 SP:Iteration 30Q (378.407478 sec): 3 clusters Score: Raw -166708.006911 + Penalty 2629.281130 = -164078.725781 nChanged 33 SP:Iteration 31Q (378.448379 sec): 3 clusters Score: Raw -166726.840963 + Penalty 2629.281130 = -164097.559833 nChanged 27 SP:Iteration 32Q (378.495115 sec): 3 clusters Score: Raw -166742.798232 + Penalty 2629.281130 = -164113.517103 nChanged 21 SP:Iteration 33Q (378.540612 sec): 3 clusters Score: Raw -166752.741995 + Penalty 2629.281130 = -164123.460865 nChanged 22 SP:Iteration 34Q (378.588908 sec): 3 clusters Score: Raw -166762.872916 + Penalty 2629.281130 = -164133.591786 nChanged 28 SP:Iteration 35Q (378.639118 sec): 3 clusters Score: Raw -166783.720425 + Penalty 2629.281130 = -164154.439296 nChanged 41 SP:Iteration 36Q (378.690212 sec): 3 clusters Score: Raw -166806.003498 + Penalty 2629.281130 = -164176.722368 nChanged 26 SP:Iteration 37Q (378.751578 sec): 3 clusters Score: Raw -166823.410060 + Penalty 2629.281130 = -164194.128931 nChanged 29 SP:Iteration 38Q (378.787355 sec): 3 clusters Score: Raw -166843.926021 + Penalty 2629.281130 = -164214.644891 nChanged 40 SP:Iteration 39Q (378.832250 sec): 3 clusters Score: Raw -166867.132364 + Penalty 2629.281130 = -164237.851234 nChanged 39 SP:Iteration 40F (378.894279 sec): 3 clusters Score: Raw -166890.948626 + Penalty 2629.281130 = -164261.667496 nChanged 46 SP:Iteration 41Q (378.932611 sec): 3 clusters Score: Raw -166926.423475 + Penalty 2629.281130 = -164297.142346 nChanged 50 SP:Iteration 42Q (378.977119 sec): 3 clusters Score: Raw -166965.854787 + Penalty 2629.281130 = -164336.573658 nChanged 67 SP:Iteration 43Q (379.016563 sec): 3 clusters Score: Raw -167024.399039 + Penalty 2629.281130 = -164395.117910 nChanged 66 SP:Iteration 44Q (379.059016 sec): 3 clusters Score: Raw -167066.231638 + Penalty 2629.281130 = -164436.950509 nChanged 56 SP:Iteration 45Q (379.109621 sec): 3 clusters Score: Raw -167096.203231 + Penalty 2629.281130 = -164466.922102 nChanged 47 SP:Iteration 46Q (379.150948 sec): 3 clusters Score: Raw -167122.777960 + Penalty 2629.281130 = -164493.496830 nChanged 44 SP:Iteration 47Q (379.194270 sec): 3 clusters Score: Raw -167148.337615 + Penalty 2629.281130 = -164519.056485 nChanged 43 SP:Iteration 48Q (379.233400 sec): 3 clusters Score: Raw -167171.647346 + Penalty 2629.281130 = -164542.366216 nChanged 40 SP:Iteration 49Q (379.288039 sec): 3 clusters Score: Raw -167194.744818 + Penalty 2629.281130 = -164565.463689 nChanged 32 SP:Iteration 50Q (379.324121 sec): 3 clusters Score: Raw -167207.403100 + Penalty 2629.281130 = -164578.121970 nChanged 25 SP:Iteration 51Q (379.369714 sec): 3 clusters Score: Raw -167215.100497 + Penalty 2629.281130 = -164585.819368 nChanged 19 SP:Iteration 52Q (379.414764 sec): 3 clusters Score: Raw -167220.986618 + Penalty 2629.281130 = -164591.705488 nChanged 8 SP:Iteration 53Q (379.463309 sec): 3 clusters Score: Raw -167223.891690 + Penalty 2629.281130 = -164594.610561 nChanged 7 SP:Iteration 54Q (379.502726 sec): 3 clusters Score: Raw -167226.573247 + Penalty 2629.281130 = -164597.292117 nChanged 15 SP:Iteration 55Q (379.559668 sec): 3 clusters Score: Raw -167231.140799 + Penalty 2629.281130 = -164601.859670 nChanged 12 SP:Iteration 56Q (379.593664 sec): 3 clusters Score: Raw -167234.292463 + Penalty 2629.281130 = -164605.011334 nChanged 10 SP:Iteration 57Q (379.637563 sec): 3 clusters Score: Raw -167237.685866 + Penalty 2629.281130 = -164608.404736 nChanged 8 SP:Iteration 58Q (379.689027 sec): 3 clusters Score: Raw -167240.402235 + Penalty 2629.281130 = -164611.121106 nChanged 2 SP:Iteration 59Q (379.737956 sec): 3 clusters Score: Raw -167240.986385 + Penalty 2629.281130 = -164611.705255 nChanged 0 SP:Iteration 60F (379.776649 sec): 3 clusters Score: Raw -167240.986385 + Penalty 2629.281130 = -164611.705255 nChanged 0 Trying to split cluster 29 (983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (379.798937 sec): 2 clusters Score: Raw -48607.568969 + Penalty 1119.723982 = -47487.844987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (379.843319 sec): 3 clusters Score: Raw -48330.470718 + Penalty 2239.447964 = -46091.022754 nChanged 304 SP:Iteration 1F (379.889180 sec): 3 clusters Score: Raw -48558.694384 + Penalty 2239.447964 = -46319.246420 nChanged 58 SP:Iteration 2F (379.927712 sec): 3 clusters Score: Raw -48614.813440 + Penalty 2239.447964 = -46375.365476 nChanged 31 SP:Iteration 3Q (379.963174 sec): 3 clusters Score: Raw -48650.255955 + Penalty 2239.447964 = -46410.807991 nChanged 33 SP:Iteration 4Q (380.001733 sec): 3 clusters Score: Raw -48697.447863 + Penalty 2239.447964 = -46457.999899 nChanged 34 SP:Iteration 5Q (380.051372 sec): 3 clusters Score: Raw -48733.401156 + Penalty 2239.447964 = -46493.953192 nChanged 31 SP:Iteration 6Q (380.088905 sec): 3 clusters Score: Raw -48766.858967 + Penalty 2239.447964 = -46527.411003 nChanged 21 SP:Iteration 7Q (380.127626 sec): 3 clusters Score: Raw -48793.421710 + Penalty 2239.447964 = -46553.973746 nChanged 19 SP:Iteration 8Q (380.162823 sec): 3 clusters Score: Raw -48824.387252 + Penalty 2239.447964 = -46584.939288 nChanged 26 SP:Iteration 9Q (380.207190 sec): 3 clusters Score: Raw -48875.495818 + Penalty 2239.447964 = -46636.047854 nChanged 23 SP:Iteration 10Q (380.253522 sec): 3 clusters Score: Raw -48930.559095 + Penalty 2239.447964 = -46691.111130 nChanged 29 SP:Iteration 11Q (380.307569 sec): 3 clusters Score: Raw -48969.954767 + Penalty 2239.447964 = -46730.506803 nChanged 33 SP:Iteration 12Q (380.353582 sec): 3 clusters Score: Raw -49014.192912 + Penalty 2239.447964 = -46774.744948 nChanged 24 SP:Iteration 13Q (380.390711 sec): 3 clusters Score: Raw -49039.879774 + Penalty 2239.447964 = -46800.431810 nChanged 13 SP:Iteration 14Q (380.421005 sec): 3 clusters Score: Raw -49051.582034 + Penalty 2239.447964 = -46812.134070 nChanged 11 SP:Iteration 15Q (380.470190 sec): 3 clusters Score: Raw -49063.827918 + Penalty 2239.447964 = -46824.379954 nChanged 5 SP:Iteration 16Q (380.508525 sec): 3 clusters Score: Raw -49071.011598 + Penalty 2239.447964 = -46831.563634 nChanged 8 SP:Iteration 17Q (380.552589 sec): 3 clusters Score: Raw -49082.344947 + Penalty 2239.447964 = -46842.896983 nChanged 4 SP:Iteration 18Q (380.601353 sec): 3 clusters Score: Raw -49085.392193 + Penalty 2239.447964 = -46845.944229 nChanged 2 SP:Iteration 19Q (380.644275 sec): 3 clusters Score: Raw -49087.033798 + Penalty 2239.447964 = -46847.585834 nChanged 3 SP:Iteration 20F (380.690838 sec): 3 clusters Score: Raw -49089.106751 + Penalty 2239.447964 = -46849.658787 nChanged 4 SP:Iteration 21Q (380.734672 sec): 3 clusters Score: Raw -49092.240963 + Penalty 2239.447964 = -46852.792999 nChanged 3 SP:Iteration 22Q (380.780288 sec): 3 clusters Score: Raw -49093.688405 + Penalty 2239.447964 = -46854.240441 nChanged 4 SP:Iteration 23Q (380.825949 sec): 3 clusters Score: Raw -49095.573487 + Penalty 2239.447964 = -46856.125523 nChanged 3 SP:Iteration 24Q (380.870008 sec): 3 clusters Score: Raw -49098.926091 + Penalty 2239.447964 = -46859.478127 nChanged 2 SP:Iteration 25Q (380.905467 sec): 3 clusters Score: Raw -49100.411117 + Penalty 2239.447964 = -46860.963153 nChanged 1 SP:Iteration 26Q (380.953535 sec): 3 clusters Score: Raw -49101.274114 + Penalty 2239.447964 = -46861.826150 nChanged 2 SP:Iteration 27Q (380.994330 sec): 3 clusters Score: Raw -49102.386151 + Penalty 2239.447964 = -46862.938187 nChanged 2 SP:Iteration 28Q (381.034139 sec): 3 clusters Score: Raw -49104.828017 + Penalty 2239.447964 = -46865.380053 nChanged 1 SP:Iteration 29Q (381.074319 sec): 3 clusters Score: Raw -49106.151597 + Penalty 2239.447964 = -46866.703633 nChanged 1 SP:Iteration 30Q (381.120014 sec): 3 clusters Score: Raw -49108.568516 + Penalty 2239.447964 = -46869.120552 nChanged 0 SP:Iteration 31F (381.156484 sec): 3 clusters Score: Raw -49108.568516 + Penalty 2239.447964 = -46869.120552 nChanged 0 Trying to split cluster 30 (3937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (381.183794 sec): 2 clusters Score: Raw -205486.593225 + Penalty 1345.203322 = -204141.389903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (381.239842 sec): 3 clusters Score: Raw -203531.964829 + Penalty 2690.406645 = -200841.558184 nChanged 1574 SP:Iteration 1F (381.291728 sec): 3 clusters Score: Raw -204734.052625 + Penalty 2690.406645 = -202043.645980 nChanged 445 SP:Iteration 2F (381.334815 sec): 3 clusters Score: Raw -205466.675595 + Penalty 2690.406645 = -202776.268950 nChanged 459 SP:Iteration 3F (381.382089 sec): 3 clusters Score: Raw -206346.465510 + Penalty 2690.406645 = -203656.058866 nChanged 410 SP:Iteration 4F (381.435851 sec): 3 clusters Score: Raw -207325.166527 + Penalty 2690.406645 = -204634.759883 nChanged 246 SP:Iteration 5F (381.476784 sec): 3 clusters Score: Raw -207680.117595 + Penalty 2690.406645 = -204989.710950 nChanged 114 SP:Iteration 6Q (381.536019 sec): 3 clusters Score: Raw -207780.573414 + Penalty 2690.406645 = -205090.166769 nChanged 54 SP:Iteration 7Q (381.575294 sec): 3 clusters Score: Raw -207817.013621 + Penalty 2690.406645 = -205126.606976 nChanged 30 SP:Iteration 8Q (381.624591 sec): 3 clusters Score: Raw -207833.150083 + Penalty 2690.406645 = -205142.743439 nChanged 18 SP:Iteration 9Q (381.667674 sec): 3 clusters Score: Raw -207842.226565 + Penalty 2690.406645 = -205151.819921 nChanged 14 SP:Iteration 10Q (381.708319 sec): 3 clusters Score: Raw -207846.370107 + Penalty 2690.406645 = -205155.963462 nChanged 4 SP:Iteration 11Q (381.761790 sec): 3 clusters Score: Raw -207848.209095 + Penalty 2690.406645 = -205157.802451 nChanged 3 SP:Iteration 12Q (381.804141 sec): 3 clusters Score: Raw -207849.134462 + Penalty 2690.406645 = -205158.727818 nChanged 1 SP:Iteration 13Q (381.859989 sec): 3 clusters Score: Raw -207849.447416 + Penalty 2690.406645 = -205159.040772 nChanged 1 SP:Iteration 14Q (381.911947 sec): 3 clusters Score: Raw -207849.654878 + Penalty 2690.406645 = -205159.248233 nChanged 0 SP:Iteration 15F (381.970173 sec): 3 clusters Score: Raw -207849.654878 + Penalty 2690.406645 = -205159.248233 nChanged 0 Score: Raw -12048376.885021 + Penalty 84686.556692 = -11963690.328328 Splitting cluster 30 changes total score from -11942728.073019 to -11963690.328328 So it's getting split into cluster 42. Trying to split cluster 31 (1446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (388.772481 sec): 2 clusters Score: Raw -77987.109347 + Penalty 1182.440415 = -76804.668931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (388.811818 sec): 3 clusters Score: Raw -77438.640887 + Penalty 2364.880831 = -75073.760056 nChanged 440 SP:Iteration 1F (388.852593 sec): 3 clusters Score: Raw -77748.371753 + Penalty 2364.880831 = -75383.490923 nChanged 108 SP:Iteration 2F (388.884996 sec): 3 clusters Score: Raw -77836.997785 + Penalty 2364.880831 = -75472.116954 nChanged 62 SP:Iteration 3Q (388.927170 sec): 3 clusters Score: Raw -77887.822525 + Penalty 2364.880831 = -75522.941694 nChanged 45 SP:Iteration 4Q (388.969531 sec): 3 clusters Score: Raw -77921.385273 + Penalty 2364.880831 = -75556.504442 nChanged 34 SP:Iteration 5Q (389.003438 sec): 3 clusters Score: Raw -77945.903948 + Penalty 2364.880831 = -75581.023117 nChanged 26 SP:Iteration 6Q (389.049154 sec): 3 clusters Score: Raw -77960.581232 + Penalty 2364.880831 = -75595.700401 nChanged 18 SP:Iteration 7Q (389.098523 sec): 3 clusters Score: Raw -77969.920737 + Penalty 2364.880831 = -75605.039906 nChanged 10 SP:Iteration 8Q (389.135113 sec): 3 clusters Score: Raw -77981.309619 + Penalty 2364.880831 = -75616.428788 nChanged 11 SP:Iteration 9Q (389.182896 sec): 3 clusters Score: Raw -77990.629060 + Penalty 2364.880831 = -75625.748229 nChanged 8 SP:Iteration 10Q (389.225078 sec): 3 clusters Score: Raw -77995.786577 + Penalty 2364.880831 = -75630.905746 nChanged 3 SP:Iteration 11Q (389.264182 sec): 3 clusters Score: Raw -77997.415445 + Penalty 2364.880831 = -75632.534614 nChanged 4 SP:Iteration 12Q (389.317366 sec): 3 clusters Score: Raw -78000.093004 + Penalty 2364.880831 = -75635.212173 nChanged 3 SP:Iteration 13Q (389.357551 sec): 3 clusters Score: Raw -78001.260444 + Penalty 2364.880831 = -75636.379613 nChanged 2 SP:Iteration 14Q (389.400050 sec): 3 clusters Score: Raw -78002.748896 + Penalty 2364.880831 = -75637.868065 nChanged 1 SP:Iteration 15Q (389.443560 sec): 3 clusters Score: Raw -78002.998988 + Penalty 2364.880831 = -75638.118157 nChanged 1 SP:Iteration 16Q (389.491431 sec): 3 clusters Score: Raw -78003.184105 + Penalty 2364.880831 = -75638.303274 nChanged 0 SP:Iteration 17F (389.538515 sec): 3 clusters Score: Raw -78003.184105 + Penalty 2364.880831 = -75638.303274 nChanged 0 Trying to split cluster 32 (4717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (389.567408 sec): 2 clusters Score: Raw -263937.465874 + Penalty 1374.575846 = -262562.890028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (389.608535 sec): 3 clusters Score: Raw -261490.119646 + Penalty 2749.151692 = -258740.967954 nChanged 1911 SP:Iteration 1F (389.650561 sec): 3 clusters Score: Raw -262653.956301 + Penalty 2749.151692 = -259904.804609 nChanged 362 SP:Iteration 2F (389.693688 sec): 3 clusters Score: Raw -262881.446681 + Penalty 2749.151692 = -260132.294989 nChanged 281 SP:Iteration 3F (389.741671 sec): 3 clusters Score: Raw -263065.681176 + Penalty 2749.151692 = -260316.529484 nChanged 219 SP:Iteration 4Q (389.788597 sec): 3 clusters Score: Raw -263243.504901 + Penalty 2749.151692 = -260494.353209 nChanged 228 SP:Iteration 5Q (389.836312 sec): 3 clusters Score: Raw -263434.840478 + Penalty 2749.151692 = -260685.688786 nChanged 241 SP:Iteration 6F (389.883637 sec): 3 clusters Score: Raw -263623.217555 + Penalty 2749.151692 = -260874.065863 nChanged 208 SP:Iteration 7Q (389.926929 sec): 3 clusters Score: Raw -263768.390534 + Penalty 2749.151692 = -261019.238842 nChanged 183 SP:Iteration 8Q (389.977725 sec): 3 clusters Score: Raw -263905.024312 + Penalty 2749.151692 = -261155.872620 nChanged 173 SP:Iteration 9Q (390.021709 sec): 3 clusters Score: Raw -264048.095914 + Penalty 2749.151692 = -261298.944222 nChanged 174 SP:Iteration 10Q (390.069391 sec): 3 clusters Score: Raw -264193.884147 + Penalty 2749.151692 = -261444.732455 nChanged 163 SP:Iteration 11Q (390.127948 sec): 3 clusters Score: Raw -264317.396513 + Penalty 2749.151692 = -261568.244821 nChanged 125 SP:Iteration 12Q (390.170068 sec): 3 clusters Score: Raw -264410.224007 + Penalty 2749.151692 = -261661.072315 nChanged 126 SP:Iteration 13Q (390.228315 sec): 3 clusters Score: Raw -264496.819117 + Penalty 2749.151692 = -261747.667425 nChanged 83 SP:Iteration 14Q (390.278535 sec): 3 clusters Score: Raw -264551.505906 + Penalty 2749.151692 = -261802.354214 nChanged 70 SP:Iteration 15Q (390.329539 sec): 3 clusters Score: Raw -264585.581751 + Penalty 2749.151692 = -261836.430059 nChanged 54 SP:Iteration 16Q (390.374494 sec): 3 clusters Score: Raw -264607.796177 + Penalty 2749.151692 = -261858.644485 nChanged 36 SP:Iteration 17Q (390.420147 sec): 3 clusters Score: Raw -264622.327759 + Penalty 2749.151692 = -261873.176067 nChanged 40 SP:Iteration 18Q (390.465903 sec): 3 clusters Score: Raw -264637.013535 + Penalty 2749.151692 = -261887.861843 nChanged 28 SP:Iteration 19Q (390.513292 sec): 3 clusters Score: Raw -264649.442337 + Penalty 2749.151692 = -261900.290645 nChanged 33 SP:Iteration 20F (390.557953 sec): 3 clusters Score: Raw -264663.431717 + Penalty 2749.151692 = -261914.280025 nChanged 18 SP:Iteration 21Q (390.602614 sec): 3 clusters Score: Raw -264671.091859 + Penalty 2749.151692 = -261921.940167 nChanged 20 SP:Iteration 22Q (390.649672 sec): 3 clusters Score: Raw -264679.701923 + Penalty 2749.151692 = -261930.550231 nChanged 25 SP:Iteration 23Q (390.710557 sec): 3 clusters Score: Raw -264691.028514 + Penalty 2749.151692 = -261941.876821 nChanged 19 SP:Iteration 24Q (390.754660 sec): 3 clusters Score: Raw -264696.760585 + Penalty 2749.151692 = -261947.608893 nChanged 16 SP:Iteration 25Q (390.806491 sec): 3 clusters Score: Raw -264701.905246 + Penalty 2749.151692 = -261952.753554 nChanged 9 SP:Iteration 26Q (390.851827 sec): 3 clusters Score: Raw -264704.001323 + Penalty 2749.151692 = -261954.849631 nChanged 5 SP:Iteration 27Q (390.903111 sec): 3 clusters Score: Raw -264705.010136 + Penalty 2749.151692 = -261955.858444 nChanged 3 SP:Iteration 28Q (390.962911 sec): 3 clusters Score: Raw -264705.541047 + Penalty 2749.151692 = -261956.389355 nChanged 1 SP:Iteration 29Q (391.012624 sec): 3 clusters Score: Raw -264705.791075 + Penalty 2749.151692 = -261956.639383 nChanged 0 SP:Iteration 30F (391.051125 sec): 3 clusters Score: Raw -264705.791075 + Penalty 2749.151692 = -261956.639383 nChanged 0 Iteration 59Q (394.940943 sec): 43 clusters Score: Raw -12054710.402621 + Penalty 84686.556692 = -11970023.845929 nChanged 4811 Iteration 60F (402.139220 sec): 43 clusters Score: Raw -12059916.805392 + Penalty 84686.556692 = -11975230.248699 nChanged 3799 Iteration 61Q (405.303010 sec): 43 clusters Score: Raw -12062450.360499 + Penalty 84686.556692 = -11977763.803807 nChanged 2422 Iteration 62Q (408.476926 sec): 43 clusters Score: Raw -12063885.778620 + Penalty 84686.556692 = -11979199.221927 nChanged 1867 Iteration 63Q (411.662644 sec): 43 clusters Score: Raw -12064759.765028 + Penalty 84686.556692 = -11980073.208335 nChanged 1418 Iteration 64Q (414.827942 sec): 43 clusters Score: Raw -12065291.006294 + Penalty 84686.556692 = -11980604.449602 nChanged 1106 Iteration 65Q (417.989016 sec): 43 clusters Score: Raw -12065657.503829 + Penalty 84686.556692 = -11980970.947137 nChanged 918 Iteration 66Q (421.075608 sec): 43 clusters Score: Raw -12065927.858200 + Penalty 84686.556692 = -11981241.301507 nChanged 749 Iteration 67Q (424.182517 sec): 43 clusters Score: Raw -12066140.746409 + Penalty 84686.556692 = -11981454.189717 nChanged 712 Iteration 68Q (427.269040 sec): 43 clusters Score: Raw -12066335.737550 + Penalty 84686.556692 = -11981649.180858 nChanged 664 Iteration 69Q (430.351868 sec): 43 clusters Score: Raw -12066511.392186 + Penalty 84686.556692 = -11981824.835493 nChanged 614 Iteration 70Q (433.429871 sec): 43 clusters Score: Raw -12066665.186331 + Penalty 84686.556692 = -11981978.629639 nChanged 530 Iteration 71Q (436.473753 sec): 43 clusters Score: Raw -12066788.331114 + Penalty 84686.556692 = -11982101.774422 nChanged 467 Iteration 72Q (439.583035 sec): 43 clusters Score: Raw -12066895.479804 + Penalty 84686.556692 = -11982208.923112 nChanged 421 Iteration 73Q (442.651941 sec): 43 clusters Score: Raw -12066980.372229 + Penalty 84686.556692 = -11982293.815536 nChanged 364 Iteration 74Q (445.788991 sec): 43 clusters Score: Raw -12067056.279909 + Penalty 84686.556692 = -11982369.723217 nChanged 309 Iteration 75Q (448.883255 sec): 43 clusters Score: Raw -12067130.504972 + Penalty 84686.556692 = -11982443.948280 nChanged 300 Iteration 76Q (452.046237 sec): 43 clusters Score: Raw -12067196.262241 + Penalty 84686.556692 = -11982509.705548 nChanged 269 Iteration 77Q (455.175169 sec): 43 clusters Score: Raw -12067248.828959 + Penalty 84686.556692 = -11982562.272267 nChanged 266 Iteration 78Q (458.269377 sec): 43 clusters Score: Raw -12067293.524600 + Penalty 84686.556692 = -11982606.967908 nChanged 247 Iteration 79Q (461.384419 sec): 43 clusters Score: Raw -12067344.579127 + Penalty 84686.556692 = -11982658.022434 nChanged 251 Iteration 80F (468.538210 sec): 43 clusters Score: Raw -12067441.103444 + Penalty 84686.556692 = -11982754.546751 nChanged 274 Iteration 81Q (471.658630 sec): 43 clusters Score: Raw -12067526.832575 + Penalty 84686.556692 = -11982840.275882 nChanged 286 Iteration 82Q (474.753770 sec): 43 clusters Score: Raw -12067601.423521 + Penalty 84686.556692 = -11982914.866829 nChanged 282 Iteration 83Q (477.927210 sec): 43 clusters Score: Raw -12067669.887483 + Penalty 84686.556692 = -11982983.330790 nChanged 283 Iteration 84Q (481.114288 sec): 43 clusters Score: Raw -12067743.034101 + Penalty 84686.556692 = -11983056.477408 nChanged 278 Iteration 85Q (484.247142 sec): 43 clusters Score: Raw -12067811.090184 + Penalty 84686.556692 = -11983124.533491 nChanged 280 Iteration 86Q (487.390723 sec): 43 clusters Score: Raw -12067872.800527 + Penalty 84686.556692 = -11983186.243834 nChanged 284 Iteration 87Q (490.544535 sec): 43 clusters Score: Raw -12067936.123217 + Penalty 84686.556692 = -11983249.566524 nChanged 281 Iteration 88Q (493.647960 sec): 43 clusters Score: Raw -12067991.992189 + Penalty 84686.556692 = -11983305.435497 nChanged 291 Iteration 89Q (496.754310 sec): 43 clusters Score: Raw -12068047.659012 + Penalty 84686.556692 = -11983361.102320 nChanged 272 Iteration 90Q (499.871536 sec): 43 clusters Score: Raw -12068103.064272 + Penalty 84686.556692 = -11983416.507580 nChanged 252 Iteration 91Q (502.952727 sec): 43 clusters Score: Raw -12068148.477944 + Penalty 84686.556692 = -11983461.921252 nChanged 209 Iteration 92Q (506.072090 sec): 43 clusters Score: Raw -12068185.327866 + Penalty 84686.556692 = -11983498.771173 nChanged 195 Iteration 93Q (509.128368 sec): 43 clusters Score: Raw -12068223.532415 + Penalty 84686.556692 = -11983536.975723 nChanged 188 Iteration 94Q (512.225277 sec): 43 clusters Score: Raw -12068252.328048 + Penalty 84686.556692 = -11983565.771356 nChanged 166 Iteration 95Q (515.323101 sec): 43 clusters Score: Raw -12068278.480143 + Penalty 84686.556692 = -11983591.923451 nChanged 169 Iteration 96Q (518.390986 sec): 43 clusters Score: Raw -12068303.917311 + Penalty 84686.556692 = -11983617.360619 nChanged 131 Iteration 97Q (521.445994 sec): 43 clusters Score: Raw -12068322.117043 + Penalty 84686.556692 = -11983635.560351 nChanged 125 Iteration 98Q (524.500797 sec): 43 clusters Score: Raw -12068340.882518 + Penalty 84686.556692 = -11983654.325826 nChanged 113 Writing temp clu file Because OldScore, -11983635.560351, is greater than current (better) Score,-11983654.325826 Compute initial score before splitting: Score: Raw -12068340.882518 + Penalty 84686.556692 = -11983654.325826 Trying to split cluster 1 (14201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (524.604191 sec): 2 clusters Score: Raw -763327.981065 + Penalty 1553.673495 = -761774.307569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (524.668151 sec): 3 clusters Score: Raw -755036.296220 + Penalty 3107.346991 = -751928.949230 nChanged 6327 SP:Iteration 1F (524.726208 sec): 3 clusters Score: Raw -758645.262616 + Penalty 3107.346991 = -755537.915625 nChanged 959 SP:Iteration 2F (524.794160 sec): 3 clusters Score: Raw -759198.843801 + Penalty 3107.346991 = -756091.496811 nChanged 948 SP:Iteration 3F (524.854185 sec): 3 clusters Score: Raw -759845.206203 + Penalty 3107.346991 = -756737.859212 nChanged 948 SP:Iteration 4F (524.921353 sec): 3 clusters Score: Raw -760544.359093 + Penalty 3107.346991 = -757437.012103 nChanged 888 SP:Iteration 5F (524.981024 sec): 3 clusters Score: Raw -761178.796073 + Penalty 3107.346991 = -758071.449082 nChanged 775 SP:Iteration 6F (525.046377 sec): 3 clusters Score: Raw -761720.602796 + Penalty 3107.346991 = -758613.255805 nChanged 714 SP:Iteration 7F (525.113439 sec): 3 clusters Score: Raw -762169.184811 + Penalty 3107.346991 = -759061.837820 nChanged 631 SP:Iteration 8Q (525.179633 sec): 3 clusters Score: Raw -762501.706352 + Penalty 3107.346991 = -759394.359361 nChanged 493 SP:Iteration 9Q (525.248289 sec): 3 clusters Score: Raw -762733.720416 + Penalty 3107.346991 = -759626.373425 nChanged 391 SP:Iteration 10Q (525.319956 sec): 3 clusters Score: Raw -762901.721371 + Penalty 3107.346991 = -759794.374380 nChanged 318 SP:Iteration 11Q (525.394015 sec): 3 clusters Score: Raw -763028.542726 + Penalty 3107.346991 = -759921.195735 nChanged 258 SP:Iteration 12Q (525.459690 sec): 3 clusters Score: Raw -763121.614634 + Penalty 3107.346991 = -760014.267643 nChanged 242 SP:Iteration 13Q (525.525363 sec): 3 clusters Score: Raw -763208.799997 + Penalty 3107.346991 = -760101.453007 nChanged 242 SP:Iteration 14Q (525.589859 sec): 3 clusters Score: Raw -763293.559793 + Penalty 3107.346991 = -760186.212802 nChanged 194 SP:Iteration 15Q (525.659335 sec): 3 clusters Score: Raw -763353.096689 + Penalty 3107.346991 = -760245.749698 nChanged 182 SP:Iteration 16Q (525.721218 sec): 3 clusters Score: Raw -763401.804884 + Penalty 3107.346991 = -760294.457893 nChanged 153 SP:Iteration 17Q (525.788062 sec): 3 clusters Score: Raw -763444.057109 + Penalty 3107.346991 = -760336.710119 nChanged 133 SP:Iteration 18Q (525.851887 sec): 3 clusters Score: Raw -763478.877099 + Penalty 3107.346991 = -760371.530108 nChanged 111 SP:Iteration 19Q (525.923626 sec): 3 clusters Score: Raw -763507.310303 + Penalty 3107.346991 = -760399.963312 nChanged 114 SP:Iteration 20F (525.986365 sec): 3 clusters Score: Raw -763534.429190 + Penalty 3107.346991 = -760427.082200 nChanged 90 SP:Iteration 21Q (526.056415 sec): 3 clusters Score: Raw -763555.304900 + Penalty 3107.346991 = -760447.957909 nChanged 108 SP:Iteration 22Q (526.112844 sec): 3 clusters Score: Raw -763580.907837 + Penalty 3107.346991 = -760473.560846 nChanged 94 SP:Iteration 23Q (526.192709 sec): 3 clusters Score: Raw -763603.096948 + Penalty 3107.346991 = -760495.749957 nChanged 86 SP:Iteration 24Q (526.259549 sec): 3 clusters Score: Raw -763618.418881 + Penalty 3107.346991 = -760511.071890 nChanged 82 SP:Iteration 25Q (526.331906 sec): 3 clusters Score: Raw -763633.259039 + Penalty 3107.346991 = -760525.912048 nChanged 86 SP:Iteration 26Q (526.384363 sec): 3 clusters Score: Raw -763650.000239 + Penalty 3107.346991 = -760542.653248 nChanged 86 SP:Iteration 27Q (526.450201 sec): 3 clusters Score: Raw -763668.749430 + Penalty 3107.346991 = -760561.402439 nChanged 83 SP:Iteration 28Q (526.519967 sec): 3 clusters Score: Raw -763683.959337 + Penalty 3107.346991 = -760576.612346 nChanged 74 SP:Iteration 29Q (526.581911 sec): 3 clusters Score: Raw -763698.144216 + Penalty 3107.346991 = -760590.797225 nChanged 83 SP:Iteration 30Q (526.637838 sec): 3 clusters Score: Raw -763715.366160 + Penalty 3107.346991 = -760608.019169 nChanged 95 SP:Iteration 31Q (526.698608 sec): 3 clusters Score: Raw -763738.808423 + Penalty 3107.346991 = -760631.461432 nChanged 85 SP:Iteration 32Q (526.758433 sec): 3 clusters Score: Raw -763755.917194 + Penalty 3107.346991 = -760648.570203 nChanged 85 SP:Iteration 33Q (526.831222 sec): 3 clusters Score: Raw -763775.170463 + Penalty 3107.346991 = -760667.823472 nChanged 82 SP:Iteration 34Q (526.899256 sec): 3 clusters Score: Raw -763794.700155 + Penalty 3107.346991 = -760687.353165 nChanged 95 SP:Iteration 35Q (526.953152 sec): 3 clusters Score: Raw -763820.034951 + Penalty 3107.346991 = -760712.687960 nChanged 82 SP:Iteration 36Q (527.011803 sec): 3 clusters Score: Raw -763837.973167 + Penalty 3107.346991 = -760730.626176 nChanged 81 SP:Iteration 37Q (527.074100 sec): 3 clusters Score: Raw -763854.431983 + Penalty 3107.346991 = -760747.084992 nChanged 89 SP:Iteration 38Q (527.142890 sec): 3 clusters Score: Raw -763874.151231 + Penalty 3107.346991 = -760766.804240 nChanged 93 SP:Iteration 39Q (527.209464 sec): 3 clusters Score: Raw -763896.558461 + Penalty 3107.346991 = -760789.211470 nChanged 101 SP:Iteration 40F (527.279487 sec): 3 clusters Score: Raw -763920.642098 + Penalty 3107.346991 = -760813.295107 nChanged 110 SP:Iteration 41Q (527.337054 sec): 3 clusters Score: Raw -763952.190860 + Penalty 3107.346991 = -760844.843870 nChanged 101 SP:Iteration 42Q (527.401444 sec): 3 clusters Score: Raw -763979.963403 + Penalty 3107.346991 = -760872.616412 nChanged 87 SP:Iteration 43Q (527.472024 sec): 3 clusters Score: Raw -764003.542945 + Penalty 3107.346991 = -760896.195954 nChanged 87 SP:Iteration 44Q (527.540542 sec): 3 clusters Score: Raw -764026.760335 + Penalty 3107.346991 = -760919.413344 nChanged 84 SP:Iteration 45Q (527.603703 sec): 3 clusters Score: Raw -764045.250677 + Penalty 3107.346991 = -760937.903686 nChanged 68 SP:Iteration 46Q (527.664852 sec): 3 clusters Score: Raw -764059.229064 + Penalty 3107.346991 = -760951.882073 nChanged 43 SP:Iteration 47Q (527.723678 sec): 3 clusters Score: Raw -764067.406918 + Penalty 3107.346991 = -760960.059928 nChanged 43 SP:Iteration 48Q (527.785761 sec): 3 clusters Score: Raw -764074.169800 + Penalty 3107.346991 = -760966.822809 nChanged 35 SP:Iteration 49Q (527.854010 sec): 3 clusters Score: Raw -764078.160729 + Penalty 3107.346991 = -760970.813738 nChanged 29 SP:Iteration 50Q (527.920993 sec): 3 clusters Score: Raw -764082.120311 + Penalty 3107.346991 = -760974.773321 nChanged 34 SP:Iteration 51Q (527.992941 sec): 3 clusters Score: Raw -764087.091137 + Penalty 3107.346991 = -760979.744147 nChanged 29 SP:Iteration 52Q (528.054262 sec): 3 clusters Score: Raw -764090.215315 + Penalty 3107.346991 = -760982.868324 nChanged 27 SP:Iteration 53Q (528.116561 sec): 3 clusters Score: Raw -764092.542091 + Penalty 3107.346991 = -760985.195100 nChanged 20 SP:Iteration 54Q (528.185861 sec): 3 clusters Score: Raw -764094.333665 + Penalty 3107.346991 = -760986.986675 nChanged 22 SP:Iteration 55Q (528.238696 sec): 3 clusters Score: Raw -764096.884036 + Penalty 3107.346991 = -760989.537046 nChanged 33 SP:Iteration 56Q (528.312766 sec): 3 clusters Score: Raw -764100.718217 + Penalty 3107.346991 = -760993.371226 nChanged 31 SP:Iteration 57Q (528.378299 sec): 3 clusters Score: Raw -764105.357317 + Penalty 3107.346991 = -760998.010327 nChanged 33 SP:Iteration 58Q (528.431749 sec): 3 clusters Score: Raw -764110.015264 + Penalty 3107.346991 = -761002.668274 nChanged 28 SP:Iteration 59Q (528.491145 sec): 3 clusters Score: Raw -764114.316811 + Penalty 3107.346991 = -761006.969821 nChanged 30 SP:Iteration 60F (528.554982 sec): 3 clusters Score: Raw -764118.373276 + Penalty 3107.346991 = -761011.026285 nChanged 22 SP:Iteration 61Q (528.627779 sec): 3 clusters Score: Raw -764121.826067 + Penalty 3107.346991 = -761014.479077 nChanged 17 SP:Iteration 62Q (528.686327 sec): 3 clusters Score: Raw -764125.974860 + Penalty 3107.346991 = -761018.627869 nChanged 31 SP:Iteration 63Q (528.748177 sec): 3 clusters Score: Raw -764130.544510 + Penalty 3107.346991 = -761023.197520 nChanged 27 SP:Iteration 64Q (528.816198 sec): 3 clusters Score: Raw -764134.412082 + Penalty 3107.346991 = -761027.065092 nChanged 26 SP:Iteration 65Q (528.879947 sec): 3 clusters Score: Raw -764139.015848 + Penalty 3107.346991 = -761031.668857 nChanged 27 SP:Iteration 66Q (528.954196 sec): 3 clusters Score: Raw -764142.615031 + Penalty 3107.346991 = -761035.268040 nChanged 28 SP:Iteration 67Q (529.013273 sec): 3 clusters Score: Raw -764147.270629 + Penalty 3107.346991 = -761039.923639 nChanged 33 SP:Iteration 68Q (529.070657 sec): 3 clusters Score: Raw -764151.695183 + Penalty 3107.346991 = -761044.348192 nChanged 32 SP:Iteration 69Q (529.138621 sec): 3 clusters Score: Raw -764156.115350 + Penalty 3107.346991 = -761048.768359 nChanged 22 SP:Iteration 70Q (529.197211 sec): 3 clusters Score: Raw -764159.512022 + Penalty 3107.346991 = -761052.165032 nChanged 24 SP:Iteration 71Q (529.259082 sec): 3 clusters Score: Raw -764163.810896 + Penalty 3107.346991 = -761056.463905 nChanged 24 SP:Iteration 72Q (529.326710 sec): 3 clusters Score: Raw -764167.614250 + Penalty 3107.346991 = -761060.267259 nChanged 29 SP:Iteration 73Q (529.395738 sec): 3 clusters Score: Raw -764171.891654 + Penalty 3107.346991 = -761064.544664 nChanged 26 SP:Iteration 74Q (529.456996 sec): 3 clusters Score: Raw -764176.723877 + Penalty 3107.346991 = -761069.376886 nChanged 23 SP:Iteration 75Q (529.522542 sec): 3 clusters Score: Raw -764180.631759 + Penalty 3107.346991 = -761073.284768 nChanged 18 SP:Iteration 76Q (529.591153 sec): 3 clusters Score: Raw -764183.043903 + Penalty 3107.346991 = -761075.696913 nChanged 19 SP:Iteration 77Q (529.654197 sec): 3 clusters Score: Raw -764186.153878 + Penalty 3107.346991 = -761078.806888 nChanged 13 SP:Iteration 78Q (529.707640 sec): 3 clusters Score: Raw -764188.521393 + Penalty 3107.346991 = -761081.174402 nChanged 17 SP:Iteration 79Q (529.774325 sec): 3 clusters Score: Raw -764191.474970 + Penalty 3107.346991 = -761084.127980 nChanged 22 SP:Iteration 80F (529.834804 sec): 3 clusters Score: Raw -764194.669906 + Penalty 3107.346991 = -761087.322915 nChanged 18 SP:Iteration 81Q (529.907040 sec): 3 clusters Score: Raw -764198.491779 + Penalty 3107.346991 = -761091.144788 nChanged 29 SP:Iteration 82Q (529.964176 sec): 3 clusters Score: Raw -764203.639973 + Penalty 3107.346991 = -761096.292983 nChanged 26 SP:Iteration 83Q (530.034584 sec): 3 clusters Score: Raw -764207.477782 + Penalty 3107.346991 = -761100.130791 nChanged 20 SP:Iteration 84Q (530.092091 sec): 3 clusters Score: Raw -764210.255113 + Penalty 3107.346991 = -761102.908123 nChanged 14 SP:Iteration 85Q (530.162101 sec): 3 clusters Score: Raw -764212.898116 + Penalty 3107.346991 = -761105.551125 nChanged 23 SP:Iteration 86Q (530.217058 sec): 3 clusters Score: Raw -764216.857127 + Penalty 3107.346991 = -761109.510136 nChanged 18 SP:Iteration 87Q (530.272453 sec): 3 clusters Score: Raw -764219.328233 + Penalty 3107.346991 = -761111.981243 nChanged 13 SP:Iteration 88Q (530.331613 sec): 3 clusters Score: Raw -764220.986045 + Penalty 3107.346991 = -761113.639054 nChanged 16 SP:Iteration 89Q (530.404670 sec): 3 clusters Score: Raw -764223.220710 + Penalty 3107.346991 = -761115.873719 nChanged 17 SP:Iteration 90Q (530.456416 sec): 3 clusters Score: Raw -764225.405236 + Penalty 3107.346991 = -761118.058245 nChanged 13 SP:Iteration 91Q (530.520114 sec): 3 clusters Score: Raw -764226.827557 + Penalty 3107.346991 = -761119.480566 nChanged 12 SP:Iteration 92Q (530.581342 sec): 3 clusters Score: Raw -764228.719590 + Penalty 3107.346991 = -761121.372599 nChanged 14 SP:Iteration 93Q (530.644234 sec): 3 clusters Score: Raw -764231.048743 + Penalty 3107.346991 = -761123.701752 nChanged 21 SP:Iteration 94Q (530.716755 sec): 3 clusters Score: Raw -764235.076183 + Penalty 3107.346991 = -761127.729193 nChanged 19 SP:Iteration 95Q (530.771120 sec): 3 clusters Score: Raw -764238.407184 + Penalty 3107.346991 = -761131.060194 nChanged 22 SP:Iteration 96Q (530.840521 sec): 3 clusters Score: Raw -764242.220328 + Penalty 3107.346991 = -761134.873337 nChanged 23 SP:Iteration 97Q (530.915684 sec): 3 clusters Score: Raw -764245.765143 + Penalty 3107.346991 = -761138.418152 nChanged 30 SP:Iteration 98Q (530.969901 sec): 3 clusters Score: Raw -764250.677096 + Penalty 3107.346991 = -761143.330105 nChanged 31 SP:Iteration 99Q (531.020423 sec): 3 clusters Score: Raw -764255.691485 + Penalty 3107.346991 = -761148.344495 nChanged 21 SP:Iteration 100F (531.095685 sec): 3 clusters Score: Raw -764258.430089 + Penalty 3107.346991 = -761151.083099 nChanged 18 SP:Iteration 101Q (531.157216 sec): 3 clusters Score: Raw -764261.288555 + Penalty 3107.346991 = -761153.941565 nChanged 23 SP:Iteration 102Q (531.225609 sec): 3 clusters Score: Raw -764265.019773 + Penalty 3107.346991 = -761157.672782 nChanged 20 SP:Iteration 103Q (531.278422 sec): 3 clusters Score: Raw -764268.752136 + Penalty 3107.346991 = -761161.405145 nChanged 18 SP:Iteration 104Q (531.352095 sec): 3 clusters Score: Raw -764272.380403 + Penalty 3107.346991 = -761165.033413 nChanged 24 SP:Iteration 105Q (531.425092 sec): 3 clusters Score: Raw -764275.678243 + Penalty 3107.346991 = -761168.331252 nChanged 23 SP:Iteration 106Q (531.477141 sec): 3 clusters Score: Raw -764279.359086 + Penalty 3107.346991 = -761172.012095 nChanged 16 SP:Iteration 107Q (531.550273 sec): 3 clusters Score: Raw -764281.727905 + Penalty 3107.346991 = -761174.380914 nChanged 13 SP:Iteration 108Q (531.606374 sec): 3 clusters Score: Raw -764283.882813 + Penalty 3107.346991 = -761176.535822 nChanged 19 SP:Iteration 109Q (531.675624 sec): 3 clusters Score: Raw -764287.375575 + Penalty 3107.346991 = -761180.028584 nChanged 17 SP:Iteration 110Q (531.738259 sec): 3 clusters Score: Raw -764291.323890 + Penalty 3107.346991 = -761183.976900 nChanged 19 SP:Iteration 111Q (531.802680 sec): 3 clusters Score: Raw -764294.882884 + Penalty 3107.346991 = -761187.535893 nChanged 20 SP:Iteration 112Q (531.863590 sec): 3 clusters Score: Raw -764298.200191 + Penalty 3107.346991 = -761190.853200 nChanged 21 SP:Iteration 113Q (531.933989 sec): 3 clusters Score: Raw -764301.673944 + Penalty 3107.346991 = -761194.326954 nChanged 20 SP:Iteration 114Q (531.990481 sec): 3 clusters Score: Raw -764304.750025 + Penalty 3107.346991 = -761197.403034 nChanged 12 SP:Iteration 115Q (532.057340 sec): 3 clusters Score: Raw -764306.853488 + Penalty 3107.346991 = -761199.506497 nChanged 12 SP:Iteration 116Q (532.125506 sec): 3 clusters Score: Raw -764308.372356 + Penalty 3107.346991 = -761201.025366 nChanged 8 SP:Iteration 117Q (532.183350 sec): 3 clusters Score: Raw -764309.260125 + Penalty 3107.346991 = -761201.913134 nChanged 6 SP:Iteration 118Q (532.247728 sec): 3 clusters Score: Raw -764309.942470 + Penalty 3107.346991 = -761202.595480 nChanged 3 SP:Iteration 119Q (532.296647 sec): 3 clusters Score: Raw -764310.311012 + Penalty 3107.346991 = -761202.964022 nChanged 2 SP:Iteration 120F (532.366796 sec): 3 clusters Score: Raw -764310.548956 + Penalty 3107.346991 = -761203.201965 nChanged 1 SP:Iteration 121Q (532.429371 sec): 3 clusters Score: Raw -764310.769200 + Penalty 3107.346991 = -761203.422209 nChanged 3 SP:Iteration 122Q (532.474819 sec): 3 clusters Score: Raw -764310.953186 + Penalty 3107.346991 = -761203.606196 nChanged 1 SP:Iteration 123Q (532.538207 sec): 3 clusters Score: Raw -764310.986407 + Penalty 3107.346991 = -761203.639417 nChanged 0 SP:Iteration 124F (532.598953 sec): 3 clusters Score: Raw -764310.986407 + Penalty 3107.346991 = -761203.639417 nChanged 0 Trying to split cluster 2 (6144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (532.635413 sec): 2 clusters Score: Raw -331030.069605 + Penalty 1417.525082 = -329612.544523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (532.684796 sec): 3 clusters Score: Raw -327694.868524 + Penalty 2835.050164 = -324859.818359 nChanged 2543 SP:Iteration 1F (532.734174 sec): 3 clusters Score: Raw -329095.893464 + Penalty 2835.050164 = -326260.843300 nChanged 447 SP:Iteration 2F (532.792209 sec): 3 clusters Score: Raw -329334.394886 + Penalty 2835.050164 = -326499.344721 nChanged 342 SP:Iteration 3F (532.834719 sec): 3 clusters Score: Raw -329538.647073 + Penalty 2835.050164 = -326703.596909 nChanged 328 SP:Iteration 4F (532.893564 sec): 3 clusters Score: Raw -329769.421428 + Penalty 2835.050164 = -326934.371264 nChanged 350 SP:Iteration 5F (532.946968 sec): 3 clusters Score: Raw -330035.089314 + Penalty 2835.050164 = -327200.039150 nChanged 349 SP:Iteration 6F (532.993052 sec): 3 clusters Score: Raw -330280.481827 + Penalty 2835.050164 = -327445.431662 nChanged 316 SP:Iteration 7F (533.051958 sec): 3 clusters Score: Raw -330528.277544 + Penalty 2835.050164 = -327693.227379 nChanged 244 SP:Iteration 8Q (533.102996 sec): 3 clusters Score: Raw -330717.237902 + Penalty 2835.050164 = -327882.187737 nChanged 202 SP:Iteration 9Q (533.156731 sec): 3 clusters Score: Raw -330865.069664 + Penalty 2835.050164 = -328030.019500 nChanged 190 SP:Iteration 10Q (533.202641 sec): 3 clusters Score: Raw -330994.086286 + Penalty 2835.050164 = -328159.036121 nChanged 149 SP:Iteration 11Q (533.256046 sec): 3 clusters Score: Raw -331090.530456 + Penalty 2835.050164 = -328255.480292 nChanged 124 SP:Iteration 12Q (533.299348 sec): 3 clusters Score: Raw -331163.190042 + Penalty 2835.050164 = -328328.139877 nChanged 116 SP:Iteration 13Q (533.351320 sec): 3 clusters Score: Raw -331232.330519 + Penalty 2835.050164 = -328397.280355 nChanged 89 SP:Iteration 14Q (533.410485 sec): 3 clusters Score: Raw -331271.012216 + Penalty 2835.050164 = -328435.962052 nChanged 59 SP:Iteration 15Q (533.462216 sec): 3 clusters Score: Raw -331293.371225 + Penalty 2835.050164 = -328458.321061 nChanged 37 SP:Iteration 16Q (533.517122 sec): 3 clusters Score: Raw -331303.781296 + Penalty 2835.050164 = -328468.731132 nChanged 17 SP:Iteration 17Q (533.560509 sec): 3 clusters Score: Raw -331308.541160 + Penalty 2835.050164 = -328473.490995 nChanged 15 SP:Iteration 18Q (533.615890 sec): 3 clusters Score: Raw -331312.963191 + Penalty 2835.050164 = -328477.913027 nChanged 14 SP:Iteration 19Q (533.664152 sec): 3 clusters Score: Raw -331317.264438 + Penalty 2835.050164 = -328482.214273 nChanged 15 SP:Iteration 20F (533.712217 sec): 3 clusters Score: Raw -331321.937733 + Penalty 2835.050164 = -328486.887569 nChanged 13 SP:Iteration 21Q (533.763368 sec): 3 clusters Score: Raw -331326.088798 + Penalty 2835.050164 = -328491.038634 nChanged 14 SP:Iteration 22Q (533.805163 sec): 3 clusters Score: Raw -331330.194868 + Penalty 2835.050164 = -328495.144704 nChanged 15 SP:Iteration 23Q (533.858477 sec): 3 clusters Score: Raw -331335.538103 + Penalty 2835.050164 = -328500.487939 nChanged 11 SP:Iteration 24Q (533.909514 sec): 3 clusters Score: Raw -331338.111402 + Penalty 2835.050164 = -328503.061238 nChanged 9 SP:Iteration 25Q (533.964629 sec): 3 clusters Score: Raw -331340.910854 + Penalty 2835.050164 = -328505.860689 nChanged 5 SP:Iteration 26Q (534.006219 sec): 3 clusters Score: Raw -331341.749997 + Penalty 2835.050164 = -328506.699832 nChanged 3 SP:Iteration 27Q (534.068470 sec): 3 clusters Score: Raw -331342.126634 + Penalty 2835.050164 = -328507.076469 nChanged 3 SP:Iteration 28Q (534.125274 sec): 3 clusters Score: Raw -331342.813934 + Penalty 2835.050164 = -328507.763770 nChanged 1 SP:Iteration 29Q (534.178683 sec): 3 clusters Score: Raw -331343.083704 + Penalty 2835.050164 = -328508.033540 nChanged 1 SP:Iteration 30Q (534.230943 sec): 3 clusters Score: Raw -331343.275355 + Penalty 2835.050164 = -328508.225190 nChanged 1 SP:Iteration 31Q (534.276348 sec): 3 clusters Score: Raw -331343.524482 + Penalty 2835.050164 = -328508.474318 nChanged 0 SP:Iteration 32F (534.330316 sec): 3 clusters Score: Raw -331343.524482 + Penalty 2835.050164 = -328508.474318 nChanged 0 Trying to split cluster 3 (16664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (534.378437 sec): 2 clusters Score: Raw -883962.227927 + Penalty 1579.663472 = -882382.564455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (534.455641 sec): 3 clusters Score: Raw -873981.164458 + Penalty 3159.326944 = -870821.837513 nChanged 7529 SP:Iteration 1F (534.523178 sec): 3 clusters Score: Raw -878149.483308 + Penalty 3159.326944 = -874990.156364 nChanged 1012 SP:Iteration 2F (534.591729 sec): 3 clusters Score: Raw -878615.436518 + Penalty 3159.326944 = -875456.109573 nChanged 989 SP:Iteration 3F (534.667091 sec): 3 clusters Score: Raw -879152.807235 + Penalty 3159.326944 = -875993.480290 nChanged 1027 SP:Iteration 4F (534.737547 sec): 3 clusters Score: Raw -879793.767427 + Penalty 3159.326944 = -876634.440483 nChanged 1024 SP:Iteration 5F (534.816872 sec): 3 clusters Score: Raw -880447.411036 + Penalty 3159.326944 = -877288.084091 nChanged 1038 SP:Iteration 6F (534.884827 sec): 3 clusters Score: Raw -881073.359736 + Penalty 3159.326944 = -877914.032791 nChanged 958 SP:Iteration 7F (534.950087 sec): 3 clusters Score: Raw -881635.683494 + Penalty 3159.326944 = -878476.356549 nChanged 864 SP:Iteration 8F (535.016491 sec): 3 clusters Score: Raw -882101.837442 + Penalty 3159.326944 = -878942.510497 nChanged 715 SP:Iteration 9Q (535.097733 sec): 3 clusters Score: Raw -882444.274500 + Penalty 3159.326944 = -879284.947556 nChanged 609 SP:Iteration 10Q (535.158578 sec): 3 clusters Score: Raw -882691.926590 + Penalty 3159.326944 = -879532.599645 nChanged 455 SP:Iteration 11Q (535.224260 sec): 3 clusters Score: Raw -882854.109873 + Penalty 3159.326944 = -879694.782929 nChanged 364 SP:Iteration 12Q (535.290213 sec): 3 clusters Score: Raw -882977.705535 + Penalty 3159.326944 = -879818.378590 nChanged 336 SP:Iteration 13Q (535.358074 sec): 3 clusters Score: Raw -883089.127645 + Penalty 3159.326944 = -879929.800700 nChanged 322 SP:Iteration 14Q (535.432181 sec): 3 clusters Score: Raw -883195.552666 + Penalty 3159.326944 = -880036.225721 nChanged 291 SP:Iteration 15Q (535.512114 sec): 3 clusters Score: Raw -883289.289579 + Penalty 3159.326944 = -880129.962635 nChanged 259 SP:Iteration 16Q (535.586310 sec): 3 clusters Score: Raw -883378.207611 + Penalty 3159.326944 = -880218.880666 nChanged 269 SP:Iteration 17Q (535.649292 sec): 3 clusters Score: Raw -883473.227871 + Penalty 3159.326944 = -880313.900927 nChanged 257 SP:Iteration 18Q (535.722323 sec): 3 clusters Score: Raw -883562.811612 + Penalty 3159.326944 = -880403.484667 nChanged 230 SP:Iteration 19Q (535.794622 sec): 3 clusters Score: Raw -883638.475060 + Penalty 3159.326944 = -880479.148116 nChanged 204 SP:Iteration 20F (535.859547 sec): 3 clusters Score: Raw -883699.796564 + Penalty 3159.326944 = -880540.469619 nChanged 164 SP:Iteration 21Q (535.931140 sec): 3 clusters Score: Raw -883751.130067 + Penalty 3159.326944 = -880591.803123 nChanged 146 SP:Iteration 22Q (536.007728 sec): 3 clusters Score: Raw -883796.227964 + Penalty 3159.326944 = -880636.901020 nChanged 141 SP:Iteration 23Q (536.071666 sec): 3 clusters Score: Raw -883840.012181 + Penalty 3159.326944 = -880680.685236 nChanged 136 SP:Iteration 24Q (536.146306 sec): 3 clusters Score: Raw -883883.042963 + Penalty 3159.326944 = -880723.716018 nChanged 120 SP:Iteration 25Q (536.219945 sec): 3 clusters Score: Raw -883923.943652 + Penalty 3159.326944 = -880764.616707 nChanged 97 SP:Iteration 26Q (536.287395 sec): 3 clusters Score: Raw -883954.375945 + Penalty 3159.326944 = -880795.049000 nChanged 87 SP:Iteration 27Q (536.358265 sec): 3 clusters Score: Raw -883983.645482 + Penalty 3159.326944 = -880824.318538 nChanged 92 SP:Iteration 28Q (536.432991 sec): 3 clusters Score: Raw -884014.958859 + Penalty 3159.326944 = -880855.631915 nChanged 82 SP:Iteration 29Q (536.497772 sec): 3 clusters Score: Raw -884041.983838 + Penalty 3159.326944 = -880882.656893 nChanged 67 SP:Iteration 30Q (536.568327 sec): 3 clusters Score: Raw -884062.652721 + Penalty 3159.326944 = -880903.325777 nChanged 56 SP:Iteration 31Q (536.648715 sec): 3 clusters Score: Raw -884078.463885 + Penalty 3159.326944 = -880919.136940 nChanged 54 SP:Iteration 32Q (536.710379 sec): 3 clusters Score: Raw -884095.271478 + Penalty 3159.326944 = -880935.944533 nChanged 50 SP:Iteration 33Q (536.771972 sec): 3 clusters Score: Raw -884113.788517 + Penalty 3159.326944 = -880954.461572 nChanged 43 SP:Iteration 34Q (536.835864 sec): 3 clusters Score: Raw -884127.456248 + Penalty 3159.326944 = -880968.129303 nChanged 35 SP:Iteration 35Q (536.912165 sec): 3 clusters Score: Raw -884139.666230 + Penalty 3159.326944 = -880980.339286 nChanged 42 SP:Iteration 36Q (536.986432 sec): 3 clusters Score: Raw -884153.489748 + Penalty 3159.326944 = -880994.162803 nChanged 34 SP:Iteration 37Q (537.057773 sec): 3 clusters Score: Raw -884165.216193 + Penalty 3159.326944 = -881005.889248 nChanged 38 SP:Iteration 38Q (537.118224 sec): 3 clusters Score: Raw -884182.106730 + Penalty 3159.326944 = -881022.779785 nChanged 38 SP:Iteration 39Q (537.194767 sec): 3 clusters Score: Raw -884194.520714 + Penalty 3159.326944 = -881035.193770 nChanged 30 SP:Iteration 40F (537.250023 sec): 3 clusters Score: Raw -884206.798420 + Penalty 3159.326944 = -881047.471476 nChanged 35 SP:Iteration 41Q (537.316717 sec): 3 clusters Score: Raw -884219.427878 + Penalty 3159.326944 = -881060.100933 nChanged 30 SP:Iteration 42Q (537.385264 sec): 3 clusters Score: Raw -884228.505510 + Penalty 3159.326944 = -881069.178565 nChanged 20 SP:Iteration 43Q (537.465987 sec): 3 clusters Score: Raw -884235.048707 + Penalty 3159.326944 = -881075.721762 nChanged 14 SP:Iteration 44Q (537.533551 sec): 3 clusters Score: Raw -884240.745127 + Penalty 3159.326944 = -881081.418183 nChanged 15 SP:Iteration 45Q (537.590780 sec): 3 clusters Score: Raw -884246.557844 + Penalty 3159.326944 = -881087.230900 nChanged 14 SP:Iteration 46Q (537.660846 sec): 3 clusters Score: Raw -884251.935886 + Penalty 3159.326944 = -881092.608942 nChanged 14 SP:Iteration 47Q (537.741788 sec): 3 clusters Score: Raw -884255.100312 + Penalty 3159.326944 = -881095.773367 nChanged 9 SP:Iteration 48Q (537.814960 sec): 3 clusters Score: Raw -884258.126248 + Penalty 3159.326944 = -881098.799303 nChanged 8 SP:Iteration 49Q (537.874470 sec): 3 clusters Score: Raw -884260.571232 + Penalty 3159.326944 = -881101.244287 nChanged 4 SP:Iteration 50Q (537.942742 sec): 3 clusters Score: Raw -884261.884125 + Penalty 3159.326944 = -881102.557181 nChanged 5 SP:Iteration 51Q (538.010498 sec): 3 clusters Score: Raw -884262.671230 + Penalty 3159.326944 = -881103.344285 nChanged 5 SP:Iteration 52Q (538.089942 sec): 3 clusters Score: Raw -884263.721636 + Penalty 3159.326944 = -881104.394691 nChanged 2 SP:Iteration 53Q (538.147228 sec): 3 clusters Score: Raw -884264.129396 + Penalty 3159.326944 = -881104.802452 nChanged 4 SP:Iteration 54Q (538.222218 sec): 3 clusters Score: Raw -884265.129351 + Penalty 3159.326944 = -881105.802407 nChanged 3 SP:Iteration 55Q (538.292500 sec): 3 clusters Score: Raw -884265.915192 + Penalty 3159.326944 = -881106.588248 nChanged 4 SP:Iteration 56Q (538.349457 sec): 3 clusters Score: Raw -884267.713545 + Penalty 3159.326944 = -881108.386600 nChanged 6 SP:Iteration 57Q (538.426372 sec): 3 clusters Score: Raw -884269.515133 + Penalty 3159.326944 = -881110.188188 nChanged 4 SP:Iteration 58Q (538.487763 sec): 3 clusters Score: Raw -884270.983164 + Penalty 3159.326944 = -881111.656219 nChanged 6 SP:Iteration 59Q (538.551577 sec): 3 clusters Score: Raw -884272.610853 + Penalty 3159.326944 = -881113.283908 nChanged 6 SP:Iteration 60F (538.621942 sec): 3 clusters Score: Raw -884274.390577 + Penalty 3159.326944 = -881115.063632 nChanged 2 SP:Iteration 61Q (538.692586 sec): 3 clusters Score: Raw -884275.039403 + Penalty 3159.326944 = -881115.712458 nChanged 2 SP:Iteration 62Q (538.762055 sec): 3 clusters Score: Raw -884275.567733 + Penalty 3159.326944 = -881116.240789 nChanged 0 SP:Iteration 63F (538.839088 sec): 3 clusters Score: Raw -884275.567733 + Penalty 3159.326944 = -881116.240789 nChanged 0 Trying to split cluster 4 (9433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (538.866890 sec): 2 clusters Score: Raw -497726.738356 + Penalty 1487.195037 = -496239.543319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (538.935799 sec): 3 clusters Score: Raw -492382.913475 + Penalty 2974.390074 = -489408.523401 nChanged 4104 SP:Iteration 1F (538.983023 sec): 3 clusters Score: Raw -494646.270123 + Penalty 2974.390074 = -491671.880049 nChanged 640 SP:Iteration 2F (539.042819 sec): 3 clusters Score: Raw -495027.226370 + Penalty 2974.390074 = -492052.836296 nChanged 700 SP:Iteration 3F (539.094126 sec): 3 clusters Score: Raw -495522.150595 + Penalty 2974.390074 = -492547.760521 nChanged 724 SP:Iteration 4F (539.148326 sec): 3 clusters Score: Raw -496110.982654 + Penalty 2974.390074 = -493136.592580 nChanged 723 SP:Iteration 5F (539.205410 sec): 3 clusters Score: Raw -496738.959844 + Penalty 2974.390074 = -493764.569770 nChanged 667 SP:Iteration 6F (539.265568 sec): 3 clusters Score: Raw -497233.488461 + Penalty 2974.390074 = -494259.098387 nChanged 481 SP:Iteration 7F (539.326102 sec): 3 clusters Score: Raw -497544.944448 + Penalty 2974.390074 = -494570.554374 nChanged 330 SP:Iteration 8Q (539.383876 sec): 3 clusters Score: Raw -497722.405030 + Penalty 2974.390074 = -494748.014956 nChanged 219 SP:Iteration 9Q (539.446295 sec): 3 clusters Score: Raw -497824.632607 + Penalty 2974.390074 = -494850.242533 nChanged 157 SP:Iteration 10Q (539.504867 sec): 3 clusters Score: Raw -497889.517642 + Penalty 2974.390074 = -494915.127568 nChanged 118 SP:Iteration 11Q (539.560601 sec): 3 clusters Score: Raw -497933.945508 + Penalty 2974.390074 = -494959.555434 nChanged 86 SP:Iteration 12Q (539.621770 sec): 3 clusters Score: Raw -497968.493310 + Penalty 2974.390074 = -494994.103236 nChanged 90 SP:Iteration 13Q (539.669007 sec): 3 clusters Score: Raw -498008.318664 + Penalty 2974.390074 = -495033.928590 nChanged 83 SP:Iteration 14Q (539.724205 sec): 3 clusters Score: Raw -498044.836202 + Penalty 2974.390074 = -495070.446128 nChanged 56 SP:Iteration 15Q (539.791532 sec): 3 clusters Score: Raw -498066.824026 + Penalty 2974.390074 = -495092.433952 nChanged 61 SP:Iteration 16Q (539.838671 sec): 3 clusters Score: Raw -498092.199026 + Penalty 2974.390074 = -495117.808951 nChanged 60 SP:Iteration 17Q (539.897267 sec): 3 clusters Score: Raw -498107.791180 + Penalty 2974.390074 = -495133.401106 nChanged 32 SP:Iteration 18Q (539.955344 sec): 3 clusters Score: Raw -498116.168132 + Penalty 2974.390074 = -495141.778058 nChanged 25 SP:Iteration 19Q (540.014853 sec): 3 clusters Score: Raw -498123.445737 + Penalty 2974.390074 = -495149.055663 nChanged 26 SP:Iteration 20F (540.073933 sec): 3 clusters Score: Raw -498131.724320 + Penalty 2974.390074 = -495157.334246 nChanged 26 SP:Iteration 21Q (540.145628 sec): 3 clusters Score: Raw -498139.907615 + Penalty 2974.390074 = -495165.517541 nChanged 32 SP:Iteration 22Q (540.198865 sec): 3 clusters Score: Raw -498152.131987 + Penalty 2974.390074 = -495177.741913 nChanged 31 SP:Iteration 23Q (540.269850 sec): 3 clusters Score: Raw -498166.708227 + Penalty 2974.390074 = -495192.318153 nChanged 35 SP:Iteration 24Q (540.317912 sec): 3 clusters Score: Raw -498180.155661 + Penalty 2974.390074 = -495205.765587 nChanged 37 SP:Iteration 25Q (540.375577 sec): 3 clusters Score: Raw -498193.767718 + Penalty 2974.390074 = -495219.377644 nChanged 26 SP:Iteration 26Q (540.436002 sec): 3 clusters Score: Raw -498204.189372 + Penalty 2974.390074 = -495229.799298 nChanged 22 SP:Iteration 27Q (540.497612 sec): 3 clusters Score: Raw -498210.511188 + Penalty 2974.390074 = -495236.121114 nChanged 16 SP:Iteration 28Q (540.547001 sec): 3 clusters Score: Raw -498213.831969 + Penalty 2974.390074 = -495239.441895 nChanged 15 SP:Iteration 29Q (540.621567 sec): 3 clusters Score: Raw -498216.504547 + Penalty 2974.390074 = -495242.114473 nChanged 11 SP:Iteration 30Q (540.679627 sec): 3 clusters Score: Raw -498219.144895 + Penalty 2974.390074 = -495244.754821 nChanged 9 SP:Iteration 31Q (540.738738 sec): 3 clusters Score: Raw -498220.683511 + Penalty 2974.390074 = -495246.293437 nChanged 4 SP:Iteration 32Q (540.787950 sec): 3 clusters Score: Raw -498221.511286 + Penalty 2974.390074 = -495247.121212 nChanged 4 SP:Iteration 33Q (540.849914 sec): 3 clusters Score: Raw -498222.375578 + Penalty 2974.390074 = -495247.985504 nChanged 4 SP:Iteration 34Q (540.916386 sec): 3 clusters Score: Raw -498222.957585 + Penalty 2974.390074 = -495248.567511 nChanged 1 SP:Iteration 35Q (540.950518 sec): 3 clusters Score: Raw -498223.122486 + Penalty 2974.390074 = -495248.732412 nChanged 1 SP:Iteration 36Q (541.015377 sec): 3 clusters Score: Raw -498223.175419 + Penalty 2974.390074 = -495248.785345 nChanged 0 SP:Iteration 37F (541.073306 sec): 3 clusters Score: Raw -498223.175419 + Penalty 2974.390074 = -495248.785345 nChanged 0 Trying to split cluster 5 (7402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (541.103304 sec): 2 clusters Score: Raw -398347.148085 + Penalty 1447.794646 = -396899.353439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (541.148829 sec): 3 clusters Score: Raw -394327.082496 + Penalty 2895.589292 = -391431.493204 nChanged 3038 SP:Iteration 1F (541.219970 sec): 3 clusters Score: Raw -396044.408229 + Penalty 2895.589292 = -393148.818937 nChanged 484 SP:Iteration 2F (541.263251 sec): 3 clusters Score: Raw -396279.117418 + Penalty 2895.589292 = -393383.528126 nChanged 391 SP:Iteration 3F (541.317938 sec): 3 clusters Score: Raw -396479.506415 + Penalty 2895.589292 = -393583.917123 nChanged 361 SP:Iteration 4Q (541.374999 sec): 3 clusters Score: Raw -396653.253096 + Penalty 2895.589292 = -393757.663804 nChanged 312 SP:Iteration 5Q (541.432638 sec): 3 clusters Score: Raw -396815.395041 + Penalty 2895.589292 = -393919.805749 nChanged 286 SP:Iteration 6Q (541.475190 sec): 3 clusters Score: Raw -396969.424252 + Penalty 2895.589292 = -394073.834960 nChanged 318 SP:Iteration 7Q (541.517255 sec): 3 clusters Score: Raw -397152.694691 + Penalty 2895.589292 = -394257.105399 nChanged 308 SP:Iteration 8Q (541.584528 sec): 3 clusters Score: Raw -397340.355146 + Penalty 2895.589292 = -394444.765854 nChanged 294 SP:Iteration 9Q (541.637101 sec): 3 clusters Score: Raw -397539.472853 + Penalty 2895.589292 = -394643.883561 nChanged 255 SP:Iteration 10Q (541.699496 sec): 3 clusters Score: Raw -397715.733656 + Penalty 2895.589292 = -394820.144364 nChanged 233 SP:Iteration 11Q (541.739832 sec): 3 clusters Score: Raw -397905.948929 + Penalty 2895.589292 = -395010.359637 nChanged 205 SP:Iteration 12Q (541.792978 sec): 3 clusters Score: Raw -398078.721980 + Penalty 2895.589292 = -395183.132688 nChanged 163 SP:Iteration 13Q (541.849252 sec): 3 clusters Score: Raw -398209.234828 + Penalty 2895.589292 = -395313.645537 nChanged 128 SP:Iteration 14Q (541.906972 sec): 3 clusters Score: Raw -398314.735655 + Penalty 2895.589292 = -395419.146363 nChanged 105 SP:Iteration 15Q (541.955735 sec): 3 clusters Score: Raw -398399.494342 + Penalty 2895.589292 = -395503.905051 nChanged 76 SP:Iteration 16Q (542.014684 sec): 3 clusters Score: Raw -398451.050586 + Penalty 2895.589292 = -395555.461294 nChanged 62 SP:Iteration 17Q (542.079533 sec): 3 clusters Score: Raw -398491.766507 + Penalty 2895.589292 = -395596.177215 nChanged 53 SP:Iteration 18Q (542.122729 sec): 3 clusters Score: Raw -398524.799362 + Penalty 2895.589292 = -395629.210071 nChanged 40 SP:Iteration 19Q (542.185465 sec): 3 clusters Score: Raw -398552.140032 + Penalty 2895.589292 = -395656.550740 nChanged 32 SP:Iteration 20F (542.247131 sec): 3 clusters Score: Raw -398575.224277 + Penalty 2895.589292 = -395679.634985 nChanged 32 SP:Iteration 21Q (542.291326 sec): 3 clusters Score: Raw -398594.146592 + Penalty 2895.589292 = -395698.557300 nChanged 30 SP:Iteration 22Q (542.341989 sec): 3 clusters Score: Raw -398613.641418 + Penalty 2895.589292 = -395718.052126 nChanged 25 SP:Iteration 23Q (542.392247 sec): 3 clusters Score: Raw -398626.706344 + Penalty 2895.589292 = -395731.117053 nChanged 23 SP:Iteration 24Q (542.452461 sec): 3 clusters Score: Raw -398639.386383 + Penalty 2895.589292 = -395743.797091 nChanged 18 SP:Iteration 25Q (542.495323 sec): 3 clusters Score: Raw -398650.446881 + Penalty 2895.589292 = -395754.857589 nChanged 21 SP:Iteration 26Q (542.544072 sec): 3 clusters Score: Raw -398661.668017 + Penalty 2895.589292 = -395766.078726 nChanged 19 SP:Iteration 27Q (542.607585 sec): 3 clusters Score: Raw -398672.592480 + Penalty 2895.589292 = -395777.003188 nChanged 21 SP:Iteration 28Q (542.657794 sec): 3 clusters Score: Raw -398689.610445 + Penalty 2895.589292 = -395794.021154 nChanged 23 SP:Iteration 29Q (542.707409 sec): 3 clusters Score: Raw -398704.265059 + Penalty 2895.589292 = -395808.675767 nChanged 17 SP:Iteration 30Q (542.762204 sec): 3 clusters Score: Raw -398719.263481 + Penalty 2895.589292 = -395823.674189 nChanged 18 SP:Iteration 31Q (542.805288 sec): 3 clusters Score: Raw -398732.247792 + Penalty 2895.589292 = -395836.658501 nChanged 17 SP:Iteration 32Q (542.858998 sec): 3 clusters Score: Raw -398744.102678 + Penalty 2895.589292 = -395848.513386 nChanged 21 SP:Iteration 33Q (542.905201 sec): 3 clusters Score: Raw -398757.639041 + Penalty 2895.589292 = -395862.049749 nChanged 11 SP:Iteration 34Q (542.970532 sec): 3 clusters Score: Raw -398765.308721 + Penalty 2895.589292 = -395869.719429 nChanged 9 SP:Iteration 35Q (543.016465 sec): 3 clusters Score: Raw -398770.633357 + Penalty 2895.589292 = -395875.044065 nChanged 5 SP:Iteration 36Q (543.070641 sec): 3 clusters Score: Raw -398773.322791 + Penalty 2895.589292 = -395877.733499 nChanged 7 SP:Iteration 37Q (543.134427 sec): 3 clusters Score: Raw -398776.066264 + Penalty 2895.589292 = -395880.476972 nChanged 3 SP:Iteration 38Q (543.181603 sec): 3 clusters Score: Raw -398777.388198 + Penalty 2895.589292 = -395881.798907 nChanged 3 SP:Iteration 39Q (543.239213 sec): 3 clusters Score: Raw -398778.041868 + Penalty 2895.589292 = -395882.452576 nChanged 1 SP:Iteration 40F (543.289419 sec): 3 clusters Score: Raw -398779.075544 + Penalty 2895.589292 = -395883.486252 nChanged 2 SP:Iteration 41Q (543.351778 sec): 3 clusters Score: Raw -398780.054508 + Penalty 2895.589292 = -395884.465216 nChanged 2 SP:Iteration 42Q (543.393055 sec): 3 clusters Score: Raw -398780.867030 + Penalty 2895.589292 = -395885.277738 nChanged 2 SP:Iteration 43Q (543.438691 sec): 3 clusters Score: Raw -398781.724928 + Penalty 2895.589292 = -395886.135636 nChanged 3 SP:Iteration 44Q (543.499389 sec): 3 clusters Score: Raw -398783.042908 + Penalty 2895.589292 = -395887.453617 nChanged 4 SP:Iteration 45Q (543.544338 sec): 3 clusters Score: Raw -398784.446704 + Penalty 2895.589292 = -395888.857412 nChanged 3 SP:Iteration 46Q (543.593096 sec): 3 clusters Score: Raw -398785.968002 + Penalty 2895.589292 = -395890.378710 nChanged 2 SP:Iteration 47Q (543.648733 sec): 3 clusters Score: Raw -398786.908754 + Penalty 2895.589292 = -395891.319462 nChanged 0 SP:Iteration 48F (543.703399 sec): 3 clusters Score: Raw -398786.908754 + Penalty 2895.589292 = -395891.319462 nChanged 0 Trying to split cluster 6 (5387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (543.734187 sec): 2 clusters Score: Raw -278255.986832 + Penalty 1396.158387 = -276859.828444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (543.786057 sec): 3 clusters Score: Raw -275416.429314 + Penalty 2792.316775 = -272624.112540 nChanged 2229 SP:Iteration 1F (543.847790 sec): 3 clusters Score: Raw -276784.352995 + Penalty 2792.316775 = -273992.036220 nChanged 522 SP:Iteration 2F (543.887566 sec): 3 clusters Score: Raw -277266.134899 + Penalty 2792.316775 = -274473.818124 nChanged 491 SP:Iteration 3F (543.939620 sec): 3 clusters Score: Raw -277753.238787 + Penalty 2792.316775 = -274960.922012 nChanged 455 SP:Iteration 4F (543.988208 sec): 3 clusters Score: Raw -278225.287674 + Penalty 2792.316775 = -275432.970899 nChanged 374 SP:Iteration 5F (544.046746 sec): 3 clusters Score: Raw -278562.979309 + Penalty 2792.316775 = -275770.662534 nChanged 258 SP:Iteration 6Q (544.103806 sec): 3 clusters Score: Raw -278778.739370 + Penalty 2792.316775 = -275986.422595 nChanged 176 SP:Iteration 7Q (544.150566 sec): 3 clusters Score: Raw -278898.139747 + Penalty 2792.316775 = -276105.822973 nChanged 120 SP:Iteration 8Q (544.190318 sec): 3 clusters Score: Raw -278970.818172 + Penalty 2792.316775 = -276178.501397 nChanged 86 SP:Iteration 9Q (544.245904 sec): 3 clusters Score: Raw -279009.705090 + Penalty 2792.316775 = -276217.388315 nChanged 46 SP:Iteration 10Q (544.290497 sec): 3 clusters Score: Raw -279028.893176 + Penalty 2792.316775 = -276236.576401 nChanged 30 SP:Iteration 11Q (544.337435 sec): 3 clusters Score: Raw -279039.572676 + Penalty 2792.316775 = -276247.255901 nChanged 20 SP:Iteration 12Q (544.398620 sec): 3 clusters Score: Raw -279046.893425 + Penalty 2792.316775 = -276254.576650 nChanged 16 SP:Iteration 13Q (544.443005 sec): 3 clusters Score: Raw -279051.375387 + Penalty 2792.316775 = -276259.058612 nChanged 13 SP:Iteration 14Q (544.486790 sec): 3 clusters Score: Raw -279054.944968 + Penalty 2792.316775 = -276262.628193 nChanged 9 SP:Iteration 15Q (544.532063 sec): 3 clusters Score: Raw -279057.522721 + Penalty 2792.316775 = -276265.205946 nChanged 5 SP:Iteration 16Q (544.576941 sec): 3 clusters Score: Raw -279059.061783 + Penalty 2792.316775 = -276266.745008 nChanged 3 SP:Iteration 17Q (544.630707 sec): 3 clusters Score: Raw -279059.983527 + Penalty 2792.316775 = -276267.666752 nChanged 4 SP:Iteration 18Q (544.681113 sec): 3 clusters Score: Raw -279061.396408 + Penalty 2792.316775 = -276269.079633 nChanged 6 SP:Iteration 19Q (544.729923 sec): 3 clusters Score: Raw -279062.744646 + Penalty 2792.316775 = -276270.427871 nChanged 2 SP:Iteration 20F (544.770583 sec): 3 clusters Score: Raw -279063.216635 + Penalty 2792.316775 = -276270.899861 nChanged 4 SP:Iteration 21Q (544.829884 sec): 3 clusters Score: Raw -279064.070933 + Penalty 2792.316775 = -276271.754158 nChanged 4 SP:Iteration 22Q (544.874074 sec): 3 clusters Score: Raw -279064.874270 + Penalty 2792.316775 = -276272.557495 nChanged 3 SP:Iteration 23Q (544.930578 sec): 3 clusters Score: Raw -279065.290142 + Penalty 2792.316775 = -276272.973367 nChanged 2 SP:Iteration 24Q (544.976902 sec): 3 clusters Score: Raw -279065.633483 + Penalty 2792.316775 = -276273.316708 nChanged 3 SP:Iteration 25Q (545.038004 sec): 3 clusters Score: Raw -279066.079625 + Penalty 2792.316775 = -276273.762850 nChanged 3 SP:Iteration 26Q (545.095265 sec): 3 clusters Score: Raw -279067.051444 + Penalty 2792.316775 = -276274.734669 nChanged 6 SP:Iteration 27Q (545.144818 sec): 3 clusters Score: Raw -279069.160187 + Penalty 2792.316775 = -276276.843412 nChanged 5 SP:Iteration 28Q (545.187768 sec): 3 clusters Score: Raw -279070.711543 + Penalty 2792.316775 = -276278.394768 nChanged 4 SP:Iteration 29Q (545.250208 sec): 3 clusters Score: Raw -279072.426157 + Penalty 2792.316775 = -276280.109383 nChanged 4 SP:Iteration 30Q (545.296206 sec): 3 clusters Score: Raw -279073.598935 + Penalty 2792.316775 = -276281.282160 nChanged 2 SP:Iteration 31Q (545.348997 sec): 3 clusters Score: Raw -279073.950023 + Penalty 2792.316775 = -276281.633248 nChanged 1 SP:Iteration 32Q (545.412786 sec): 3 clusters Score: Raw -279074.092937 + Penalty 2792.316775 = -276281.776162 nChanged 0 SP:Iteration 33F (545.465829 sec): 3 clusters Score: Raw -279074.092937 + Penalty 2792.316775 = -276281.776162 nChanged 0 Trying to split cluster 7 (2707 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (545.492784 sec): 2 clusters Score: Raw -109201.471483 + Penalty 1284.334397 = -107917.137086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (545.530539 sec): 3 clusters Score: Raw -107941.036165 + Penalty 2568.668794 = -105372.367371 nChanged 995 SP:Iteration 1F (545.570831 sec): 3 clusters Score: Raw -108697.595926 + Penalty 2568.668794 = -106128.927132 nChanged 277 SP:Iteration 2F (545.619275 sec): 3 clusters Score: Raw -108975.076930 + Penalty 2568.668794 = -106406.408136 nChanged 205 SP:Iteration 3F (545.675089 sec): 3 clusters Score: Raw -109200.798009 + Penalty 2568.668794 = -106632.129215 nChanged 185 SP:Iteration 4F (545.713887 sec): 3 clusters Score: Raw -109401.993208 + Penalty 2568.668794 = -106833.324414 nChanged 155 SP:Iteration 5F (545.754176 sec): 3 clusters Score: Raw -109573.058063 + Penalty 2568.668794 = -107004.389269 nChanged 124 SP:Iteration 6Q (545.809115 sec): 3 clusters Score: Raw -109711.461111 + Penalty 2568.668794 = -107142.792317 nChanged 97 SP:Iteration 7Q (545.845374 sec): 3 clusters Score: Raw -109800.116806 + Penalty 2568.668794 = -107231.448012 nChanged 67 SP:Iteration 8Q (545.891423 sec): 3 clusters Score: Raw -109858.174684 + Penalty 2568.668794 = -107289.505890 nChanged 72 SP:Iteration 9Q (545.940191 sec): 3 clusters Score: Raw -109932.585881 + Penalty 2568.668794 = -107363.917087 nChanged 63 SP:Iteration 10Q (545.975604 sec): 3 clusters Score: Raw -110005.457347 + Penalty 2568.668794 = -107436.788553 nChanged 55 SP:Iteration 11Q (546.018878 sec): 3 clusters Score: Raw -110063.133871 + Penalty 2568.668794 = -107494.465077 nChanged 45 SP:Iteration 12Q (546.073630 sec): 3 clusters Score: Raw -110097.448750 + Penalty 2568.668794 = -107528.779956 nChanged 41 SP:Iteration 13Q (546.124495 sec): 3 clusters Score: Raw -110131.080759 + Penalty 2568.668794 = -107562.411965 nChanged 25 SP:Iteration 14Q (546.167830 sec): 3 clusters Score: Raw -110147.686518 + Penalty 2568.668794 = -107579.017724 nChanged 14 SP:Iteration 15Q (546.208390 sec): 3 clusters Score: Raw -110156.881835 + Penalty 2568.668794 = -107588.213041 nChanged 10 SP:Iteration 16Q (546.252203 sec): 3 clusters Score: Raw -110167.528179 + Penalty 2568.668794 = -107598.859385 nChanged 8 SP:Iteration 17Q (546.297249 sec): 3 clusters Score: Raw -110173.405006 + Penalty 2568.668794 = -107604.736212 nChanged 8 SP:Iteration 18Q (546.336677 sec): 3 clusters Score: Raw -110180.064180 + Penalty 2568.668794 = -107611.395386 nChanged 9 SP:Iteration 19Q (546.383914 sec): 3 clusters Score: Raw -110186.182771 + Penalty 2568.668794 = -107617.513977 nChanged 7 SP:Iteration 20F (546.433086 sec): 3 clusters Score: Raw -110189.127538 + Penalty 2568.668794 = -107620.458744 nChanged 6 SP:Iteration 21Q (546.480631 sec): 3 clusters Score: Raw -110192.533936 + Penalty 2568.668794 = -107623.865142 nChanged 6 SP:Iteration 22Q (546.529574 sec): 3 clusters Score: Raw -110194.482959 + Penalty 2568.668794 = -107625.814165 nChanged 2 SP:Iteration 23Q (546.572718 sec): 3 clusters Score: Raw -110195.626784 + Penalty 2568.668794 = -107626.957990 nChanged 2 SP:Iteration 24Q (546.622826 sec): 3 clusters Score: Raw -110196.886751 + Penalty 2568.668794 = -107628.217956 nChanged 3 SP:Iteration 25Q (546.669933 sec): 3 clusters Score: Raw -110197.811019 + Penalty 2568.668794 = -107629.142225 nChanged 3 SP:Iteration 26Q (546.725587 sec): 3 clusters Score: Raw -110198.538015 + Penalty 2568.668794 = -107629.869221 nChanged 3 SP:Iteration 27Q (546.770479 sec): 3 clusters Score: Raw -110199.540008 + Penalty 2568.668794 = -107630.871214 nChanged 4 SP:Iteration 28Q (546.806179 sec): 3 clusters Score: Raw -110200.773366 + Penalty 2568.668794 = -107632.104571 nChanged 2 SP:Iteration 29Q (546.846825 sec): 3 clusters Score: Raw -110201.675326 + Penalty 2568.668794 = -107633.006532 nChanged 2 SP:Iteration 30Q (546.887983 sec): 3 clusters Score: Raw -110202.857209 + Penalty 2568.668794 = -107634.188415 nChanged 2 SP:Iteration 31Q (546.936214 sec): 3 clusters Score: Raw -110203.200045 + Penalty 2568.668794 = -107634.531251 nChanged 1 SP:Iteration 32Q (546.978783 sec): 3 clusters Score: Raw -110203.790435 + Penalty 2568.668794 = -107635.121641 nChanged 2 SP:Iteration 33Q (547.032167 sec): 3 clusters Score: Raw -110204.871215 + Penalty 2568.668794 = -107636.202421 nChanged 1 SP:Iteration 34Q (547.069771 sec): 3 clusters Score: Raw -110205.362186 + Penalty 2568.668794 = -107636.693392 nChanged 1 SP:Iteration 35Q (547.124065 sec): 3 clusters Score: Raw -110205.692165 + Penalty 2568.668794 = -107637.023371 nChanged 2 SP:Iteration 36Q (547.161169 sec): 3 clusters Score: Raw -110206.187181 + Penalty 2568.668794 = -107637.518387 nChanged 2 SP:Iteration 37Q (547.211494 sec): 3 clusters Score: Raw -110207.200086 + Penalty 2568.668794 = -107638.531291 nChanged 5 SP:Iteration 38Q (547.255104 sec): 3 clusters Score: Raw -110210.861079 + Penalty 2568.668794 = -107642.192285 nChanged 5 SP:Iteration 39Q (547.303226 sec): 3 clusters Score: Raw -110212.648372 + Penalty 2568.668794 = -107643.979578 nChanged 0 SP:Iteration 40F (547.356081 sec): 3 clusters Score: Raw -110212.648372 + Penalty 2568.668794 = -107643.979578 nChanged 0 Trying to split cluster 8 (2475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (547.383937 sec): 2 clusters Score: Raw -132779.043291 + Penalty 1269.774297 = -131509.268994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (547.427929 sec): 3 clusters Score: Raw -131650.670581 + Penalty 2539.548594 = -129111.121987 nChanged 911 SP:Iteration 1F (547.469691 sec): 3 clusters Score: Raw -132170.136082 + Penalty 2539.548594 = -129630.587487 nChanged 189 SP:Iteration 2F (547.524007 sec): 3 clusters Score: Raw -132277.101214 + Penalty 2539.548594 = -129737.552620 nChanged 110 SP:Iteration 3Q (547.564237 sec): 3 clusters Score: Raw -132332.570297 + Penalty 2539.548594 = -129793.021702 nChanged 67 SP:Iteration 4Q (547.617779 sec): 3 clusters Score: Raw -132371.841591 + Penalty 2539.548594 = -129832.292996 nChanged 55 SP:Iteration 5Q (547.652391 sec): 3 clusters Score: Raw -132402.739155 + Penalty 2539.548594 = -129863.190560 nChanged 58 SP:Iteration 6Q (547.696637 sec): 3 clusters Score: Raw -132432.545653 + Penalty 2539.548594 = -129892.997059 nChanged 40 SP:Iteration 7Q (547.733832 sec): 3 clusters Score: Raw -132450.628035 + Penalty 2539.548594 = -129911.079441 nChanged 31 SP:Iteration 8Q (547.774736 sec): 3 clusters Score: Raw -132462.526299 + Penalty 2539.548594 = -129922.977705 nChanged 24 SP:Iteration 9Q (547.817120 sec): 3 clusters Score: Raw -132473.132459 + Penalty 2539.548594 = -129933.583864 nChanged 24 SP:Iteration 10Q (547.864142 sec): 3 clusters Score: Raw -132483.896637 + Penalty 2539.548594 = -129944.348043 nChanged 28 SP:Iteration 11Q (547.916565 sec): 3 clusters Score: Raw -132495.176413 + Penalty 2539.548594 = -129955.627819 nChanged 23 SP:Iteration 12Q (547.964327 sec): 3 clusters Score: Raw -132509.106816 + Penalty 2539.548594 = -129969.558222 nChanged 30 SP:Iteration 13Q (548.008305 sec): 3 clusters Score: Raw -132527.929003 + Penalty 2539.548594 = -129988.380409 nChanged 39 SP:Iteration 14Q (548.058584 sec): 3 clusters Score: Raw -132552.261026 + Penalty 2539.548594 = -130012.712432 nChanged 48 SP:Iteration 15Q (548.104729 sec): 3 clusters Score: Raw -132585.647763 + Penalty 2539.548594 = -130046.099168 nChanged 46 SP:Iteration 16Q (548.139679 sec): 3 clusters Score: Raw -132623.759285 + Penalty 2539.548594 = -130084.210691 nChanged 48 SP:Iteration 17Q (548.191105 sec): 3 clusters Score: Raw -132660.612164 + Penalty 2539.548594 = -130121.063570 nChanged 55 SP:Iteration 18Q (548.227639 sec): 3 clusters Score: Raw -132696.686418 + Penalty 2539.548594 = -130157.137824 nChanged 45 SP:Iteration 19Q (548.273750 sec): 3 clusters Score: Raw -132726.811603 + Penalty 2539.548594 = -130187.263009 nChanged 41 SP:Iteration 20F (548.317828 sec): 3 clusters Score: Raw -132751.044260 + Penalty 2539.548594 = -130211.495666 nChanged 35 SP:Iteration 21Q (548.362619 sec): 3 clusters Score: Raw -132774.109695 + Penalty 2539.548594 = -130234.561101 nChanged 32 SP:Iteration 22Q (548.403416 sec): 3 clusters Score: Raw -132794.487807 + Penalty 2539.548594 = -130254.939213 nChanged 27 SP:Iteration 23Q (548.454660 sec): 3 clusters Score: Raw -132814.265553 + Penalty 2539.548594 = -130274.716959 nChanged 27 SP:Iteration 24Q (548.500819 sec): 3 clusters Score: Raw -132836.877468 + Penalty 2539.548594 = -130297.328874 nChanged 38 SP:Iteration 25Q (548.544671 sec): 3 clusters Score: Raw -132863.839916 + Penalty 2539.548594 = -130324.291322 nChanged 31 SP:Iteration 26Q (548.593739 sec): 3 clusters Score: Raw -132884.484924 + Penalty 2539.548594 = -130344.936329 nChanged 31 SP:Iteration 27Q (548.629587 sec): 3 clusters Score: Raw -132905.817712 + Penalty 2539.548594 = -130366.269117 nChanged 19 SP:Iteration 28Q (548.676184 sec): 3 clusters Score: Raw -132916.293988 + Penalty 2539.548594 = -130376.745393 nChanged 21 SP:Iteration 29Q (548.717483 sec): 3 clusters Score: Raw -132929.802106 + Penalty 2539.548594 = -130390.253512 nChanged 16 SP:Iteration 30Q (548.764101 sec): 3 clusters Score: Raw -132939.617836 + Penalty 2539.548594 = -130400.069241 nChanged 20 SP:Iteration 31Q (548.811784 sec): 3 clusters Score: Raw -132948.618466 + Penalty 2539.548594 = -130409.069872 nChanged 14 SP:Iteration 32Q (548.856767 sec): 3 clusters Score: Raw -132958.626149 + Penalty 2539.548594 = -130419.077555 nChanged 19 SP:Iteration 33Q (548.895952 sec): 3 clusters Score: Raw -132974.354392 + Penalty 2539.548594 = -130434.805797 nChanged 21 SP:Iteration 34Q (548.945334 sec): 3 clusters Score: Raw -132988.225505 + Penalty 2539.548594 = -130448.676910 nChanged 15 SP:Iteration 35Q (548.986061 sec): 3 clusters Score: Raw -132995.788562 + Penalty 2539.548594 = -130456.239968 nChanged 12 SP:Iteration 36Q (549.034427 sec): 3 clusters Score: Raw -133000.494478 + Penalty 2539.548594 = -130460.945883 nChanged 10 SP:Iteration 37Q (549.079559 sec): 3 clusters Score: Raw -133005.841316 + Penalty 2539.548594 = -130466.292722 nChanged 10 SP:Iteration 38Q (549.119931 sec): 3 clusters Score: Raw -133011.741069 + Penalty 2539.548594 = -130472.192474 nChanged 11 SP:Iteration 39Q (549.159236 sec): 3 clusters Score: Raw -133019.368619 + Penalty 2539.548594 = -130479.820024 nChanged 8 SP:Iteration 40F (549.201409 sec): 3 clusters Score: Raw -133024.991500 + Penalty 2539.548594 = -130485.442905 nChanged 9 SP:Iteration 41Q (549.243429 sec): 3 clusters Score: Raw -133030.103808 + Penalty 2539.548594 = -130490.555214 nChanged 5 SP:Iteration 42Q (549.297034 sec): 3 clusters Score: Raw -133032.799508 + Penalty 2539.548594 = -130493.250913 nChanged 5 SP:Iteration 43Q (549.343500 sec): 3 clusters Score: Raw -133038.175606 + Penalty 2539.548594 = -130498.627011 nChanged 4 SP:Iteration 44Q (549.391090 sec): 3 clusters Score: Raw -133041.785159 + Penalty 2539.548594 = -130502.236564 nChanged 5 SP:Iteration 45Q (549.431838 sec): 3 clusters Score: Raw -133044.589096 + Penalty 2539.548594 = -130505.040501 nChanged 3 SP:Iteration 46Q (549.471463 sec): 3 clusters Score: Raw -133046.252132 + Penalty 2539.548594 = -130506.703538 nChanged 8 SP:Iteration 47Q (549.521992 sec): 3 clusters Score: Raw -133049.769336 + Penalty 2539.548594 = -130510.220741 nChanged 8 SP:Iteration 48Q (549.559622 sec): 3 clusters Score: Raw -133053.175062 + Penalty 2539.548594 = -130513.626468 nChanged 3 SP:Iteration 49Q (549.599975 sec): 3 clusters Score: Raw -133055.066616 + Penalty 2539.548594 = -130515.518022 nChanged 4 SP:Iteration 50Q (549.643606 sec): 3 clusters Score: Raw -133057.595481 + Penalty 2539.548594 = -130518.046886 nChanged 3 SP:Iteration 51Q (549.700514 sec): 3 clusters Score: Raw -133058.688253 + Penalty 2539.548594 = -130519.139659 nChanged 3 SP:Iteration 52Q (549.741010 sec): 3 clusters Score: Raw -133060.553020 + Penalty 2539.548594 = -130521.004426 nChanged 5 SP:Iteration 53Q (549.779221 sec): 3 clusters Score: Raw -133063.556212 + Penalty 2539.548594 = -130524.007617 nChanged 3 SP:Iteration 54Q (549.823916 sec): 3 clusters Score: Raw -133065.117812 + Penalty 2539.548594 = -130525.569218 nChanged 4 SP:Iteration 55Q (549.868824 sec): 3 clusters Score: Raw -133070.592484 + Penalty 2539.548594 = -130531.043890 nChanged 7 SP:Iteration 56Q (549.914561 sec): 3 clusters Score: Raw -133073.320350 + Penalty 2539.548594 = -130533.771756 nChanged 5 SP:Iteration 57Q (549.962236 sec): 3 clusters Score: Raw -133076.421493 + Penalty 2539.548594 = -130536.872898 nChanged 9 SP:Iteration 58Q (550.008943 sec): 3 clusters Score: Raw -133083.940676 + Penalty 2539.548594 = -130544.392082 nChanged 5 SP:Iteration 59Q (550.055225 sec): 3 clusters Score: Raw -133086.218724 + Penalty 2539.548594 = -130546.670129 nChanged 5 SP:Iteration 60F (550.105970 sec): 3 clusters Score: Raw -133092.264781 + Penalty 2539.548594 = -130552.716186 nChanged 7 SP:Iteration 61Q (550.153252 sec): 3 clusters Score: Raw -133099.196764 + Penalty 2539.548594 = -130559.648169 nChanged 7 SP:Iteration 62Q (550.190076 sec): 3 clusters Score: Raw -133103.736589 + Penalty 2539.548594 = -130564.187995 nChanged 2 SP:Iteration 63Q (550.236026 sec): 3 clusters Score: Raw -133104.668501 + Penalty 2539.548594 = -130565.119907 nChanged 1 SP:Iteration 64Q (550.270905 sec): 3 clusters Score: Raw -133104.852111 + Penalty 2539.548594 = -130565.303517 nChanged 1 SP:Iteration 65Q (550.322870 sec): 3 clusters Score: Raw -133105.377572 + Penalty 2539.548594 = -130565.828978 nChanged 1 SP:Iteration 66Q (550.377202 sec): 3 clusters Score: Raw -133106.056315 + Penalty 2539.548594 = -130566.507720 nChanged 1 SP:Iteration 67Q (550.408729 sec): 3 clusters Score: Raw -133106.710706 + Penalty 2539.548594 = -130567.162112 nChanged 2 SP:Iteration 68Q (550.456499 sec): 3 clusters Score: Raw -133109.010618 + Penalty 2539.548594 = -130569.462024 nChanged 2 SP:Iteration 69Q (550.502493 sec): 3 clusters Score: Raw -133109.729433 + Penalty 2539.548594 = -130570.180838 nChanged 1 SP:Iteration 70Q (550.543043 sec): 3 clusters Score: Raw -133110.142547 + Penalty 2539.548594 = -130570.593953 nChanged 1 SP:Iteration 71Q (550.582584 sec): 3 clusters Score: Raw -133110.668073 + Penalty 2539.548594 = -130571.119479 nChanged 1 SP:Iteration 72Q (550.619917 sec): 3 clusters Score: Raw -133111.333363 + Penalty 2539.548594 = -130571.784769 nChanged 1 SP:Iteration 73Q (550.657021 sec): 3 clusters Score: Raw -133111.734842 + Penalty 2539.548594 = -130572.186248 nChanged 1 SP:Iteration 74Q (550.686771 sec): 3 clusters Score: Raw -133113.143506 + Penalty 2539.548594 = -130573.594911 nChanged 2 SP:Iteration 75Q (550.730827 sec): 3 clusters Score: Raw -133114.944351 + Penalty 2539.548594 = -130575.395757 nChanged 2 SP:Iteration 76Q (550.766365 sec): 3 clusters Score: Raw -133115.960524 + Penalty 2539.548594 = -130576.411930 nChanged 1 SP:Iteration 77Q (550.809676 sec): 3 clusters Score: Raw -133117.021068 + Penalty 2539.548594 = -130577.472473 nChanged 0 SP:Iteration 78F (550.857685 sec): 3 clusters Score: Raw -133117.021068 + Penalty 2539.548594 = -130577.472473 nChanged 0 Trying to split cluster 9 (2634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (550.881856 sec): 2 clusters Score: Raw -140436.887135 + Penalty 1279.892068 = -139156.995067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (550.915516 sec): 3 clusters Score: Raw -139226.970146 + Penalty 2559.784137 = -136667.186009 nChanged 973 SP:Iteration 1F (550.957086 sec): 3 clusters Score: Raw -139780.595135 + Penalty 2559.784137 = -137220.810998 nChanged 193 SP:Iteration 2F (551.001807 sec): 3 clusters Score: Raw -139927.741251 + Penalty 2559.784137 = -137367.957114 nChanged 135 SP:Iteration 3F (551.052731 sec): 3 clusters Score: Raw -140040.515830 + Penalty 2559.784137 = -137480.731693 nChanged 130 SP:Iteration 4Q (551.099276 sec): 3 clusters Score: Raw -140149.769323 + Penalty 2559.784137 = -137589.985186 nChanged 111 SP:Iteration 5Q (551.140196 sec): 3 clusters Score: Raw -140259.985648 + Penalty 2559.784137 = -137700.201511 nChanged 117 SP:Iteration 6Q (551.182316 sec): 3 clusters Score: Raw -140374.749715 + Penalty 2559.784137 = -137814.965578 nChanged 125 SP:Iteration 7Q (551.228270 sec): 3 clusters Score: Raw -140499.176092 + Penalty 2559.784137 = -137939.391955 nChanged 110 SP:Iteration 8Q (551.289315 sec): 3 clusters Score: Raw -140592.492364 + Penalty 2559.784137 = -138032.708227 nChanged 98 SP:Iteration 9Q (551.332797 sec): 3 clusters Score: Raw -140690.851912 + Penalty 2559.784137 = -138131.067775 nChanged 105 SP:Iteration 10Q (551.373796 sec): 3 clusters Score: Raw -140828.332768 + Penalty 2559.784137 = -138268.548631 nChanged 119 SP:Iteration 11Q (551.429125 sec): 3 clusters Score: Raw -140977.590471 + Penalty 2559.784137 = -138417.806335 nChanged 102 SP:Iteration 12Q (551.465100 sec): 3 clusters Score: Raw -141116.066856 + Penalty 2559.784137 = -138556.282720 nChanged 109 SP:Iteration 13Q (551.515117 sec): 3 clusters Score: Raw -141274.884959 + Penalty 2559.784137 = -138715.100822 nChanged 89 SP:Iteration 14Q (551.566768 sec): 3 clusters Score: Raw -141412.696736 + Penalty 2559.784137 = -138852.912599 nChanged 66 SP:Iteration 15Q (551.616244 sec): 3 clusters Score: Raw -141514.545603 + Penalty 2559.784137 = -138954.761466 nChanged 53 SP:Iteration 16Q (551.653557 sec): 3 clusters Score: Raw -141585.102878 + Penalty 2559.784137 = -139025.318741 nChanged 31 SP:Iteration 17Q (551.695579 sec): 3 clusters Score: Raw -141612.229161 + Penalty 2559.784137 = -139052.445024 nChanged 18 SP:Iteration 18Q (551.737211 sec): 3 clusters Score: Raw -141621.182764 + Penalty 2559.784137 = -139061.398627 nChanged 10 SP:Iteration 19Q (551.784740 sec): 3 clusters Score: Raw -141625.540717 + Penalty 2559.784137 = -139065.756580 nChanged 5 SP:Iteration 20F (551.832940 sec): 3 clusters Score: Raw -141627.959879 + Penalty 2559.784137 = -139068.175742 nChanged 7 SP:Iteration 21Q (551.877144 sec): 3 clusters Score: Raw -141631.525617 + Penalty 2559.784137 = -139071.741480 nChanged 9 SP:Iteration 22Q (551.920278 sec): 3 clusters Score: Raw -141635.621809 + Penalty 2559.784137 = -139075.837672 nChanged 8 SP:Iteration 23Q (551.961351 sec): 3 clusters Score: Raw -141640.253423 + Penalty 2559.784137 = -139080.469287 nChanged 6 SP:Iteration 24Q (552.011291 sec): 3 clusters Score: Raw -141643.925217 + Penalty 2559.784137 = -139084.141080 nChanged 11 SP:Iteration 25Q (552.058780 sec): 3 clusters Score: Raw -141649.157185 + Penalty 2559.784137 = -139089.373049 nChanged 6 SP:Iteration 26Q (552.106038 sec): 3 clusters Score: Raw -141652.583371 + Penalty 2559.784137 = -139092.799234 nChanged 5 SP:Iteration 27Q (552.153959 sec): 3 clusters Score: Raw -141654.461623 + Penalty 2559.784137 = -139094.677486 nChanged 4 SP:Iteration 28Q (552.186879 sec): 3 clusters Score: Raw -141657.525164 + Penalty 2559.784137 = -139097.741027 nChanged 5 SP:Iteration 29Q (552.235902 sec): 3 clusters Score: Raw -141659.385789 + Penalty 2559.784137 = -139099.601652 nChanged 0 SP:Iteration 30F (552.289313 sec): 3 clusters Score: Raw -141659.385789 + Penalty 2559.784137 = -139099.601652 nChanged 0 Trying to split cluster 10 (27580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (552.337281 sec): 2 clusters Score: Raw -1466626.709665 + Penalty 1661.537500 = -1464965.172165 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (552.426905 sec): 3 clusters Score: Raw -1449828.115014 + Penalty 3323.074999 = -1446505.040015 nChanged 12624 SP:Iteration 1F (552.513543 sec): 3 clusters Score: Raw -1456792.497328 + Penalty 3323.074999 = -1453469.422328 nChanged 1271 SP:Iteration 2Q (552.608429 sec): 3 clusters Score: Raw -1457204.666050 + Penalty 3323.074999 = -1453881.591050 nChanged 1206 SP:Iteration 3Q (552.696077 sec): 3 clusters Score: Raw -1457644.587659 + Penalty 3323.074999 = -1454321.512660 nChanged 1250 SP:Iteration 4Q (552.789356 sec): 3 clusters Score: Raw -1458161.333072 + Penalty 3323.074999 = -1454838.258073 nChanged 1292 SP:Iteration 5Q (552.872011 sec): 3 clusters Score: Raw -1458764.526764 + Penalty 3323.074999 = -1455441.451765 nChanged 1418 SP:Iteration 6F (552.962315 sec): 3 clusters Score: Raw -1459556.830841 + Penalty 3323.074999 = -1456233.755842 nChanged 1550 SP:Iteration 7F (553.045504 sec): 3 clusters Score: Raw -1460498.562089 + Penalty 3323.074999 = -1457175.487089 nChanged 1505 SP:Iteration 8F (553.133616 sec): 3 clusters Score: Raw -1461383.133359 + Penalty 3323.074999 = -1458060.058360 nChanged 1388 SP:Iteration 9F (553.205115 sec): 3 clusters Score: Raw -1462108.990583 + Penalty 3323.074999 = -1458785.915583 nChanged 1243 SP:Iteration 10Q (553.290753 sec): 3 clusters Score: Raw -1462736.524363 + Penalty 3323.074999 = -1459413.449364 nChanged 1076 SP:Iteration 11Q (553.384268 sec): 3 clusters Score: Raw -1463203.746402 + Penalty 3323.074999 = -1459880.671403 nChanged 878 SP:Iteration 12Q (553.462568 sec): 3 clusters Score: Raw -1463528.815182 + Penalty 3323.074999 = -1460205.740183 nChanged 769 SP:Iteration 13Q (553.545657 sec): 3 clusters Score: Raw -1463821.962567 + Penalty 3323.074999 = -1460498.887568 nChanged 695 SP:Iteration 14Q (553.628638 sec): 3 clusters Score: Raw -1464047.250279 + Penalty 3323.074999 = -1460724.175280 nChanged 572 SP:Iteration 15Q (553.713213 sec): 3 clusters Score: Raw -1464243.106924 + Penalty 3323.074999 = -1460920.031925 nChanged 506 SP:Iteration 16Q (553.790038 sec): 3 clusters Score: Raw -1464390.171073 + Penalty 3323.074999 = -1461067.096074 nChanged 420 SP:Iteration 17Q (553.877912 sec): 3 clusters Score: Raw -1464517.154859 + Penalty 3323.074999 = -1461194.079860 nChanged 390 SP:Iteration 18Q (553.955935 sec): 3 clusters Score: Raw -1464631.684416 + Penalty 3323.074999 = -1461308.609417 nChanged 359 SP:Iteration 19Q (554.047197 sec): 3 clusters Score: Raw -1464723.940495 + Penalty 3323.074999 = -1461400.865496 nChanged 312 SP:Iteration 20F (554.131525 sec): 3 clusters Score: Raw -1464798.498716 + Penalty 3323.074999 = -1461475.423717 nChanged 291 SP:Iteration 21Q (554.218192 sec): 3 clusters Score: Raw -1464867.543801 + Penalty 3323.074999 = -1461544.468801 nChanged 268 SP:Iteration 22Q (554.296955 sec): 3 clusters Score: Raw -1464928.551009 + Penalty 3323.074999 = -1461605.476010 nChanged 251 SP:Iteration 23Q (554.385314 sec): 3 clusters Score: Raw -1464975.081329 + Penalty 3323.074999 = -1461652.006329 nChanged 222 SP:Iteration 24Q (554.475472 sec): 3 clusters Score: Raw -1465014.433398 + Penalty 3323.074999 = -1461691.358399 nChanged 209 SP:Iteration 25Q (554.566159 sec): 3 clusters Score: Raw -1465051.984413 + Penalty 3323.074999 = -1461728.909414 nChanged 195 SP:Iteration 26Q (554.654904 sec): 3 clusters Score: Raw -1465086.980043 + Penalty 3323.074999 = -1461763.905044 nChanged 178 SP:Iteration 27Q (554.740071 sec): 3 clusters Score: Raw -1465117.240541 + Penalty 3323.074999 = -1461794.165542 nChanged 183 SP:Iteration 28Q (554.807860 sec): 3 clusters Score: Raw -1465144.823136 + Penalty 3323.074999 = -1461821.748137 nChanged 164 SP:Iteration 29Q (554.898124 sec): 3 clusters Score: Raw -1465168.654828 + Penalty 3323.074999 = -1461845.579829 nChanged 156 SP:Iteration 30Q (554.980455 sec): 3 clusters Score: Raw -1465197.535448 + Penalty 3323.074999 = -1461874.460449 nChanged 181 SP:Iteration 31Q (555.073654 sec): 3 clusters Score: Raw -1465226.263298 + Penalty 3323.074999 = -1461903.188299 nChanged 166 SP:Iteration 32Q (555.157682 sec): 3 clusters Score: Raw -1465253.571729 + Penalty 3323.074999 = -1461930.496730 nChanged 162 SP:Iteration 33Q (555.242966 sec): 3 clusters Score: Raw -1465280.742460 + Penalty 3323.074999 = -1461957.667460 nChanged 168 SP:Iteration 34Q (555.320382 sec): 3 clusters Score: Raw -1465308.075918 + Penalty 3323.074999 = -1461985.000919 nChanged 158 SP:Iteration 35Q (555.402828 sec): 3 clusters Score: Raw -1465329.366089 + Penalty 3323.074999 = -1462006.291090 nChanged 148 SP:Iteration 36Q (555.494636 sec): 3 clusters Score: Raw -1465348.551903 + Penalty 3323.074999 = -1462025.476904 nChanged 126 SP:Iteration 37Q (555.579768 sec): 3 clusters Score: Raw -1465363.927138 + Penalty 3323.074999 = -1462040.852138 nChanged 127 SP:Iteration 38Q (555.665877 sec): 3 clusters Score: Raw -1465381.906395 + Penalty 3323.074999 = -1462058.831396 nChanged 145 SP:Iteration 39Q (555.741312 sec): 3 clusters Score: Raw -1465402.615015 + Penalty 3323.074999 = -1462079.540015 nChanged 143 SP:Iteration 40F (555.827455 sec): 3 clusters Score: Raw -1465424.751237 + Penalty 3323.074999 = -1462101.676238 nChanged 155 SP:Iteration 41Q (555.914892 sec): 3 clusters Score: Raw -1465448.124934 + Penalty 3323.074999 = -1462125.049935 nChanged 165 SP:Iteration 42Q (555.996979 sec): 3 clusters Score: Raw -1465475.631554 + Penalty 3323.074999 = -1462152.556555 nChanged 185 SP:Iteration 43Q (556.081044 sec): 3 clusters Score: Raw -1465504.457818 + Penalty 3323.074999 = -1462181.382819 nChanged 143 SP:Iteration 44Q (556.160711 sec): 3 clusters Score: Raw -1465526.479230 + Penalty 3323.074999 = -1462203.404231 nChanged 150 SP:Iteration 45Q (556.242404 sec): 3 clusters Score: Raw -1465550.440741 + Penalty 3323.074999 = -1462227.365741 nChanged 151 SP:Iteration 46Q (556.335653 sec): 3 clusters Score: Raw -1465576.226336 + Penalty 3323.074999 = -1462253.151337 nChanged 149 SP:Iteration 47Q (556.425978 sec): 3 clusters Score: Raw -1465599.997625 + Penalty 3323.074999 = -1462276.922626 nChanged 150 SP:Iteration 48Q (556.503525 sec): 3 clusters Score: Raw -1465623.417572 + Penalty 3323.074999 = -1462300.342573 nChanged 149 SP:Iteration 49Q (556.590845 sec): 3 clusters Score: Raw -1465646.685871 + Penalty 3323.074999 = -1462323.610872 nChanged 139 SP:Iteration 50Q (556.669926 sec): 3 clusters Score: Raw -1465669.641417 + Penalty 3323.074999 = -1462346.566418 nChanged 159 SP:Iteration 51Q (556.759743 sec): 3 clusters Score: Raw -1465700.724068 + Penalty 3323.074999 = -1462377.649069 nChanged 168 SP:Iteration 52Q (556.841427 sec): 3 clusters Score: Raw -1465734.914790 + Penalty 3323.074999 = -1462411.839791 nChanged 199 SP:Iteration 53Q (556.935958 sec): 3 clusters Score: Raw -1465779.104724 + Penalty 3323.074999 = -1462456.029725 nChanged 222 SP:Iteration 54Q (557.019242 sec): 3 clusters Score: Raw -1465828.162312 + Penalty 3323.074999 = -1462505.087313 nChanged 234 SP:Iteration 55Q (557.094511 sec): 3 clusters Score: Raw -1465881.976497 + Penalty 3323.074999 = -1462558.901497 nChanged 216 SP:Iteration 56Q (557.182801 sec): 3 clusters Score: Raw -1465934.623815 + Penalty 3323.074999 = -1462611.548815 nChanged 241 SP:Iteration 57Q (557.266406 sec): 3 clusters Score: Raw -1466004.529715 + Penalty 3323.074999 = -1462681.454715 nChanged 286 SP:Iteration 58Q (557.357861 sec): 3 clusters Score: Raw -1466101.292124 + Penalty 3323.074999 = -1462778.217125 nChanged 317 SP:Iteration 59Q (557.432915 sec): 3 clusters Score: Raw -1466210.561182 + Penalty 3323.074999 = -1462887.486183 nChanged 299 SP:Iteration 60F (557.518790 sec): 3 clusters Score: Raw -1466320.162170 + Penalty 3323.074999 = -1462997.087171 nChanged 311 SP:Iteration 61Q (557.608717 sec): 3 clusters Score: Raw -1466437.197250 + Penalty 3323.074999 = -1463114.122251 nChanged 277 SP:Iteration 62Q (557.687234 sec): 3 clusters Score: Raw -1466533.746504 + Penalty 3323.074999 = -1463210.671505 nChanged 268 SP:Iteration 63Q (557.766315 sec): 3 clusters Score: Raw -1466624.251104 + Penalty 3323.074999 = -1463301.176104 nChanged 256 SP:Iteration 64Q (557.853941 sec): 3 clusters Score: Raw -1466714.791493 + Penalty 3323.074999 = -1463391.716494 nChanged 248 SP:Iteration 65Q (557.939429 sec): 3 clusters Score: Raw -1466789.629936 + Penalty 3323.074999 = -1463466.554937 nChanged 218 SP:Iteration 66Q (558.022856 sec): 3 clusters Score: Raw -1466846.961892 + Penalty 3323.074999 = -1463523.886893 nChanged 195 SP:Iteration 67Q (558.112212 sec): 3 clusters Score: Raw -1466896.609113 + Penalty 3323.074999 = -1463573.534114 nChanged 166 SP:Iteration 68Q (558.188849 sec): 3 clusters Score: Raw -1466936.156153 + Penalty 3323.074999 = -1463613.081154 nChanged 149 SP:Iteration 69Q (558.282047 sec): 3 clusters Score: Raw -1466968.328333 + Penalty 3323.074999 = -1463645.253334 nChanged 139 SP:Iteration 70Q (558.360204 sec): 3 clusters Score: Raw -1466999.799618 + Penalty 3323.074999 = -1463676.724619 nChanged 158 SP:Iteration 71Q (558.432110 sec): 3 clusters Score: Raw -1467038.701096 + Penalty 3323.074999 = -1463715.626096 nChanged 126 SP:Iteration 72Q (558.514807 sec): 3 clusters Score: Raw -1467065.113022 + Penalty 3323.074999 = -1463742.038023 nChanged 113 SP:Iteration 73Q (558.588515 sec): 3 clusters Score: Raw -1467086.457917 + Penalty 3323.074999 = -1463763.382918 nChanged 113 SP:Iteration 74Q (558.676323 sec): 3 clusters Score: Raw -1467109.528606 + Penalty 3323.074999 = -1463786.453607 nChanged 100 SP:Iteration 75Q (558.759775 sec): 3 clusters Score: Raw -1467126.658194 + Penalty 3323.074999 = -1463803.583195 nChanged 90 SP:Iteration 76Q (558.846002 sec): 3 clusters Score: Raw -1467139.530805 + Penalty 3323.074999 = -1463816.455806 nChanged 60 SP:Iteration 77Q (558.916328 sec): 3 clusters Score: Raw -1467146.749837 + Penalty 3323.074999 = -1463823.674838 nChanged 57 SP:Iteration 78Q (559.003767 sec): 3 clusters Score: Raw -1467154.234106 + Penalty 3323.074999 = -1463831.159106 nChanged 37 SP:Iteration 79Q (559.079256 sec): 3 clusters Score: Raw -1467158.626448 + Penalty 3323.074999 = -1463835.551449 nChanged 40 SP:Iteration 80F (559.172950 sec): 3 clusters Score: Raw -1467163.113977 + Penalty 3323.074999 = -1463840.038978 nChanged 36 SP:Iteration 81Q (559.246487 sec): 3 clusters Score: Raw -1467167.713041 + Penalty 3323.074999 = -1463844.638041 nChanged 32 SP:Iteration 82Q (559.337606 sec): 3 clusters Score: Raw -1467170.314486 + Penalty 3323.074999 = -1463847.239486 nChanged 17 SP:Iteration 83Q (559.412630 sec): 3 clusters Score: Raw -1467171.804921 + Penalty 3323.074999 = -1463848.729922 nChanged 15 SP:Iteration 84Q (559.492044 sec): 3 clusters Score: Raw -1467173.052608 + Penalty 3323.074999 = -1463849.977609 nChanged 13 SP:Iteration 85Q (559.582680 sec): 3 clusters Score: Raw -1467173.859463 + Penalty 3323.074999 = -1463850.784464 nChanged 8 SP:Iteration 86Q (559.655638 sec): 3 clusters Score: Raw -1467174.271649 + Penalty 3323.074999 = -1463851.196650 nChanged 10 SP:Iteration 87Q (559.741265 sec): 3 clusters Score: Raw -1467175.095115 + Penalty 3323.074999 = -1463852.020116 nChanged 13 SP:Iteration 88Q (559.818110 sec): 3 clusters Score: Raw -1467176.457206 + Penalty 3323.074999 = -1463853.382207 nChanged 18 SP:Iteration 89Q (559.896948 sec): 3 clusters Score: Raw -1467178.185905 + Penalty 3323.074999 = -1463855.110906 nChanged 16 SP:Iteration 90Q (559.984806 sec): 3 clusters Score: Raw -1467179.367673 + Penalty 3323.074999 = -1463856.292673 nChanged 13 SP:Iteration 91Q (560.058581 sec): 3 clusters Score: Raw -1467180.250402 + Penalty 3323.074999 = -1463857.175403 nChanged 14 SP:Iteration 92Q (560.148399 sec): 3 clusters Score: Raw -1467181.289520 + Penalty 3323.074999 = -1463858.214520 nChanged 11 SP:Iteration 93Q (560.231994 sec): 3 clusters Score: Raw -1467182.050920 + Penalty 3323.074999 = -1463858.975920 nChanged 7 SP:Iteration 94Q (560.306066 sec): 3 clusters Score: Raw -1467182.486916 + Penalty 3323.074999 = -1463859.411917 nChanged 9 SP:Iteration 95Q (560.389764 sec): 3 clusters Score: Raw -1467182.997961 + Penalty 3323.074999 = -1463859.922962 nChanged 7 SP:Iteration 96Q (560.462759 sec): 3 clusters Score: Raw -1467183.492504 + Penalty 3323.074999 = -1463860.417505 nChanged 8 SP:Iteration 97Q (560.540241 sec): 3 clusters Score: Raw -1467184.008507 + Penalty 3323.074999 = -1463860.933508 nChanged 8 SP:Iteration 98Q (560.618230 sec): 3 clusters Score: Raw -1467184.466992 + Penalty 3323.074999 = -1463861.391993 nChanged 7 SP:Iteration 99Q (560.696820 sec): 3 clusters Score: Raw -1467184.868741 + Penalty 3323.074999 = -1463861.793742 nChanged 8 SP:Iteration 100F (560.788340 sec): 3 clusters Score: Raw -1467185.233004 + Penalty 3323.074999 = -1463862.158005 nChanged 5 SP:Iteration 101Q (560.873474 sec): 3 clusters Score: Raw -1467185.509727 + Penalty 3323.074999 = -1463862.434728 nChanged 3 SP:Iteration 102Q (560.950036 sec): 3 clusters Score: Raw -1467185.668202 + Penalty 3323.074999 = -1463862.593203 nChanged 3 SP:Iteration 103Q (561.033657 sec): 3 clusters Score: Raw -1467185.841545 + Penalty 3323.074999 = -1463862.766546 nChanged 6 SP:Iteration 104Q (561.108359 sec): 3 clusters Score: Raw -1467186.166412 + Penalty 3323.074999 = -1463863.091412 nChanged 4 SP:Iteration 105Q (561.188581 sec): 3 clusters Score: Raw -1467186.422303 + Penalty 3323.074999 = -1463863.347304 nChanged 8 SP:Iteration 106Q (561.261641 sec): 3 clusters Score: Raw -1467186.943407 + Penalty 3323.074999 = -1463863.868408 nChanged 5 SP:Iteration 107Q (561.344150 sec): 3 clusters Score: Raw -1467187.383646 + Penalty 3323.074999 = -1463864.308647 nChanged 5 SP:Iteration 108Q (561.429789 sec): 3 clusters Score: Raw -1467187.736771 + Penalty 3323.074999 = -1463864.661772 nChanged 8 SP:Iteration 109Q (561.515818 sec): 3 clusters Score: Raw -1467188.497236 + Penalty 3323.074999 = -1463865.422236 nChanged 8 SP:Iteration 110Q (561.597207 sec): 3 clusters Score: Raw -1467189.103685 + Penalty 3323.074999 = -1463866.028686 nChanged 11 SP:Iteration 111Q (561.676443 sec): 3 clusters Score: Raw -1467189.958558 + Penalty 3323.074999 = -1463866.883559 nChanged 10 SP:Iteration 112Q (561.755221 sec): 3 clusters Score: Raw -1467190.456010 + Penalty 3323.074999 = -1463867.381011 nChanged 11 SP:Iteration 113Q (561.835850 sec): 3 clusters Score: Raw -1467191.406665 + Penalty 3323.074999 = -1463868.331666 nChanged 15 SP:Iteration 114Q (561.921163 sec): 3 clusters Score: Raw -1467193.167840 + Penalty 3323.074999 = -1463870.092841 nChanged 16 SP:Iteration 115Q (562.000647 sec): 3 clusters Score: Raw -1467194.364052 + Penalty 3323.074999 = -1463871.289053 nChanged 13 SP:Iteration 116Q (562.083418 sec): 3 clusters Score: Raw -1467195.153700 + Penalty 3323.074999 = -1463872.078701 nChanged 9 SP:Iteration 117Q (562.159509 sec): 3 clusters Score: Raw -1467195.906879 + Penalty 3323.074999 = -1463872.831880 nChanged 5 SP:Iteration 118Q (562.233022 sec): 3 clusters Score: Raw -1467196.158898 + Penalty 3323.074999 = -1463873.083899 nChanged 6 SP:Iteration 119Q (562.312693 sec): 3 clusters Score: Raw -1467196.460660 + Penalty 3323.074999 = -1463873.385660 nChanged 4 SP:Iteration 120F (562.404851 sec): 3 clusters Score: Raw -1467196.653571 + Penalty 3323.074999 = -1463873.578572 nChanged 8 SP:Iteration 121Q (562.476503 sec): 3 clusters Score: Raw -1467197.311165 + Penalty 3323.074999 = -1463874.236166 nChanged 10 SP:Iteration 122Q (562.548590 sec): 3 clusters Score: Raw -1467198.079098 + Penalty 3323.074999 = -1463875.004099 nChanged 7 SP:Iteration 123Q (562.631789 sec): 3 clusters Score: Raw -1467198.842041 + Penalty 3323.074999 = -1463875.767042 nChanged 8 SP:Iteration 124Q (562.710688 sec): 3 clusters Score: Raw -1467199.362527 + Penalty 3323.074999 = -1463876.287527 nChanged 5 SP:Iteration 125Q (562.797003 sec): 3 clusters Score: Raw -1467199.603161 + Penalty 3323.074999 = -1463876.528162 nChanged 6 SP:Iteration 126Q (562.879450 sec): 3 clusters Score: Raw -1467200.098204 + Penalty 3323.074999 = -1463877.023205 nChanged 8 SP:Iteration 127Q (562.962641 sec): 3 clusters Score: Raw -1467200.602588 + Penalty 3323.074999 = -1463877.527589 nChanged 4 SP:Iteration 128Q (563.040620 sec): 3 clusters Score: Raw -1467200.916645 + Penalty 3323.074999 = -1463877.841646 nChanged 9 SP:Iteration 129Q (563.131506 sec): 3 clusters Score: Raw -1467201.444195 + Penalty 3323.074999 = -1463878.369196 nChanged 9 SP:Iteration 130Q (563.214037 sec): 3 clusters Score: Raw -1467202.368390 + Penalty 3323.074999 = -1463879.293391 nChanged 15 SP:Iteration 131Q (563.283164 sec): 3 clusters Score: Raw -1467204.221295 + Penalty 3323.074999 = -1463881.146296 nChanged 22 SP:Iteration 132Q (563.367900 sec): 3 clusters Score: Raw -1467207.422484 + Penalty 3323.074999 = -1463884.347485 nChanged 28 SP:Iteration 133Q (563.446777 sec): 3 clusters Score: Raw -1467210.577498 + Penalty 3323.074999 = -1463887.502498 nChanged 22 SP:Iteration 134Q (563.522291 sec): 3 clusters Score: Raw -1467212.820121 + Penalty 3323.074999 = -1463889.745121 nChanged 24 SP:Iteration 135Q (563.611351 sec): 3 clusters Score: Raw -1467215.627096 + Penalty 3323.074999 = -1463892.552096 nChanged 24 SP:Iteration 136Q (563.694912 sec): 3 clusters Score: Raw -1467217.882544 + Penalty 3323.074999 = -1463894.807544 nChanged 22 SP:Iteration 137Q (563.783204 sec): 3 clusters Score: Raw -1467219.913518 + Penalty 3323.074999 = -1463896.838519 nChanged 20 SP:Iteration 138Q (563.865662 sec): 3 clusters Score: Raw -1467221.740455 + Penalty 3323.074999 = -1463898.665456 nChanged 18 SP:Iteration 139Q (563.945050 sec): 3 clusters Score: Raw -1467223.339798 + Penalty 3323.074999 = -1463900.264798 nChanged 12 SP:Iteration 140F (564.031982 sec): 3 clusters Score: Raw -1467224.689037 + Penalty 3323.074999 = -1463901.614037 nChanged 14 SP:Iteration 141Q (564.104422 sec): 3 clusters Score: Raw -1467226.368517 + Penalty 3323.074999 = -1463903.293518 nChanged 17 SP:Iteration 142Q (564.184686 sec): 3 clusters Score: Raw -1467228.137757 + Penalty 3323.074999 = -1463905.062758 nChanged 13 SP:Iteration 143Q (564.266373 sec): 3 clusters Score: Raw -1467229.147145 + Penalty 3323.074999 = -1463906.072145 nChanged 11 SP:Iteration 144Q (564.352504 sec): 3 clusters Score: Raw -1467230.357052 + Penalty 3323.074999 = -1463907.282053 nChanged 16 SP:Iteration 145Q (564.430324 sec): 3 clusters Score: Raw -1467231.971564 + Penalty 3323.074999 = -1463908.896564 nChanged 15 SP:Iteration 146Q (564.518305 sec): 3 clusters Score: Raw -1467233.622151 + Penalty 3323.074999 = -1463910.547151 nChanged 21 SP:Iteration 147Q (564.600438 sec): 3 clusters Score: Raw -1467235.666045 + Penalty 3323.074999 = -1463912.591045 nChanged 18 SP:Iteration 148Q (564.683678 sec): 3 clusters Score: Raw -1467237.412373 + Penalty 3323.074999 = -1463914.337374 nChanged 16 SP:Iteration 149Q (564.771740 sec): 3 clusters Score: Raw -1467239.229049 + Penalty 3323.074999 = -1463916.154050 nChanged 19 SP:Iteration 150Q (564.848497 sec): 3 clusters Score: Raw -1467241.165658 + Penalty 3323.074999 = -1463918.090659 nChanged 20 SP:Iteration 151Q (564.933766 sec): 3 clusters Score: Raw -1467242.552929 + Penalty 3323.074999 = -1463919.477930 nChanged 17 SP:Iteration 152Q (565.003314 sec): 3 clusters Score: Raw -1467243.927083 + Penalty 3323.074999 = -1463920.852084 nChanged 16 SP:Iteration 153Q (565.085612 sec): 3 clusters Score: Raw -1467245.136897 + Penalty 3323.074999 = -1463922.061897 nChanged 15 SP:Iteration 154Q (565.159278 sec): 3 clusters Score: Raw -1467246.426591 + Penalty 3323.074999 = -1463923.351592 nChanged 10 SP:Iteration 155Q (565.235686 sec): 3 clusters Score: Raw -1467247.144084 + Penalty 3323.074999 = -1463924.069085 nChanged 12 SP:Iteration 156Q (565.317992 sec): 3 clusters Score: Raw -1467247.977411 + Penalty 3323.074999 = -1463924.902411 nChanged 11 SP:Iteration 157Q (565.401228 sec): 3 clusters Score: Raw -1467249.138193 + Penalty 3323.074999 = -1463926.063194 nChanged 11 SP:Iteration 158Q (565.479243 sec): 3 clusters Score: Raw -1467250.368284 + Penalty 3323.074999 = -1463927.293285 nChanged 20 SP:Iteration 159Q (565.559472 sec): 3 clusters Score: Raw -1467252.768764 + Penalty 3323.074999 = -1463929.693765 nChanged 20 SP:Iteration 160F (565.641463 sec): 3 clusters Score: Raw -1467254.777521 + Penalty 3323.074999 = -1463931.702522 nChanged 19 SP:Iteration 161Q (565.720067 sec): 3 clusters Score: Raw -1467256.326613 + Penalty 3323.074999 = -1463933.251614 nChanged 16 SP:Iteration 162Q (565.798946 sec): 3 clusters Score: Raw -1467257.929996 + Penalty 3323.074999 = -1463934.854997 nChanged 14 SP:Iteration 163Q (565.880153 sec): 3 clusters Score: Raw -1467259.549817 + Penalty 3323.074999 = -1463936.474818 nChanged 21 SP:Iteration 164Q (565.964622 sec): 3 clusters Score: Raw -1467261.842897 + Penalty 3323.074999 = -1463938.767898 nChanged 21 SP:Iteration 165Q (566.045568 sec): 3 clusters Score: Raw -1467264.441857 + Penalty 3323.074999 = -1463941.366858 nChanged 18 SP:Iteration 166Q (566.133595 sec): 3 clusters Score: Raw -1467266.526725 + Penalty 3323.074999 = -1463943.451726 nChanged 21 SP:Iteration 167Q (566.203154 sec): 3 clusters Score: Raw -1467268.652115 + Penalty 3323.074999 = -1463945.577116 nChanged 18 SP:Iteration 168Q (566.284851 sec): 3 clusters Score: Raw -1467270.696540 + Penalty 3323.074999 = -1463947.621541 nChanged 17 SP:Iteration 169Q (566.365928 sec): 3 clusters Score: Raw -1467272.566374 + Penalty 3323.074999 = -1463949.491375 nChanged 18 SP:Iteration 170Q (566.446263 sec): 3 clusters Score: Raw -1467274.527035 + Penalty 3323.074999 = -1463951.452036 nChanged 20 SP:Iteration 171Q (566.523537 sec): 3 clusters Score: Raw -1467277.134511 + Penalty 3323.074999 = -1463954.059512 nChanged 23 SP:Iteration 172Q (566.587768 sec): 3 clusters Score: Raw -1467280.277888 + Penalty 3323.074999 = -1463957.202889 nChanged 16 SP:Iteration 173Q (566.680282 sec): 3 clusters Score: Raw -1467281.818221 + Penalty 3323.074999 = -1463958.743222 nChanged 14 SP:Iteration 174Q (566.756174 sec): 3 clusters Score: Raw -1467283.218437 + Penalty 3323.074999 = -1463960.143438 nChanged 12 SP:Iteration 175Q (566.836084 sec): 3 clusters Score: Raw -1467284.853708 + Penalty 3323.074999 = -1463961.778709 nChanged 7 SP:Iteration 176Q (566.912270 sec): 3 clusters Score: Raw -1467285.454911 + Penalty 3323.074999 = -1463962.379912 nChanged 8 SP:Iteration 177Q (566.989942 sec): 3 clusters Score: Raw -1467286.242369 + Penalty 3323.074999 = -1463963.167370 nChanged 10 SP:Iteration 178Q (567.072046 sec): 3 clusters Score: Raw -1467287.289416 + Penalty 3323.074999 = -1463964.214417 nChanged 10 SP:Iteration 179Q (567.156374 sec): 3 clusters Score: Raw -1467288.266629 + Penalty 3323.074999 = -1463965.191630 nChanged 8 SP:Iteration 180F (567.235094 sec): 3 clusters Score: Raw -1467288.955781 + Penalty 3323.074999 = -1463965.880781 nChanged 6 SP:Iteration 181Q (567.313381 sec): 3 clusters Score: Raw -1467289.560907 + Penalty 3323.074999 = -1463966.485908 nChanged 11 SP:Iteration 182Q (567.391889 sec): 3 clusters Score: Raw -1467290.680467 + Penalty 3323.074999 = -1463967.605468 nChanged 9 SP:Iteration 183Q (567.472631 sec): 3 clusters Score: Raw -1467291.601914 + Penalty 3323.074999 = -1463968.526914 nChanged 13 SP:Iteration 184Q (567.545492 sec): 3 clusters Score: Raw -1467292.576284 + Penalty 3323.074999 = -1463969.501284 nChanged 9 SP:Iteration 185Q (567.622477 sec): 3 clusters Score: Raw -1467293.285111 + Penalty 3323.074999 = -1463970.210112 nChanged 6 SP:Iteration 186Q (567.707251 sec): 3 clusters Score: Raw -1467293.749808 + Penalty 3323.074999 = -1463970.674809 nChanged 7 SP:Iteration 187Q (567.787713 sec): 3 clusters Score: Raw -1467294.312763 + Penalty 3323.074999 = -1463971.237764 nChanged 6 SP:Iteration 188Q (567.869759 sec): 3 clusters Score: Raw -1467294.808087 + Penalty 3323.074999 = -1463971.733088 nChanged 7 SP:Iteration 189Q (567.940096 sec): 3 clusters Score: Raw -1467295.315258 + Penalty 3323.074999 = -1463972.240259 nChanged 5 SP:Iteration 190Q (568.016888 sec): 3 clusters Score: Raw -1467295.626253 + Penalty 3323.074999 = -1463972.551253 nChanged 4 SP:Iteration 191Q (568.104778 sec): 3 clusters Score: Raw -1467295.801668 + Penalty 3323.074999 = -1463972.726669 nChanged 3 SP:Iteration 192Q (568.174802 sec): 3 clusters Score: Raw -1467296.068575 + Penalty 3323.074999 = -1463972.993576 nChanged 5 SP:Iteration 193Q (568.262399 sec): 3 clusters Score: Raw -1467296.416702 + Penalty 3323.074999 = -1463973.341703 nChanged 2 SP:Iteration 194Q (568.347204 sec): 3 clusters Score: Raw -1467296.608326 + Penalty 3323.074999 = -1463973.533327 nChanged 3 SP:Iteration 195Q (568.431905 sec): 3 clusters Score: Raw -1467296.813028 + Penalty 3323.074999 = -1463973.738029 nChanged 3 SP:Iteration 196Q (568.495784 sec): 3 clusters Score: Raw -1467297.151874 + Penalty 3323.074999 = -1463974.076875 nChanged 7 SP:Iteration 197Q (568.584307 sec): 3 clusters Score: Raw -1467297.445816 + Penalty 3323.074999 = -1463974.370817 nChanged 0 SP:Iteration 198F (568.661697 sec): 3 clusters Score: Raw -1467297.445816 + Penalty 3323.074999 = -1463974.370817 nChanged 0 Trying to split cluster 11 (29976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (568.726048 sec): 2 clusters Score: Raw -1574898.592430 + Penalty 1675.074755 = -1573223.517675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (568.814667 sec): 3 clusters Score: Raw -1556373.378981 + Penalty 3350.149511 = -1553023.229471 nChanged 13943 SP:Iteration 1F (568.905460 sec): 3 clusters Score: Raw -1565165.195055 + Penalty 3350.149511 = -1561815.045544 nChanged 2366 SP:Iteration 2F (568.989431 sec): 3 clusters Score: Raw -1566915.889826 + Penalty 3350.149511 = -1563565.740316 nChanged 2637 SP:Iteration 3F (569.085195 sec): 3 clusters Score: Raw -1569100.408625 + Penalty 3350.149511 = -1565750.259115 nChanged 2485 SP:Iteration 4F (569.172545 sec): 3 clusters Score: Raw -1571113.867214 + Penalty 3350.149511 = -1567763.717704 nChanged 2033 SP:Iteration 5F (569.262583 sec): 3 clusters Score: Raw -1572622.650287 + Penalty 3350.149511 = -1569272.500776 nChanged 1462 SP:Iteration 6Q (569.354485 sec): 3 clusters Score: Raw -1573546.390868 + Penalty 3350.149511 = -1570196.241357 nChanged 1025 SP:Iteration 7Q (569.437317 sec): 3 clusters Score: Raw -1574173.628750 + Penalty 3350.149511 = -1570823.479239 nChanged 715 SP:Iteration 8Q (569.530242 sec): 3 clusters Score: Raw -1574607.276426 + Penalty 3350.149511 = -1571257.126915 nChanged 581 SP:Iteration 9Q (569.616616 sec): 3 clusters Score: Raw -1574986.946558 + Penalty 3350.149511 = -1571636.797048 nChanged 512 SP:Iteration 10Q (569.704040 sec): 3 clusters Score: Raw -1575367.994844 + Penalty 3350.149511 = -1572017.845333 nChanged 482 SP:Iteration 11Q (569.796638 sec): 3 clusters Score: Raw -1575753.168522 + Penalty 3350.149511 = -1572403.019011 nChanged 433 SP:Iteration 12Q (569.888094 sec): 3 clusters Score: Raw -1576057.769715 + Penalty 3350.149511 = -1572707.620205 nChanged 381 SP:Iteration 13Q (569.982776 sec): 3 clusters Score: Raw -1576294.596222 + Penalty 3350.149511 = -1572944.446712 nChanged 282 SP:Iteration 14Q (570.072166 sec): 3 clusters Score: Raw -1576430.144113 + Penalty 3350.149511 = -1573079.994602 nChanged 188 SP:Iteration 15Q (570.156696 sec): 3 clusters Score: Raw -1576501.335459 + Penalty 3350.149511 = -1573151.185949 nChanged 164 SP:Iteration 16Q (570.244747 sec): 3 clusters Score: Raw -1576548.116107 + Penalty 3350.149511 = -1573197.966596 nChanged 110 SP:Iteration 17Q (570.327708 sec): 3 clusters Score: Raw -1576574.913324 + Penalty 3350.149511 = -1573224.763813 nChanged 86 SP:Iteration 18Q (570.406739 sec): 3 clusters Score: Raw -1576590.605421 + Penalty 3350.149511 = -1573240.455911 nChanged 62 SP:Iteration 19Q (570.487932 sec): 3 clusters Score: Raw -1576599.942909 + Penalty 3350.149511 = -1573249.793398 nChanged 54 SP:Iteration 20F (570.572542 sec): 3 clusters Score: Raw -1576606.620071 + Penalty 3350.149511 = -1573256.470560 nChanged 49 SP:Iteration 21Q (570.664499 sec): 3 clusters Score: Raw -1576613.834609 + Penalty 3350.149511 = -1573263.685098 nChanged 43 SP:Iteration 22Q (570.750748 sec): 3 clusters Score: Raw -1576620.502806 + Penalty 3350.149511 = -1573270.353295 nChanged 34 SP:Iteration 23Q (570.840822 sec): 3 clusters Score: Raw -1576624.727499 + Penalty 3350.149511 = -1573274.577989 nChanged 18 SP:Iteration 24Q (570.931562 sec): 3 clusters Score: Raw -1576626.507708 + Penalty 3350.149511 = -1573276.358197 nChanged 15 SP:Iteration 25Q (571.019477 sec): 3 clusters Score: Raw -1576627.730782 + Penalty 3350.149511 = -1573277.581271 nChanged 9 SP:Iteration 26Q (571.105458 sec): 3 clusters Score: Raw -1576628.249984 + Penalty 3350.149511 = -1573278.100474 nChanged 7 SP:Iteration 27Q (571.195739 sec): 3 clusters Score: Raw -1576628.970584 + Penalty 3350.149511 = -1573278.821073 nChanged 10 SP:Iteration 28Q (571.284682 sec): 3 clusters Score: Raw -1576630.103779 + Penalty 3350.149511 = -1573279.954269 nChanged 14 SP:Iteration 29Q (571.361839 sec): 3 clusters Score: Raw -1576631.273870 + Penalty 3350.149511 = -1573281.124359 nChanged 8 SP:Iteration 30Q (571.447948 sec): 3 clusters Score: Raw -1576631.743164 + Penalty 3350.149511 = -1573281.593653 nChanged 8 SP:Iteration 31Q (571.526992 sec): 3 clusters Score: Raw -1576632.241010 + Penalty 3350.149511 = -1573282.091499 nChanged 7 SP:Iteration 32Q (571.618834 sec): 3 clusters Score: Raw -1576632.893531 + Penalty 3350.149511 = -1573282.744020 nChanged 5 SP:Iteration 33Q (571.707129 sec): 3 clusters Score: Raw -1576633.272104 + Penalty 3350.149511 = -1573283.122594 nChanged 3 SP:Iteration 34Q (571.791593 sec): 3 clusters Score: Raw -1576633.509136 + Penalty 3350.149511 = -1573283.359626 nChanged 2 SP:Iteration 35Q (571.880234 sec): 3 clusters Score: Raw -1576633.589607 + Penalty 3350.149511 = -1573283.440096 nChanged 2 SP:Iteration 36Q (571.961189 sec): 3 clusters Score: Raw -1576633.659205 + Penalty 3350.149511 = -1573283.509694 nChanged 1 SP:Iteration 37Q (572.054069 sec): 3 clusters Score: Raw -1576633.690959 + Penalty 3350.149511 = -1573283.541448 nChanged 0 SP:Iteration 38F (572.138652 sec): 3 clusters Score: Raw -1576633.690959 + Penalty 3350.149511 = -1573283.541448 nChanged 0 Score: Raw -12070086.443653 + Penalty 86702.903280 = -11983383.540372 Splitting cluster 11 changes total score from -11983654.325826 to -11983383.540372 So it's not getting split. Trying to split cluster 12 (5249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (579.590627 sec): 2 clusters Score: Raw -259547.889168 + Penalty 1391.941340 = -258155.947828 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (579.646635 sec): 3 clusters Score: Raw -256835.929623 + Penalty 2783.882680 = -254052.046943 nChanged 2119 SP:Iteration 1F (579.699683 sec): 3 clusters Score: Raw -257974.165015 + Penalty 2783.882680 = -255190.282335 nChanged 397 SP:Iteration 2F (579.757372 sec): 3 clusters Score: Raw -258193.061588 + Penalty 2783.882680 = -255409.178909 nChanged 279 SP:Iteration 3F (579.812231 sec): 3 clusters Score: Raw -258342.956541 + Penalty 2783.882680 = -255559.073861 nChanged 249 SP:Iteration 4Q (579.854353 sec): 3 clusters Score: Raw -258479.041002 + Penalty 2783.882680 = -255695.158322 nChanged 235 SP:Iteration 5Q (579.908250 sec): 3 clusters Score: Raw -258606.665349 + Penalty 2783.882680 = -255822.782669 nChanged 212 SP:Iteration 6Q (579.959036 sec): 3 clusters Score: Raw -258723.095986 + Penalty 2783.882680 = -255939.213306 nChanged 194 SP:Iteration 7Q (580.022209 sec): 3 clusters Score: Raw -258841.384941 + Penalty 2783.882680 = -256057.502261 nChanged 195 SP:Iteration 8Q (580.080191 sec): 3 clusters Score: Raw -258967.085879 + Penalty 2783.882680 = -256183.203199 nChanged 176 SP:Iteration 9Q (580.134046 sec): 3 clusters Score: Raw -259081.881277 + Penalty 2783.882680 = -256297.998597 nChanged 179 SP:Iteration 10Q (580.179045 sec): 3 clusters Score: Raw -259202.051148 + Penalty 2783.882680 = -256418.168468 nChanged 167 SP:Iteration 11Q (580.233089 sec): 3 clusters Score: Raw -259305.761802 + Penalty 2783.882680 = -256521.879122 nChanged 170 SP:Iteration 12Q (580.295599 sec): 3 clusters Score: Raw -259398.503890 + Penalty 2783.882680 = -256614.621210 nChanged 150 SP:Iteration 13Q (580.344390 sec): 3 clusters Score: Raw -259465.017238 + Penalty 2783.882680 = -256681.134558 nChanged 102 SP:Iteration 14Q (580.385464 sec): 3 clusters Score: Raw -259512.671146 + Penalty 2783.882680 = -256728.788466 nChanged 109 SP:Iteration 15Q (580.438588 sec): 3 clusters Score: Raw -259563.010710 + Penalty 2783.882680 = -256779.128030 nChanged 99 SP:Iteration 16Q (580.495209 sec): 3 clusters Score: Raw -259599.775498 + Penalty 2783.882680 = -256815.892818 nChanged 70 SP:Iteration 17Q (580.534615 sec): 3 clusters Score: Raw -259628.694986 + Penalty 2783.882680 = -256844.812306 nChanged 70 SP:Iteration 18Q (580.585946 sec): 3 clusters Score: Raw -259660.442324 + Penalty 2783.882680 = -256876.559644 nChanged 74 SP:Iteration 19Q (580.632690 sec): 3 clusters Score: Raw -259691.748208 + Penalty 2783.882680 = -256907.865528 nChanged 54 SP:Iteration 20F (580.681445 sec): 3 clusters Score: Raw -259709.856811 + Penalty 2783.882680 = -256925.974131 nChanged 46 SP:Iteration 21Q (580.748498 sec): 3 clusters Score: Raw -259726.496069 + Penalty 2783.882680 = -256942.613389 nChanged 37 SP:Iteration 22Q (580.790191 sec): 3 clusters Score: Raw -259737.800564 + Penalty 2783.882680 = -256953.917884 nChanged 34 SP:Iteration 23Q (580.848588 sec): 3 clusters Score: Raw -259750.905948 + Penalty 2783.882680 = -256967.023268 nChanged 38 SP:Iteration 24Q (580.901872 sec): 3 clusters Score: Raw -259764.632012 + Penalty 2783.882680 = -256980.749332 nChanged 38 SP:Iteration 25Q (580.966138 sec): 3 clusters Score: Raw -259774.780290 + Penalty 2783.882680 = -256990.897610 nChanged 27 SP:Iteration 26Q (581.011425 sec): 3 clusters Score: Raw -259781.991996 + Penalty 2783.882680 = -256998.109316 nChanged 20 SP:Iteration 27Q (581.051262 sec): 3 clusters Score: Raw -259787.117512 + Penalty 2783.882680 = -257003.234832 nChanged 13 SP:Iteration 28Q (581.105172 sec): 3 clusters Score: Raw -259790.164338 + Penalty 2783.882680 = -257006.281658 nChanged 9 SP:Iteration 29Q (581.152524 sec): 3 clusters Score: Raw -259791.841422 + Penalty 2783.882680 = -257007.958742 nChanged 10 SP:Iteration 30Q (581.201571 sec): 3 clusters Score: Raw -259793.726803 + Penalty 2783.882680 = -257009.844123 nChanged 8 SP:Iteration 31Q (581.247596 sec): 3 clusters Score: Raw -259795.013364 + Penalty 2783.882680 = -257011.130685 nChanged 4 SP:Iteration 32Q (581.305958 sec): 3 clusters Score: Raw -259795.997557 + Penalty 2783.882680 = -257012.114877 nChanged 9 SP:Iteration 33Q (581.351332 sec): 3 clusters Score: Raw -259798.794310 + Penalty 2783.882680 = -257014.911630 nChanged 10 SP:Iteration 34Q (581.401988 sec): 3 clusters Score: Raw -259800.477204 + Penalty 2783.882680 = -257016.594524 nChanged 9 SP:Iteration 35Q (581.447254 sec): 3 clusters Score: Raw -259802.456149 + Penalty 2783.882680 = -257018.573469 nChanged 5 SP:Iteration 36Q (581.498543 sec): 3 clusters Score: Raw -259804.109972 + Penalty 2783.882680 = -257020.227292 nChanged 6 SP:Iteration 37Q (581.558065 sec): 3 clusters Score: Raw -259805.373371 + Penalty 2783.882680 = -257021.490691 nChanged 6 SP:Iteration 38Q (581.601138 sec): 3 clusters Score: Raw -259806.778645 + Penalty 2783.882680 = -257022.895966 nChanged 1 SP:Iteration 39Q (581.655623 sec): 3 clusters Score: Raw -259806.849885 + Penalty 2783.882680 = -257022.967205 nChanged 0 SP:Iteration 40F (581.714222 sec): 3 clusters Score: Raw -259806.849885 + Penalty 2783.882680 = -257022.967205 nChanged 0 Trying to split cluster 13 (1949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (581.739361 sec): 2 clusters Score: Raw -96731.875771 + Penalty 1230.949151 = -95500.926620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (581.777421 sec): 3 clusters Score: Raw -95950.800898 + Penalty 2461.898302 = -93488.902596 nChanged 675 SP:Iteration 1F (581.825691 sec): 3 clusters Score: Raw -96369.070387 + Penalty 2461.898302 = -93907.172084 nChanged 153 SP:Iteration 2F (581.862746 sec): 3 clusters Score: Raw -96487.219610 + Penalty 2461.898302 = -94025.321308 nChanged 98 SP:Iteration 3F (581.900279 sec): 3 clusters Score: Raw -96567.893193 + Penalty 2461.898302 = -94105.994891 nChanged 83 SP:Iteration 4Q (581.949397 sec): 3 clusters Score: Raw -96641.132016 + Penalty 2461.898302 = -94179.233713 nChanged 72 SP:Iteration 5Q (582.000489 sec): 3 clusters Score: Raw -96718.364015 + Penalty 2461.898302 = -94256.465713 nChanged 67 SP:Iteration 6Q (582.048330 sec): 3 clusters Score: Raw -96814.408767 + Penalty 2461.898302 = -94352.510465 nChanged 82 SP:Iteration 7Q (582.088060 sec): 3 clusters Score: Raw -96958.401125 + Penalty 2461.898302 = -94496.502823 nChanged 98 SP:Iteration 8F (582.137358 sec): 3 clusters Score: Raw -97124.335467 + Penalty 2461.898302 = -94662.437165 nChanged 89 SP:Iteration 9Q (582.176470 sec): 3 clusters Score: Raw -97230.126439 + Penalty 2461.898302 = -94768.228137 nChanged 82 SP:Iteration 10Q (582.223906 sec): 3 clusters Score: Raw -97320.635270 + Penalty 2461.898302 = -94858.736968 nChanged 51 SP:Iteration 11Q (582.275258 sec): 3 clusters Score: Raw -97373.108295 + Penalty 2461.898302 = -94911.209992 nChanged 48 SP:Iteration 12Q (582.308746 sec): 3 clusters Score: Raw -97416.668884 + Penalty 2461.898302 = -94954.770582 nChanged 29 SP:Iteration 13Q (582.358775 sec): 3 clusters Score: Raw -97445.462340 + Penalty 2461.898302 = -94983.564037 nChanged 28 SP:Iteration 14Q (582.401216 sec): 3 clusters Score: Raw -97470.019997 + Penalty 2461.898302 = -95008.121695 nChanged 21 SP:Iteration 15Q (582.449439 sec): 3 clusters Score: Raw -97489.919978 + Penalty 2461.898302 = -95028.021676 nChanged 20 SP:Iteration 16Q (582.485613 sec): 3 clusters Score: Raw -97506.559174 + Penalty 2461.898302 = -95044.660872 nChanged 10 SP:Iteration 17Q (582.532235 sec): 3 clusters Score: Raw -97513.376221 + Penalty 2461.898302 = -95051.477918 nChanged 7 SP:Iteration 18Q (582.577528 sec): 3 clusters Score: Raw -97519.542379 + Penalty 2461.898302 = -95057.644077 nChanged 5 SP:Iteration 19Q (582.616210 sec): 3 clusters Score: Raw -97523.848077 + Penalty 2461.898302 = -95061.949774 nChanged 7 SP:Iteration 20F (582.654507 sec): 3 clusters Score: Raw -97529.197872 + Penalty 2461.898302 = -95067.299569 nChanged 6 SP:Iteration 21Q (582.709520 sec): 3 clusters Score: Raw -97534.313464 + Penalty 2461.898302 = -95072.415162 nChanged 8 SP:Iteration 22Q (582.747272 sec): 3 clusters Score: Raw -97544.834389 + Penalty 2461.898302 = -95082.936087 nChanged 9 SP:Iteration 23Q (582.788748 sec): 3 clusters Score: Raw -97552.351761 + Penalty 2461.898302 = -95090.453459 nChanged 10 SP:Iteration 24Q (582.829859 sec): 3 clusters Score: Raw -97568.401722 + Penalty 2461.898302 = -95106.503419 nChanged 16 SP:Iteration 25Q (582.865802 sec): 3 clusters Score: Raw -97585.071043 + Penalty 2461.898302 = -95123.172740 nChanged 10 SP:Iteration 26Q (582.911400 sec): 3 clusters Score: Raw -97605.952797 + Penalty 2461.898302 = -95144.054495 nChanged 14 SP:Iteration 27Q (582.967122 sec): 3 clusters Score: Raw -97617.918724 + Penalty 2461.898302 = -95156.020422 nChanged 10 SP:Iteration 28Q (583.011966 sec): 3 clusters Score: Raw -97627.814037 + Penalty 2461.898302 = -95165.915734 nChanged 6 SP:Iteration 29Q (583.051005 sec): 3 clusters Score: Raw -97630.602973 + Penalty 2461.898302 = -95168.704671 nChanged 2 SP:Iteration 30Q (583.087367 sec): 3 clusters Score: Raw -97631.992678 + Penalty 2461.898302 = -95170.094376 nChanged 3 SP:Iteration 31Q (583.133988 sec): 3 clusters Score: Raw -97633.989689 + Penalty 2461.898302 = -95172.091386 nChanged 3 SP:Iteration 32Q (583.171798 sec): 3 clusters Score: Raw -97635.974754 + Penalty 2461.898302 = -95174.076451 nChanged 2 SP:Iteration 33Q (583.205907 sec): 3 clusters Score: Raw -97636.692982 + Penalty 2461.898302 = -95174.794680 nChanged 1 SP:Iteration 34Q (583.227087 sec): 3 clusters Score: Raw -97636.967325 + Penalty 2461.898302 = -95175.069022 nChanged 0 SP:Iteration 35F (583.256178 sec): 3 clusters Score: Raw -97636.967325 + Penalty 2461.898302 = -95175.069022 nChanged 0 Trying to split cluster 14 (565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (583.278667 sec): 2 clusters Score: Raw -27656.054518 + Penalty 1029.734181 = -26626.320337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (583.322383 sec): 3 clusters Score: Raw -27608.372145 + Penalty 2059.468363 = -25548.903782 nChanged 151 SP:Iteration 1F (583.358545 sec): 3 clusters Score: Raw -27850.990768 + Penalty 2059.468363 = -25791.522406 nChanged 46 SP:Iteration 2F (583.409742 sec): 3 clusters Score: Raw -27984.118848 + Penalty 2059.468363 = -25924.650485 nChanged 30 SP:Iteration 3F (583.456359 sec): 3 clusters Score: Raw -28111.090835 + Penalty 2059.468363 = -26051.622473 nChanged 38 SP:Iteration 4F (583.489008 sec): 3 clusters Score: Raw -28297.241562 + Penalty 2059.468363 = -26237.773199 nChanged 27 SP:Iteration 5Q (583.529664 sec): 3 clusters Score: Raw -28421.464604 + Penalty 2059.468363 = -26361.996241 nChanged 18 SP:Iteration 6Q (583.587371 sec): 3 clusters Score: Raw -28488.622800 + Penalty 2059.468363 = -26429.154437 nChanged 13 SP:Iteration 7Q (583.635270 sec): 3 clusters Score: Raw -28531.684917 + Penalty 2059.468363 = -26472.216554 nChanged 5 SP:Iteration 8Q (583.669170 sec): 3 clusters Score: Raw -28546.311291 + Penalty 2059.468363 = -26486.842929 nChanged 4 SP:Iteration 9Q (583.717449 sec): 3 clusters Score: Raw -28550.767154 + Penalty 2059.468363 = -26491.298792 nChanged 2 SP:Iteration 10Q (583.755024 sec): 3 clusters Score: Raw -28553.847354 + Penalty 2059.468363 = -26494.378992 nChanged 3 SP:Iteration 11Q (583.800243 sec): 3 clusters Score: Raw -28570.697900 + Penalty 2059.468363 = -26511.229537 nChanged 3 SP:Iteration 12Q (583.843261 sec): 3 clusters Score: Raw -28614.222080 + Penalty 2059.468363 = -26554.753717 nChanged 1 SP:Iteration 13Q (583.884920 sec): 3 clusters Score: Raw -28631.057658 + Penalty 2059.468363 = -26571.589295 nChanged 3 SP:Iteration 14Q (583.926000 sec): 3 clusters Score: Raw -28644.478785 + Penalty 2059.468363 = -26585.010423 nChanged 1 SP:Iteration 15Q (583.969700 sec): 3 clusters Score: Raw -28645.272219 + Penalty 2059.468363 = -26585.803856 nChanged 1 SP:Iteration 16Q (584.009797 sec): 3 clusters Score: Raw -28646.121628 + Penalty 2059.468363 = -26586.653266 nChanged 0 SP:Iteration 17F (584.057403 sec): 3 clusters Score: Raw -28646.121628 + Penalty 2059.468363 = -26586.653266 nChanged 0 Trying to split cluster 15 (850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (584.082553 sec): 2 clusters Score: Raw -42405.146867 + Penalty 1096.100907 = -41309.045961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (584.125179 sec): 3 clusters Score: Raw -42189.549646 + Penalty 2192.201814 = -39997.347833 nChanged 247 SP:Iteration 1F (584.167360 sec): 3 clusters Score: Raw -42471.552624 + Penalty 2192.201814 = -40279.350810 nChanged 59 SP:Iteration 2F (584.211155 sec): 3 clusters Score: Raw -42590.099495 + Penalty 2192.201814 = -40397.897682 nChanged 43 SP:Iteration 3F (584.239718 sec): 3 clusters Score: Raw -42721.338919 + Penalty 2192.201814 = -40529.137105 nChanged 43 SP:Iteration 4F (584.283941 sec): 3 clusters Score: Raw -42831.952673 + Penalty 2192.201814 = -40639.750859 nChanged 39 SP:Iteration 5Q (584.323348 sec): 3 clusters Score: Raw -42906.464331 + Penalty 2192.201814 = -40714.262517 nChanged 36 SP:Iteration 6Q (584.366059 sec): 3 clusters Score: Raw -42961.440811 + Penalty 2192.201814 = -40769.238997 nChanged 30 SP:Iteration 7Q (584.409508 sec): 3 clusters Score: Raw -43011.976194 + Penalty 2192.201814 = -40819.774380 nChanged 23 SP:Iteration 8Q (584.448553 sec): 3 clusters Score: Raw -43055.026587 + Penalty 2192.201814 = -40862.824774 nChanged 20 SP:Iteration 9Q (584.481258 sec): 3 clusters Score: Raw -43092.195355 + Penalty 2192.201814 = -40899.993541 nChanged 14 SP:Iteration 10Q (584.515872 sec): 3 clusters Score: Raw -43127.954670 + Penalty 2192.201814 = -40935.752856 nChanged 9 SP:Iteration 11Q (584.548675 sec): 3 clusters Score: Raw -43141.001881 + Penalty 2192.201814 = -40948.800067 nChanged 4 SP:Iteration 12Q (584.596381 sec): 3 clusters Score: Raw -43144.197037 + Penalty 2192.201814 = -40951.995224 nChanged 1 SP:Iteration 13Q (584.633182 sec): 3 clusters Score: Raw -43145.090033 + Penalty 2192.201814 = -40952.888219 nChanged 1 SP:Iteration 14Q (584.686226 sec): 3 clusters Score: Raw -43146.087698 + Penalty 2192.201814 = -40953.885885 nChanged 0 SP:Iteration 15F (584.728976 sec): 3 clusters Score: Raw -43146.146880 + Penalty 2192.201814 = -40953.945067 nChanged 1 SP:Iteration 16Q (584.778424 sec): 3 clusters Score: Raw -43150.072832 + Penalty 2192.201814 = -40957.871018 nChanged 3 SP:Iteration 17Q (584.821789 sec): 3 clusters Score: Raw -43153.099098 + Penalty 2192.201814 = -40960.897284 nChanged 5 SP:Iteration 18Q (584.860356 sec): 3 clusters Score: Raw -43160.759711 + Penalty 2192.201814 = -40968.557897 nChanged 5 SP:Iteration 19Q (584.918192 sec): 3 clusters Score: Raw -43168.328100 + Penalty 2192.201814 = -40976.126286 nChanged 4 SP:Iteration 20F (584.957312 sec): 3 clusters Score: Raw -43172.814307 + Penalty 2192.201814 = -40980.612494 nChanged 1 SP:Iteration 21Q (584.998513 sec): 3 clusters Score: Raw -43174.524760 + Penalty 2192.201814 = -40982.322947 nChanged 1 SP:Iteration 22Q (585.032020 sec): 3 clusters Score: Raw -43177.638120 + Penalty 2192.201814 = -40985.436306 nChanged 1 SP:Iteration 23Q (585.073778 sec): 3 clusters Score: Raw -43178.217567 + Penalty 2192.201814 = -40986.015754 nChanged 0 SP:Iteration 24F (585.114209 sec): 3 clusters Score: Raw -43178.217567 + Penalty 2192.201814 = -40986.015754 nChanged 0 Trying to split cluster 16 (5573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (585.149491 sec): 2 clusters Score: Raw -289563.415052 + Penalty 1401.674428 = -288161.740624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (585.204470 sec): 3 clusters Score: Raw -286621.400020 + Penalty 2803.348856 = -283818.051164 nChanged 2263 SP:Iteration 1F (585.239525 sec): 3 clusters Score: Raw -287885.619989 + Penalty 2803.348856 = -285082.271133 nChanged 424 SP:Iteration 2F (585.289295 sec): 3 clusters Score: Raw -288111.810255 + Penalty 2803.348856 = -285308.461399 nChanged 290 SP:Iteration 3F (585.338431 sec): 3 clusters Score: Raw -288278.957819 + Penalty 2803.348856 = -285475.608963 nChanged 244 SP:Iteration 4Q (585.391594 sec): 3 clusters Score: Raw -288428.224008 + Penalty 2803.348856 = -285624.875152 nChanged 236 SP:Iteration 5Q (585.448119 sec): 3 clusters Score: Raw -288615.573087 + Penalty 2803.348856 = -285812.224231 nChanged 256 SP:Iteration 6Q (585.501656 sec): 3 clusters Score: Raw -288820.307326 + Penalty 2803.348856 = -286016.958470 nChanged 250 SP:Iteration 7Q (585.557348 sec): 3 clusters Score: Raw -289054.016097 + Penalty 2803.348856 = -286250.667241 nChanged 268 SP:Iteration 8Q (585.605953 sec): 3 clusters Score: Raw -289341.351535 + Penalty 2803.348856 = -286538.002679 nChanged 286 SP:Iteration 9F (585.660807 sec): 3 clusters Score: Raw -289631.458460 + Penalty 2803.348856 = -286828.109604 nChanged 257 SP:Iteration 10Q (585.703183 sec): 3 clusters Score: Raw -289887.804423 + Penalty 2803.348856 = -287084.455567 nChanged 215 SP:Iteration 11Q (585.753839 sec): 3 clusters Score: Raw -290077.168990 + Penalty 2803.348856 = -287273.820134 nChanged 182 SP:Iteration 12Q (585.805744 sec): 3 clusters Score: Raw -290231.604839 + Penalty 2803.348856 = -287428.255983 nChanged 147 SP:Iteration 13Q (585.864628 sec): 3 clusters Score: Raw -290343.819527 + Penalty 2803.348856 = -287540.470671 nChanged 102 SP:Iteration 14Q (585.919595 sec): 3 clusters Score: Raw -290402.317685 + Penalty 2803.348856 = -287598.968829 nChanged 72 SP:Iteration 15Q (585.977355 sec): 3 clusters Score: Raw -290436.175069 + Penalty 2803.348856 = -287632.826213 nChanged 56 SP:Iteration 16Q (586.008797 sec): 3 clusters Score: Raw -290461.355211 + Penalty 2803.348856 = -287658.006355 nChanged 44 SP:Iteration 17Q (586.063621 sec): 3 clusters Score: Raw -290478.716871 + Penalty 2803.348856 = -287675.368015 nChanged 37 SP:Iteration 18Q (586.106248 sec): 3 clusters Score: Raw -290494.260125 + Penalty 2803.348856 = -287690.911269 nChanged 29 SP:Iteration 19Q (586.158344 sec): 3 clusters Score: Raw -290507.519665 + Penalty 2803.348856 = -287704.170809 nChanged 25 SP:Iteration 20F (586.204876 sec): 3 clusters Score: Raw -290514.086122 + Penalty 2803.348856 = -287710.737267 nChanged 6 SP:Iteration 21Q (586.252402 sec): 3 clusters Score: Raw -290516.803672 + Penalty 2803.348856 = -287713.454816 nChanged 4 SP:Iteration 22Q (586.299299 sec): 3 clusters Score: Raw -290518.119187 + Penalty 2803.348856 = -287714.770331 nChanged 6 SP:Iteration 23Q (586.358394 sec): 3 clusters Score: Raw -290519.601443 + Penalty 2803.348856 = -287716.252587 nChanged 5 SP:Iteration 24Q (586.401728 sec): 3 clusters Score: Raw -290520.401742 + Penalty 2803.348856 = -287717.052886 nChanged 3 SP:Iteration 25Q (586.451158 sec): 3 clusters Score: Raw -290521.170405 + Penalty 2803.348856 = -287717.821549 nChanged 4 SP:Iteration 26Q (586.499802 sec): 3 clusters Score: Raw -290521.983160 + Penalty 2803.348856 = -287718.634304 nChanged 6 SP:Iteration 27Q (586.548072 sec): 3 clusters Score: Raw -290523.793173 + Penalty 2803.348856 = -287720.444317 nChanged 5 SP:Iteration 28Q (586.590936 sec): 3 clusters Score: Raw -290524.792837 + Penalty 2803.348856 = -287721.443981 nChanged 4 SP:Iteration 29Q (586.649357 sec): 3 clusters Score: Raw -290526.007180 + Penalty 2803.348856 = -287722.658324 nChanged 1 SP:Iteration 30Q (586.697460 sec): 3 clusters Score: Raw -290526.150867 + Penalty 2803.348856 = -287722.802011 nChanged 1 SP:Iteration 31Q (586.745104 sec): 3 clusters Score: Raw -290526.252651 + Penalty 2803.348856 = -287722.903795 nChanged 0 SP:Iteration 32F (586.800514 sec): 3 clusters Score: Raw -290526.252651 + Penalty 2803.348856 = -287722.903795 nChanged 0 Trying to split cluster 17 (1931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (586.826867 sec): 2 clusters Score: Raw -103566.186400 + Penalty 1229.441408 = -102336.744992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (586.870047 sec): 3 clusters Score: Raw -102762.369670 + Penalty 2458.882817 = -100303.486853 nChanged 675 SP:Iteration 1F (586.907143 sec): 3 clusters Score: Raw -103218.608122 + Penalty 2458.882817 = -100759.725305 nChanged 165 SP:Iteration 2F (586.930606 sec): 3 clusters Score: Raw -103360.072185 + Penalty 2458.882817 = -100901.189368 nChanged 98 SP:Iteration 3F (586.979059 sec): 3 clusters Score: Raw -103426.427631 + Penalty 2458.882817 = -100967.544815 nChanged 66 SP:Iteration 4Q (587.021955 sec): 3 clusters Score: Raw -103469.005380 + Penalty 2458.882817 = -101010.122563 nChanged 49 SP:Iteration 5Q (587.061603 sec): 3 clusters Score: Raw -103503.780134 + Penalty 2458.882817 = -101044.897317 nChanged 50 SP:Iteration 6Q (587.100887 sec): 3 clusters Score: Raw -103533.985496 + Penalty 2458.882817 = -101075.102679 nChanged 35 SP:Iteration 7Q (587.146353 sec): 3 clusters Score: Raw -103559.441723 + Penalty 2458.882817 = -101100.558907 nChanged 38 SP:Iteration 8Q (587.191842 sec): 3 clusters Score: Raw -103585.769217 + Penalty 2458.882817 = -101126.886400 nChanged 43 SP:Iteration 9Q (587.238862 sec): 3 clusters Score: Raw -103620.261825 + Penalty 2458.882817 = -101161.379008 nChanged 41 SP:Iteration 10Q (587.283187 sec): 3 clusters Score: Raw -103653.178163 + Penalty 2458.882817 = -101194.295347 nChanged 34 SP:Iteration 11Q (587.321862 sec): 3 clusters Score: Raw -103681.493667 + Penalty 2458.882817 = -101222.610851 nChanged 23 SP:Iteration 12Q (587.356538 sec): 3 clusters Score: Raw -103700.715485 + Penalty 2458.882817 = -101241.832669 nChanged 22 SP:Iteration 13Q (587.410121 sec): 3 clusters Score: Raw -103720.534376 + Penalty 2458.882817 = -101261.651559 nChanged 22 SP:Iteration 14Q (587.443245 sec): 3 clusters Score: Raw -103747.086406 + Penalty 2458.882817 = -101288.203589 nChanged 24 SP:Iteration 15Q (587.494792 sec): 3 clusters Score: Raw -103763.696329 + Penalty 2458.882817 = -101304.813512 nChanged 17 SP:Iteration 16Q (587.549978 sec): 3 clusters Score: Raw -103778.832178 + Penalty 2458.882817 = -101319.949361 nChanged 12 SP:Iteration 17Q (587.585240 sec): 3 clusters Score: Raw -103786.630325 + Penalty 2458.882817 = -101327.747509 nChanged 11 SP:Iteration 18Q (587.632759 sec): 3 clusters Score: Raw -103794.249024 + Penalty 2458.882817 = -101335.366207 nChanged 9 SP:Iteration 19Q (587.685083 sec): 3 clusters Score: Raw -103802.439254 + Penalty 2458.882817 = -101343.556437 nChanged 11 SP:Iteration 20F (587.742755 sec): 3 clusters Score: Raw -103811.640236 + Penalty 2458.882817 = -101352.757420 nChanged 10 SP:Iteration 21Q (587.780037 sec): 3 clusters Score: Raw -103822.558412 + Penalty 2458.882817 = -101363.675596 nChanged 6 SP:Iteration 22Q (587.829230 sec): 3 clusters Score: Raw -103826.582740 + Penalty 2458.882817 = -101367.699923 nChanged 8 SP:Iteration 23Q (587.877918 sec): 3 clusters Score: Raw -103833.531421 + Penalty 2458.882817 = -101374.648605 nChanged 6 SP:Iteration 24Q (587.914276 sec): 3 clusters Score: Raw -103841.936327 + Penalty 2458.882817 = -101383.053511 nChanged 12 SP:Iteration 25Q (587.953761 sec): 3 clusters Score: Raw -103850.699280 + Penalty 2458.882817 = -101391.816464 nChanged 9 SP:Iteration 26Q (587.992863 sec): 3 clusters Score: Raw -103857.635789 + Penalty 2458.882817 = -101398.752972 nChanged 8 SP:Iteration 27Q (588.029983 sec): 3 clusters Score: Raw -103864.238611 + Penalty 2458.882817 = -101405.355794 nChanged 1 SP:Iteration 28Q (588.087530 sec): 3 clusters Score: Raw -103865.248352 + Penalty 2458.882817 = -101406.365535 nChanged 1 SP:Iteration 29Q (588.133371 sec): 3 clusters Score: Raw -103865.604646 + Penalty 2458.882817 = -101406.721830 nChanged 0 SP:Iteration 30F (588.170982 sec): 3 clusters Score: Raw -103865.604646 + Penalty 2458.882817 = -101406.721830 nChanged 0 Trying to split cluster 18 (8899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (588.206836 sec): 2 clusters Score: Raw -482599.032681 + Penalty 1477.725306 = -481121.307375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (588.267650 sec): 3 clusters Score: Raw -477636.031615 + Penalty 2955.450612 = -474680.581003 nChanged 3831 SP:Iteration 1F (588.323117 sec): 3 clusters Score: Raw -479740.324878 + Penalty 2955.450612 = -476784.874266 nChanged 693 SP:Iteration 2F (588.389396 sec): 3 clusters Score: Raw -480357.679934 + Penalty 2955.450612 = -477402.229323 nChanged 730 SP:Iteration 3F (588.447163 sec): 3 clusters Score: Raw -481102.922020 + Penalty 2955.450612 = -478147.471408 nChanged 777 SP:Iteration 4F (588.507291 sec): 3 clusters Score: Raw -481963.202460 + Penalty 2955.450612 = -479007.751849 nChanged 794 SP:Iteration 5F (588.562423 sec): 3 clusters Score: Raw -482884.725407 + Penalty 2955.450612 = -479929.274795 nChanged 611 SP:Iteration 6F (588.614626 sec): 3 clusters Score: Raw -483588.211549 + Penalty 2955.450612 = -480632.760937 nChanged 456 SP:Iteration 7F (588.673993 sec): 3 clusters Score: Raw -484020.005575 + Penalty 2955.450612 = -481064.554963 nChanged 307 SP:Iteration 8Q (588.717066 sec): 3 clusters Score: Raw -484292.433540 + Penalty 2955.450612 = -481336.982928 nChanged 184 SP:Iteration 9Q (588.786033 sec): 3 clusters Score: Raw -484429.496068 + Penalty 2955.450612 = -481474.045456 nChanged 159 SP:Iteration 10Q (588.831245 sec): 3 clusters Score: Raw -484520.266219 + Penalty 2955.450612 = -481564.815607 nChanged 117 SP:Iteration 11Q (588.900361 sec): 3 clusters Score: Raw -484594.638412 + Penalty 2955.450612 = -481639.187800 nChanged 102 SP:Iteration 12Q (588.943304 sec): 3 clusters Score: Raw -484652.586842 + Penalty 2955.450612 = -481697.136231 nChanged 73 SP:Iteration 13Q (588.998117 sec): 3 clusters Score: Raw -484693.413617 + Penalty 2955.450612 = -481737.963005 nChanged 69 SP:Iteration 14Q (589.045727 sec): 3 clusters Score: Raw -484732.149656 + Penalty 2955.450612 = -481776.699044 nChanged 54 SP:Iteration 15Q (589.105965 sec): 3 clusters Score: Raw -484749.725033 + Penalty 2955.450612 = -481794.274421 nChanged 31 SP:Iteration 16Q (589.156732 sec): 3 clusters Score: Raw -484758.993914 + Penalty 2955.450612 = -481803.543303 nChanged 29 SP:Iteration 17Q (589.220203 sec): 3 clusters Score: Raw -484768.926772 + Penalty 2955.450612 = -481813.476160 nChanged 28 SP:Iteration 18Q (589.273833 sec): 3 clusters Score: Raw -484775.793730 + Penalty 2955.450612 = -481820.343118 nChanged 19 SP:Iteration 19Q (589.326495 sec): 3 clusters Score: Raw -484778.297703 + Penalty 2955.450612 = -481822.847091 nChanged 10 SP:Iteration 20F (589.391808 sec): 3 clusters Score: Raw -484779.561281 + Penalty 2955.450612 = -481824.110669 nChanged 6 SP:Iteration 21Q (589.447785 sec): 3 clusters Score: Raw -484780.181672 + Penalty 2955.450612 = -481824.731060 nChanged 2 SP:Iteration 22Q (589.502704 sec): 3 clusters Score: Raw -484780.418812 + Penalty 2955.450612 = -481824.968200 nChanged 1 SP:Iteration 23Q (589.559656 sec): 3 clusters Score: Raw -484780.788933 + Penalty 2955.450612 = -481825.338322 nChanged 0 SP:Iteration 24F (589.618252 sec): 3 clusters Score: Raw -484780.788933 + Penalty 2955.450612 = -481825.338322 nChanged 0 Score: Raw -12070533.101376 + Penalty 86702.903280 = -11983830.198096 Splitting cluster 18 changes total score from -11983654.325826 to -11983830.198096 So it's getting split into cluster 43. Trying to split cluster 19 (4854 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (596.854785 sec): 2 clusters Score: Raw -255938.443913 + Penalty 1379.228238 = -254559.215675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (596.905166 sec): 3 clusters Score: Raw -253466.961401 + Penalty 2758.456476 = -250708.504925 nChanged 1968 SP:Iteration 1F (596.959114 sec): 3 clusters Score: Raw -254609.109923 + Penalty 2758.456476 = -251850.653447 nChanged 412 SP:Iteration 2F (597.001364 sec): 3 clusters Score: Raw -254903.639632 + Penalty 2758.456476 = -252145.183156 nChanged 289 SP:Iteration 3F (597.054136 sec): 3 clusters Score: Raw -255134.215081 + Penalty 2758.456476 = -252375.758605 nChanged 260 SP:Iteration 4F (597.107877 sec): 3 clusters Score: Raw -255378.413366 + Penalty 2758.456476 = -252619.956890 nChanged 256 SP:Iteration 5F (597.156107 sec): 3 clusters Score: Raw -255642.980701 + Penalty 2758.456476 = -252884.524225 nChanged 276 SP:Iteration 6F (597.199699 sec): 3 clusters Score: Raw -255946.856985 + Penalty 2758.456476 = -253188.400510 nChanged 260 SP:Iteration 7F (597.252592 sec): 3 clusters Score: Raw -256217.104612 + Penalty 2758.456476 = -253458.648136 nChanged 261 SP:Iteration 8F (597.291798 sec): 3 clusters Score: Raw -256461.249317 + Penalty 2758.456476 = -253702.792841 nChanged 230 SP:Iteration 9Q (597.351462 sec): 3 clusters Score: Raw -256634.441938 + Penalty 2758.456476 = -253875.985462 nChanged 174 SP:Iteration 10Q (597.386677 sec): 3 clusters Score: Raw -256751.170477 + Penalty 2758.456476 = -253992.714001 nChanged 124 SP:Iteration 11Q (597.428241 sec): 3 clusters Score: Raw -256825.060031 + Penalty 2758.456476 = -254066.603556 nChanged 91 SP:Iteration 12Q (597.483689 sec): 3 clusters Score: Raw -256865.637116 + Penalty 2758.456476 = -254107.180640 nChanged 58 SP:Iteration 13Q (597.529780 sec): 3 clusters Score: Raw -256888.214486 + Penalty 2758.456476 = -254129.758011 nChanged 37 SP:Iteration 14Q (597.589874 sec): 3 clusters Score: Raw -256910.523173 + Penalty 2758.456476 = -254152.066698 nChanged 47 SP:Iteration 15Q (597.636426 sec): 3 clusters Score: Raw -256929.843307 + Penalty 2758.456476 = -254171.386831 nChanged 42 SP:Iteration 16Q (597.682239 sec): 3 clusters Score: Raw -256943.462744 + Penalty 2758.456476 = -254185.006268 nChanged 25 SP:Iteration 17Q (597.730357 sec): 3 clusters Score: Raw -256950.613572 + Penalty 2758.456476 = -254192.157097 nChanged 20 SP:Iteration 18Q (597.772026 sec): 3 clusters Score: Raw -256956.181810 + Penalty 2758.456476 = -254197.725334 nChanged 17 SP:Iteration 19Q (597.823444 sec): 3 clusters Score: Raw -256961.099148 + Penalty 2758.456476 = -254202.642672 nChanged 19 SP:Iteration 20F (597.873743 sec): 3 clusters Score: Raw -256966.904886 + Penalty 2758.456476 = -254208.448410 nChanged 14 SP:Iteration 21Q (597.924752 sec): 3 clusters Score: Raw -256971.145052 + Penalty 2758.456476 = -254212.688577 nChanged 11 SP:Iteration 22Q (597.972562 sec): 3 clusters Score: Raw -256973.443368 + Penalty 2758.456476 = -254214.986893 nChanged 5 SP:Iteration 23Q (598.031058 sec): 3 clusters Score: Raw -256975.562522 + Penalty 2758.456476 = -254217.106046 nChanged 7 SP:Iteration 24Q (598.080994 sec): 3 clusters Score: Raw -256976.719980 + Penalty 2758.456476 = -254218.263504 nChanged 1 SP:Iteration 25Q (598.123068 sec): 3 clusters Score: Raw -256976.981107 + Penalty 2758.456476 = -254218.524631 nChanged 0 SP:Iteration 26F (598.181680 sec): 3 clusters Score: Raw -256976.981107 + Penalty 2758.456476 = -254218.524631 nChanged 0 Trying to split cluster 20 (6039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (598.216665 sec): 2 clusters Score: Raw -329566.817683 + Penalty 1414.723979 = -328152.093704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (598.268757 sec): 3 clusters Score: Raw -326559.271843 + Penalty 2829.447957 = -323729.823886 nChanged 2508 SP:Iteration 1F (598.312357 sec): 3 clusters Score: Raw -328835.539840 + Penalty 2829.447957 = -326006.091883 nChanged 753 SP:Iteration 2F (598.360457 sec): 3 clusters Score: Raw -329697.970430 + Penalty 2829.447957 = -326868.522473 nChanged 650 SP:Iteration 3F (598.421558 sec): 3 clusters Score: Raw -330455.715666 + Penalty 2829.447957 = -327626.267709 nChanged 469 SP:Iteration 4F (598.465715 sec): 3 clusters Score: Raw -330992.828805 + Penalty 2829.447957 = -328163.380848 nChanged 287 SP:Iteration 5Q (598.515188 sec): 3 clusters Score: Raw -331245.560878 + Penalty 2829.447957 = -328416.112921 nChanged 149 SP:Iteration 6Q (598.556983 sec): 3 clusters Score: Raw -331369.493393 + Penalty 2829.447957 = -328540.045436 nChanged 99 SP:Iteration 7Q (598.606279 sec): 3 clusters Score: Raw -331457.710401 + Penalty 2829.447957 = -328628.262444 nChanged 58 SP:Iteration 8Q (598.664733 sec): 3 clusters Score: Raw -331500.332484 + Penalty 2829.447957 = -328670.884527 nChanged 32 SP:Iteration 9Q (598.719333 sec): 3 clusters Score: Raw -331518.128846 + Penalty 2829.447957 = -328688.680889 nChanged 16 SP:Iteration 10Q (598.761671 sec): 3 clusters Score: Raw -331531.639264 + Penalty 2829.447957 = -328702.191307 nChanged 12 SP:Iteration 11Q (598.814699 sec): 3 clusters Score: Raw -331538.918704 + Penalty 2829.447957 = -328709.470747 nChanged 6 SP:Iteration 12Q (598.851731 sec): 3 clusters Score: Raw -331543.219382 + Penalty 2829.447957 = -328713.771425 nChanged 8 SP:Iteration 13Q (598.904334 sec): 3 clusters Score: Raw -331548.463402 + Penalty 2829.447957 = -328719.015445 nChanged 7 SP:Iteration 14Q (598.953022 sec): 3 clusters Score: Raw -331551.230731 + Penalty 2829.447957 = -328721.782773 nChanged 1 SP:Iteration 15Q (599.011563 sec): 3 clusters Score: Raw -331551.692519 + Penalty 2829.447957 = -328722.244562 nChanged 1 SP:Iteration 16Q (599.056429 sec): 3 clusters Score: Raw -331552.368806 + Penalty 2829.447957 = -328722.920849 nChanged 3 SP:Iteration 17Q (599.116385 sec): 3 clusters Score: Raw -331556.244656 + Penalty 2829.447957 = -328726.796698 nChanged 4 SP:Iteration 18Q (599.165338 sec): 3 clusters Score: Raw -331558.611314 + Penalty 2829.447957 = -328729.163357 nChanged 2 SP:Iteration 19Q (599.202905 sec): 3 clusters Score: Raw -331559.037058 + Penalty 2829.447957 = -328729.589101 nChanged 0 SP:Iteration 20F (599.257436 sec): 3 clusters Score: Raw -331559.037058 + Penalty 2829.447957 = -328729.589101 nChanged 0 Score: Raw -12072525.320752 + Penalty 88719.249868 = -11983806.070883 Splitting cluster 20 changes total score from -11983654.325826 to -11983806.070883 So it's getting split into cluster 44. Trying to split cluster 21 (3913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (606.333131 sec): 2 clusters Score: Raw -214626.266978 + Penalty 1344.209689 = -213282.057289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (606.392731 sec): 3 clusters Score: Raw -212633.851651 + Penalty 2688.419377 = -209945.432273 nChanged 1544 SP:Iteration 1F (606.426558 sec): 3 clusters Score: Raw -213542.075325 + Penalty 2688.419377 = -210853.655948 nChanged 308 SP:Iteration 2F (606.475769 sec): 3 clusters Score: Raw -213732.287329 + Penalty 2688.419377 = -211043.867952 nChanged 205 SP:Iteration 3F (606.527846 sec): 3 clusters Score: Raw -213866.130763 + Penalty 2688.419377 = -211177.711386 nChanged 176 SP:Iteration 4Q (606.579198 sec): 3 clusters Score: Raw -213980.155668 + Penalty 2688.419377 = -211291.736291 nChanged 166 SP:Iteration 5Q (606.615402 sec): 3 clusters Score: Raw -214097.429354 + Penalty 2688.419377 = -211409.009977 nChanged 148 SP:Iteration 6Q (606.665085 sec): 3 clusters Score: Raw -214203.572120 + Penalty 2688.419377 = -211515.152742 nChanged 153 SP:Iteration 7Q (606.710407 sec): 3 clusters Score: Raw -214300.772265 + Penalty 2688.419377 = -211612.352887 nChanged 125 SP:Iteration 8Q (606.755348 sec): 3 clusters Score: Raw -214364.461486 + Penalty 2688.419377 = -211676.042108 nChanged 107 SP:Iteration 9Q (606.801757 sec): 3 clusters Score: Raw -214422.652167 + Penalty 2688.419377 = -211734.232790 nChanged 103 SP:Iteration 10Q (606.846270 sec): 3 clusters Score: Raw -214475.177779 + Penalty 2688.419377 = -211786.758401 nChanged 99 SP:Iteration 11Q (606.902705 sec): 3 clusters Score: Raw -214530.376226 + Penalty 2688.419377 = -211841.956848 nChanged 91 SP:Iteration 12Q (606.947100 sec): 3 clusters Score: Raw -214580.447557 + Penalty 2688.419377 = -211892.028180 nChanged 93 SP:Iteration 13Q (606.994578 sec): 3 clusters Score: Raw -214627.381299 + Penalty 2688.419377 = -211938.961921 nChanged 95 SP:Iteration 14Q (607.042225 sec): 3 clusters Score: Raw -214669.952686 + Penalty 2688.419377 = -211981.533309 nChanged 68 SP:Iteration 15Q (607.085366 sec): 3 clusters Score: Raw -214701.158765 + Penalty 2688.419377 = -212012.739388 nChanged 54 SP:Iteration 16Q (607.136184 sec): 3 clusters Score: Raw -214726.128911 + Penalty 2688.419377 = -212037.709534 nChanged 64 SP:Iteration 17Q (607.182982 sec): 3 clusters Score: Raw -214762.876061 + Penalty 2688.419377 = -212074.456684 nChanged 71 SP:Iteration 18Q (607.234257 sec): 3 clusters Score: Raw -214801.487260 + Penalty 2688.419377 = -212113.067883 nChanged 75 SP:Iteration 19Q (607.294325 sec): 3 clusters Score: Raw -214837.567852 + Penalty 2688.419377 = -212149.148474 nChanged 66 SP:Iteration 20F (607.325079 sec): 3 clusters Score: Raw -214876.072190 + Penalty 2688.419377 = -212187.652813 nChanged 66 SP:Iteration 21Q (607.368838 sec): 3 clusters Score: Raw -214915.923190 + Penalty 2688.419377 = -212227.503813 nChanged 67 SP:Iteration 22Q (607.413786 sec): 3 clusters Score: Raw -214963.065897 + Penalty 2688.419377 = -212274.646519 nChanged 66 SP:Iteration 23Q (607.476498 sec): 3 clusters Score: Raw -215007.033849 + Penalty 2688.419377 = -212318.614472 nChanged 60 SP:Iteration 24Q (607.518181 sec): 3 clusters Score: Raw -215053.405911 + Penalty 2688.419377 = -212364.986533 nChanged 66 SP:Iteration 25Q (607.567056 sec): 3 clusters Score: Raw -215098.287418 + Penalty 2688.419377 = -212409.868041 nChanged 55 SP:Iteration 26Q (607.627928 sec): 3 clusters Score: Raw -215134.809573 + Penalty 2688.419377 = -212446.390196 nChanged 45 SP:Iteration 27Q (607.666700 sec): 3 clusters Score: Raw -215165.057964 + Penalty 2688.419377 = -212476.638587 nChanged 33 SP:Iteration 28Q (607.718042 sec): 3 clusters Score: Raw -215186.621319 + Penalty 2688.419377 = -212498.201941 nChanged 36 SP:Iteration 29Q (607.758598 sec): 3 clusters Score: Raw -215211.081234 + Penalty 2688.419377 = -212522.661856 nChanged 25 SP:Iteration 30Q (607.811576 sec): 3 clusters Score: Raw -215227.650745 + Penalty 2688.419377 = -212539.231367 nChanged 25 SP:Iteration 31Q (607.833789 sec): 3 clusters Score: Raw -215241.410982 + Penalty 2688.419377 = -212552.991605 nChanged 19 SP:Iteration 32Q (607.884509 sec): 3 clusters Score: Raw -215257.522200 + Penalty 2688.419377 = -212569.102822 nChanged 23 SP:Iteration 33Q (607.932584 sec): 3 clusters Score: Raw -215274.921477 + Penalty 2688.419377 = -212586.502100 nChanged 19 SP:Iteration 34Q (607.981423 sec): 3 clusters Score: Raw -215284.740258 + Penalty 2688.419377 = -212596.320881 nChanged 15 SP:Iteration 35Q (608.021408 sec): 3 clusters Score: Raw -215292.764132 + Penalty 2688.419377 = -212604.344755 nChanged 10 SP:Iteration 36Q (608.076731 sec): 3 clusters Score: Raw -215298.526483 + Penalty 2688.419377 = -212610.107105 nChanged 5 SP:Iteration 37Q (608.126973 sec): 3 clusters Score: Raw -215301.772411 + Penalty 2688.419377 = -212613.353034 nChanged 5 SP:Iteration 38Q (608.170528 sec): 3 clusters Score: Raw -215304.576959 + Penalty 2688.419377 = -212616.157582 nChanged 4 SP:Iteration 39Q (608.212126 sec): 3 clusters Score: Raw -215307.298318 + Penalty 2688.419377 = -212618.878941 nChanged 3 SP:Iteration 40F (608.260683 sec): 3 clusters Score: Raw -215308.828673 + Penalty 2688.419377 = -212620.409296 nChanged 4 SP:Iteration 41Q (608.308202 sec): 3 clusters Score: Raw -215311.875463 + Penalty 2688.419377 = -212623.456085 nChanged 3 SP:Iteration 42Q (608.355455 sec): 3 clusters Score: Raw -215313.655287 + Penalty 2688.419377 = -212625.235910 nChanged 2 SP:Iteration 43Q (608.393355 sec): 3 clusters Score: Raw -215314.900962 + Penalty 2688.419377 = -212626.481585 nChanged 4 SP:Iteration 44Q (608.445495 sec): 3 clusters Score: Raw -215315.830861 + Penalty 2688.419377 = -212627.411483 nChanged 0 SP:Iteration 45F (608.493301 sec): 3 clusters Score: Raw -215315.830861 + Penalty 2688.419377 = -212627.411483 nChanged 0 Trying to split cluster 22 (793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (608.507780 sec): 2 clusters Score: Raw -42365.631645 + Penalty 1084.821274 = -41280.810371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (608.553343 sec): 3 clusters Score: Raw -42153.505721 + Penalty 2169.642547 = -39983.863174 nChanged 237 SP:Iteration 1F (608.592993 sec): 3 clusters Score: Raw -42390.367684 + Penalty 2169.642547 = -40220.725137 nChanged 52 SP:Iteration 2F (608.635156 sec): 3 clusters Score: Raw -42444.616471 + Penalty 2169.642547 = -40274.973924 nChanged 29 SP:Iteration 3Q (608.675403 sec): 3 clusters Score: Raw -42475.694580 + Penalty 2169.642547 = -40306.052033 nChanged 16 SP:Iteration 4Q (608.711165 sec): 3 clusters Score: Raw -42489.586190 + Penalty 2169.642547 = -40319.943643 nChanged 7 SP:Iteration 5Q (608.746579 sec): 3 clusters Score: Raw -42498.101966 + Penalty 2169.642547 = -40328.459419 nChanged 6 SP:Iteration 6Q (608.781569 sec): 3 clusters Score: Raw -42502.087843 + Penalty 2169.642547 = -40332.445296 nChanged 8 SP:Iteration 7Q (608.825001 sec): 3 clusters Score: Raw -42506.288587 + Penalty 2169.642547 = -40336.646040 nChanged 7 SP:Iteration 8Q (608.855427 sec): 3 clusters Score: Raw -42513.380827 + Penalty 2169.642547 = -40343.738279 nChanged 9 SP:Iteration 9Q (608.896475 sec): 3 clusters Score: Raw -42522.463907 + Penalty 2169.642547 = -40352.821360 nChanged 6 SP:Iteration 10Q (608.936957 sec): 3 clusters Score: Raw -42531.004583 + Penalty 2169.642547 = -40361.362036 nChanged 7 SP:Iteration 11Q (608.988147 sec): 3 clusters Score: Raw -42537.163595 + Penalty 2169.642547 = -40367.521048 nChanged 8 SP:Iteration 12Q (609.031805 sec): 3 clusters Score: Raw -42548.324366 + Penalty 2169.642547 = -40378.681819 nChanged 10 SP:Iteration 13Q (609.071313 sec): 3 clusters Score: Raw -42565.563211 + Penalty 2169.642547 = -40395.920664 nChanged 12 SP:Iteration 14Q (609.125256 sec): 3 clusters Score: Raw -42585.472744 + Penalty 2169.642547 = -40415.830197 nChanged 14 SP:Iteration 15Q (609.168447 sec): 3 clusters Score: Raw -42608.941817 + Penalty 2169.642547 = -40439.299270 nChanged 12 SP:Iteration 16Q (609.205879 sec): 3 clusters Score: Raw -42625.665799 + Penalty 2169.642547 = -40456.023252 nChanged 5 SP:Iteration 17Q (609.248670 sec): 3 clusters Score: Raw -42629.892177 + Penalty 2169.642547 = -40460.249630 nChanged 6 SP:Iteration 18Q (609.285284 sec): 3 clusters Score: Raw -42637.242553 + Penalty 2169.642547 = -40467.600006 nChanged 9 SP:Iteration 19Q (609.322205 sec): 3 clusters Score: Raw -42648.565326 + Penalty 2169.642547 = -40478.922779 nChanged 7 SP:Iteration 20F (609.369347 sec): 3 clusters Score: Raw -42657.127473 + Penalty 2169.642547 = -40487.484926 nChanged 2 SP:Iteration 21Q (609.405757 sec): 3 clusters Score: Raw -42658.183513 + Penalty 2169.642547 = -40488.540966 nChanged 0 SP:Iteration 22F (609.447330 sec): 3 clusters Score: Raw -42658.183513 + Penalty 2169.642547 = -40488.540966 nChanged 0 Trying to split cluster 23 (3075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (609.469729 sec): 2 clusters Score: Raw -135279.093816 + Penalty 1305.047279 = -133974.046537 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (609.515613 sec): 3 clusters Score: Raw -133820.916614 + Penalty 2610.094559 = -131210.822055 nChanged 1225 SP:Iteration 1F (609.558538 sec): 3 clusters Score: Raw -134711.029468 + Penalty 2610.094559 = -132100.934910 nChanged 285 SP:Iteration 2F (609.602377 sec): 3 clusters Score: Raw -134988.641098 + Penalty 2610.094559 = -132378.546540 nChanged 204 SP:Iteration 3F (609.641824 sec): 3 clusters Score: Raw -135152.506794 + Penalty 2610.094559 = -132542.412236 nChanged 143 SP:Iteration 4Q (609.697529 sec): 3 clusters Score: Raw -135254.966988 + Penalty 2610.094559 = -132644.872429 nChanged 110 SP:Iteration 5Q (609.739407 sec): 3 clusters Score: Raw -135329.205327 + Penalty 2610.094559 = -132719.110769 nChanged 83 SP:Iteration 6Q (609.788592 sec): 3 clusters Score: Raw -135392.274369 + Penalty 2610.094559 = -132782.179810 nChanged 82 SP:Iteration 7Q (609.836864 sec): 3 clusters Score: Raw -135445.031218 + Penalty 2610.094559 = -132834.936659 nChanged 74 SP:Iteration 8Q (609.892074 sec): 3 clusters Score: Raw -135490.746677 + Penalty 2610.094559 = -132880.652119 nChanged 63 SP:Iteration 9Q (609.934087 sec): 3 clusters Score: Raw -135525.651519 + Penalty 2610.094559 = -132915.556960 nChanged 54 SP:Iteration 10Q (609.979478 sec): 3 clusters Score: Raw -135561.251304 + Penalty 2610.094559 = -132951.156746 nChanged 64 SP:Iteration 11Q (610.032399 sec): 3 clusters Score: Raw -135610.724253 + Penalty 2610.094559 = -133000.629695 nChanged 73 SP:Iteration 12Q (610.084867 sec): 3 clusters Score: Raw -135666.329187 + Penalty 2610.094559 = -133056.234629 nChanged 56 SP:Iteration 13Q (610.126257 sec): 3 clusters Score: Raw -135706.147625 + Penalty 2610.094559 = -133096.053067 nChanged 60 SP:Iteration 14Q (610.168536 sec): 3 clusters Score: Raw -135758.714860 + Penalty 2610.094559 = -133148.620301 nChanged 63 SP:Iteration 15Q (610.217043 sec): 3 clusters Score: Raw -135806.947919 + Penalty 2610.094559 = -133196.853360 nChanged 54 SP:Iteration 16Q (610.256669 sec): 3 clusters Score: Raw -135847.693608 + Penalty 2610.094559 = -133237.599049 nChanged 60 SP:Iteration 17Q (610.303451 sec): 3 clusters Score: Raw -135893.676401 + Penalty 2610.094559 = -133283.581842 nChanged 60 SP:Iteration 18Q (610.347798 sec): 3 clusters Score: Raw -135947.722275 + Penalty 2610.094559 = -133337.627717 nChanged 48 SP:Iteration 19Q (610.401093 sec): 3 clusters Score: Raw -135978.645313 + Penalty 2610.094559 = -133368.550755 nChanged 45 SP:Iteration 20F (610.442865 sec): 3 clusters Score: Raw -136008.314979 + Penalty 2610.094559 = -133398.220421 nChanged 44 SP:Iteration 21Q (610.488431 sec): 3 clusters Score: Raw -136044.814683 + Penalty 2610.094559 = -133434.720124 nChanged 61 SP:Iteration 22Q (610.543356 sec): 3 clusters Score: Raw -136110.932465 + Penalty 2610.094559 = -133500.837906 nChanged 67 SP:Iteration 23Q (610.581668 sec): 3 clusters Score: Raw -136188.281042 + Penalty 2610.094559 = -133578.186483 nChanged 70 SP:Iteration 24Q (610.620162 sec): 3 clusters Score: Raw -136267.597902 + Penalty 2610.094559 = -133657.503344 nChanged 63 SP:Iteration 25Q (610.662631 sec): 3 clusters Score: Raw -136325.650496 + Penalty 2610.094559 = -133715.555938 nChanged 59 SP:Iteration 26Q (610.703497 sec): 3 clusters Score: Raw -136379.910252 + Penalty 2610.094559 = -133769.815694 nChanged 48 SP:Iteration 27Q (610.750112 sec): 3 clusters Score: Raw -136420.757912 + Penalty 2610.094559 = -133810.663353 nChanged 31 SP:Iteration 28Q (610.787006 sec): 3 clusters Score: Raw -136444.930877 + Penalty 2610.094559 = -133834.836318 nChanged 28 SP:Iteration 29Q (610.839104 sec): 3 clusters Score: Raw -136471.568031 + Penalty 2610.094559 = -133861.473472 nChanged 30 SP:Iteration 30Q (610.885505 sec): 3 clusters Score: Raw -136516.733245 + Penalty 2610.094559 = -133906.638687 nChanged 45 SP:Iteration 31Q (610.940660 sec): 3 clusters Score: Raw -136564.483487 + Penalty 2610.094559 = -133954.388929 nChanged 34 SP:Iteration 32Q (610.975787 sec): 3 clusters Score: Raw -136595.740849 + Penalty 2610.094559 = -133985.646291 nChanged 24 SP:Iteration 33Q (611.022915 sec): 3 clusters Score: Raw -136611.282213 + Penalty 2610.094559 = -134001.187654 nChanged 20 SP:Iteration 34Q (611.058390 sec): 3 clusters Score: Raw -136620.494193 + Penalty 2610.094559 = -134010.399634 nChanged 13 SP:Iteration 35Q (611.103021 sec): 3 clusters Score: Raw -136625.484854 + Penalty 2610.094559 = -134015.390296 nChanged 5 SP:Iteration 36Q (611.153089 sec): 3 clusters Score: Raw -136627.340944 + Penalty 2610.094559 = -134017.246385 nChanged 6 SP:Iteration 37Q (611.203166 sec): 3 clusters Score: Raw -136629.276859 + Penalty 2610.094559 = -134019.182300 nChanged 5 SP:Iteration 38Q (611.251818 sec): 3 clusters Score: Raw -136632.146443 + Penalty 2610.094559 = -134022.051884 nChanged 4 SP:Iteration 39Q (611.295056 sec): 3 clusters Score: Raw -136633.103772 + Penalty 2610.094559 = -134023.009214 nChanged 3 SP:Iteration 40F (611.328924 sec): 3 clusters Score: Raw -136635.630969 + Penalty 2610.094559 = -134025.536411 nChanged 3 SP:Iteration 41Q (611.371663 sec): 3 clusters Score: Raw -136638.010193 + Penalty 2610.094559 = -134027.915635 nChanged 3 SP:Iteration 42Q (611.415850 sec): 3 clusters Score: Raw -136640.022283 + Penalty 2610.094559 = -134029.927724 nChanged 2 SP:Iteration 43Q (611.454244 sec): 3 clusters Score: Raw -136640.821769 + Penalty 2610.094559 = -134030.727210 nChanged 0 SP:Iteration 44F (611.498788 sec): 3 clusters Score: Raw -136640.821769 + Penalty 2610.094559 = -134030.727210 nChanged 0 Score: Raw -12073887.048704 + Penalty 90735.596456 = -11983151.452248 Splitting cluster 23 changes total score from -11983654.325826 to -11983151.452248 So it's not getting split. Trying to split cluster 24 (1674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (619.263016 sec): 2 clusters Score: Raw -90807.415971 + Penalty 1206.232828 = -89601.183142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (619.300050 sec): 3 clusters Score: Raw -90113.057020 + Penalty 2412.465657 = -87700.591364 nChanged 537 SP:Iteration 1F (619.346378 sec): 3 clusters Score: Raw -90466.631133 + Penalty 2412.465657 = -88054.165476 nChanged 131 SP:Iteration 2F (619.391688 sec): 3 clusters Score: Raw -90558.198497 + Penalty 2412.465657 = -88145.732841 nChanged 72 SP:Iteration 3Q (619.434486 sec): 3 clusters Score: Raw -90607.743831 + Penalty 2412.465657 = -88195.278174 nChanged 53 SP:Iteration 4Q (619.476351 sec): 3 clusters Score: Raw -90639.801642 + Penalty 2412.465657 = -88227.335986 nChanged 42 SP:Iteration 5Q (619.519908 sec): 3 clusters Score: Raw -90670.362398 + Penalty 2412.465657 = -88257.896742 nChanged 25 SP:Iteration 6Q (619.564944 sec): 3 clusters Score: Raw -90688.445678 + Penalty 2412.465657 = -88275.980021 nChanged 18 SP:Iteration 7Q (619.610930 sec): 3 clusters Score: Raw -90698.948616 + Penalty 2412.465657 = -88286.482960 nChanged 16 SP:Iteration 8Q (619.657514 sec): 3 clusters Score: Raw -90709.804725 + Penalty 2412.465657 = -88297.339069 nChanged 13 SP:Iteration 9Q (619.704890 sec): 3 clusters Score: Raw -90715.654614 + Penalty 2412.465657 = -88303.188957 nChanged 8 SP:Iteration 10Q (619.744559 sec): 3 clusters Score: Raw -90719.446013 + Penalty 2412.465657 = -88306.980356 nChanged 8 SP:Iteration 11Q (619.792176 sec): 3 clusters Score: Raw -90722.836603 + Penalty 2412.465657 = -88310.370946 nChanged 9 SP:Iteration 12Q (619.833873 sec): 3 clusters Score: Raw -90727.247155 + Penalty 2412.465657 = -88314.781498 nChanged 8 SP:Iteration 13Q (619.884273 sec): 3 clusters Score: Raw -90730.873898 + Penalty 2412.465657 = -88318.408242 nChanged 5 SP:Iteration 14Q (619.916839 sec): 3 clusters Score: Raw -90732.494509 + Penalty 2412.465657 = -88320.028853 nChanged 3 SP:Iteration 15Q (619.960924 sec): 3 clusters Score: Raw -90733.960565 + Penalty 2412.465657 = -88321.494909 nChanged 4 SP:Iteration 16Q (620.002421 sec): 3 clusters Score: Raw -90735.634335 + Penalty 2412.465657 = -88323.168679 nChanged 5 SP:Iteration 17Q (620.046498 sec): 3 clusters Score: Raw -90737.567710 + Penalty 2412.465657 = -88325.102054 nChanged 5 SP:Iteration 18Q (620.105593 sec): 3 clusters Score: Raw -90739.009899 + Penalty 2412.465657 = -88326.544243 nChanged 3 SP:Iteration 19Q (620.146426 sec): 3 clusters Score: Raw -90740.670649 + Penalty 2412.465657 = -88328.204992 nChanged 5 SP:Iteration 20F (620.193765 sec): 3 clusters Score: Raw -90743.575128 + Penalty 2412.465657 = -88331.109472 nChanged 3 SP:Iteration 21Q (620.232912 sec): 3 clusters Score: Raw -90745.343789 + Penalty 2412.465657 = -88332.878132 nChanged 4 SP:Iteration 22Q (620.273694 sec): 3 clusters Score: Raw -90746.241676 + Penalty 2412.465657 = -88333.776020 nChanged 4 SP:Iteration 23Q (620.313480 sec): 3 clusters Score: Raw -90747.588059 + Penalty 2412.465657 = -88335.122402 nChanged 1 SP:Iteration 24Q (620.343760 sec): 3 clusters Score: Raw -90748.644175 + Penalty 2412.465657 = -88336.178519 nChanged 3 SP:Iteration 25Q (620.383730 sec): 3 clusters Score: Raw -90749.877964 + Penalty 2412.465657 = -88337.412307 nChanged 4 SP:Iteration 26Q (620.436381 sec): 3 clusters Score: Raw -90753.104021 + Penalty 2412.465657 = -88340.638364 nChanged 4 SP:Iteration 27Q (620.475438 sec): 3 clusters Score: Raw -90754.639461 + Penalty 2412.465657 = -88342.173805 nChanged 3 SP:Iteration 28Q (620.525819 sec): 3 clusters Score: Raw -90756.116659 + Penalty 2412.465657 = -88343.651003 nChanged 1 SP:Iteration 29Q (620.568074 sec): 3 clusters Score: Raw -90756.517067 + Penalty 2412.465657 = -88344.051410 nChanged 0 SP:Iteration 30F (620.617330 sec): 3 clusters Score: Raw -90756.517067 + Penalty 2412.465657 = -88344.051410 nChanged 0 Trying to split cluster 25 (4657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (620.640823 sec): 2 clusters Score: Raw -248973.273486 + Penalty 1372.495596 = -247600.777890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (620.695689 sec): 3 clusters Score: Raw -246622.299668 + Penalty 2744.991191 = -243877.308477 nChanged 1854 SP:Iteration 1F (620.739102 sec): 3 clusters Score: Raw -247574.859241 + Penalty 2744.991191 = -244829.868049 nChanged 339 SP:Iteration 2F (620.787598 sec): 3 clusters Score: Raw -247733.741990 + Penalty 2744.991191 = -244988.750798 nChanged 245 SP:Iteration 3F (620.832166 sec): 3 clusters Score: Raw -247848.433580 + Penalty 2744.991191 = -245103.442388 nChanged 189 SP:Iteration 4Q (620.877862 sec): 3 clusters Score: Raw -247938.927182 + Penalty 2744.991191 = -245193.935991 nChanged 151 SP:Iteration 5Q (620.939379 sec): 3 clusters Score: Raw -248011.514977 + Penalty 2744.991191 = -245266.523786 nChanged 128 SP:Iteration 6Q (620.978930 sec): 3 clusters Score: Raw -248070.054545 + Penalty 2744.991191 = -245325.063354 nChanged 118 SP:Iteration 7Q (621.034957 sec): 3 clusters Score: Raw -248136.723481 + Penalty 2744.991191 = -245391.732290 nChanged 118 SP:Iteration 8Q (621.088397 sec): 3 clusters Score: Raw -248196.537226 + Penalty 2744.991191 = -245451.546034 nChanged 127 SP:Iteration 9Q (621.142608 sec): 3 clusters Score: Raw -248254.633175 + Penalty 2744.991191 = -245509.641983 nChanged 124 SP:Iteration 10Q (621.191156 sec): 3 clusters Score: Raw -248321.153610 + Penalty 2744.991191 = -245576.162418 nChanged 120 SP:Iteration 11Q (621.240433 sec): 3 clusters Score: Raw -248389.885975 + Penalty 2744.991191 = -245644.894783 nChanged 135 SP:Iteration 12Q (621.281716 sec): 3 clusters Score: Raw -248471.839921 + Penalty 2744.991191 = -245726.848730 nChanged 128 SP:Iteration 13Q (621.329490 sec): 3 clusters Score: Raw -248555.093579 + Penalty 2744.991191 = -245810.102388 nChanged 132 SP:Iteration 14Q (621.381448 sec): 3 clusters Score: Raw -248629.690063 + Penalty 2744.991191 = -245884.698871 nChanged 127 SP:Iteration 15Q (621.443720 sec): 3 clusters Score: Raw -248716.207921 + Penalty 2744.991191 = -245971.216730 nChanged 118 SP:Iteration 16Q (621.484614 sec): 3 clusters Score: Raw -248792.285006 + Penalty 2744.991191 = -246047.293814 nChanged 108 SP:Iteration 17Q (621.531601 sec): 3 clusters Score: Raw -248850.609960 + Penalty 2744.991191 = -246105.618769 nChanged 97 SP:Iteration 18Q (621.580117 sec): 3 clusters Score: Raw -248913.420926 + Penalty 2744.991191 = -246168.429735 nChanged 85 SP:Iteration 19Q (621.630116 sec): 3 clusters Score: Raw -248961.196670 + Penalty 2744.991191 = -246216.205479 nChanged 72 SP:Iteration 20F (621.673778 sec): 3 clusters Score: Raw -248997.084698 + Penalty 2744.991191 = -246252.093507 nChanged 58 SP:Iteration 21Q (621.720484 sec): 3 clusters Score: Raw -249029.486236 + Penalty 2744.991191 = -246284.495045 nChanged 55 SP:Iteration 22Q (621.761272 sec): 3 clusters Score: Raw -249056.554274 + Penalty 2744.991191 = -246311.563083 nChanged 45 SP:Iteration 23Q (621.803486 sec): 3 clusters Score: Raw -249076.461115 + Penalty 2744.991191 = -246331.469923 nChanged 41 SP:Iteration 24Q (621.845182 sec): 3 clusters Score: Raw -249091.424288 + Penalty 2744.991191 = -246346.433096 nChanged 28 SP:Iteration 25Q (621.897517 sec): 3 clusters Score: Raw -249100.969235 + Penalty 2744.991191 = -246355.978043 nChanged 17 SP:Iteration 26Q (621.955866 sec): 3 clusters Score: Raw -249106.830912 + Penalty 2744.991191 = -246361.839720 nChanged 18 SP:Iteration 27Q (622.002898 sec): 3 clusters Score: Raw -249112.944421 + Penalty 2744.991191 = -246367.953230 nChanged 18 SP:Iteration 28Q (622.046886 sec): 3 clusters Score: Raw -249117.660071 + Penalty 2744.991191 = -246372.668880 nChanged 10 SP:Iteration 29Q (622.085074 sec): 3 clusters Score: Raw -249119.847475 + Penalty 2744.991191 = -246374.856284 nChanged 7 SP:Iteration 30Q (622.134055 sec): 3 clusters Score: Raw -249121.102809 + Penalty 2744.991191 = -246376.111618 nChanged 6 SP:Iteration 31Q (622.185679 sec): 3 clusters Score: Raw -249123.006796 + Penalty 2744.991191 = -246378.015605 nChanged 8 SP:Iteration 32Q (622.241484 sec): 3 clusters Score: Raw -249126.140516 + Penalty 2744.991191 = -246381.149325 nChanged 9 SP:Iteration 33Q (622.294353 sec): 3 clusters Score: Raw -249129.872982 + Penalty 2744.991191 = -246384.881791 nChanged 10 SP:Iteration 34Q (622.335084 sec): 3 clusters Score: Raw -249132.589311 + Penalty 2744.991191 = -246387.598120 nChanged 9 SP:Iteration 35Q (622.392573 sec): 3 clusters Score: Raw -249135.489758 + Penalty 2744.991191 = -246390.498567 nChanged 9 SP:Iteration 36Q (622.434944 sec): 3 clusters Score: Raw -249139.289475 + Penalty 2744.991191 = -246394.298283 nChanged 12 SP:Iteration 37Q (622.476585 sec): 3 clusters Score: Raw -249143.808269 + Penalty 2744.991191 = -246398.817077 nChanged 11 SP:Iteration 38Q (622.520485 sec): 3 clusters Score: Raw -249146.006354 + Penalty 2744.991191 = -246401.015163 nChanged 10 SP:Iteration 39Q (622.564907 sec): 3 clusters Score: Raw -249148.478725 + Penalty 2744.991191 = -246403.487533 nChanged 9 SP:Iteration 40F (622.610289 sec): 3 clusters Score: Raw -249151.474428 + Penalty 2744.991191 = -246406.483236 nChanged 11 SP:Iteration 41Q (622.671411 sec): 3 clusters Score: Raw -249154.298256 + Penalty 2744.991191 = -246409.307064 nChanged 16 SP:Iteration 42Q (622.707098 sec): 3 clusters Score: Raw -249159.692636 + Penalty 2744.991191 = -246414.701445 nChanged 15 SP:Iteration 43Q (622.755899 sec): 3 clusters Score: Raw -249165.347656 + Penalty 2744.991191 = -246420.356465 nChanged 13 SP:Iteration 44Q (622.801667 sec): 3 clusters Score: Raw -249169.505881 + Penalty 2744.991191 = -246424.514689 nChanged 11 SP:Iteration 45Q (622.851701 sec): 3 clusters Score: Raw -249173.196354 + Penalty 2744.991191 = -246428.205162 nChanged 10 SP:Iteration 46Q (622.899512 sec): 3 clusters Score: Raw -249177.180594 + Penalty 2744.991191 = -246432.189403 nChanged 14 SP:Iteration 47Q (622.949195 sec): 3 clusters Score: Raw -249183.348843 + Penalty 2744.991191 = -246438.357652 nChanged 19 SP:Iteration 48Q (622.998249 sec): 3 clusters Score: Raw -249189.195656 + Penalty 2744.991191 = -246444.204464 nChanged 10 SP:Iteration 49Q (623.042794 sec): 3 clusters Score: Raw -249192.735710 + Penalty 2744.991191 = -246447.744518 nChanged 12 SP:Iteration 50Q (623.090956 sec): 3 clusters Score: Raw -249195.405041 + Penalty 2744.991191 = -246450.413850 nChanged 5 SP:Iteration 51Q (623.141357 sec): 3 clusters Score: Raw -249196.163521 + Penalty 2744.991191 = -246451.172330 nChanged 3 SP:Iteration 52Q (623.189499 sec): 3 clusters Score: Raw -249196.747572 + Penalty 2744.991191 = -246451.756381 nChanged 6 SP:Iteration 53Q (623.245306 sec): 3 clusters Score: Raw -249198.237733 + Penalty 2744.991191 = -246453.246541 nChanged 4 SP:Iteration 54Q (623.293819 sec): 3 clusters Score: Raw -249199.051615 + Penalty 2744.991191 = -246454.060424 nChanged 6 SP:Iteration 55Q (623.345365 sec): 3 clusters Score: Raw -249200.112414 + Penalty 2744.991191 = -246455.121223 nChanged 3 SP:Iteration 56Q (623.388137 sec): 3 clusters Score: Raw -249200.656874 + Penalty 2744.991191 = -246455.665683 nChanged 2 SP:Iteration 57Q (623.443030 sec): 3 clusters Score: Raw -249201.023289 + Penalty 2744.991191 = -246456.032098 nChanged 2 SP:Iteration 58Q (623.493227 sec): 3 clusters Score: Raw -249201.356507 + Penalty 2744.991191 = -246456.365315 nChanged 2 SP:Iteration 59Q (623.539443 sec): 3 clusters Score: Raw -249201.645001 + Penalty 2744.991191 = -246456.653809 nChanged 3 SP:Iteration 60F (623.595929 sec): 3 clusters Score: Raw -249202.878301 + Penalty 2744.991191 = -246457.887110 nChanged 4 SP:Iteration 61Q (623.643939 sec): 3 clusters Score: Raw -249203.790557 + Penalty 2744.991191 = -246458.799365 nChanged 2 SP:Iteration 62Q (623.687762 sec): 3 clusters Score: Raw -249205.235287 + Penalty 2744.991191 = -246460.244095 nChanged 5 SP:Iteration 63Q (623.731848 sec): 3 clusters Score: Raw -249206.305789 + Penalty 2744.991191 = -246461.314597 nChanged 1 SP:Iteration 64Q (623.778642 sec): 3 clusters Score: Raw -249206.599445 + Penalty 2744.991191 = -246461.608254 nChanged 4 SP:Iteration 65Q (623.829653 sec): 3 clusters Score: Raw -249207.525084 + Penalty 2744.991191 = -246462.533893 nChanged 4 SP:Iteration 66Q (623.883618 sec): 3 clusters Score: Raw -249208.105866 + Penalty 2744.991191 = -246463.114675 nChanged 3 SP:Iteration 67Q (623.929549 sec): 3 clusters Score: Raw -249209.370690 + Penalty 2744.991191 = -246464.379499 nChanged 1 SP:Iteration 68Q (623.982620 sec): 3 clusters Score: Raw -249209.594448 + Penalty 2744.991191 = -246464.603257 nChanged 0 SP:Iteration 69F (624.036744 sec): 3 clusters Score: Raw -249209.594448 + Penalty 2744.991191 = -246464.603257 nChanged 0 Trying to split cluster 26 (3870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (624.058415 sec): 2 clusters Score: Raw -185469.056047 + Penalty 1342.414090 = -184126.641957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (624.113654 sec): 3 clusters Score: Raw -183552.632240 + Penalty 2684.828180 = -180867.804059 nChanged 1487 SP:Iteration 1F (624.161402 sec): 3 clusters Score: Raw -184410.545367 + Penalty 2684.828180 = -181725.717187 nChanged 311 SP:Iteration 2F (624.201472 sec): 3 clusters Score: Raw -184645.840131 + Penalty 2684.828180 = -181961.011950 nChanged 267 SP:Iteration 3F (624.255732 sec): 3 clusters Score: Raw -184845.324440 + Penalty 2684.828180 = -182160.496260 nChanged 220 SP:Iteration 4F (624.305948 sec): 3 clusters Score: Raw -185010.331263 + Penalty 2684.828180 = -182325.503083 nChanged 225 SP:Iteration 5F (624.347568 sec): 3 clusters Score: Raw -185226.590405 + Penalty 2684.828180 = -182541.762225 nChanged 236 SP:Iteration 6F (624.389396 sec): 3 clusters Score: Raw -185483.119648 + Penalty 2684.828180 = -182798.291468 nChanged 240 SP:Iteration 7F (624.439335 sec): 3 clusters Score: Raw -185742.110505 + Penalty 2684.828180 = -183057.282324 nChanged 225 SP:Iteration 8F (624.492297 sec): 3 clusters Score: Raw -185984.043646 + Penalty 2684.828180 = -183299.215465 nChanged 178 SP:Iteration 9Q (624.531282 sec): 3 clusters Score: Raw -186159.920085 + Penalty 2684.828180 = -183475.091905 nChanged 133 SP:Iteration 10Q (624.583217 sec): 3 clusters Score: Raw -186260.866360 + Penalty 2684.828180 = -183576.038179 nChanged 92 SP:Iteration 11Q (624.636391 sec): 3 clusters Score: Raw -186321.629715 + Penalty 2684.828180 = -183636.801535 nChanged 65 SP:Iteration 12Q (624.683653 sec): 3 clusters Score: Raw -186360.063919 + Penalty 2684.828180 = -183675.235738 nChanged 43 SP:Iteration 13Q (624.738290 sec): 3 clusters Score: Raw -186382.242186 + Penalty 2684.828180 = -183697.414006 nChanged 44 SP:Iteration 14Q (624.781112 sec): 3 clusters Score: Raw -186403.784986 + Penalty 2684.828180 = -183718.956806 nChanged 30 SP:Iteration 15Q (624.829719 sec): 3 clusters Score: Raw -186417.630358 + Penalty 2684.828180 = -183732.802177 nChanged 19 SP:Iteration 16Q (624.883279 sec): 3 clusters Score: Raw -186426.350308 + Penalty 2684.828180 = -183741.522128 nChanged 13 SP:Iteration 17Q (624.926309 sec): 3 clusters Score: Raw -186429.645648 + Penalty 2684.828180 = -183744.817468 nChanged 4 SP:Iteration 18Q (624.971506 sec): 3 clusters Score: Raw -186430.574574 + Penalty 2684.828180 = -183745.746393 nChanged 1 SP:Iteration 19Q (625.021304 sec): 3 clusters Score: Raw -186430.780459 + Penalty 2684.828180 = -183745.952279 nChanged 1 SP:Iteration 20F (625.073616 sec): 3 clusters Score: Raw -186431.391701 + Penalty 2684.828180 = -183746.563521 nChanged 1 SP:Iteration 21Q (625.123317 sec): 3 clusters Score: Raw -186431.567353 + Penalty 2684.828180 = -183746.739173 nChanged 0 SP:Iteration 22F (625.164691 sec): 3 clusters Score: Raw -186431.567353 + Penalty 2684.828180 = -183746.739173 nChanged 0 Trying to split cluster 27 (9278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (625.196988 sec): 2 clusters Score: Raw -519917.789343 + Penalty 1484.502709 = -518433.286634 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (625.250880 sec): 3 clusters Score: Raw -514697.550352 + Penalty 2969.005418 = -511728.544934 nChanged 4002 SP:Iteration 1F (625.312014 sec): 3 clusters Score: Raw -516965.380339 + Penalty 2969.005418 = -513996.374922 nChanged 581 SP:Iteration 2F (625.365232 sec): 3 clusters Score: Raw -517258.237215 + Penalty 2969.005418 = -514289.231797 nChanged 520 SP:Iteration 3F (625.427679 sec): 3 clusters Score: Raw -517523.105578 + Penalty 2969.005418 = -514554.100160 nChanged 503 SP:Iteration 4F (625.489146 sec): 3 clusters Score: Raw -517813.352567 + Penalty 2969.005418 = -514844.347149 nChanged 522 SP:Iteration 5F (625.544130 sec): 3 clusters Score: Raw -518136.681505 + Penalty 2969.005418 = -515167.676087 nChanged 500 SP:Iteration 6F (625.600566 sec): 3 clusters Score: Raw -518482.196545 + Penalty 2969.005418 = -515513.191127 nChanged 495 SP:Iteration 7F (625.657643 sec): 3 clusters Score: Raw -518837.175896 + Penalty 2969.005418 = -515868.170478 nChanged 435 SP:Iteration 8Q (625.722245 sec): 3 clusters Score: Raw -519169.981502 + Penalty 2969.005418 = -516200.976084 nChanged 354 SP:Iteration 9Q (625.779154 sec): 3 clusters Score: Raw -519457.851573 + Penalty 2969.005418 = -516488.846156 nChanged 283 SP:Iteration 10Q (625.833542 sec): 3 clusters Score: Raw -519689.773813 + Penalty 2969.005418 = -516720.768395 nChanged 183 SP:Iteration 11Q (625.896919 sec): 3 clusters Score: Raw -519841.964456 + Penalty 2969.005418 = -516872.959039 nChanged 114 SP:Iteration 12Q (625.954472 sec): 3 clusters Score: Raw -519934.795395 + Penalty 2969.005418 = -516965.789977 nChanged 81 SP:Iteration 13Q (626.013766 sec): 3 clusters Score: Raw -520014.083972 + Penalty 2969.005418 = -517045.078554 nChanged 55 SP:Iteration 14Q (626.072006 sec): 3 clusters Score: Raw -520074.943971 + Penalty 2969.005418 = -517105.938553 nChanged 37 SP:Iteration 15Q (626.118072 sec): 3 clusters Score: Raw -520113.504182 + Penalty 2969.005418 = -517144.498765 nChanged 19 SP:Iteration 16Q (626.180587 sec): 3 clusters Score: Raw -520127.240632 + Penalty 2969.005418 = -517158.235215 nChanged 13 SP:Iteration 17Q (626.241722 sec): 3 clusters Score: Raw -520136.429074 + Penalty 2969.005418 = -517167.423656 nChanged 7 SP:Iteration 18Q (626.287088 sec): 3 clusters Score: Raw -520142.927994 + Penalty 2969.005418 = -517173.922576 nChanged 5 SP:Iteration 19Q (626.350112 sec): 3 clusters Score: Raw -520146.932410 + Penalty 2969.005418 = -517177.926992 nChanged 6 SP:Iteration 20F (626.401927 sec): 3 clusters Score: Raw -520152.234488 + Penalty 2969.005418 = -517183.229070 nChanged 5 SP:Iteration 21Q (626.463294 sec): 3 clusters Score: Raw -520155.157421 + Penalty 2969.005418 = -517186.152004 nChanged 2 SP:Iteration 22Q (626.510737 sec): 3 clusters Score: Raw -520156.387287 + Penalty 2969.005418 = -517187.381869 nChanged 2 SP:Iteration 23Q (626.566412 sec): 3 clusters Score: Raw -520157.996414 + Penalty 2969.005418 = -517188.990997 nChanged 2 SP:Iteration 24Q (626.625274 sec): 3 clusters Score: Raw -520159.304276 + Penalty 2969.005418 = -517190.298858 nChanged 0 SP:Iteration 25F (626.678482 sec): 3 clusters Score: Raw -520159.304276 + Penalty 2969.005418 = -517190.298858 nChanged 0 Trying to split cluster 28 (3195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (626.704675 sec): 2 clusters Score: Raw -163412.828683 + Penalty 1311.268135 = -162101.560548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (626.746072 sec): 3 clusters Score: Raw -161920.378600 + Penalty 2622.536269 = -159297.842331 nChanged 1155 SP:Iteration 1F (626.803183 sec): 3 clusters Score: Raw -162614.909658 + Penalty 2622.536269 = -159992.373389 nChanged 252 SP:Iteration 2F (626.841152 sec): 3 clusters Score: Raw -162832.984037 + Penalty 2622.536269 = -160210.447767 nChanged 198 SP:Iteration 3F (626.885350 sec): 3 clusters Score: Raw -163000.291359 + Penalty 2622.536269 = -160377.755090 nChanged 174 SP:Iteration 4F (626.929006 sec): 3 clusters Score: Raw -163147.024743 + Penalty 2622.536269 = -160524.488474 nChanged 158 SP:Iteration 5Q (626.977722 sec): 3 clusters Score: Raw -163292.954503 + Penalty 2622.536269 = -160670.418234 nChanged 134 SP:Iteration 6Q (627.019321 sec): 3 clusters Score: Raw -163414.425552 + Penalty 2622.536269 = -160791.889283 nChanged 136 SP:Iteration 7Q (627.065432 sec): 3 clusters Score: Raw -163557.274408 + Penalty 2622.536269 = -160934.738139 nChanged 152 SP:Iteration 8Q (627.110178 sec): 3 clusters Score: Raw -163729.099461 + Penalty 2622.536269 = -161106.563191 nChanged 134 SP:Iteration 9Q (627.167300 sec): 3 clusters Score: Raw -163856.635277 + Penalty 2622.536269 = -161234.099008 nChanged 112 SP:Iteration 10Q (627.211168 sec): 3 clusters Score: Raw -163948.194347 + Penalty 2622.536269 = -161325.658077 nChanged 99 SP:Iteration 11Q (627.257710 sec): 3 clusters Score: Raw -164014.668829 + Penalty 2622.536269 = -161392.132560 nChanged 88 SP:Iteration 12Q (627.308068 sec): 3 clusters Score: Raw -164074.983602 + Penalty 2622.536269 = -161452.447332 nChanged 70 SP:Iteration 13Q (627.355319 sec): 3 clusters Score: Raw -164118.276200 + Penalty 2622.536269 = -161495.739930 nChanged 57 SP:Iteration 14Q (627.399152 sec): 3 clusters Score: Raw -164150.087350 + Penalty 2622.536269 = -161527.551081 nChanged 43 SP:Iteration 15Q (627.440000 sec): 3 clusters Score: Raw -164169.928720 + Penalty 2622.536269 = -161547.392451 nChanged 28 SP:Iteration 16Q (627.476771 sec): 3 clusters Score: Raw -164182.902679 + Penalty 2622.536269 = -161560.366410 nChanged 25 SP:Iteration 17Q (627.515517 sec): 3 clusters Score: Raw -164192.039878 + Penalty 2622.536269 = -161569.503609 nChanged 19 SP:Iteration 18Q (627.562074 sec): 3 clusters Score: Raw -164197.354009 + Penalty 2622.536269 = -161574.817739 nChanged 6 SP:Iteration 19Q (627.600322 sec): 3 clusters Score: Raw -164199.551292 + Penalty 2622.536269 = -161577.015023 nChanged 8 SP:Iteration 20F (627.656441 sec): 3 clusters Score: Raw -164202.296462 + Penalty 2622.536269 = -161579.760192 nChanged 6 SP:Iteration 21Q (627.700940 sec): 3 clusters Score: Raw -164203.901755 + Penalty 2622.536269 = -161581.365486 nChanged 1 SP:Iteration 22Q (627.744668 sec): 3 clusters Score: Raw -164204.338009 + Penalty 2622.536269 = -161581.801740 nChanged 2 SP:Iteration 23Q (627.788430 sec): 3 clusters Score: Raw -164205.568245 + Penalty 2622.536269 = -161583.031976 nChanged 5 SP:Iteration 24Q (627.835527 sec): 3 clusters Score: Raw -164207.982980 + Penalty 2622.536269 = -161585.446711 nChanged 3 SP:Iteration 25Q (627.897723 sec): 3 clusters Score: Raw -164209.348248 + Penalty 2622.536269 = -161586.811979 nChanged 1 SP:Iteration 26Q (627.937952 sec): 3 clusters Score: Raw -164210.003332 + Penalty 2622.536269 = -161587.467063 nChanged 2 SP:Iteration 27Q (627.993842 sec): 3 clusters Score: Raw -164210.400462 + Penalty 2622.536269 = -161587.864192 nChanged 1 SP:Iteration 28Q (628.035624 sec): 3 clusters Score: Raw -164210.806855 + Penalty 2622.536269 = -161588.270586 nChanged 1 SP:Iteration 29Q (628.085156 sec): 3 clusters Score: Raw -164210.851742 + Penalty 2622.536269 = -161588.315473 nChanged 0 SP:Iteration 30F (628.122479 sec): 3 clusters Score: Raw -164210.851742 + Penalty 2622.536269 = -161588.315473 nChanged 0 Trying to split cluster 29 (990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (628.142484 sec): 2 clusters Score: Raw -48967.618736 + Penalty 1120.877053 = -47846.741683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (628.170034 sec): 3 clusters Score: Raw -48655.923290 + Penalty 2241.754107 = -46414.169183 nChanged 283 SP:Iteration 1F (628.203117 sec): 3 clusters Score: Raw -48927.371323 + Penalty 2241.754107 = -46685.617217 nChanged 76 SP:Iteration 2F (628.234559 sec): 3 clusters Score: Raw -49012.180578 + Penalty 2241.754107 = -46770.426471 nChanged 40 SP:Iteration 3Q (628.288365 sec): 3 clusters Score: Raw -49050.167527 + Penalty 2241.754107 = -46808.413421 nChanged 35 SP:Iteration 4Q (628.315235 sec): 3 clusters Score: Raw -49091.112165 + Penalty 2241.754107 = -46849.358059 nChanged 23 SP:Iteration 5Q (628.350887 sec): 3 clusters Score: Raw -49116.833413 + Penalty 2241.754107 = -46875.079307 nChanged 23 SP:Iteration 6Q (628.382991 sec): 3 clusters Score: Raw -49145.434296 + Penalty 2241.754107 = -46903.680189 nChanged 17 SP:Iteration 7Q (628.424022 sec): 3 clusters Score: Raw -49171.818168 + Penalty 2241.754107 = -46930.064061 nChanged 15 SP:Iteration 8Q (628.461852 sec): 3 clusters Score: Raw -49186.583970 + Penalty 2241.754107 = -46944.829864 nChanged 14 SP:Iteration 9Q (628.494698 sec): 3 clusters Score: Raw -49199.213502 + Penalty 2241.754107 = -46957.459395 nChanged 11 SP:Iteration 10Q (628.544410 sec): 3 clusters Score: Raw -49212.944499 + Penalty 2241.754107 = -46971.190392 nChanged 11 SP:Iteration 11Q (628.579696 sec): 3 clusters Score: Raw -49224.171574 + Penalty 2241.754107 = -46982.417467 nChanged 14 SP:Iteration 12Q (628.631027 sec): 3 clusters Score: Raw -49239.130220 + Penalty 2241.754107 = -46997.376113 nChanged 14 SP:Iteration 13Q (628.673564 sec): 3 clusters Score: Raw -49255.501254 + Penalty 2241.754107 = -47013.747148 nChanged 20 SP:Iteration 14Q (628.715993 sec): 3 clusters Score: Raw -49276.964227 + Penalty 2241.754107 = -47035.210120 nChanged 20 SP:Iteration 15Q (628.756846 sec): 3 clusters Score: Raw -49297.439645 + Penalty 2241.754107 = -47055.685538 nChanged 12 SP:Iteration 16Q (628.796501 sec): 3 clusters Score: Raw -49313.771346 + Penalty 2241.754107 = -47072.017240 nChanged 20 SP:Iteration 17Q (628.832436 sec): 3 clusters Score: Raw -49337.958857 + Penalty 2241.754107 = -47096.204750 nChanged 18 SP:Iteration 18Q (628.873095 sec): 3 clusters Score: Raw -49366.765521 + Penalty 2241.754107 = -47125.011414 nChanged 13 SP:Iteration 19Q (628.919449 sec): 3 clusters Score: Raw -49380.795036 + Penalty 2241.754107 = -47139.040929 nChanged 14 SP:Iteration 20F (628.954021 sec): 3 clusters Score: Raw -49396.020212 + Penalty 2241.754107 = -47154.266106 nChanged 16 SP:Iteration 21Q (629.009818 sec): 3 clusters Score: Raw -49409.786240 + Penalty 2241.754107 = -47168.032133 nChanged 9 SP:Iteration 22Q (629.055463 sec): 3 clusters Score: Raw -49415.515028 + Penalty 2241.754107 = -47173.760921 nChanged 6 SP:Iteration 23Q (629.101902 sec): 3 clusters Score: Raw -49425.322679 + Penalty 2241.754107 = -47183.568572 nChanged 8 SP:Iteration 24Q (629.130373 sec): 3 clusters Score: Raw -49435.418072 + Penalty 2241.754107 = -47193.663965 nChanged 8 SP:Iteration 25Q (629.169374 sec): 3 clusters Score: Raw -49450.227553 + Penalty 2241.754107 = -47208.473447 nChanged 5 SP:Iteration 26Q (629.213503 sec): 3 clusters Score: Raw -49454.113485 + Penalty 2241.754107 = -47212.359379 nChanged 5 SP:Iteration 27Q (629.252255 sec): 3 clusters Score: Raw -49456.672494 + Penalty 2241.754107 = -47214.918388 nChanged 2 SP:Iteration 28Q (629.289646 sec): 3 clusters Score: Raw -49458.549777 + Penalty 2241.754107 = -47216.795670 nChanged 2 SP:Iteration 29Q (629.334716 sec): 3 clusters Score: Raw -49459.163630 + Penalty 2241.754107 = -47217.409524 nChanged 0 SP:Iteration 30F (629.380551 sec): 3 clusters Score: Raw -49459.163630 + Penalty 2241.754107 = -47217.409524 nChanged 0 Trying to split cluster 30 (1081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (629.402085 sec): 2 clusters Score: Raw -55586.098213 + Penalty 1135.166795 = -54450.931417 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (629.440437 sec): 3 clusters Score: Raw -55230.097878 + Penalty 2270.333591 = -52959.764287 nChanged 331 SP:Iteration 1F (629.475783 sec): 3 clusters Score: Raw -55491.122864 + Penalty 2270.333591 = -53220.789274 nChanged 74 SP:Iteration 2F (629.522162 sec): 3 clusters Score: Raw -55551.103114 + Penalty 2270.333591 = -53280.769523 nChanged 40 SP:Iteration 3Q (629.576325 sec): 3 clusters Score: Raw -55591.413782 + Penalty 2270.333591 = -53321.080191 nChanged 25 SP:Iteration 4Q (629.617274 sec): 3 clusters Score: Raw -55613.204374 + Penalty 2270.333591 = -53342.870783 nChanged 15 SP:Iteration 5Q (629.658303 sec): 3 clusters Score: Raw -55635.908460 + Penalty 2270.333591 = -53365.574869 nChanged 19 SP:Iteration 6Q (629.712317 sec): 3 clusters Score: Raw -55653.065430 + Penalty 2270.333591 = -53382.731839 nChanged 20 SP:Iteration 7Q (629.755580 sec): 3 clusters Score: Raw -55676.421302 + Penalty 2270.333591 = -53406.087711 nChanged 25 SP:Iteration 8Q (629.803984 sec): 3 clusters Score: Raw -55702.206508 + Penalty 2270.333591 = -53431.872917 nChanged 20 SP:Iteration 9Q (629.847510 sec): 3 clusters Score: Raw -55722.150958 + Penalty 2270.333591 = -53451.817367 nChanged 18 SP:Iteration 10Q (629.882490 sec): 3 clusters Score: Raw -55739.386629 + Penalty 2270.333591 = -53469.053038 nChanged 19 SP:Iteration 11Q (629.925578 sec): 3 clusters Score: Raw -55761.698966 + Penalty 2270.333591 = -53491.365376 nChanged 18 SP:Iteration 12Q (629.971945 sec): 3 clusters Score: Raw -55786.152794 + Penalty 2270.333591 = -53515.819203 nChanged 15 SP:Iteration 13Q (630.025123 sec): 3 clusters Score: Raw -55798.141589 + Penalty 2270.333591 = -53527.807998 nChanged 7 SP:Iteration 14Q (630.064298 sec): 3 clusters Score: Raw -55802.271734 + Penalty 2270.333591 = -53531.938144 nChanged 8 SP:Iteration 15Q (630.115436 sec): 3 clusters Score: Raw -55808.215615 + Penalty 2270.333591 = -53537.882024 nChanged 9 SP:Iteration 16Q (630.164129 sec): 3 clusters Score: Raw -55813.920017 + Penalty 2270.333591 = -53543.586426 nChanged 9 SP:Iteration 17Q (630.209862 sec): 3 clusters Score: Raw -55823.679979 + Penalty 2270.333591 = -53553.346388 nChanged 11 SP:Iteration 18Q (630.252219 sec): 3 clusters Score: Raw -55838.643560 + Penalty 2270.333591 = -53568.309969 nChanged 12 SP:Iteration 19Q (630.297414 sec): 3 clusters Score: Raw -55854.680236 + Penalty 2270.333591 = -53584.346645 nChanged 9 SP:Iteration 20F (630.336200 sec): 3 clusters Score: Raw -55868.784632 + Penalty 2270.333591 = -53598.451041 nChanged 12 SP:Iteration 21Q (630.381749 sec): 3 clusters Score: Raw -55884.267862 + Penalty 2270.333591 = -53613.934271 nChanged 10 SP:Iteration 22Q (630.422938 sec): 3 clusters Score: Raw -55893.095189 + Penalty 2270.333591 = -53622.761598 nChanged 8 SP:Iteration 23Q (630.467806 sec): 3 clusters Score: Raw -55904.495973 + Penalty 2270.333591 = -53634.162382 nChanged 10 SP:Iteration 24Q (630.522654 sec): 3 clusters Score: Raw -55913.905840 + Penalty 2270.333591 = -53643.572249 nChanged 8 SP:Iteration 25Q (630.561795 sec): 3 clusters Score: Raw -55923.930187 + Penalty 2270.333591 = -53653.596596 nChanged 11 SP:Iteration 26Q (630.590250 sec): 3 clusters Score: Raw -55938.347144 + Penalty 2270.333591 = -53668.013553 nChanged 21 SP:Iteration 27Q (630.640465 sec): 3 clusters Score: Raw -55978.652670 + Penalty 2270.333591 = -53708.319079 nChanged 20 SP:Iteration 28Q (630.671027 sec): 3 clusters Score: Raw -56009.343150 + Penalty 2270.333591 = -53739.009559 nChanged 24 SP:Iteration 29Q (630.716817 sec): 3 clusters Score: Raw -56038.693263 + Penalty 2270.333591 = -53768.359672 nChanged 22 SP:Iteration 30Q (630.760790 sec): 3 clusters Score: Raw -56071.311252 + Penalty 2270.333591 = -53800.977661 nChanged 13 SP:Iteration 31Q (630.806839 sec): 3 clusters Score: Raw -56097.164961 + Penalty 2270.333591 = -53826.831370 nChanged 9 SP:Iteration 32Q (630.845856 sec): 3 clusters Score: Raw -56112.280349 + Penalty 2270.333591 = -53841.946758 nChanged 14 SP:Iteration 33Q (630.890374 sec): 3 clusters Score: Raw -56146.630419 + Penalty 2270.333591 = -53876.296828 nChanged 20 SP:Iteration 34Q (630.929003 sec): 3 clusters Score: Raw -56192.157527 + Penalty 2270.333591 = -53921.823936 nChanged 19 SP:Iteration 35Q (630.980877 sec): 3 clusters Score: Raw -56226.037502 + Penalty 2270.333591 = -53955.703911 nChanged 13 SP:Iteration 36Q (631.019864 sec): 3 clusters Score: Raw -56244.727511 + Penalty 2270.333591 = -53974.393920 nChanged 5 SP:Iteration 37Q (631.068648 sec): 3 clusters Score: Raw -56252.539218 + Penalty 2270.333591 = -53982.205627 nChanged 2 SP:Iteration 38Q (631.112327 sec): 3 clusters Score: Raw -56255.847066 + Penalty 2270.333591 = -53985.513475 nChanged 2 SP:Iteration 39Q (631.144729 sec): 3 clusters Score: Raw -56256.984590 + Penalty 2270.333591 = -53986.650999 nChanged 3 SP:Iteration 40F (631.183736 sec): 3 clusters Score: Raw -56259.421043 + Penalty 2270.333591 = -53989.087452 nChanged 1 SP:Iteration 41Q (631.231413 sec): 3 clusters Score: Raw -56259.791711 + Penalty 2270.333591 = -53989.458120 nChanged 0 SP:Iteration 42F (631.268821 sec): 3 clusters Score: Raw -56259.791711 + Penalty 2270.333591 = -53989.458120 nChanged 0 Trying to split cluster 31 (1446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (631.292378 sec): 2 clusters Score: Raw -78001.000126 + Penalty 1182.440415 = -76818.559710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (631.336810 sec): 3 clusters Score: Raw -77427.212801 + Penalty 2364.880831 = -75062.331970 nChanged 484 SP:Iteration 1F (631.379814 sec): 3 clusters Score: Raw -77754.165731 + Penalty 2364.880831 = -75389.284900 nChanged 106 SP:Iteration 2F (631.434214 sec): 3 clusters Score: Raw -77837.628753 + Penalty 2364.880831 = -75472.747923 nChanged 77 SP:Iteration 3F (631.472852 sec): 3 clusters Score: Raw -77900.412990 + Penalty 2364.880831 = -75535.532159 nChanged 57 SP:Iteration 4Q (631.515313 sec): 3 clusters Score: Raw -77956.635879 + Penalty 2364.880831 = -75591.755048 nChanged 48 SP:Iteration 5Q (631.555167 sec): 3 clusters Score: Raw -77992.794532 + Penalty 2364.880831 = -75627.913702 nChanged 39 SP:Iteration 6Q (631.597441 sec): 3 clusters Score: Raw -78019.843366 + Penalty 2364.880831 = -75654.962535 nChanged 18 SP:Iteration 7Q (631.645472 sec): 3 clusters Score: Raw -78037.841341 + Penalty 2364.880831 = -75672.960510 nChanged 25 SP:Iteration 8Q (631.685754 sec): 3 clusters Score: Raw -78057.332785 + Penalty 2364.880831 = -75692.451954 nChanged 21 SP:Iteration 9Q (631.727679 sec): 3 clusters Score: Raw -78074.443780 + Penalty 2364.880831 = -75709.562949 nChanged 24 SP:Iteration 10Q (631.763552 sec): 3 clusters Score: Raw -78101.659193 + Penalty 2364.880831 = -75736.778362 nChanged 27 SP:Iteration 11Q (631.803260 sec): 3 clusters Score: Raw -78125.475066 + Penalty 2364.880831 = -75760.594235 nChanged 23 SP:Iteration 12Q (631.843120 sec): 3 clusters Score: Raw -78145.941668 + Penalty 2364.880831 = -75781.060837 nChanged 14 SP:Iteration 13Q (631.884393 sec): 3 clusters Score: Raw -78157.383641 + Penalty 2364.880831 = -75792.502810 nChanged 13 SP:Iteration 14Q (631.926713 sec): 3 clusters Score: Raw -78166.881511 + Penalty 2364.880831 = -75802.000680 nChanged 11 SP:Iteration 15Q (631.972494 sec): 3 clusters Score: Raw -78176.994363 + Penalty 2364.880831 = -75812.113532 nChanged 6 SP:Iteration 16Q (632.000968 sec): 3 clusters Score: Raw -78181.118763 + Penalty 2364.880831 = -75816.237932 nChanged 3 SP:Iteration 17Q (632.053298 sec): 3 clusters Score: Raw -78184.650634 + Penalty 2364.880831 = -75819.769804 nChanged 2 SP:Iteration 18Q (632.093446 sec): 3 clusters Score: Raw -78186.294711 + Penalty 2364.880831 = -75821.413880 nChanged 0 SP:Iteration 19F (632.136156 sec): 3 clusters Score: Raw -78186.294711 + Penalty 2364.880831 = -75821.413880 nChanged 0 Trying to split cluster 32 (4755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (632.171313 sec): 2 clusters Score: Raw -266139.067521 + Penalty 1375.879696 = -264763.187825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (632.219011 sec): 3 clusters Score: Raw -263664.325900 + Penalty 2751.759392 = -260912.566508 nChanged 1932 SP:Iteration 1F (632.262918 sec): 3 clusters Score: Raw -264849.415024 + Penalty 2751.759392 = -262097.655633 nChanged 364 SP:Iteration 2F (632.314431 sec): 3 clusters Score: Raw -265155.753196 + Penalty 2751.759392 = -262403.993804 nChanged 355 SP:Iteration 3F (632.358785 sec): 3 clusters Score: Raw -265499.838020 + Penalty 2751.759392 = -262748.078628 nChanged 353 SP:Iteration 4F (632.406363 sec): 3 clusters Score: Raw -265825.146996 + Penalty 2751.759392 = -263073.387604 nChanged 301 SP:Iteration 5F (632.451801 sec): 3 clusters Score: Raw -266080.883058 + Penalty 2751.759392 = -263329.123666 nChanged 250 SP:Iteration 6F (632.516301 sec): 3 clusters Score: Raw -266309.178752 + Penalty 2751.759392 = -263557.419360 nChanged 226 SP:Iteration 7Q (632.560906 sec): 3 clusters Score: Raw -266569.348083 + Penalty 2751.759392 = -263817.588691 nChanged 200 SP:Iteration 8Q (632.608027 sec): 3 clusters Score: Raw -266773.505648 + Penalty 2751.759392 = -264021.746257 nChanged 163 SP:Iteration 9Q (632.656836 sec): 3 clusters Score: Raw -266917.358421 + Penalty 2751.759392 = -264165.599029 nChanged 117 SP:Iteration 10Q (632.708814 sec): 3 clusters Score: Raw -267008.191067 + Penalty 2751.759392 = -264256.431675 nChanged 64 SP:Iteration 11Q (632.748546 sec): 3 clusters Score: Raw -267042.068619 + Penalty 2751.759392 = -264290.309227 nChanged 51 SP:Iteration 12Q (632.789956 sec): 3 clusters Score: Raw -267064.056598 + Penalty 2751.759392 = -264312.297206 nChanged 34 SP:Iteration 13Q (632.841628 sec): 3 clusters Score: Raw -267076.458152 + Penalty 2751.759392 = -264324.698760 nChanged 24 SP:Iteration 14Q (632.892614 sec): 3 clusters Score: Raw -267083.091705 + Penalty 2751.759392 = -264331.332313 nChanged 10 SP:Iteration 15Q (632.943541 sec): 3 clusters Score: Raw -267086.051288 + Penalty 2751.759392 = -264334.291897 nChanged 11 SP:Iteration 16Q (632.995253 sec): 3 clusters Score: Raw -267088.504392 + Penalty 2751.759392 = -264336.745000 nChanged 6 SP:Iteration 17Q (633.042224 sec): 3 clusters Score: Raw -267089.612248 + Penalty 2751.759392 = -264337.852856 nChanged 3 SP:Iteration 18Q (633.099301 sec): 3 clusters Score: Raw -267090.641898 + Penalty 2751.759392 = -264338.882506 nChanged 1 SP:Iteration 19Q (633.138676 sec): 3 clusters Score: Raw -267091.010103 + Penalty 2751.759392 = -264339.250712 nChanged 0 SP:Iteration 20F (633.190003 sec): 3 clusters Score: Raw -267091.010103 + Penalty 2751.759392 = -264339.250712 nChanged 0 Trying to split cluster 33 (3796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (633.219456 sec): 2 clusters Score: Raw -208617.877296 + Penalty 1339.276763 = -207278.600532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (633.251961 sec): 3 clusters Score: Raw -206719.886839 + Penalty 2678.553527 = -204041.333312 nChanged 1449 SP:Iteration 1F (633.301593 sec): 3 clusters Score: Raw -207512.840769 + Penalty 2678.553527 = -204834.287243 nChanged 282 SP:Iteration 2F (633.354802 sec): 3 clusters Score: Raw -207707.154748 + Penalty 2678.553527 = -205028.601221 nChanged 213 SP:Iteration 3F (633.410383 sec): 3 clusters Score: Raw -207843.490929 + Penalty 2678.553527 = -205164.937402 nChanged 177 SP:Iteration 4Q (633.461181 sec): 3 clusters Score: Raw -207941.868505 + Penalty 2678.553527 = -205263.314978 nChanged 131 SP:Iteration 5Q (633.502989 sec): 3 clusters Score: Raw -208009.883588 + Penalty 2678.553527 = -205331.330061 nChanged 117 SP:Iteration 6Q (633.548278 sec): 3 clusters Score: Raw -208055.108703 + Penalty 2678.553527 = -205376.555176 nChanged 71 SP:Iteration 7Q (633.602333 sec): 3 clusters Score: Raw -208082.876805 + Penalty 2678.553527 = -205404.323278 nChanged 67 SP:Iteration 8Q (633.641364 sec): 3 clusters Score: Raw -208112.656080 + Penalty 2678.553527 = -205434.102553 nChanged 61 SP:Iteration 9Q (633.682446 sec): 3 clusters Score: Raw -208137.717989 + Penalty 2678.553527 = -205459.164462 nChanged 49 SP:Iteration 10Q (633.727423 sec): 3 clusters Score: Raw -208159.088212 + Penalty 2678.553527 = -205480.534685 nChanged 51 SP:Iteration 11Q (633.772791 sec): 3 clusters Score: Raw -208184.167085 + Penalty 2678.553527 = -205505.613558 nChanged 52 SP:Iteration 12Q (633.819592 sec): 3 clusters Score: Raw -208203.834686 + Penalty 2678.553527 = -205525.281159 nChanged 38 SP:Iteration 13Q (633.869044 sec): 3 clusters Score: Raw -208218.950296 + Penalty 2678.553527 = -205540.396769 nChanged 53 SP:Iteration 14Q (633.925243 sec): 3 clusters Score: Raw -208242.654001 + Penalty 2678.553527 = -205564.100474 nChanged 51 SP:Iteration 15Q (633.967534 sec): 3 clusters Score: Raw -208262.198323 + Penalty 2678.553527 = -205583.644796 nChanged 49 SP:Iteration 16Q (634.019042 sec): 3 clusters Score: Raw -208277.757264 + Penalty 2678.553527 = -205599.203737 nChanged 36 SP:Iteration 17Q (634.078571 sec): 3 clusters Score: Raw -208290.275556 + Penalty 2678.553527 = -205611.722029 nChanged 30 SP:Iteration 18Q (634.128301 sec): 3 clusters Score: Raw -208299.010516 + Penalty 2678.553527 = -205620.456989 nChanged 26 SP:Iteration 19Q (634.178409 sec): 3 clusters Score: Raw -208307.852704 + Penalty 2678.553527 = -205629.299177 nChanged 28 SP:Iteration 20F (634.223237 sec): 3 clusters Score: Raw -208317.092202 + Penalty 2678.553527 = -205638.538675 nChanged 25 SP:Iteration 21Q (634.264375 sec): 3 clusters Score: Raw -208327.999135 + Penalty 2678.553527 = -205649.445608 nChanged 31 SP:Iteration 22Q (634.319848 sec): 3 clusters Score: Raw -208337.804414 + Penalty 2678.553527 = -205659.250887 nChanged 28 SP:Iteration 23Q (634.355713 sec): 3 clusters Score: Raw -208347.508237 + Penalty 2678.553527 = -205668.954710 nChanged 40 SP:Iteration 24Q (634.399032 sec): 3 clusters Score: Raw -208364.021396 + Penalty 2678.553527 = -205685.467869 nChanged 52 SP:Iteration 25Q (634.446388 sec): 3 clusters Score: Raw -208389.393670 + Penalty 2678.553527 = -205710.840143 nChanged 43 SP:Iteration 26Q (634.506754 sec): 3 clusters Score: Raw -208407.647849 + Penalty 2678.553527 = -205729.094322 nChanged 41 SP:Iteration 27Q (634.552587 sec): 3 clusters Score: Raw -208425.924144 + Penalty 2678.553527 = -205747.370617 nChanged 44 SP:Iteration 28Q (634.601056 sec): 3 clusters Score: Raw -208448.033531 + Penalty 2678.553527 = -205769.480004 nChanged 48 SP:Iteration 29Q (634.643603 sec): 3 clusters Score: Raw -208469.670593 + Penalty 2678.553527 = -205791.117066 nChanged 45 SP:Iteration 30Q (634.686366 sec): 3 clusters Score: Raw -208493.105320 + Penalty 2678.553527 = -205814.551793 nChanged 47 SP:Iteration 31Q (634.723628 sec): 3 clusters Score: Raw -208514.452977 + Penalty 2678.553527 = -205835.899450 nChanged 42 SP:Iteration 32Q (634.778146 sec): 3 clusters Score: Raw -208533.412629 + Penalty 2678.553527 = -205854.859103 nChanged 46 SP:Iteration 33Q (634.826066 sec): 3 clusters Score: Raw -208560.172605 + Penalty 2678.553527 = -205881.619078 nChanged 48 SP:Iteration 34Q (634.864184 sec): 3 clusters Score: Raw -208583.845759 + Penalty 2678.553527 = -205905.292232 nChanged 41 SP:Iteration 35Q (634.912088 sec): 3 clusters Score: Raw -208606.042372 + Penalty 2678.553527 = -205927.488845 nChanged 36 SP:Iteration 36Q (634.964760 sec): 3 clusters Score: Raw -208627.886241 + Penalty 2678.553527 = -205949.332714 nChanged 46 SP:Iteration 37Q (635.018411 sec): 3 clusters Score: Raw -208653.788793 + Penalty 2678.553527 = -205975.235266 nChanged 30 SP:Iteration 38Q (635.055611 sec): 3 clusters Score: Raw -208667.288466 + Penalty 2678.553527 = -205988.734939 nChanged 23 SP:Iteration 39Q (635.109394 sec): 3 clusters Score: Raw -208677.419609 + Penalty 2678.553527 = -205998.866082 nChanged 17 SP:Iteration 40F (635.150991 sec): 3 clusters Score: Raw -208683.309625 + Penalty 2678.553527 = -206004.756098 nChanged 13 SP:Iteration 41Q (635.204408 sec): 3 clusters Score: Raw -208688.583336 + Penalty 2678.553527 = -206010.029809 nChanged 17 SP:Iteration 42Q (635.241864 sec): 3 clusters Score: Raw -208696.258722 + Penalty 2678.553527 = -206017.705195 nChanged 18 SP:Iteration 43Q (635.290220 sec): 3 clusters Score: Raw -208705.617980 + Penalty 2678.553527 = -206027.064453 nChanged 20 SP:Iteration 44Q (635.339686 sec): 3 clusters Score: Raw -208716.007819 + Penalty 2678.553527 = -206037.454292 nChanged 13 SP:Iteration 45Q (635.380293 sec): 3 clusters Score: Raw -208721.918023 + Penalty 2678.553527 = -206043.364496 nChanged 3 SP:Iteration 46Q (635.433212 sec): 3 clusters Score: Raw -208722.982979 + Penalty 2678.553527 = -206044.429452 nChanged 2 SP:Iteration 47Q (635.479058 sec): 3 clusters Score: Raw -208724.189996 + Penalty 2678.553527 = -206045.636469 nChanged 5 SP:Iteration 48Q (635.524903 sec): 3 clusters Score: Raw -208725.704125 + Penalty 2678.553527 = -206047.150598 nChanged 3 SP:Iteration 49Q (635.565671 sec): 3 clusters Score: Raw -208727.205230 + Penalty 2678.553527 = -206048.651703 nChanged 5 SP:Iteration 50Q (635.612964 sec): 3 clusters Score: Raw -208730.448805 + Penalty 2678.553527 = -206051.895278 nChanged 5 SP:Iteration 51Q (635.657151 sec): 3 clusters Score: Raw -208732.705708 + Penalty 2678.553527 = -206054.152181 nChanged 5 SP:Iteration 52Q (635.706252 sec): 3 clusters Score: Raw -208734.152732 + Penalty 2678.553527 = -206055.599205 nChanged 1 SP:Iteration 53Q (635.756053 sec): 3 clusters Score: Raw -208734.760718 + Penalty 2678.553527 = -206056.207191 nChanged 6 SP:Iteration 54Q (635.805542 sec): 3 clusters Score: Raw -208738.078760 + Penalty 2678.553527 = -206059.525233 nChanged 5 SP:Iteration 55Q (635.854258 sec): 3 clusters Score: Raw -208739.738090 + Penalty 2678.553527 = -206061.184563 nChanged 3 SP:Iteration 56Q (635.916187 sec): 3 clusters Score: Raw -208741.468227 + Penalty 2678.553527 = -206062.914700 nChanged 6 SP:Iteration 57Q (635.961184 sec): 3 clusters Score: Raw -208745.390658 + Penalty 2678.553527 = -206066.837131 nChanged 4 SP:Iteration 58Q (636.012213 sec): 3 clusters Score: Raw -208747.860906 + Penalty 2678.553527 = -206069.307379 nChanged 5 SP:Iteration 59Q (636.058964 sec): 3 clusters Score: Raw -208749.716185 + Penalty 2678.553527 = -206071.162659 nChanged 6 SP:Iteration 60F (636.103748 sec): 3 clusters Score: Raw -208752.302252 + Penalty 2678.553527 = -206073.748726 nChanged 3 SP:Iteration 61Q (636.154518 sec): 3 clusters Score: Raw -208753.926392 + Penalty 2678.553527 = -206075.372865 nChanged 3 SP:Iteration 62Q (636.209709 sec): 3 clusters Score: Raw -208755.132848 + Penalty 2678.553527 = -206076.579321 nChanged 3 SP:Iteration 63Q (636.267038 sec): 3 clusters Score: Raw -208757.342526 + Penalty 2678.553527 = -206078.788999 nChanged 2 SP:Iteration 64Q (636.308439 sec): 3 clusters Score: Raw -208758.463305 + Penalty 2678.553527 = -206079.909778 nChanged 1 SP:Iteration 65Q (636.353229 sec): 3 clusters Score: Raw -208759.148142 + Penalty 2678.553527 = -206080.594615 nChanged 0 SP:Iteration 66F (636.394983 sec): 3 clusters Score: Raw -208759.148142 + Penalty 2678.553527 = -206080.594615 nChanged 0 Trying to split cluster 34 (1667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (636.420102 sec): 2 clusters Score: Raw -56552.946363 + Penalty 1205.551893 = -55347.394470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (636.456396 sec): 3 clusters Score: Raw -55908.918241 + Penalty 2411.103787 = -53497.814454 nChanged 572 SP:Iteration 1F (636.513540 sec): 3 clusters Score: Raw -56475.227908 + Penalty 2411.103787 = -54064.124121 nChanged 202 SP:Iteration 2F (636.552630 sec): 3 clusters Score: Raw -56874.172995 + Penalty 2411.103787 = -54463.069208 nChanged 146 SP:Iteration 3F (636.594275 sec): 3 clusters Score: Raw -57339.249304 + Penalty 2411.103787 = -54928.145518 nChanged 139 SP:Iteration 4F (636.638730 sec): 3 clusters Score: Raw -57659.128235 + Penalty 2411.103787 = -55248.024448 nChanged 106 SP:Iteration 5F (636.677557 sec): 3 clusters Score: Raw -57847.095970 + Penalty 2411.103787 = -55435.992183 nChanged 80 SP:Iteration 6Q (636.720467 sec): 3 clusters Score: Raw -57953.445670 + Penalty 2411.103787 = -55542.341883 nChanged 42 SP:Iteration 7Q (636.771408 sec): 3 clusters Score: Raw -58011.314304 + Penalty 2411.103787 = -55600.210517 nChanged 20 SP:Iteration 8Q (636.806147 sec): 3 clusters Score: Raw -58031.334304 + Penalty 2411.103787 = -55620.230517 nChanged 11 SP:Iteration 9Q (636.846817 sec): 3 clusters Score: Raw -58041.815221 + Penalty 2411.103787 = -55630.711434 nChanged 12 SP:Iteration 10Q (636.898874 sec): 3 clusters Score: Raw -58053.307809 + Penalty 2411.103787 = -55642.204022 nChanged 6 SP:Iteration 11Q (636.937059 sec): 3 clusters Score: Raw -58066.756807 + Penalty 2411.103787 = -55655.653020 nChanged 7 SP:Iteration 12Q (636.975686 sec): 3 clusters Score: Raw -58076.084779 + Penalty 2411.103787 = -55664.980992 nChanged 5 SP:Iteration 13Q (637.015338 sec): 3 clusters Score: Raw -58079.795880 + Penalty 2411.103787 = -55668.692093 nChanged 2 SP:Iteration 14Q (637.055546 sec): 3 clusters Score: Raw -58082.829900 + Penalty 2411.103787 = -55671.726113 nChanged 1 SP:Iteration 15Q (637.094212 sec): 3 clusters Score: Raw -58083.259305 + Penalty 2411.103787 = -55672.155519 nChanged 0 SP:Iteration 16F (637.130980 sec): 3 clusters Score: Raw -58083.259305 + Penalty 2411.103787 = -55672.155519 nChanged 0 Score: Raw -12074055.633694 + Penalty 90735.596456 = -11983320.037237 Splitting cluster 34 changes total score from -11983654.325826 to -11983320.037237 So it's not getting split. Trying to split cluster 35 (1088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (644.390653 sec): 2 clusters Score: Raw -58083.276266 + Penalty 1136.215669 = -56947.060597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (644.435572 sec): 3 clusters Score: Raw -57684.841959 + Penalty 2272.431339 = -55412.410620 nChanged 349 SP:Iteration 1F (644.474516 sec): 3 clusters Score: Raw -57967.791593 + Penalty 2272.431339 = -55695.360254 nChanged 90 SP:Iteration 2F (644.517926 sec): 3 clusters Score: Raw -58060.066646 + Penalty 2272.431339 = -55787.635307 nChanged 45 SP:Iteration 3Q (644.559512 sec): 3 clusters Score: Raw -58098.855365 + Penalty 2272.431339 = -55826.424026 nChanged 22 SP:Iteration 4Q (644.594241 sec): 3 clusters Score: Raw -58117.340339 + Penalty 2272.431339 = -55844.909000 nChanged 18 SP:Iteration 5Q (644.631919 sec): 3 clusters Score: Raw -58139.131644 + Penalty 2272.431339 = -55866.700306 nChanged 20 SP:Iteration 6Q (644.677906 sec): 3 clusters Score: Raw -58160.490421 + Penalty 2272.431339 = -55888.059082 nChanged 16 SP:Iteration 7Q (644.728085 sec): 3 clusters Score: Raw -58174.155081 + Penalty 2272.431339 = -55901.723742 nChanged 4 SP:Iteration 8Q (644.768185 sec): 3 clusters Score: Raw -58177.660434 + Penalty 2272.431339 = -55905.229095 nChanged 4 SP:Iteration 9Q (644.815339 sec): 3 clusters Score: Raw -58182.806473 + Penalty 2272.431339 = -55910.375134 nChanged 11 SP:Iteration 10Q (644.843656 sec): 3 clusters Score: Raw -58189.164158 + Penalty 2272.431339 = -55916.732819 nChanged 5 SP:Iteration 11Q (644.892697 sec): 3 clusters Score: Raw -58193.797185 + Penalty 2272.431339 = -55921.365846 nChanged 5 SP:Iteration 12Q (644.929194 sec): 3 clusters Score: Raw -58197.803245 + Penalty 2272.431339 = -55925.371906 nChanged 3 SP:Iteration 13Q (644.979109 sec): 3 clusters Score: Raw -58199.654971 + Penalty 2272.431339 = -55927.223632 nChanged 3 SP:Iteration 14Q (645.022962 sec): 3 clusters Score: Raw -58202.593342 + Penalty 2272.431339 = -55930.162003 nChanged 5 SP:Iteration 15Q (645.066318 sec): 3 clusters Score: Raw -58206.362688 + Penalty 2272.431339 = -55933.931349 nChanged 4 SP:Iteration 16Q (645.101620 sec): 3 clusters Score: Raw -58208.914265 + Penalty 2272.431339 = -55936.482926 nChanged 2 SP:Iteration 17Q (645.144979 sec): 3 clusters Score: Raw -58211.524127 + Penalty 2272.431339 = -55939.092788 nChanged 3 SP:Iteration 18Q (645.188819 sec): 3 clusters Score: Raw -58214.960557 + Penalty 2272.431339 = -55942.529218 nChanged 3 SP:Iteration 19Q (645.236590 sec): 3 clusters Score: Raw -58216.585424 + Penalty 2272.431339 = -55944.154085 nChanged 0 SP:Iteration 20F (645.277756 sec): 3 clusters Score: Raw -58216.585424 + Penalty 2272.431339 = -55944.154085 nChanged 0 Trying to split cluster 36 (17461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (645.336223 sec): 2 clusters Score: Raw -921739.563461 + Penalty 1587.255329 = -920152.308132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (645.403376 sec): 3 clusters Score: Raw -911472.692575 + Penalty 3174.510658 = -908298.181917 nChanged 7851 SP:Iteration 1F (645.470777 sec): 3 clusters Score: Raw -917312.952405 + Penalty 3174.510658 = -914138.441747 nChanged 1910 SP:Iteration 2F (645.539404 sec): 3 clusters Score: Raw -919897.494152 + Penalty 3174.510658 = -916722.983494 nChanged 2195 SP:Iteration 3F (645.608926 sec): 3 clusters Score: Raw -922470.090234 + Penalty 3174.510658 = -919295.579576 nChanged 1717 SP:Iteration 4F (645.676876 sec): 3 clusters Score: Raw -923993.026130 + Penalty 3174.510658 = -920818.515472 nChanged 862 SP:Iteration 5Q (645.758872 sec): 3 clusters Score: Raw -924547.041472 + Penalty 3174.510658 = -921372.530814 nChanged 446 SP:Iteration 6Q (645.822295 sec): 3 clusters Score: Raw -924761.714434 + Penalty 3174.510658 = -921587.203776 nChanged 267 SP:Iteration 7Q (645.899370 sec): 3 clusters Score: Raw -924883.642004 + Penalty 3174.510658 = -921709.131346 nChanged 203 SP:Iteration 8Q (645.973667 sec): 3 clusters Score: Raw -924968.041243 + Penalty 3174.510658 = -921793.530585 nChanged 167 SP:Iteration 9Q (646.055273 sec): 3 clusters Score: Raw -925032.218081 + Penalty 3174.510658 = -921857.707423 nChanged 137 SP:Iteration 10Q (646.132953 sec): 3 clusters Score: Raw -925070.901706 + Penalty 3174.510658 = -921896.391049 nChanged 106 SP:Iteration 11Q (646.202049 sec): 3 clusters Score: Raw -925098.843636 + Penalty 3174.510658 = -921924.332978 nChanged 89 SP:Iteration 12Q (646.277477 sec): 3 clusters Score: Raw -925117.261708 + Penalty 3174.510658 = -921942.751050 nChanged 55 SP:Iteration 13Q (646.356909 sec): 3 clusters Score: Raw -925126.670937 + Penalty 3174.510658 = -921952.160279 nChanged 46 SP:Iteration 14Q (646.440481 sec): 3 clusters Score: Raw -925133.760623 + Penalty 3174.510658 = -921959.249965 nChanged 35 SP:Iteration 15Q (646.518021 sec): 3 clusters Score: Raw -925138.447058 + Penalty 3174.510658 = -921963.936400 nChanged 26 SP:Iteration 16Q (646.579422 sec): 3 clusters Score: Raw -925142.486416 + Penalty 3174.510658 = -921967.975758 nChanged 24 SP:Iteration 17Q (646.659576 sec): 3 clusters Score: Raw -925145.917765 + Penalty 3174.510658 = -921971.407107 nChanged 14 SP:Iteration 18Q (646.729652 sec): 3 clusters Score: Raw -925147.434203 + Penalty 3174.510658 = -921972.923545 nChanged 8 SP:Iteration 19Q (646.801942 sec): 3 clusters Score: Raw -925148.142111 + Penalty 3174.510658 = -921973.631453 nChanged 9 SP:Iteration 20F (646.877873 sec): 3 clusters Score: Raw -925148.916215 + Penalty 3174.510658 = -921974.405557 nChanged 6 SP:Iteration 21Q (646.958997 sec): 3 clusters Score: Raw -925149.593508 + Penalty 3174.510658 = -921975.082850 nChanged 7 SP:Iteration 22Q (647.022826 sec): 3 clusters Score: Raw -925150.490296 + Penalty 3174.510658 = -921975.979638 nChanged 6 SP:Iteration 23Q (647.085982 sec): 3 clusters Score: Raw -925151.178907 + Penalty 3174.510658 = -921976.668249 nChanged 3 SP:Iteration 24Q (647.164060 sec): 3 clusters Score: Raw -925151.386231 + Penalty 3174.510658 = -921976.875573 nChanged 1 SP:Iteration 25Q (647.227721 sec): 3 clusters Score: Raw -925151.489973 + Penalty 3174.510658 = -921976.979315 nChanged 0 SP:Iteration 26F (647.298944 sec): 3 clusters Score: Raw -925151.489973 + Penalty 3174.510658 = -921976.979315 nChanged 0 Score: Raw -12075937.247263 + Penalty 90735.596456 = -11985201.650807 Splitting cluster 36 changes total score from -11983654.325826 to -11985201.650807 So it's getting split into cluster 45. Trying to split cluster 37 (5352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (655.001787 sec): 2 clusters Score: Raw -301567.714280 + Penalty 1395.099160 = -300172.615120 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (655.058713 sec): 3 clusters Score: Raw -298754.209066 + Penalty 2790.198321 = -295964.010745 nChanged 2231 SP:Iteration 1F (655.092993 sec): 3 clusters Score: Raw -299968.244029 + Penalty 2790.198321 = -297178.045708 nChanged 359 SP:Iteration 2F (655.140776 sec): 3 clusters Score: Raw -300142.017564 + Penalty 2790.198321 = -297351.819243 nChanged 252 SP:Iteration 3Q (655.192549 sec): 3 clusters Score: Raw -300269.448568 + Penalty 2790.198321 = -297479.250248 nChanged 245 SP:Iteration 4Q (655.241966 sec): 3 clusters Score: Raw -300413.284709 + Penalty 2790.198321 = -297623.086388 nChanged 224 SP:Iteration 5Q (655.292172 sec): 3 clusters Score: Raw -300570.678859 + Penalty 2790.198321 = -297780.480538 nChanged 246 SP:Iteration 6Q (655.356875 sec): 3 clusters Score: Raw -300777.483674 + Penalty 2790.198321 = -297987.285353 nChanged 259 SP:Iteration 7Q (655.393709 sec): 3 clusters Score: Raw -301019.973254 + Penalty 2790.198321 = -298229.774934 nChanged 273 SP:Iteration 8F (655.436861 sec): 3 clusters Score: Raw -301316.128427 + Penalty 2790.198321 = -298525.930106 nChanged 312 SP:Iteration 9F (655.478933 sec): 3 clusters Score: Raw -301669.939648 + Penalty 2790.198321 = -298879.741328 nChanged 289 SP:Iteration 10F (655.525252 sec): 3 clusters Score: Raw -302017.999326 + Penalty 2790.198321 = -299227.801005 nChanged 270 SP:Iteration 11F (655.581069 sec): 3 clusters Score: Raw -302331.745296 + Penalty 2790.198321 = -299541.546976 nChanged 224 SP:Iteration 12Q (655.626430 sec): 3 clusters Score: Raw -302634.002508 + Penalty 2790.198321 = -299843.804187 nChanged 177 SP:Iteration 13Q (655.677656 sec): 3 clusters Score: Raw -302881.129049 + Penalty 2790.198321 = -300090.930728 nChanged 94 SP:Iteration 14Q (655.722719 sec): 3 clusters Score: Raw -303018.632909 + Penalty 2790.198321 = -300228.434589 nChanged 66 SP:Iteration 15Q (655.776469 sec): 3 clusters Score: Raw -303083.881724 + Penalty 2790.198321 = -300293.683403 nChanged 34 SP:Iteration 16Q (655.827231 sec): 3 clusters Score: Raw -303097.477717 + Penalty 2790.198321 = -300307.279397 nChanged 10 SP:Iteration 17Q (655.877381 sec): 3 clusters Score: Raw -303101.948023 + Penalty 2790.198321 = -300311.749703 nChanged 10 SP:Iteration 18Q (655.920820 sec): 3 clusters Score: Raw -303106.405247 + Penalty 2790.198321 = -300316.206927 nChanged 4 SP:Iteration 19Q (655.966059 sec): 3 clusters Score: Raw -303107.932553 + Penalty 2790.198321 = -300317.734233 nChanged 2 SP:Iteration 20F (656.016951 sec): 3 clusters Score: Raw -303108.862934 + Penalty 2790.198321 = -300318.664614 nChanged 1 SP:Iteration 21Q (656.067117 sec): 3 clusters Score: Raw -303109.121657 + Penalty 2790.198321 = -300318.923336 nChanged 0 SP:Iteration 22F (656.119594 sec): 3 clusters Score: Raw -303109.121657 + Penalty 2790.198321 = -300318.923336 nChanged 0 Score: Raw -12077478.654639 + Penalty 92751.943044 = -11984726.711595 Splitting cluster 37 changes total score from -11983654.325826 to -11984726.711595 So it's getting split into cluster 46. Trying to split cluster 38 (4092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (663.827943 sec): 2 clusters Score: Raw -174312.668032 + Penalty 1351.478233 = -172961.189799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (663.880802 sec): 3 clusters Score: Raw -172330.434539 + Penalty 2702.956466 = -169627.478073 nChanged 1597 SP:Iteration 1F (663.927193 sec): 3 clusters Score: Raw -173314.149222 + Penalty 2702.956466 = -170611.192755 nChanged 340 SP:Iteration 2F (663.975230 sec): 3 clusters Score: Raw -173574.201472 + Penalty 2702.956466 = -170871.245005 nChanged 245 SP:Iteration 3F (664.018362 sec): 3 clusters Score: Raw -173757.131670 + Penalty 2702.956466 = -171054.175204 nChanged 190 SP:Iteration 4Q (664.063844 sec): 3 clusters Score: Raw -173906.488702 + Penalty 2702.956466 = -171203.532236 nChanged 172 SP:Iteration 5Q (664.117982 sec): 3 clusters Score: Raw -174029.552803 + Penalty 2702.956466 = -171326.596337 nChanged 163 SP:Iteration 6Q (664.165919 sec): 3 clusters Score: Raw -174150.513827 + Penalty 2702.956466 = -171447.557360 nChanged 165 SP:Iteration 7Q (664.206498 sec): 3 clusters Score: Raw -174272.667608 + Penalty 2702.956466 = -171569.711142 nChanged 150 SP:Iteration 8Q (664.253105 sec): 3 clusters Score: Raw -174436.129434 + Penalty 2702.956466 = -171733.172968 nChanged 155 SP:Iteration 9Q (664.309007 sec): 3 clusters Score: Raw -174564.613579 + Penalty 2702.956466 = -171861.657112 nChanged 131 SP:Iteration 10Q (664.353009 sec): 3 clusters Score: Raw -174667.327137 + Penalty 2702.956466 = -171964.370670 nChanged 121 SP:Iteration 11Q (664.403282 sec): 3 clusters Score: Raw -174749.493506 + Penalty 2702.956466 = -172046.537039 nChanged 96 SP:Iteration 12Q (664.447701 sec): 3 clusters Score: Raw -174809.238233 + Penalty 2702.956466 = -172106.281767 nChanged 82 SP:Iteration 13Q (664.488999 sec): 3 clusters Score: Raw -174868.496712 + Penalty 2702.956466 = -172165.540246 nChanged 79 SP:Iteration 14Q (664.534588 sec): 3 clusters Score: Raw -174921.141628 + Penalty 2702.956466 = -172218.185162 nChanged 65 SP:Iteration 15Q (664.577437 sec): 3 clusters Score: Raw -174973.930585 + Penalty 2702.956466 = -172270.974118 nChanged 62 SP:Iteration 16Q (664.634171 sec): 3 clusters Score: Raw -175041.471500 + Penalty 2702.956466 = -172338.515034 nChanged 71 SP:Iteration 17Q (664.678867 sec): 3 clusters Score: Raw -175103.711165 + Penalty 2702.956466 = -172400.754699 nChanged 58 SP:Iteration 18Q (664.728229 sec): 3 clusters Score: Raw -175137.712658 + Penalty 2702.956466 = -172434.756191 nChanged 36 SP:Iteration 19Q (664.789365 sec): 3 clusters Score: Raw -175153.557454 + Penalty 2702.956466 = -172450.600988 nChanged 36 SP:Iteration 20F (664.829876 sec): 3 clusters Score: Raw -175165.751352 + Penalty 2702.956466 = -172462.794886 nChanged 27 SP:Iteration 21Q (664.886710 sec): 3 clusters Score: Raw -175172.790538 + Penalty 2702.956466 = -172469.834071 nChanged 16 SP:Iteration 22Q (664.924122 sec): 3 clusters Score: Raw -175176.716365 + Penalty 2702.956466 = -172473.759898 nChanged 12 SP:Iteration 23Q (664.970192 sec): 3 clusters Score: Raw -175180.458391 + Penalty 2702.956466 = -172477.501924 nChanged 15 SP:Iteration 24Q (665.014183 sec): 3 clusters Score: Raw -175184.555076 + Penalty 2702.956466 = -172481.598610 nChanged 10 SP:Iteration 25Q (665.056478 sec): 3 clusters Score: Raw -175186.970834 + Penalty 2702.956466 = -172484.014368 nChanged 8 SP:Iteration 26Q (665.101278 sec): 3 clusters Score: Raw -175189.365080 + Penalty 2702.956466 = -172486.408613 nChanged 7 SP:Iteration 27Q (665.150860 sec): 3 clusters Score: Raw -175191.012494 + Penalty 2702.956466 = -172488.056028 nChanged 6 SP:Iteration 28Q (665.199735 sec): 3 clusters Score: Raw -175192.057646 + Penalty 2702.956466 = -172489.101180 nChanged 3 SP:Iteration 29Q (665.245322 sec): 3 clusters Score: Raw -175192.686956 + Penalty 2702.956466 = -172489.730489 nChanged 3 SP:Iteration 30Q (665.291422 sec): 3 clusters Score: Raw -175192.972231 + Penalty 2702.956466 = -172490.015765 nChanged 2 SP:Iteration 31Q (665.337258 sec): 3 clusters Score: Raw -175193.956022 + Penalty 2702.956466 = -172490.999556 nChanged 3 SP:Iteration 32Q (665.383567 sec): 3 clusters Score: Raw -175196.011201 + Penalty 2702.956466 = -172493.054735 nChanged 4 SP:Iteration 33Q (665.444658 sec): 3 clusters Score: Raw -175197.399065 + Penalty 2702.956466 = -172494.442599 nChanged 5 SP:Iteration 34Q (665.483169 sec): 3 clusters Score: Raw -175198.800259 + Penalty 2702.956466 = -172495.843793 nChanged 3 SP:Iteration 35Q (665.536621 sec): 3 clusters Score: Raw -175199.218288 + Penalty 2702.956466 = -172496.261822 nChanged 1 SP:Iteration 36Q (665.588395 sec): 3 clusters Score: Raw -175199.375531 + Penalty 2702.956466 = -172496.419064 nChanged 1 SP:Iteration 37Q (665.622674 sec): 3 clusters Score: Raw -175199.653999 + Penalty 2702.956466 = -172496.697532 nChanged 1 SP:Iteration 38Q (665.683824 sec): 3 clusters Score: Raw -175199.731326 + Penalty 2702.956466 = -172496.774859 nChanged 0 SP:Iteration 39F (665.720006 sec): 3 clusters Score: Raw -175199.731326 + Penalty 2702.956466 = -172496.774859 nChanged 0 Trying to split cluster 39 (1978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (665.750374 sec): 2 clusters Score: Raw -108609.571090 + Penalty 1233.349246 = -107376.221844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (665.795358 sec): 3 clusters Score: Raw -107750.029273 + Penalty 2466.698491 = -105283.330782 nChanged 712 SP:Iteration 1F (665.826516 sec): 3 clusters Score: Raw -108205.019017 + Penalty 2466.698491 = -105738.320526 nChanged 144 SP:Iteration 2F (665.876111 sec): 3 clusters Score: Raw -108306.948957 + Penalty 2466.698491 = -105840.250465 nChanged 97 SP:Iteration 3Q (665.916259 sec): 3 clusters Score: Raw -108368.248305 + Penalty 2466.698491 = -105901.549813 nChanged 65 SP:Iteration 4Q (665.978637 sec): 3 clusters Score: Raw -108410.957615 + Penalty 2466.698491 = -105944.259124 nChanged 45 SP:Iteration 5Q (666.011742 sec): 3 clusters Score: Raw -108438.008498 + Penalty 2466.698491 = -105971.310006 nChanged 39 SP:Iteration 6Q (666.061756 sec): 3 clusters Score: Raw -108461.667204 + Penalty 2466.698491 = -105994.968712 nChanged 27 SP:Iteration 7Q (666.109836 sec): 3 clusters Score: Raw -108480.506847 + Penalty 2466.698491 = -106013.808355 nChanged 31 SP:Iteration 8Q (666.148371 sec): 3 clusters Score: Raw -108496.313298 + Penalty 2466.698491 = -106029.614807 nChanged 21 SP:Iteration 9Q (666.198633 sec): 3 clusters Score: Raw -108507.200964 + Penalty 2466.698491 = -106040.502473 nChanged 19 SP:Iteration 10Q (666.248607 sec): 3 clusters Score: Raw -108517.338396 + Penalty 2466.698491 = -106050.639904 nChanged 18 SP:Iteration 11Q (666.288470 sec): 3 clusters Score: Raw -108524.806628 + Penalty 2466.698491 = -106058.108137 nChanged 13 SP:Iteration 12Q (666.331247 sec): 3 clusters Score: Raw -108529.853491 + Penalty 2466.698491 = -106063.155000 nChanged 8 SP:Iteration 13Q (666.373415 sec): 3 clusters Score: Raw -108536.209559 + Penalty 2466.698491 = -106069.511068 nChanged 13 SP:Iteration 14Q (666.420483 sec): 3 clusters Score: Raw -108542.944981 + Penalty 2466.698491 = -106076.246489 nChanged 10 SP:Iteration 15Q (666.459465 sec): 3 clusters Score: Raw -108546.173856 + Penalty 2466.698491 = -106079.475364 nChanged 6 SP:Iteration 16Q (666.499225 sec): 3 clusters Score: Raw -108548.250477 + Penalty 2466.698491 = -106081.551986 nChanged 3 SP:Iteration 17Q (666.541581 sec): 3 clusters Score: Raw -108549.420385 + Penalty 2466.698491 = -106082.721894 nChanged 3 SP:Iteration 18Q (666.589091 sec): 3 clusters Score: Raw -108550.877791 + Penalty 2466.698491 = -106084.179300 nChanged 3 SP:Iteration 19Q (666.623634 sec): 3 clusters Score: Raw -108552.127329 + Penalty 2466.698491 = -106085.428837 nChanged 1 SP:Iteration 20F (666.665842 sec): 3 clusters Score: Raw -108552.293206 + Penalty 2466.698491 = -106085.594715 nChanged 0 Trying to split cluster 40 (1826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.689867 sec): 2 clusters Score: Raw -99810.099330 + Penalty 1220.355997 = -98589.743333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (666.740247 sec): 3 clusters Score: Raw -99078.498656 + Penalty 2440.711995 = -96637.786661 nChanged 598 SP:Iteration 1F (666.786648 sec): 3 clusters Score: Raw -99473.253199 + Penalty 2440.711995 = -97032.541204 nChanged 139 SP:Iteration 2F (666.834089 sec): 3 clusters Score: Raw -99560.018346 + Penalty 2440.711995 = -97119.306351 nChanged 65 SP:Iteration 3Q (666.876971 sec): 3 clusters Score: Raw -99601.128864 + Penalty 2440.711995 = -97160.416869 nChanged 49 SP:Iteration 4Q (666.919860 sec): 3 clusters Score: Raw -99630.736724 + Penalty 2440.711995 = -97190.024729 nChanged 38 SP:Iteration 5Q (666.965378 sec): 3 clusters Score: Raw -99653.596220 + Penalty 2440.711995 = -97212.884226 nChanged 35 SP:Iteration 6Q (667.011194 sec): 3 clusters Score: Raw -99672.369639 + Penalty 2440.711995 = -97231.657644 nChanged 22 SP:Iteration 7Q (667.048080 sec): 3 clusters Score: Raw -99684.776681 + Penalty 2440.711995 = -97244.064687 nChanged 21 SP:Iteration 8Q (667.086874 sec): 3 clusters Score: Raw -99696.868008 + Penalty 2440.711995 = -97256.156013 nChanged 12 SP:Iteration 9Q (667.129832 sec): 3 clusters Score: Raw -99702.797712 + Penalty 2440.711995 = -97262.085717 nChanged 8 SP:Iteration 10Q (667.178648 sec): 3 clusters Score: Raw -99706.372532 + Penalty 2440.711995 = -97265.660537 nChanged 6 SP:Iteration 11Q (667.222194 sec): 3 clusters Score: Raw -99709.040239 + Penalty 2440.711995 = -97268.328244 nChanged 6 SP:Iteration 12Q (667.256698 sec): 3 clusters Score: Raw -99710.698704 + Penalty 2440.711995 = -97269.986709 nChanged 2 SP:Iteration 13Q (667.294822 sec): 3 clusters Score: Raw -99711.360246 + Penalty 2440.711995 = -97270.648251 nChanged 1 SP:Iteration 14Q (667.334821 sec): 3 clusters Score: Raw -99711.785479 + Penalty 2440.711995 = -97271.073484 nChanged 0 SP:Iteration 15F (667.378894 sec): 3 clusters Score: Raw -99711.785479 + Penalty 2440.711995 = -97271.073484 nChanged 0 Trying to split cluster 41 (5049 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (667.408323 sec): 2 clusters Score: Raw -257394.958267 + Penalty 1385.628641 = -256009.329626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (667.460981 sec): 3 clusters Score: Raw -254730.380131 + Penalty 2771.257282 = -251959.122849 nChanged 2033 SP:Iteration 1F (667.511588 sec): 3 clusters Score: Raw -255902.677994 + Penalty 2771.257282 = -253131.420712 nChanged 327 SP:Iteration 2F (667.561831 sec): 3 clusters Score: Raw -256053.934045 + Penalty 2771.257282 = -253282.676763 nChanged 236 SP:Iteration 3Q (667.605901 sec): 3 clusters Score: Raw -256146.779137 + Penalty 2771.257282 = -253375.521856 nChanged 162 SP:Iteration 4Q (667.659050 sec): 3 clusters Score: Raw -256212.940738 + Penalty 2771.257282 = -253441.683456 nChanged 156 SP:Iteration 5Q (667.718349 sec): 3 clusters Score: Raw -256274.379940 + Penalty 2771.257282 = -253503.122658 nChanged 125 SP:Iteration 6Q (667.767661 sec): 3 clusters Score: Raw -256329.548400 + Penalty 2771.257282 = -253558.291118 nChanged 126 SP:Iteration 7Q (667.812876 sec): 3 clusters Score: Raw -256375.310651 + Penalty 2771.257282 = -253604.053369 nChanged 100 SP:Iteration 8Q (667.849330 sec): 3 clusters Score: Raw -256417.432117 + Penalty 2771.257282 = -253646.174835 nChanged 106 SP:Iteration 9Q (667.900957 sec): 3 clusters Score: Raw -256465.816516 + Penalty 2771.257282 = -253694.559234 nChanged 100 SP:Iteration 10Q (667.961160 sec): 3 clusters Score: Raw -256506.490569 + Penalty 2771.257282 = -253735.233287 nChanged 94 SP:Iteration 11Q (668.007015 sec): 3 clusters Score: Raw -256550.680674 + Penalty 2771.257282 = -253779.423392 nChanged 126 SP:Iteration 12Q (668.047801 sec): 3 clusters Score: Raw -256618.344286 + Penalty 2771.257282 = -253847.087004 nChanged 115 SP:Iteration 13Q (668.109398 sec): 3 clusters Score: Raw -256679.671705 + Penalty 2771.257282 = -253908.414423 nChanged 129 SP:Iteration 14Q (668.163381 sec): 3 clusters Score: Raw -256757.121446 + Penalty 2771.257282 = -253985.864164 nChanged 121 SP:Iteration 15Q (668.205603 sec): 3 clusters Score: Raw -256834.613536 + Penalty 2771.257282 = -254063.356254 nChanged 129 SP:Iteration 16Q (668.248733 sec): 3 clusters Score: Raw -256906.393812 + Penalty 2771.257282 = -254135.136530 nChanged 107 SP:Iteration 17Q (668.292555 sec): 3 clusters Score: Raw -256964.759938 + Penalty 2771.257282 = -254193.502657 nChanged 95 SP:Iteration 18Q (668.356213 sec): 3 clusters Score: Raw -257021.177616 + Penalty 2771.257282 = -254249.920334 nChanged 99 SP:Iteration 19Q (668.391349 sec): 3 clusters Score: Raw -257077.426481 + Penalty 2771.257282 = -254306.169199 nChanged 86 SP:Iteration 20F (668.445241 sec): 3 clusters Score: Raw -257129.899364 + Penalty 2771.257282 = -254358.642082 nChanged 80 SP:Iteration 21Q (668.507993 sec): 3 clusters Score: Raw -257174.275666 + Penalty 2771.257282 = -254403.018384 nChanged 69 SP:Iteration 22Q (668.561061 sec): 3 clusters Score: Raw -257213.747601 + Penalty 2771.257282 = -254442.490319 nChanged 62 SP:Iteration 23Q (668.613485 sec): 3 clusters Score: Raw -257245.788089 + Penalty 2771.257282 = -254474.530807 nChanged 68 SP:Iteration 24Q (668.656070 sec): 3 clusters Score: Raw -257290.179989 + Penalty 2771.257282 = -254518.922707 nChanged 82 SP:Iteration 25Q (668.719730 sec): 3 clusters Score: Raw -257346.383376 + Penalty 2771.257282 = -254575.126094 nChanged 73 SP:Iteration 26Q (668.762253 sec): 3 clusters Score: Raw -257399.118501 + Penalty 2771.257282 = -254627.861219 nChanged 47 SP:Iteration 27Q (668.807716 sec): 3 clusters Score: Raw -257432.855522 + Penalty 2771.257282 = -254661.598240 nChanged 41 SP:Iteration 28Q (668.855841 sec): 3 clusters Score: Raw -257463.926937 + Penalty 2771.257282 = -254692.669655 nChanged 39 SP:Iteration 29Q (668.913266 sec): 3 clusters Score: Raw -257497.677919 + Penalty 2771.257282 = -254726.420637 nChanged 33 SP:Iteration 30Q (668.949972 sec): 3 clusters Score: Raw -257519.521652 + Penalty 2771.257282 = -254748.264370 nChanged 28 SP:Iteration 31Q (669.000482 sec): 3 clusters Score: Raw -257540.419820 + Penalty 2771.257282 = -254769.162538 nChanged 19 SP:Iteration 32Q (669.063646 sec): 3 clusters Score: Raw -257553.061827 + Penalty 2771.257282 = -254781.804545 nChanged 17 SP:Iteration 33Q (669.102337 sec): 3 clusters Score: Raw -257565.411635 + Penalty 2771.257282 = -254794.154353 nChanged 16 SP:Iteration 34Q (669.158301 sec): 3 clusters Score: Raw -257576.896395 + Penalty 2771.257282 = -254805.639113 nChanged 14 SP:Iteration 35Q (669.201389 sec): 3 clusters Score: Raw -257584.750893 + Penalty 2771.257282 = -254813.493611 nChanged 12 SP:Iteration 36Q (669.247896 sec): 3 clusters Score: Raw -257591.420743 + Penalty 2771.257282 = -254820.163461 nChanged 10 SP:Iteration 37Q (669.296664 sec): 3 clusters Score: Raw -257599.433633 + Penalty 2771.257282 = -254828.176351 nChanged 7 SP:Iteration 38Q (669.343639 sec): 3 clusters Score: Raw -257607.005114 + Penalty 2771.257282 = -254835.747832 nChanged 8 SP:Iteration 39Q (669.401800 sec): 3 clusters Score: Raw -257612.760463 + Penalty 2771.257282 = -254841.503181 nChanged 5 SP:Iteration 40F (669.443473 sec): 3 clusters Score: Raw -257616.320619 + Penalty 2771.257282 = -254845.063338 nChanged 4 SP:Iteration 41Q (669.491333 sec): 3 clusters Score: Raw -257619.434955 + Penalty 2771.257282 = -254848.177673 nChanged 6 SP:Iteration 42Q (669.537826 sec): 3 clusters Score: Raw -257622.196685 + Penalty 2771.257282 = -254850.939403 nChanged 6 SP:Iteration 43Q (669.586548 sec): 3 clusters Score: Raw -257625.092897 + Penalty 2771.257282 = -254853.835615 nChanged 6 SP:Iteration 44Q (669.632606 sec): 3 clusters Score: Raw -257628.457523 + Penalty 2771.257282 = -254857.200241 nChanged 4 SP:Iteration 45Q (669.677550 sec): 3 clusters Score: Raw -257629.461130 + Penalty 2771.257282 = -254858.203849 nChanged 1 SP:Iteration 46Q (669.731373 sec): 3 clusters Score: Raw -257630.039793 + Penalty 2771.257282 = -254858.782511 nChanged 3 SP:Iteration 47Q (669.786286 sec): 3 clusters Score: Raw -257633.407842 + Penalty 2771.257282 = -254862.150560 nChanged 5 SP:Iteration 48Q (669.824485 sec): 3 clusters Score: Raw -257636.265155 + Penalty 2771.257282 = -254865.007873 nChanged 7 SP:Iteration 49Q (669.868762 sec): 3 clusters Score: Raw -257643.190391 + Penalty 2771.257282 = -254871.933109 nChanged 9 SP:Iteration 50Q (669.902523 sec): 3 clusters Score: Raw -257652.390686 + Penalty 2771.257282 = -254881.133404 nChanged 11 SP:Iteration 51Q (669.952124 sec): 3 clusters Score: Raw -257661.566116 + Penalty 2771.257282 = -254890.308834 nChanged 6 SP:Iteration 52Q (670.007554 sec): 3 clusters Score: Raw -257664.954661 + Penalty 2771.257282 = -254893.697379 nChanged 1 SP:Iteration 53Q (670.048020 sec): 3 clusters Score: Raw -257666.689786 + Penalty 2771.257282 = -254895.432504 nChanged 4 SP:Iteration 54Q (670.100008 sec): 3 clusters Score: Raw -257667.883882 + Penalty 2771.257282 = -254896.626600 nChanged 0 SP:Iteration 55F (670.154908 sec): 3 clusters Score: Raw -257667.883882 + Penalty 2771.257282 = -254896.626600 nChanged 0 Trying to split cluster 42 (3257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (670.183924 sec): 2 clusters Score: Raw -175150.264660 + Penalty 1314.391293 = -173835.873366 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (670.234453 sec): 3 clusters Score: Raw -173602.979745 + Penalty 2628.782587 = -170974.197158 nChanged 1267 SP:Iteration 1F (670.275659 sec): 3 clusters Score: Raw -174368.650161 + Penalty 2628.782587 = -171739.867575 nChanged 291 SP:Iteration 2F (670.322419 sec): 3 clusters Score: Raw -174634.784283 + Penalty 2628.782587 = -172006.001697 nChanged 221 SP:Iteration 3F (670.375702 sec): 3 clusters Score: Raw -174868.322558 + Penalty 2628.782587 = -172239.539972 nChanged 226 SP:Iteration 4F (670.428060 sec): 3 clusters Score: Raw -175099.000174 + Penalty 2628.782587 = -172470.217587 nChanged 170 SP:Iteration 5F (670.462914 sec): 3 clusters Score: Raw -175275.024326 + Penalty 2628.782587 = -172646.241739 nChanged 157 SP:Iteration 6Q (670.508116 sec): 3 clusters Score: Raw -175451.226389 + Penalty 2628.782587 = -172822.443802 nChanged 144 SP:Iteration 7Q (670.552272 sec): 3 clusters Score: Raw -175597.965815 + Penalty 2628.782587 = -172969.183229 nChanged 113 SP:Iteration 8Q (670.595223 sec): 3 clusters Score: Raw -175694.105135 + Penalty 2628.782587 = -173065.322548 nChanged 75 SP:Iteration 9Q (670.652229 sec): 3 clusters Score: Raw -175753.211014 + Penalty 2628.782587 = -173124.428427 nChanged 50 SP:Iteration 10Q (670.690544 sec): 3 clusters Score: Raw -175791.533588 + Penalty 2628.782587 = -173162.751002 nChanged 34 SP:Iteration 11Q (670.747725 sec): 3 clusters Score: Raw -175813.354183 + Penalty 2628.782587 = -173184.571596 nChanged 28 SP:Iteration 12Q (670.796180 sec): 3 clusters Score: Raw -175833.561793 + Penalty 2628.782587 = -173204.779206 nChanged 23 SP:Iteration 13Q (670.833925 sec): 3 clusters Score: Raw -175852.313562 + Penalty 2628.782587 = -173223.530975 nChanged 26 SP:Iteration 14Q (670.887995 sec): 3 clusters Score: Raw -175874.376722 + Penalty 2628.782587 = -173245.594135 nChanged 29 SP:Iteration 15Q (670.938624 sec): 3 clusters Score: Raw -175894.813003 + Penalty 2628.782587 = -173266.030416 nChanged 20 SP:Iteration 16Q (670.975525 sec): 3 clusters Score: Raw -175908.675898 + Penalty 2628.782587 = -173279.893311 nChanged 15 SP:Iteration 17Q (671.026434 sec): 3 clusters Score: Raw -175916.223188 + Penalty 2628.782587 = -173287.440601 nChanged 13 SP:Iteration 18Q (671.072720 sec): 3 clusters Score: Raw -175923.319552 + Penalty 2628.782587 = -173294.536965 nChanged 16 SP:Iteration 19Q (671.118119 sec): 3 clusters Score: Raw -175932.568655 + Penalty 2628.782587 = -173303.786069 nChanged 11 SP:Iteration 20F (671.170067 sec): 3 clusters Score: Raw -175939.208982 + Penalty 2628.782587 = -173310.426395 nChanged 12 SP:Iteration 21Q (671.215640 sec): 3 clusters Score: Raw -175948.404574 + Penalty 2628.782587 = -173319.621987 nChanged 20 SP:Iteration 22Q (671.259720 sec): 3 clusters Score: Raw -175959.509942 + Penalty 2628.782587 = -173330.727355 nChanged 16 SP:Iteration 23Q (671.314825 sec): 3 clusters Score: Raw -175967.430018 + Penalty 2628.782587 = -173338.647432 nChanged 12 SP:Iteration 24Q (671.361779 sec): 3 clusters Score: Raw -175973.071773 + Penalty 2628.782587 = -173344.289186 nChanged 10 SP:Iteration 25Q (671.416166 sec): 3 clusters Score: Raw -175977.482357 + Penalty 2628.782587 = -173348.699770 nChanged 12 SP:Iteration 26Q (671.455420 sec): 3 clusters Score: Raw -175982.734398 + Penalty 2628.782587 = -173353.951811 nChanged 9 SP:Iteration 27Q (671.514646 sec): 3 clusters Score: Raw -175986.637973 + Penalty 2628.782587 = -173357.855386 nChanged 10 SP:Iteration 28Q (671.546987 sec): 3 clusters Score: Raw -175992.016503 + Penalty 2628.782587 = -173363.233916 nChanged 9 SP:Iteration 29Q (671.606021 sec): 3 clusters Score: Raw -175996.851682 + Penalty 2628.782587 = -173368.069096 nChanged 9 SP:Iteration 30Q (671.649021 sec): 3 clusters Score: Raw -176001.112403 + Penalty 2628.782587 = -173372.329816 nChanged 9 SP:Iteration 31Q (671.688243 sec): 3 clusters Score: Raw -176004.827709 + Penalty 2628.782587 = -173376.045123 nChanged 10 SP:Iteration 32Q (671.741882 sec): 3 clusters Score: Raw -176010.249241 + Penalty 2628.782587 = -173381.466655 nChanged 8 SP:Iteration 33Q (671.788130 sec): 3 clusters Score: Raw -176015.635884 + Penalty 2628.782587 = -173386.853297 nChanged 9 SP:Iteration 34Q (671.832314 sec): 3 clusters Score: Raw -176021.974874 + Penalty 2628.782587 = -173393.192288 nChanged 19 SP:Iteration 35Q (671.870004 sec): 3 clusters Score: Raw -176037.705990 + Penalty 2628.782587 = -173408.923403 nChanged 34 SP:Iteration 36Q (671.912633 sec): 3 clusters Score: Raw -176075.724610 + Penalty 2628.782587 = -173446.942024 nChanged 45 SP:Iteration 37Q (671.960725 sec): 3 clusters Score: Raw -176126.402283 + Penalty 2628.782587 = -173497.619697 nChanged 53 SP:Iteration 38Q (672.012867 sec): 3 clusters Score: Raw -176201.941175 + Penalty 2628.782587 = -173573.158588 nChanged 73 SP:Iteration 39Q (672.062454 sec): 3 clusters Score: Raw -176314.880440 + Penalty 2628.782587 = -173686.097853 nChanged 64 SP:Iteration 40F (672.120812 sec): 3 clusters Score: Raw -176444.079144 + Penalty 2628.782587 = -173815.296557 nChanged 59 SP:Iteration 41Q (672.173279 sec): 3 clusters Score: Raw -176536.579048 + Penalty 2628.782587 = -173907.796461 nChanged 33 SP:Iteration 42Q (672.217112 sec): 3 clusters Score: Raw -176569.999706 + Penalty 2628.782587 = -173941.217119 nChanged 25 SP:Iteration 43Q (672.255770 sec): 3 clusters Score: Raw -176589.485039 + Penalty 2628.782587 = -173960.702453 nChanged 11 SP:Iteration 44Q (672.303295 sec): 3 clusters Score: Raw -176594.924254 + Penalty 2628.782587 = -173966.141667 nChanged 3 SP:Iteration 45Q (672.348942 sec): 3 clusters Score: Raw -176595.692604 + Penalty 2628.782587 = -173966.910017 nChanged 2 SP:Iteration 46Q (672.395629 sec): 3 clusters Score: Raw -176596.059699 + Penalty 2628.782587 = -173967.277112 nChanged 1 SP:Iteration 47Q (672.443390 sec): 3 clusters Score: Raw -176596.285564 + Penalty 2628.782587 = -173967.502977 nChanged 1 SP:Iteration 48Q (672.481272 sec): 3 clusters Score: Raw -176596.545134 + Penalty 2628.782587 = -173967.762547 nChanged 0 SP:Iteration 49F (672.524292 sec): 3 clusters Score: Raw -176596.545134 + Penalty 2628.782587 = -173967.762547 nChanged 0 Score: Raw -12078924.935114 + Penalty 94768.289632 = -11984156.645482 Splitting cluster 42 changes total score from -11983654.325826 to -11984156.645482 So it's getting split into cluster 47. Iteration 99Q (684.217270 sec): 48 clusters Score: Raw -12079626.786309 + Penalty 94768.289632 = -11984858.496677 nChanged 740 Iteration 100F (691.772127 sec): 48 clusters Score: Raw -12080891.702530 + Penalty 94768.289632 = -11986123.412898 nChanged 812 Iteration 101Q (695.371755 sec): 48 clusters Score: Raw -12081581.987972 + Penalty 94768.289632 = -11986813.698340 nChanged 614 Iteration 102Q (698.981593 sec): 48 clusters Score: Raw -12081873.379828 + Penalty 94768.289632 = -11987105.090196 nChanged 475 Iteration 103Q (702.566608 sec): 48 clusters Score: Raw -12082024.574486 + Penalty 94768.289632 = -11987256.284854 nChanged 384 Iteration 104Q (706.116964 sec): 48 clusters Score: Raw -12082123.834000 + Penalty 94768.289632 = -11987355.544368 nChanged 339 Iteration 105Q (709.760542 sec): 48 clusters Score: Raw -12082192.942552 + Penalty 94768.289632 = -11987424.652920 nChanged 271 Iteration 106Q (713.291077 sec): 48 clusters Score: Raw -12082248.508594 + Penalty 94768.289632 = -11987480.218962 nChanged 258 Iteration 107Q (716.842063 sec): 48 clusters Score: Raw -12082296.375776 + Penalty 94768.289632 = -11987528.086144 nChanged 226 Iteration 108Q (720.391245 sec): 48 clusters Score: Raw -12082342.638118 + Penalty 94768.289632 = -11987574.348486 nChanged 219 Iteration 109Q (723.977189 sec): 48 clusters Score: Raw -12082379.806896 + Penalty 94768.289632 = -11987611.517264 nChanged 197 Iteration 110Q (727.547589 sec): 48 clusters Score: Raw -12082413.207118 + Penalty 94768.289632 = -11987644.917486 nChanged 180 Iteration 111Q (731.167017 sec): 48 clusters Score: Raw -12082439.715509 + Penalty 94768.289632 = -11987671.425877 nChanged 154 Iteration 112Q (734.744251 sec): 48 clusters Score: Raw -12082463.257041 + Penalty 94768.289632 = -11987694.967409 nChanged 143 Iteration 113Q (738.384875 sec): 48 clusters Score: Raw -12082484.956711 + Penalty 94768.289632 = -11987716.667079 nChanged 158 Iteration 114Q (742.038418 sec): 48 clusters Score: Raw -12082514.161537 + Penalty 94768.289632 = -11987745.871905 nChanged 160 Iteration 115Q (745.683418 sec): 48 clusters Score: Raw -12082539.835155 + Penalty 94768.289632 = -11987771.545523 nChanged 170 Iteration 116Q (749.286525 sec): 48 clusters Score: Raw -12082569.440706 + Penalty 94768.289632 = -11987801.151074 nChanged 166 Iteration 117Q (752.751849 sec): 48 clusters Score: Raw -12082596.738742 + Penalty 94768.289632 = -11987828.449110 nChanged 154 Iteration 118Q (756.402463 sec): 48 clusters Score: Raw -12082622.528111 + Penalty 94768.289632 = -11987854.238479 nChanged 153 Iteration 119Q (760.036825 sec): 48 clusters Score: Raw -12082648.390020 + Penalty 94768.289632 = -11987880.100388 nChanged 151 Iteration 120F (767.542425 sec): 48 clusters Score: Raw -12082686.324120 + Penalty 94768.289632 = -11987918.034488 nChanged 164 Iteration 121Q (771.131851 sec): 48 clusters Score: Raw -12082723.432633 + Penalty 94768.289632 = -11987955.143001 nChanged 175 Iteration 122Q (774.718437 sec): 48 clusters Score: Raw -12082760.269210 + Penalty 94768.289632 = -11987991.979578 nChanged 186 Iteration 123Q (778.356859 sec): 48 clusters Score: Raw -12082809.782138 + Penalty 94768.289632 = -11988041.492506 nChanged 186 Iteration 124Q (781.834464 sec): 48 clusters Score: Raw -12082891.576199 + Penalty 94768.289632 = -11988123.286567 nChanged 192 Iteration 125Q (785.447550 sec): 48 clusters Score: Raw -12082971.855388 + Penalty 94768.289632 = -11988203.565756 nChanged 217 Iteration 126Q (789.092796 sec): 48 clusters Score: Raw -12083028.007500 + Penalty 94768.289632 = -11988259.717868 nChanged 236 Iteration 127Q (792.703915 sec): 48 clusters Score: Raw -12083083.957507 + Penalty 94768.289632 = -11988315.667875 nChanged 236 Iteration 128Q (796.334037 sec): 48 clusters Score: Raw -12083135.361931 + Penalty 94768.289632 = -11988367.072299 nChanged 224 Iteration 129Q (799.956255 sec): 48 clusters Score: Raw -12083181.367500 + Penalty 94768.289632 = -11988413.077868 nChanged 215 Iteration 130Q (803.596442 sec): 48 clusters Score: Raw -12083223.119645 + Penalty 94768.289632 = -11988454.830013 nChanged 196 Iteration 131Q (807.275125 sec): 48 clusters Score: Raw -12083266.441168 + Penalty 94768.289632 = -11988498.151536 nChanged 197 Iteration 132Q (810.923312 sec): 48 clusters Score: Raw -12083309.808999 + Penalty 94768.289632 = -11988541.519367 nChanged 191 Iteration 133Q (814.456495 sec): 48 clusters Score: Raw -12083354.007989 + Penalty 94768.289632 = -11988585.718357 nChanged 177 Iteration 134Q (818.016454 sec): 48 clusters Score: Raw -12083390.034510 + Penalty 94768.289632 = -11988621.744878 nChanged 190 Iteration 135Q (821.600233 sec): 48 clusters Score: Raw -12083423.451328 + Penalty 94768.289632 = -11988655.161696 nChanged 174 Iteration 136Q (825.234419 sec): 48 clusters Score: Raw -12083454.064032 + Penalty 94768.289632 = -11988685.774400 nChanged 164 Iteration 137Q (828.817815 sec): 48 clusters Score: Raw -12083480.225802 + Penalty 94768.289632 = -11988711.936170 nChanged 131 Iteration 138Q (832.410160 sec): 48 clusters Score: Raw -12083503.297017 + Penalty 94768.289632 = -11988735.007385 nChanged 128 Writing temp clu file Because OldScore, -11988711.936170, is greater than current (better) Score,-11988735.007385 Compute initial score before splitting: Score: Raw -12083503.297017 + Penalty 94768.289632 = -11988735.007385 Trying to split cluster 1 (14193 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (832.522939 sec): 2 clusters Score: Raw -762960.751740 + Penalty 1553.581927 = -761407.169814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (832.589019 sec): 3 clusters Score: Raw -754640.914197 + Penalty 3107.163853 = -751533.750344 nChanged 6288 SP:Iteration 1F (832.653449 sec): 3 clusters Score: Raw -758246.329968 + Penalty 3107.163853 = -755139.166115 nChanged 859 SP:Iteration 2F (832.717933 sec): 3 clusters Score: Raw -758665.235049 + Penalty 3107.163853 = -755558.071196 nChanged 816 SP:Iteration 3F (832.780760 sec): 3 clusters Score: Raw -759128.970031 + Penalty 3107.163853 = -756021.806178 nChanged 846 SP:Iteration 4F (832.854875 sec): 3 clusters Score: Raw -759688.593400 + Penalty 3107.163853 = -756581.429547 nChanged 925 SP:Iteration 5F (832.920342 sec): 3 clusters Score: Raw -760476.938078 + Penalty 3107.163853 = -757369.774224 nChanged 979 SP:Iteration 6F (832.981154 sec): 3 clusters Score: Raw -761435.378085 + Penalty 3107.163853 = -758328.214231 nChanged 947 SP:Iteration 7F (833.051925 sec): 3 clusters Score: Raw -762320.769554 + Penalty 3107.163853 = -759213.605701 nChanged 800 SP:Iteration 8F (833.115358 sec): 3 clusters Score: Raw -762877.706981 + Penalty 3107.163853 = -759770.543127 nChanged 596 SP:Iteration 9Q (833.179232 sec): 3 clusters Score: Raw -763248.510635 + Penalty 3107.163853 = -760141.346782 nChanged 446 SP:Iteration 10Q (833.242015 sec): 3 clusters Score: Raw -763501.588715 + Penalty 3107.163853 = -760394.424862 nChanged 345 SP:Iteration 11Q (833.307409 sec): 3 clusters Score: Raw -763691.146626 + Penalty 3107.163853 = -760583.982772 nChanged 286 SP:Iteration 12Q (833.385806 sec): 3 clusters Score: Raw -763842.282399 + Penalty 3107.163853 = -760735.118546 nChanged 206 SP:Iteration 13Q (833.439899 sec): 3 clusters Score: Raw -763941.087005 + Penalty 3107.163853 = -760833.923152 nChanged 167 SP:Iteration 14Q (833.514480 sec): 3 clusters Score: Raw -764024.417098 + Penalty 3107.163853 = -760917.253245 nChanged 161 SP:Iteration 15Q (833.576790 sec): 3 clusters Score: Raw -764089.276128 + Penalty 3107.163853 = -760982.112275 nChanged 128 SP:Iteration 16Q (833.651048 sec): 3 clusters Score: Raw -764128.789099 + Penalty 3107.163853 = -761021.625246 nChanged 106 SP:Iteration 17Q (833.715249 sec): 3 clusters Score: Raw -764158.095324 + Penalty 3107.163853 = -761050.931471 nChanged 77 SP:Iteration 18Q (833.783366 sec): 3 clusters Score: Raw -764176.392821 + Penalty 3107.163853 = -761069.228968 nChanged 63 SP:Iteration 19Q (833.846883 sec): 3 clusters Score: Raw -764190.349436 + Penalty 3107.163853 = -761083.185583 nChanged 60 SP:Iteration 20F (833.906213 sec): 3 clusters Score: Raw -764201.696523 + Penalty 3107.163853 = -761094.532670 nChanged 43 SP:Iteration 21Q (833.965452 sec): 3 clusters Score: Raw -764208.680284 + Penalty 3107.163853 = -761101.516430 nChanged 37 SP:Iteration 22Q (834.036135 sec): 3 clusters Score: Raw -764215.740100 + Penalty 3107.163853 = -761108.576247 nChanged 38 SP:Iteration 23Q (834.093252 sec): 3 clusters Score: Raw -764221.959276 + Penalty 3107.163853 = -761114.795423 nChanged 32 SP:Iteration 24Q (834.148970 sec): 3 clusters Score: Raw -764227.240770 + Penalty 3107.163853 = -761120.076917 nChanged 34 SP:Iteration 25Q (834.208266 sec): 3 clusters Score: Raw -764232.596380 + Penalty 3107.163853 = -761125.432527 nChanged 28 SP:Iteration 26Q (834.278129 sec): 3 clusters Score: Raw -764235.989548 + Penalty 3107.163853 = -761128.825695 nChanged 18 SP:Iteration 27Q (834.334086 sec): 3 clusters Score: Raw -764238.131500 + Penalty 3107.163853 = -761130.967647 nChanged 23 SP:Iteration 28Q (834.399456 sec): 3 clusters Score: Raw -764239.826601 + Penalty 3107.163853 = -761132.662748 nChanged 16 SP:Iteration 29Q (834.465027 sec): 3 clusters Score: Raw -764241.416127 + Penalty 3107.163853 = -761134.252274 nChanged 17 SP:Iteration 30Q (834.533361 sec): 3 clusters Score: Raw -764243.249370 + Penalty 3107.163853 = -761136.085517 nChanged 24 SP:Iteration 31Q (834.592776 sec): 3 clusters Score: Raw -764245.549173 + Penalty 3107.163853 = -761138.385320 nChanged 20 SP:Iteration 32Q (834.649524 sec): 3 clusters Score: Raw -764247.809025 + Penalty 3107.163853 = -761140.645172 nChanged 20 SP:Iteration 33Q (834.726816 sec): 3 clusters Score: Raw -764250.449600 + Penalty 3107.163853 = -761143.285746 nChanged 26 SP:Iteration 34Q (834.779467 sec): 3 clusters Score: Raw -764253.533850 + Penalty 3107.163853 = -761146.369997 nChanged 20 SP:Iteration 35Q (834.837655 sec): 3 clusters Score: Raw -764256.145304 + Penalty 3107.163853 = -761148.981451 nChanged 19 SP:Iteration 36Q (834.894458 sec): 3 clusters Score: Raw -764258.681055 + Penalty 3107.163853 = -761151.517201 nChanged 11 SP:Iteration 37Q (834.968439 sec): 3 clusters Score: Raw -764259.651688 + Penalty 3107.163853 = -761152.487835 nChanged 5 SP:Iteration 38Q (835.022089 sec): 3 clusters Score: Raw -764260.037126 + Penalty 3107.163853 = -761152.873273 nChanged 3 SP:Iteration 39Q (835.091696 sec): 3 clusters Score: Raw -764260.141356 + Penalty 3107.163853 = -761152.977502 nChanged 0 SP:Iteration 40F (835.165706 sec): 3 clusters Score: Raw -764260.141356 + Penalty 3107.163853 = -761152.977502 nChanged 0 Trying to split cluster 2 (6440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (835.187406 sec): 2 clusters Score: Raw -346703.389339 + Penalty 1425.171121 = -345278.218219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (835.241978 sec): 3 clusters Score: Raw -343228.444255 + Penalty 2850.342241 = -340378.102013 nChanged 2611 SP:Iteration 1F (835.307717 sec): 3 clusters Score: Raw -344738.403693 + Penalty 2850.342241 = -341888.061452 nChanged 486 SP:Iteration 2F (835.360223 sec): 3 clusters Score: Raw -345027.860099 + Penalty 2850.342241 = -342177.517858 nChanged 398 SP:Iteration 3F (835.404868 sec): 3 clusters Score: Raw -345262.536951 + Penalty 2850.342241 = -342412.194710 nChanged 350 SP:Iteration 4F (835.442820 sec): 3 clusters Score: Raw -345474.602951 + Penalty 2850.342241 = -342624.260710 nChanged 321 SP:Iteration 5Q (835.498691 sec): 3 clusters Score: Raw -345727.314401 + Penalty 2850.342241 = -342876.972160 nChanged 316 SP:Iteration 6Q (835.551733 sec): 3 clusters Score: Raw -345954.020746 + Penalty 2850.342241 = -343103.678505 nChanged 279 SP:Iteration 7Q (835.602561 sec): 3 clusters Score: Raw -346146.273224 + Penalty 2850.342241 = -343295.930983 nChanged 254 SP:Iteration 8Q (835.659517 sec): 3 clusters Score: Raw -346320.618692 + Penalty 2850.342241 = -343470.276451 nChanged 231 SP:Iteration 9Q (835.721431 sec): 3 clusters Score: Raw -346456.217592 + Penalty 2850.342241 = -343605.875351 nChanged 196 SP:Iteration 10Q (835.772384 sec): 3 clusters Score: Raw -346557.970207 + Penalty 2850.342241 = -343707.627966 nChanged 168 SP:Iteration 11Q (835.814115 sec): 3 clusters Score: Raw -346649.569967 + Penalty 2850.342241 = -343799.227725 nChanged 157 SP:Iteration 12Q (835.871676 sec): 3 clusters Score: Raw -346730.294161 + Penalty 2850.342241 = -343879.951920 nChanged 125 SP:Iteration 13Q (835.919061 sec): 3 clusters Score: Raw -346786.123525 + Penalty 2850.342241 = -343935.781284 nChanged 105 SP:Iteration 14Q (835.966601 sec): 3 clusters Score: Raw -346830.954672 + Penalty 2850.342241 = -343980.612430 nChanged 93 SP:Iteration 15Q (836.026708 sec): 3 clusters Score: Raw -346867.806133 + Penalty 2850.342241 = -344017.463892 nChanged 77 SP:Iteration 16Q (836.074604 sec): 3 clusters Score: Raw -346893.003800 + Penalty 2850.342241 = -344042.661558 nChanged 59 SP:Iteration 17Q (836.118479 sec): 3 clusters Score: Raw -346910.919500 + Penalty 2850.342241 = -344060.577259 nChanged 41 SP:Iteration 18Q (836.180988 sec): 3 clusters Score: Raw -346925.342086 + Penalty 2850.342241 = -344074.999844 nChanged 37 SP:Iteration 19Q (836.220614 sec): 3 clusters Score: Raw -346933.615493 + Penalty 2850.342241 = -344083.273252 nChanged 32 SP:Iteration 20F (836.280873 sec): 3 clusters Score: Raw -346942.896126 + Penalty 2850.342241 = -344092.553885 nChanged 34 SP:Iteration 21Q (836.336035 sec): 3 clusters Score: Raw -346950.591539 + Penalty 2850.342241 = -344100.249297 nChanged 30 SP:Iteration 22Q (836.373782 sec): 3 clusters Score: Raw -346958.543414 + Penalty 2850.342241 = -344108.201173 nChanged 26 SP:Iteration 23Q (836.427115 sec): 3 clusters Score: Raw -346964.207603 + Penalty 2850.342241 = -344113.865362 nChanged 27 SP:Iteration 24Q (836.491086 sec): 3 clusters Score: Raw -346969.792127 + Penalty 2850.342241 = -344119.449886 nChanged 19 SP:Iteration 25Q (836.538527 sec): 3 clusters Score: Raw -346974.907489 + Penalty 2850.342241 = -344124.565247 nChanged 20 SP:Iteration 26Q (836.585641 sec): 3 clusters Score: Raw -346979.827762 + Penalty 2850.342241 = -344129.485521 nChanged 20 SP:Iteration 27Q (836.642350 sec): 3 clusters Score: Raw -346985.826539 + Penalty 2850.342241 = -344135.484297 nChanged 20 SP:Iteration 28Q (836.690107 sec): 3 clusters Score: Raw -346990.225457 + Penalty 2850.342241 = -344139.883216 nChanged 19 SP:Iteration 29Q (836.742204 sec): 3 clusters Score: Raw -346995.895108 + Penalty 2850.342241 = -344145.552867 nChanged 24 SP:Iteration 30Q (836.794542 sec): 3 clusters Score: Raw -347001.242492 + Penalty 2850.342241 = -344150.900250 nChanged 17 SP:Iteration 31Q (836.845577 sec): 3 clusters Score: Raw -347004.129727 + Penalty 2850.342241 = -344153.787486 nChanged 8 SP:Iteration 32Q (836.899582 sec): 3 clusters Score: Raw -347005.634473 + Penalty 2850.342241 = -344155.292232 nChanged 4 SP:Iteration 33Q (836.955903 sec): 3 clusters Score: Raw -347005.997196 + Penalty 2850.342241 = -344155.654955 nChanged 4 SP:Iteration 34Q (837.003051 sec): 3 clusters Score: Raw -347006.347776 + Penalty 2850.342241 = -344156.005535 nChanged 3 SP:Iteration 35Q (837.056850 sec): 3 clusters Score: Raw -347006.706922 + Penalty 2850.342241 = -344156.364681 nChanged 3 SP:Iteration 36Q (837.109402 sec): 3 clusters Score: Raw -347007.098548 + Penalty 2850.342241 = -344156.756307 nChanged 5 SP:Iteration 37Q (837.162396 sec): 3 clusters Score: Raw -347007.518196 + Penalty 2850.342241 = -344157.175954 nChanged 3 SP:Iteration 38Q (837.214839 sec): 3 clusters Score: Raw -347007.975752 + Penalty 2850.342241 = -344157.633511 nChanged 1 SP:Iteration 39Q (837.255117 sec): 3 clusters Score: Raw -347008.053499 + Penalty 2850.342241 = -344157.711258 nChanged 2 SP:Iteration 40F (837.300043 sec): 3 clusters Score: Raw -347008.713100 + Penalty 2850.342241 = -344158.370859 nChanged 4 SP:Iteration 41Q (837.351075 sec): 3 clusters Score: Raw -347009.285342 + Penalty 2850.342241 = -344158.943101 nChanged 3 SP:Iteration 42Q (837.407913 sec): 3 clusters Score: Raw -347009.648436 + Penalty 2850.342241 = -344159.306194 nChanged 2 SP:Iteration 43Q (837.458734 sec): 3 clusters Score: Raw -347010.193046 + Penalty 2850.342241 = -344159.850805 nChanged 4 SP:Iteration 44Q (837.512886 sec): 3 clusters Score: Raw -347010.820624 + Penalty 2850.342241 = -344160.478383 nChanged 5 SP:Iteration 45Q (837.574670 sec): 3 clusters Score: Raw -347011.672382 + Penalty 2850.342241 = -344161.330140 nChanged 4 SP:Iteration 46Q (837.610296 sec): 3 clusters Score: Raw -347012.260076 + Penalty 2850.342241 = -344161.917835 nChanged 6 SP:Iteration 47Q (837.663932 sec): 3 clusters Score: Raw -347013.544337 + Penalty 2850.342241 = -344163.202096 nChanged 11 SP:Iteration 48Q (837.718688 sec): 3 clusters Score: Raw -347015.098908 + Penalty 2850.342241 = -344164.756666 nChanged 10 SP:Iteration 49Q (837.780240 sec): 3 clusters Score: Raw -347016.473209 + Penalty 2850.342241 = -344166.130967 nChanged 8 SP:Iteration 50Q (837.820115 sec): 3 clusters Score: Raw -347017.397134 + Penalty 2850.342241 = -344167.054892 nChanged 5 SP:Iteration 51Q (837.866109 sec): 3 clusters Score: Raw -347018.806203 + Penalty 2850.342241 = -344168.463961 nChanged 8 SP:Iteration 52Q (837.928738 sec): 3 clusters Score: Raw -347020.379496 + Penalty 2850.342241 = -344170.037255 nChanged 7 SP:Iteration 53Q (837.987270 sec): 3 clusters Score: Raw -347021.638626 + Penalty 2850.342241 = -344171.296385 nChanged 5 SP:Iteration 54Q (838.031616 sec): 3 clusters Score: Raw -347023.064008 + Penalty 2850.342241 = -344172.721767 nChanged 7 SP:Iteration 55Q (838.085798 sec): 3 clusters Score: Raw -347024.041595 + Penalty 2850.342241 = -344173.699354 nChanged 2 SP:Iteration 56Q (838.152942 sec): 3 clusters Score: Raw -347024.479604 + Penalty 2850.342241 = -344174.137363 nChanged 2 SP:Iteration 57Q (838.201715 sec): 3 clusters Score: Raw -347024.729074 + Penalty 2850.342241 = -344174.386833 nChanged 3 SP:Iteration 58Q (838.257377 sec): 3 clusters Score: Raw -347025.620442 + Penalty 2850.342241 = -344175.278201 nChanged 7 SP:Iteration 59Q (838.309717 sec): 3 clusters Score: Raw -347027.073946 + Penalty 2850.342241 = -344176.731705 nChanged 4 SP:Iteration 60F (838.349919 sec): 3 clusters Score: Raw -347027.480257 + Penalty 2850.342241 = -344177.138015 nChanged 1 SP:Iteration 61Q (838.410170 sec): 3 clusters Score: Raw -347027.664029 + Penalty 2850.342241 = -344177.321788 nChanged 1 SP:Iteration 62Q (838.455810 sec): 3 clusters Score: Raw -347027.719308 + Penalty 2850.342241 = -344177.377067 nChanged 0 SP:Iteration 63F (838.505509 sec): 3 clusters Score: Raw -347027.719308 + Penalty 2850.342241 = -344177.377067 nChanged 0 Trying to split cluster 3 (16642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (838.543402 sec): 2 clusters Score: Raw -883039.689289 + Penalty 1579.448796 = -881460.240493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (838.613523 sec): 3 clusters Score: Raw -873036.195275 + Penalty 3158.897592 = -869877.297683 nChanged 7476 SP:Iteration 1F (838.687506 sec): 3 clusters Score: Raw -877240.519938 + Penalty 3158.897592 = -874081.622346 nChanged 963 SP:Iteration 2F (838.750967 sec): 3 clusters Score: Raw -877636.459668 + Penalty 3158.897592 = -874477.562076 nChanged 883 SP:Iteration 3F (838.818299 sec): 3 clusters Score: Raw -878083.222483 + Penalty 3158.897592 = -874924.324891 nChanged 944 SP:Iteration 4F (838.887574 sec): 3 clusters Score: Raw -878609.686727 + Penalty 3158.897592 = -875450.789135 nChanged 1050 SP:Iteration 5F (838.953238 sec): 3 clusters Score: Raw -879325.495821 + Penalty 3158.897592 = -876166.598229 nChanged 1139 SP:Iteration 6F (839.025104 sec): 3 clusters Score: Raw -880163.720895 + Penalty 3158.897592 = -877004.823302 nChanged 1083 SP:Iteration 7F (839.096302 sec): 3 clusters Score: Raw -881046.037163 + Penalty 3158.897592 = -877887.139571 nChanged 954 SP:Iteration 8F (839.158152 sec): 3 clusters Score: Raw -881842.808671 + Penalty 3158.897592 = -878683.911079 nChanged 716 SP:Iteration 9Q (839.229401 sec): 3 clusters Score: Raw -882435.849600 + Penalty 3158.897592 = -879276.952007 nChanged 457 SP:Iteration 10Q (839.303031 sec): 3 clusters Score: Raw -882800.732873 + Penalty 3158.897592 = -879641.835281 nChanged 265 SP:Iteration 11Q (839.367281 sec): 3 clusters Score: Raw -883009.924555 + Penalty 3158.897592 = -879851.026962 nChanged 149 SP:Iteration 12Q (839.440708 sec): 3 clusters Score: Raw -883129.208034 + Penalty 3158.897592 = -879970.310441 nChanged 86 SP:Iteration 13Q (839.503091 sec): 3 clusters Score: Raw -883199.397738 + Penalty 3158.897592 = -880040.500146 nChanged 51 SP:Iteration 14Q (839.569434 sec): 3 clusters Score: Raw -883244.100207 + Penalty 3158.897592 = -880085.202615 nChanged 40 SP:Iteration 15Q (839.634376 sec): 3 clusters Score: Raw -883273.544906 + Penalty 3158.897592 = -880114.647314 nChanged 25 SP:Iteration 16Q (839.691051 sec): 3 clusters Score: Raw -883292.492026 + Penalty 3158.897592 = -880133.594434 nChanged 11 SP:Iteration 17Q (839.755440 sec): 3 clusters Score: Raw -883299.341292 + Penalty 3158.897592 = -880140.443700 nChanged 7 SP:Iteration 18Q (839.820018 sec): 3 clusters Score: Raw -883303.387963 + Penalty 3158.897592 = -880144.490370 nChanged 7 SP:Iteration 19Q (839.887518 sec): 3 clusters Score: Raw -883308.718604 + Penalty 3158.897592 = -880149.821012 nChanged 6 SP:Iteration 20F (839.960208 sec): 3 clusters Score: Raw -883313.563163 + Penalty 3158.897592 = -880154.665571 nChanged 4 SP:Iteration 21Q (840.016782 sec): 3 clusters Score: Raw -883315.971864 + Penalty 3158.897592 = -880157.074271 nChanged 3 SP:Iteration 22Q (840.091828 sec): 3 clusters Score: Raw -883317.592430 + Penalty 3158.897592 = -880158.694837 nChanged 1 SP:Iteration 23Q (840.150094 sec): 3 clusters Score: Raw -883317.849194 + Penalty 3158.897592 = -880158.951601 nChanged 0 SP:Iteration 24F (840.217154 sec): 3 clusters Score: Raw -883317.849194 + Penalty 3158.897592 = -880158.951601 nChanged 0 Trying to split cluster 4 (9411 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (840.249353 sec): 2 clusters Score: Raw -496790.674733 + Penalty 1486.815606 = -495303.859127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (840.322165 sec): 3 clusters Score: Raw -491539.503232 + Penalty 2973.631211 = -488565.872021 nChanged 3998 SP:Iteration 1F (840.385098 sec): 3 clusters Score: Raw -493936.802317 + Penalty 2973.631211 = -490963.171105 nChanged 857 SP:Iteration 2F (840.428629 sec): 3 clusters Score: Raw -494646.936581 + Penalty 2973.631211 = -491673.305370 nChanged 845 SP:Iteration 3F (840.489813 sec): 3 clusters Score: Raw -495416.226242 + Penalty 2973.631211 = -492442.595031 nChanged 737 SP:Iteration 4F (840.543814 sec): 3 clusters Score: Raw -496061.587103 + Penalty 2973.631211 = -493087.955891 nChanged 533 SP:Iteration 5F (840.602882 sec): 3 clusters Score: Raw -496488.738196 + Penalty 2973.631211 = -493515.106984 nChanged 369 SP:Iteration 6Q (840.660040 sec): 3 clusters Score: Raw -496735.719114 + Penalty 2973.631211 = -493762.087902 nChanged 229 SP:Iteration 7Q (840.727125 sec): 3 clusters Score: Raw -496870.680538 + Penalty 2973.631211 = -493897.049327 nChanged 168 SP:Iteration 8Q (840.789941 sec): 3 clusters Score: Raw -496962.033158 + Penalty 2973.631211 = -493988.401946 nChanged 113 SP:Iteration 9Q (840.841552 sec): 3 clusters Score: Raw -497019.015649 + Penalty 2973.631211 = -494045.384438 nChanged 81 SP:Iteration 10Q (840.893075 sec): 3 clusters Score: Raw -497059.799503 + Penalty 2973.631211 = -494086.168291 nChanged 78 SP:Iteration 11Q (840.954945 sec): 3 clusters Score: Raw -497093.027302 + Penalty 2973.631211 = -494119.396091 nChanged 60 SP:Iteration 12Q (841.003669 sec): 3 clusters Score: Raw -497128.031936 + Penalty 2973.631211 = -494154.400725 nChanged 49 SP:Iteration 13Q (841.056797 sec): 3 clusters Score: Raw -497156.423030 + Penalty 2973.631211 = -494182.791819 nChanged 52 SP:Iteration 14Q (841.117546 sec): 3 clusters Score: Raw -497189.175320 + Penalty 2973.631211 = -494215.544108 nChanged 41 SP:Iteration 15Q (841.179579 sec): 3 clusters Score: Raw -497212.143541 + Penalty 2973.631211 = -494238.512330 nChanged 44 SP:Iteration 16Q (841.235432 sec): 3 clusters Score: Raw -497234.104854 + Penalty 2973.631211 = -494260.473643 nChanged 48 SP:Iteration 17Q (841.294223 sec): 3 clusters Score: Raw -497265.419387 + Penalty 2973.631211 = -494291.788176 nChanged 47 SP:Iteration 18Q (841.350134 sec): 3 clusters Score: Raw -497290.622787 + Penalty 2973.631211 = -494316.991575 nChanged 27 SP:Iteration 19Q (841.411679 sec): 3 clusters Score: Raw -497309.472899 + Penalty 2973.631211 = -494335.841687 nChanged 28 SP:Iteration 20F (841.465092 sec): 3 clusters Score: Raw -497328.107293 + Penalty 2973.631211 = -494354.476082 nChanged 27 SP:Iteration 21Q (841.525078 sec): 3 clusters Score: Raw -497342.371544 + Penalty 2973.631211 = -494368.740332 nChanged 22 SP:Iteration 22Q (841.579394 sec): 3 clusters Score: Raw -497351.489209 + Penalty 2973.631211 = -494377.857997 nChanged 17 SP:Iteration 23Q (841.630492 sec): 3 clusters Score: Raw -497358.268653 + Penalty 2973.631211 = -494384.637442 nChanged 14 SP:Iteration 24Q (841.687418 sec): 3 clusters Score: Raw -497364.646952 + Penalty 2973.631211 = -494391.015740 nChanged 9 SP:Iteration 25Q (841.737891 sec): 3 clusters Score: Raw -497369.482273 + Penalty 2973.631211 = -494395.851062 nChanged 13 SP:Iteration 26Q (841.790190 sec): 3 clusters Score: Raw -497375.532144 + Penalty 2973.631211 = -494401.900932 nChanged 13 SP:Iteration 27Q (841.850004 sec): 3 clusters Score: Raw -497382.108788 + Penalty 2973.631211 = -494408.477577 nChanged 12 SP:Iteration 28Q (841.908452 sec): 3 clusters Score: Raw -497390.020003 + Penalty 2973.631211 = -494416.388791 nChanged 17 SP:Iteration 29Q (841.978259 sec): 3 clusters Score: Raw -497407.626759 + Penalty 2973.631211 = -494433.995548 nChanged 17 SP:Iteration 30Q (842.026060 sec): 3 clusters Score: Raw -497420.028130 + Penalty 2973.631211 = -494446.396919 nChanged 19 SP:Iteration 31Q (842.078217 sec): 3 clusters Score: Raw -497430.671012 + Penalty 2973.631211 = -494457.039800 nChanged 23 SP:Iteration 32Q (842.128839 sec): 3 clusters Score: Raw -497444.630646 + Penalty 2973.631211 = -494470.999434 nChanged 28 SP:Iteration 33Q (842.193177 sec): 3 clusters Score: Raw -497459.481669 + Penalty 2973.631211 = -494485.850458 nChanged 25 SP:Iteration 34Q (842.238715 sec): 3 clusters Score: Raw -497476.663633 + Penalty 2973.631211 = -494503.032422 nChanged 34 SP:Iteration 35Q (842.287466 sec): 3 clusters Score: Raw -497499.413512 + Penalty 2973.631211 = -494525.782301 nChanged 29 SP:Iteration 36Q (842.339067 sec): 3 clusters Score: Raw -497512.665812 + Penalty 2973.631211 = -494539.034600 nChanged 26 SP:Iteration 37Q (842.392102 sec): 3 clusters Score: Raw -497523.166026 + Penalty 2973.631211 = -494549.534814 nChanged 22 SP:Iteration 38Q (842.440314 sec): 3 clusters Score: Raw -497531.951802 + Penalty 2973.631211 = -494558.320590 nChanged 24 SP:Iteration 39Q (842.500441 sec): 3 clusters Score: Raw -497542.699884 + Penalty 2973.631211 = -494569.068672 nChanged 20 SP:Iteration 40F (842.556739 sec): 3 clusters Score: Raw -497550.061679 + Penalty 2973.631211 = -494576.430467 nChanged 19 SP:Iteration 41Q (842.605858 sec): 3 clusters Score: Raw -497559.388938 + Penalty 2973.631211 = -494585.757727 nChanged 22 SP:Iteration 42Q (842.658997 sec): 3 clusters Score: Raw -497569.670173 + Penalty 2973.631211 = -494596.038961 nChanged 15 SP:Iteration 43Q (842.725095 sec): 3 clusters Score: Raw -497575.800647 + Penalty 2973.631211 = -494602.169435 nChanged 11 SP:Iteration 44Q (842.780450 sec): 3 clusters Score: Raw -497578.522794 + Penalty 2973.631211 = -494604.891583 nChanged 9 SP:Iteration 45Q (842.821309 sec): 3 clusters Score: Raw -497581.371060 + Penalty 2973.631211 = -494607.739848 nChanged 5 SP:Iteration 46Q (842.882510 sec): 3 clusters Score: Raw -497582.579176 + Penalty 2973.631211 = -494608.947965 nChanged 5 SP:Iteration 47Q (842.949158 sec): 3 clusters Score: Raw -497583.501019 + Penalty 2973.631211 = -494609.869807 nChanged 6 SP:Iteration 48Q (842.999282 sec): 3 clusters Score: Raw -497584.699553 + Penalty 2973.631211 = -494611.068342 nChanged 7 SP:Iteration 49Q (843.064344 sec): 3 clusters Score: Raw -497586.392428 + Penalty 2973.631211 = -494612.761216 nChanged 6 SP:Iteration 50Q (843.122254 sec): 3 clusters Score: Raw -497588.265456 + Penalty 2973.631211 = -494614.634244 nChanged 5 SP:Iteration 51Q (843.183817 sec): 3 clusters Score: Raw -497589.245499 + Penalty 2973.631211 = -494615.614288 nChanged 8 SP:Iteration 52Q (843.232530 sec): 3 clusters Score: Raw -497590.901297 + Penalty 2973.631211 = -494617.270085 nChanged 3 SP:Iteration 53Q (843.291094 sec): 3 clusters Score: Raw -497591.658733 + Penalty 2973.631211 = -494618.027522 nChanged 5 SP:Iteration 54Q (843.338648 sec): 3 clusters Score: Raw -497592.918763 + Penalty 2973.631211 = -494619.287551 nChanged 4 SP:Iteration 55Q (843.393449 sec): 3 clusters Score: Raw -497593.843087 + Penalty 2973.631211 = -494620.211875 nChanged 3 SP:Iteration 56Q (843.438220 sec): 3 clusters Score: Raw -497594.527038 + Penalty 2973.631211 = -494620.895827 nChanged 2 SP:Iteration 57Q (843.493126 sec): 3 clusters Score: Raw -497594.987304 + Penalty 2973.631211 = -494621.356092 nChanged 2 SP:Iteration 58Q (843.556875 sec): 3 clusters Score: Raw -497595.348250 + Penalty 2973.631211 = -494621.717038 nChanged 1 SP:Iteration 59Q (843.606637 sec): 3 clusters Score: Raw -497595.507154 + Penalty 2973.631211 = -494621.875943 nChanged 2 SP:Iteration 60F (843.656004 sec): 3 clusters Score: Raw -497595.994770 + Penalty 2973.631211 = -494622.363559 nChanged 0 Trying to split cluster 5 (6687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (843.693362 sec): 2 clusters Score: Raw -360341.810321 + Penalty 1431.287101 = -358910.523220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (843.741576 sec): 3 clusters Score: Raw -356775.934171 + Penalty 2862.574202 = -353913.359969 nChanged 2797 SP:Iteration 1F (843.792249 sec): 3 clusters Score: Raw -358308.188488 + Penalty 2862.574202 = -355445.614286 nChanged 449 SP:Iteration 2F (843.841353 sec): 3 clusters Score: Raw -358545.148121 + Penalty 2862.574202 = -355682.573919 nChanged 372 SP:Iteration 3F (843.896614 sec): 3 clusters Score: Raw -358745.313154 + Penalty 2862.574202 = -355882.738952 nChanged 339 SP:Iteration 4F (843.944035 sec): 3 clusters Score: Raw -358926.870940 + Penalty 2862.574202 = -356064.296737 nChanged 280 SP:Iteration 5Q (843.994056 sec): 3 clusters Score: Raw -359058.343864 + Penalty 2862.574202 = -356195.769662 nChanged 252 SP:Iteration 6Q (844.048292 sec): 3 clusters Score: Raw -359198.414474 + Penalty 2862.574202 = -356335.840272 nChanged 240 SP:Iteration 7Q (844.084484 sec): 3 clusters Score: Raw -359338.570445 + Penalty 2862.574202 = -356475.996243 nChanged 240 SP:Iteration 8Q (844.143852 sec): 3 clusters Score: Raw -359459.386023 + Penalty 2862.574202 = -356596.811821 nChanged 206 SP:Iteration 9Q (844.193208 sec): 3 clusters Score: Raw -359565.822777 + Penalty 2862.574202 = -356703.248575 nChanged 203 SP:Iteration 10Q (844.242372 sec): 3 clusters Score: Raw -359679.316135 + Penalty 2862.574202 = -356816.741933 nChanged 209 SP:Iteration 11Q (844.288619 sec): 3 clusters Score: Raw -359811.572541 + Penalty 2862.574202 = -356948.998339 nChanged 208 SP:Iteration 12Q (844.345889 sec): 3 clusters Score: Raw -359916.710009 + Penalty 2862.574202 = -357054.135807 nChanged 179 SP:Iteration 13Q (844.393615 sec): 3 clusters Score: Raw -359994.811298 + Penalty 2862.574202 = -357132.237096 nChanged 143 SP:Iteration 14Q (844.453179 sec): 3 clusters Score: Raw -360054.751234 + Penalty 2862.574202 = -357192.177032 nChanged 130 SP:Iteration 15Q (844.500966 sec): 3 clusters Score: Raw -360121.987255 + Penalty 2862.574202 = -357259.413053 nChanged 131 SP:Iteration 16Q (844.565024 sec): 3 clusters Score: Raw -360187.578056 + Penalty 2862.574202 = -357325.003854 nChanged 128 SP:Iteration 17Q (844.615852 sec): 3 clusters Score: Raw -360249.801177 + Penalty 2862.574202 = -357387.226975 nChanged 121 SP:Iteration 18Q (844.664517 sec): 3 clusters Score: Raw -360304.695449 + Penalty 2862.574202 = -357442.121247 nChanged 113 SP:Iteration 19Q (844.708427 sec): 3 clusters Score: Raw -360358.582739 + Penalty 2862.574202 = -357496.008537 nChanged 113 SP:Iteration 20F (844.758961 sec): 3 clusters Score: Raw -360411.600220 + Penalty 2862.574202 = -357549.026018 nChanged 103 SP:Iteration 21Q (844.825075 sec): 3 clusters Score: Raw -360450.832679 + Penalty 2862.574202 = -357588.258477 nChanged 101 SP:Iteration 22Q (844.867187 sec): 3 clusters Score: Raw -360487.208958 + Penalty 2862.574202 = -357624.634756 nChanged 87 SP:Iteration 23Q (844.914111 sec): 3 clusters Score: Raw -360515.143019 + Penalty 2862.574202 = -357652.568817 nChanged 61 SP:Iteration 24Q (844.975552 sec): 3 clusters Score: Raw -360531.298994 + Penalty 2862.574202 = -357668.724792 nChanged 55 SP:Iteration 25Q (845.025143 sec): 3 clusters Score: Raw -360549.637829 + Penalty 2862.574202 = -357687.063627 nChanged 59 SP:Iteration 26Q (845.082010 sec): 3 clusters Score: Raw -360574.498700 + Penalty 2862.574202 = -357711.924497 nChanged 70 SP:Iteration 27Q (845.123757 sec): 3 clusters Score: Raw -360600.698733 + Penalty 2862.574202 = -357738.124531 nChanged 63 SP:Iteration 28Q (845.179661 sec): 3 clusters Score: Raw -360620.340443 + Penalty 2862.574202 = -357757.766241 nChanged 47 SP:Iteration 29Q (845.243265 sec): 3 clusters Score: Raw -360634.029447 + Penalty 2862.574202 = -357771.455245 nChanged 45 SP:Iteration 30Q (845.291117 sec): 3 clusters Score: Raw -360646.531164 + Penalty 2862.574202 = -357783.956961 nChanged 44 SP:Iteration 31Q (845.337976 sec): 3 clusters Score: Raw -360656.284505 + Penalty 2862.574202 = -357793.710303 nChanged 32 SP:Iteration 32Q (845.397951 sec): 3 clusters Score: Raw -360663.151118 + Penalty 2862.574202 = -357800.576916 nChanged 30 SP:Iteration 33Q (845.449431 sec): 3 clusters Score: Raw -360669.880457 + Penalty 2862.574202 = -357807.306255 nChanged 24 SP:Iteration 34Q (845.493492 sec): 3 clusters Score: Raw -360676.362395 + Penalty 2862.574202 = -357813.788193 nChanged 17 SP:Iteration 35Q (845.549609 sec): 3 clusters Score: Raw -360679.866534 + Penalty 2862.574202 = -357817.292332 nChanged 13 SP:Iteration 36Q (845.606180 sec): 3 clusters Score: Raw -360681.521480 + Penalty 2862.574202 = -357818.947278 nChanged 8 SP:Iteration 37Q (845.648593 sec): 3 clusters Score: Raw -360682.866135 + Penalty 2862.574202 = -357820.291933 nChanged 5 SP:Iteration 38Q (845.697556 sec): 3 clusters Score: Raw -360683.757991 + Penalty 2862.574202 = -357821.183789 nChanged 7 SP:Iteration 39Q (845.753189 sec): 3 clusters Score: Raw -360684.655669 + Penalty 2862.574202 = -357822.081467 nChanged 3 SP:Iteration 40F (845.802192 sec): 3 clusters Score: Raw -360685.143025 + Penalty 2862.574202 = -357822.568823 nChanged 4 SP:Iteration 41Q (845.852656 sec): 3 clusters Score: Raw -360685.647679 + Penalty 2862.574202 = -357823.073477 nChanged 2 SP:Iteration 42Q (845.906629 sec): 3 clusters Score: Raw -360685.880026 + Penalty 2862.574202 = -357823.305824 nChanged 3 SP:Iteration 43Q (845.965238 sec): 3 clusters Score: Raw -360686.104378 + Penalty 2862.574202 = -357823.530176 nChanged 2 SP:Iteration 44Q (846.013924 sec): 3 clusters Score: Raw -360686.289638 + Penalty 2862.574202 = -357823.715436 nChanged 1 SP:Iteration 45Q (846.062014 sec): 3 clusters Score: Raw -360686.371635 + Penalty 2862.574202 = -357823.797433 nChanged 2 SP:Iteration 46Q (846.106533 sec): 3 clusters Score: Raw -360686.529220 + Penalty 2862.574202 = -357823.955018 nChanged 0 SP:Iteration 47F (846.158781 sec): 3 clusters Score: Raw -360686.529220 + Penalty 2862.574202 = -357823.955018 nChanged 0 Trying to split cluster 6 (5386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (846.198916 sec): 2 clusters Score: Raw -278313.551311 + Penalty 1396.128219 = -276917.423092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (846.241748 sec): 3 clusters Score: Raw -275490.829505 + Penalty 2792.256439 = -272698.573066 nChanged 2185 SP:Iteration 1F (846.287474 sec): 3 clusters Score: Raw -276786.868338 + Penalty 2792.256439 = -273994.611900 nChanged 439 SP:Iteration 2F (846.338802 sec): 3 clusters Score: Raw -277160.073824 + Penalty 2792.256439 = -274367.817385 nChanged 447 SP:Iteration 3F (846.382708 sec): 3 clusters Score: Raw -277606.076928 + Penalty 2792.256439 = -274813.820489 nChanged 471 SP:Iteration 4F (846.434440 sec): 3 clusters Score: Raw -278097.322369 + Penalty 2792.256439 = -275305.065931 nChanged 407 SP:Iteration 5F (846.482645 sec): 3 clusters Score: Raw -278520.235256 + Penalty 2792.256439 = -275727.978817 nChanged 277 SP:Iteration 6F (846.538284 sec): 3 clusters Score: Raw -278760.998429 + Penalty 2792.256439 = -275968.741990 nChanged 197 SP:Iteration 7Q (846.586977 sec): 3 clusters Score: Raw -278906.129388 + Penalty 2792.256439 = -276113.872949 nChanged 121 SP:Iteration 8Q (846.630852 sec): 3 clusters Score: Raw -278974.221698 + Penalty 2792.256439 = -276181.965259 nChanged 69 SP:Iteration 9Q (846.687578 sec): 3 clusters Score: Raw -279014.614959 + Penalty 2792.256439 = -276222.358520 nChanged 42 SP:Iteration 10Q (846.728209 sec): 3 clusters Score: Raw -279035.063556 + Penalty 2792.256439 = -276242.807117 nChanged 41 SP:Iteration 11Q (846.777577 sec): 3 clusters Score: Raw -279050.325374 + Penalty 2792.256439 = -276258.068936 nChanged 28 SP:Iteration 12Q (846.838932 sec): 3 clusters Score: Raw -279059.229897 + Penalty 2792.256439 = -276266.973459 nChanged 16 SP:Iteration 13Q (846.892258 sec): 3 clusters Score: Raw -279064.470322 + Penalty 2792.256439 = -276272.213884 nChanged 16 SP:Iteration 14Q (846.936424 sec): 3 clusters Score: Raw -279069.293352 + Penalty 2792.256439 = -276277.036913 nChanged 8 SP:Iteration 15Q (846.999584 sec): 3 clusters Score: Raw -279071.916872 + Penalty 2792.256439 = -276279.660433 nChanged 8 SP:Iteration 16Q (847.044538 sec): 3 clusters Score: Raw -279073.774228 + Penalty 2792.256439 = -276281.517790 nChanged 4 SP:Iteration 17Q (847.094058 sec): 3 clusters Score: Raw -279075.150073 + Penalty 2792.256439 = -276282.893634 nChanged 1 SP:Iteration 18Q (847.150560 sec): 3 clusters Score: Raw -279075.467663 + Penalty 2792.256439 = -276283.211224 nChanged 0 SP:Iteration 19F (847.203805 sec): 3 clusters Score: Raw -279075.467663 + Penalty 2792.256439 = -276283.211224 nChanged 0 Trying to split cluster 7 (2722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (847.238556 sec): 2 clusters Score: Raw -110342.798052 + Penalty 1285.232355 = -109057.565697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (847.275682 sec): 3 clusters Score: Raw -109154.236600 + Penalty 2570.464710 = -106583.771890 nChanged 1020 SP:Iteration 1F (847.317735 sec): 3 clusters Score: Raw -110060.080738 + Penalty 2570.464710 = -107489.616029 nChanged 241 SP:Iteration 2F (847.360139 sec): 3 clusters Score: Raw -110308.293257 + Penalty 2570.464710 = -107737.828547 nChanged 168 SP:Iteration 3F (847.409298 sec): 3 clusters Score: Raw -110459.997043 + Penalty 2570.464710 = -107889.532334 nChanged 135 SP:Iteration 4Q (847.443635 sec): 3 clusters Score: Raw -110570.629066 + Penalty 2570.464710 = -108000.164356 nChanged 115 SP:Iteration 5Q (847.486148 sec): 3 clusters Score: Raw -110668.305883 + Penalty 2570.464710 = -108097.841173 nChanged 92 SP:Iteration 6Q (847.533557 sec): 3 clusters Score: Raw -110728.657691 + Penalty 2570.464710 = -108158.192981 nChanged 67 SP:Iteration 7Q (847.571765 sec): 3 clusters Score: Raw -110771.210232 + Penalty 2570.464710 = -108200.745522 nChanged 65 SP:Iteration 8Q (847.616017 sec): 3 clusters Score: Raw -110816.299868 + Penalty 2570.464710 = -108245.835159 nChanged 64 SP:Iteration 9Q (847.672727 sec): 3 clusters Score: Raw -110862.485327 + Penalty 2570.464710 = -108292.020618 nChanged 71 SP:Iteration 10Q (847.713830 sec): 3 clusters Score: Raw -110944.133521 + Penalty 2570.464710 = -108373.668811 nChanged 108 SP:Iteration 11Q (847.773080 sec): 3 clusters Score: Raw -111103.983810 + Penalty 2570.464710 = -108533.519101 nChanged 104 SP:Iteration 12Q (847.806675 sec): 3 clusters Score: Raw -111291.045709 + Penalty 2570.464710 = -108720.580999 nChanged 100 SP:Iteration 13Q (847.861902 sec): 3 clusters Score: Raw -111462.537146 + Penalty 2570.464710 = -108892.072437 nChanged 63 SP:Iteration 14Q (847.892768 sec): 3 clusters Score: Raw -111538.564755 + Penalty 2570.464710 = -108968.100046 nChanged 53 SP:Iteration 15Q (847.934544 sec): 3 clusters Score: Raw -111584.470562 + Penalty 2570.464710 = -109014.005853 nChanged 35 SP:Iteration 16Q (847.986764 sec): 3 clusters Score: Raw -111608.691382 + Penalty 2570.464710 = -109038.226672 nChanged 24 SP:Iteration 17Q (848.033721 sec): 3 clusters Score: Raw -111620.830555 + Penalty 2570.464710 = -109050.365845 nChanged 20 SP:Iteration 18Q (848.076387 sec): 3 clusters Score: Raw -111628.446285 + Penalty 2570.464710 = -109057.981576 nChanged 10 SP:Iteration 19Q (848.119877 sec): 3 clusters Score: Raw -111631.227344 + Penalty 2570.464710 = -109060.762635 nChanged 7 SP:Iteration 20F (848.155108 sec): 3 clusters Score: Raw -111636.783869 + Penalty 2570.464710 = -109066.319159 nChanged 9 SP:Iteration 21Q (848.199251 sec): 3 clusters Score: Raw -111642.999678 + Penalty 2570.464710 = -109072.534968 nChanged 9 SP:Iteration 22Q (848.254190 sec): 3 clusters Score: Raw -111648.363971 + Penalty 2570.464710 = -109077.899262 nChanged 6 SP:Iteration 23Q (848.287003 sec): 3 clusters Score: Raw -111650.184382 + Penalty 2570.464710 = -109079.719672 nChanged 5 SP:Iteration 24Q (848.332765 sec): 3 clusters Score: Raw -111652.699137 + Penalty 2570.464710 = -109082.234428 nChanged 3 SP:Iteration 25Q (848.372444 sec): 3 clusters Score: Raw -111653.665266 + Penalty 2570.464710 = -109083.200557 nChanged 4 SP:Iteration 26Q (848.419316 sec): 3 clusters Score: Raw -111655.945542 + Penalty 2570.464710 = -109085.480832 nChanged 4 SP:Iteration 27Q (848.468033 sec): 3 clusters Score: Raw -111657.197642 + Penalty 2570.464710 = -109086.732932 nChanged 4 SP:Iteration 28Q (848.513080 sec): 3 clusters Score: Raw -111660.286453 + Penalty 2570.464710 = -109089.821743 nChanged 6 SP:Iteration 29Q (848.553750 sec): 3 clusters Score: Raw -111663.616773 + Penalty 2570.464710 = -109093.152064 nChanged 8 SP:Iteration 30Q (848.596148 sec): 3 clusters Score: Raw -111667.544492 + Penalty 2570.464710 = -109097.079783 nChanged 3 SP:Iteration 31Q (848.638436 sec): 3 clusters Score: Raw -111668.809071 + Penalty 2570.464710 = -109098.344362 nChanged 5 SP:Iteration 32Q (848.678779 sec): 3 clusters Score: Raw -111670.359659 + Penalty 2570.464710 = -109099.894949 nChanged 5 SP:Iteration 33Q (848.729392 sec): 3 clusters Score: Raw -111674.679585 + Penalty 2570.464710 = -109104.214875 nChanged 8 SP:Iteration 34Q (848.781360 sec): 3 clusters Score: Raw -111680.772152 + Penalty 2570.464710 = -109110.307443 nChanged 9 SP:Iteration 35Q (848.816631 sec): 3 clusters Score: Raw -111685.256547 + Penalty 2570.464710 = -109114.791838 nChanged 8 SP:Iteration 36Q (848.860837 sec): 3 clusters Score: Raw -111694.326961 + Penalty 2570.464710 = -109123.862251 nChanged 13 SP:Iteration 37Q (848.907248 sec): 3 clusters Score: Raw -111717.181922 + Penalty 2570.464710 = -109146.717212 nChanged 12 SP:Iteration 38Q (848.952171 sec): 3 clusters Score: Raw -111727.541878 + Penalty 2570.464710 = -109157.077168 nChanged 7 SP:Iteration 39Q (848.993368 sec): 3 clusters Score: Raw -111730.781752 + Penalty 2570.464710 = -109160.317043 nChanged 7 SP:Iteration 40F (849.038855 sec): 3 clusters Score: Raw -111733.240994 + Penalty 2570.464710 = -109162.776285 nChanged 6 SP:Iteration 41Q (849.094273 sec): 3 clusters Score: Raw -111734.470396 + Penalty 2570.464710 = -109164.005687 nChanged 2 SP:Iteration 42Q (849.131318 sec): 3 clusters Score: Raw -111734.748074 + Penalty 2570.464710 = -109164.283364 nChanged 0 SP:Iteration 43F (849.175974 sec): 3 clusters Score: Raw -111734.748074 + Penalty 2570.464710 = -109164.283364 nChanged 0 Score: Raw -12084910.056142 + Penalty 96784.636220 = -11988125.419922 Splitting cluster 7 changes total score from -11988735.007385 to -11988125.419922 So it's not getting split. Trying to split cluster 8 (2476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (857.733767 sec): 2 clusters Score: Raw -132709.057039 + Penalty 1269.839940 = -131439.217098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (857.768060 sec): 3 clusters Score: Raw -131595.787400 + Penalty 2539.679881 = -129056.107519 nChanged 902 SP:Iteration 1F (857.807882 sec): 3 clusters Score: Raw -132121.574424 + Penalty 2539.679881 = -129581.894543 nChanged 198 SP:Iteration 2F (857.863086 sec): 3 clusters Score: Raw -132264.986246 + Penalty 2539.679881 = -129725.306365 nChanged 125 SP:Iteration 3F (857.902225 sec): 3 clusters Score: Raw -132341.993475 + Penalty 2539.679881 = -129802.313594 nChanged 88 SP:Iteration 4Q (857.955247 sec): 3 clusters Score: Raw -132392.273686 + Penalty 2539.679881 = -129852.593805 nChanged 70 SP:Iteration 5Q (858.005731 sec): 3 clusters Score: Raw -132426.937105 + Penalty 2539.679881 = -129887.257224 nChanged 65 SP:Iteration 6Q (858.043904 sec): 3 clusters Score: Raw -132467.918975 + Penalty 2539.679881 = -129928.239094 nChanged 56 SP:Iteration 7Q (858.095603 sec): 3 clusters Score: Raw -132502.287863 + Penalty 2539.679881 = -129962.607982 nChanged 46 SP:Iteration 8Q (858.141874 sec): 3 clusters Score: Raw -132535.535735 + Penalty 2539.679881 = -129995.855854 nChanged 43 SP:Iteration 9Q (858.184243 sec): 3 clusters Score: Raw -132559.836490 + Penalty 2539.679881 = -130020.156609 nChanged 32 SP:Iteration 10Q (858.227098 sec): 3 clusters Score: Raw -132576.561788 + Penalty 2539.679881 = -130036.881907 nChanged 29 SP:Iteration 11Q (858.263983 sec): 3 clusters Score: Raw -132587.621771 + Penalty 2539.679881 = -130047.941890 nChanged 20 SP:Iteration 12Q (858.318553 sec): 3 clusters Score: Raw -132598.033548 + Penalty 2539.679881 = -130058.353667 nChanged 23 SP:Iteration 13Q (858.357727 sec): 3 clusters Score: Raw -132613.291923 + Penalty 2539.679881 = -130073.612042 nChanged 19 SP:Iteration 14Q (858.407647 sec): 3 clusters Score: Raw -132623.891140 + Penalty 2539.679881 = -130084.211259 nChanged 19 SP:Iteration 15Q (858.454507 sec): 3 clusters Score: Raw -132633.410974 + Penalty 2539.679881 = -130093.731093 nChanged 11 SP:Iteration 16Q (858.493894 sec): 3 clusters Score: Raw -132637.121383 + Penalty 2539.679881 = -130097.441502 nChanged 9 SP:Iteration 17Q (858.534936 sec): 3 clusters Score: Raw -132641.560106 + Penalty 2539.679881 = -130101.880225 nChanged 7 SP:Iteration 18Q (858.567138 sec): 3 clusters Score: Raw -132646.897892 + Penalty 2539.679881 = -130107.218011 nChanged 10 SP:Iteration 19Q (858.610756 sec): 3 clusters Score: Raw -132651.875563 + Penalty 2539.679881 = -130112.195682 nChanged 9 SP:Iteration 20F (858.663554 sec): 3 clusters Score: Raw -132657.386031 + Penalty 2539.679881 = -130117.706150 nChanged 15 SP:Iteration 21Q (858.705071 sec): 3 clusters Score: Raw -132663.519119 + Penalty 2539.679881 = -130123.839238 nChanged 15 SP:Iteration 22Q (858.746143 sec): 3 clusters Score: Raw -132668.727792 + Penalty 2539.679881 = -130129.047911 nChanged 7 SP:Iteration 23Q (858.780198 sec): 3 clusters Score: Raw -132671.403347 + Penalty 2539.679881 = -130131.723466 nChanged 7 SP:Iteration 24Q (858.816891 sec): 3 clusters Score: Raw -132674.483340 + Penalty 2539.679881 = -130134.803459 nChanged 5 SP:Iteration 25Q (858.859854 sec): 3 clusters Score: Raw -132677.026530 + Penalty 2539.679881 = -130137.346649 nChanged 8 SP:Iteration 26Q (858.897462 sec): 3 clusters Score: Raw -132679.736923 + Penalty 2539.679881 = -130140.057042 nChanged 6 SP:Iteration 27Q (858.934368 sec): 3 clusters Score: Raw -132682.614999 + Penalty 2539.679881 = -130142.935118 nChanged 8 SP:Iteration 28Q (858.982021 sec): 3 clusters Score: Raw -132686.944981 + Penalty 2539.679881 = -130147.265100 nChanged 13 SP:Iteration 29Q (859.040676 sec): 3 clusters Score: Raw -132693.777793 + Penalty 2539.679881 = -130154.097912 nChanged 14 SP:Iteration 30Q (859.079360 sec): 3 clusters Score: Raw -132701.201986 + Penalty 2539.679881 = -130161.522105 nChanged 17 SP:Iteration 31Q (859.126929 sec): 3 clusters Score: Raw -132711.850988 + Penalty 2539.679881 = -130172.171107 nChanged 19 SP:Iteration 32Q (859.179987 sec): 3 clusters Score: Raw -132726.879512 + Penalty 2539.679881 = -130187.199631 nChanged 25 SP:Iteration 33Q (859.229591 sec): 3 clusters Score: Raw -132741.893722 + Penalty 2539.679881 = -130202.213841 nChanged 23 SP:Iteration 34Q (859.267853 sec): 3 clusters Score: Raw -132756.114964 + Penalty 2539.679881 = -130216.435083 nChanged 19 SP:Iteration 35Q (859.303185 sec): 3 clusters Score: Raw -132768.229819 + Penalty 2539.679881 = -130228.549938 nChanged 13 SP:Iteration 36Q (859.355217 sec): 3 clusters Score: Raw -132777.598182 + Penalty 2539.679881 = -130237.918301 nChanged 17 SP:Iteration 37Q (859.401107 sec): 3 clusters Score: Raw -132789.492202 + Penalty 2539.679881 = -130249.812321 nChanged 16 SP:Iteration 38Q (859.434213 sec): 3 clusters Score: Raw -132798.301379 + Penalty 2539.679881 = -130258.621498 nChanged 12 SP:Iteration 39Q (859.474675 sec): 3 clusters Score: Raw -132805.489609 + Penalty 2539.679881 = -130265.809728 nChanged 14 SP:Iteration 40F (859.521176 sec): 3 clusters Score: Raw -132812.115578 + Penalty 2539.679881 = -130272.435697 nChanged 9 SP:Iteration 41Q (859.578831 sec): 3 clusters Score: Raw -132818.535105 + Penalty 2539.679881 = -130278.855224 nChanged 8 SP:Iteration 42Q (859.612265 sec): 3 clusters Score: Raw -132821.466117 + Penalty 2539.679881 = -130281.786236 nChanged 4 SP:Iteration 43Q (859.647849 sec): 3 clusters Score: Raw -132823.194878 + Penalty 2539.679881 = -130283.514997 nChanged 6 SP:Iteration 44Q (859.682897 sec): 3 clusters Score: Raw -132825.387579 + Penalty 2539.679881 = -130285.707698 nChanged 5 SP:Iteration 45Q (859.725159 sec): 3 clusters Score: Raw -132827.510299 + Penalty 2539.679881 = -130287.830418 nChanged 3 SP:Iteration 46Q (859.764249 sec): 3 clusters Score: Raw -132828.415551 + Penalty 2539.679881 = -130288.735670 nChanged 2 SP:Iteration 47Q (859.812977 sec): 3 clusters Score: Raw -132829.286516 + Penalty 2539.679881 = -130289.606635 nChanged 6 SP:Iteration 48Q (859.851218 sec): 3 clusters Score: Raw -132831.645210 + Penalty 2539.679881 = -130291.965329 nChanged 4 SP:Iteration 49Q (859.898218 sec): 3 clusters Score: Raw -132834.572280 + Penalty 2539.679881 = -130294.892399 nChanged 4 SP:Iteration 50Q (859.954160 sec): 3 clusters Score: Raw -132836.439833 + Penalty 2539.679881 = -130296.759952 nChanged 0 SP:Iteration 51F (860.005758 sec): 3 clusters Score: Raw -132836.439833 + Penalty 2539.679881 = -130296.759952 nChanged 0 Trying to split cluster 9 (2594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (860.019838 sec): 2 clusters Score: Raw -138524.320993 + Penalty 1277.405409 = -137246.915584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (860.067208 sec): 3 clusters Score: Raw -137345.110095 + Penalty 2554.810819 = -134790.299276 nChanged 940 SP:Iteration 1F (860.114416 sec): 3 clusters Score: Raw -137948.704511 + Penalty 2554.810819 = -135393.893692 nChanged 219 SP:Iteration 2F (860.164116 sec): 3 clusters Score: Raw -138126.601195 + Penalty 2554.810819 = -135571.790377 nChanged 178 SP:Iteration 3F (860.221977 sec): 3 clusters Score: Raw -138316.063994 + Penalty 2554.810819 = -135761.253175 nChanged 158 SP:Iteration 4F (860.270619 sec): 3 clusters Score: Raw -138470.318905 + Penalty 2554.810819 = -135915.508087 nChanged 133 SP:Iteration 5F (860.309761 sec): 3 clusters Score: Raw -138628.068910 + Penalty 2554.810819 = -136073.258092 nChanged 139 SP:Iteration 6F (860.362941 sec): 3 clusters Score: Raw -138812.671933 + Penalty 2554.810819 = -136257.861115 nChanged 141 SP:Iteration 7F (860.417247 sec): 3 clusters Score: Raw -139014.111744 + Penalty 2554.810819 = -136459.300925 nChanged 139 SP:Iteration 8F (860.466840 sec): 3 clusters Score: Raw -139233.021949 + Penalty 2554.810819 = -136678.211130 nChanged 116 SP:Iteration 9Q (860.522084 sec): 3 clusters Score: Raw -139418.541806 + Penalty 2554.810819 = -136863.730987 nChanged 91 SP:Iteration 10Q (860.566910 sec): 3 clusters Score: Raw -139549.884042 + Penalty 2554.810819 = -136995.073223 nChanged 67 SP:Iteration 11Q (860.607815 sec): 3 clusters Score: Raw -139641.145263 + Penalty 2554.810819 = -137086.334444 nChanged 52 SP:Iteration 12Q (860.654509 sec): 3 clusters Score: Raw -139717.404816 + Penalty 2554.810819 = -137162.593997 nChanged 32 SP:Iteration 13Q (860.691672 sec): 3 clusters Score: Raw -139746.598437 + Penalty 2554.810819 = -137191.787618 nChanged 9 SP:Iteration 14Q (860.733949 sec): 3 clusters Score: Raw -139750.971966 + Penalty 2554.810819 = -137196.161147 nChanged 6 SP:Iteration 15Q (860.781347 sec): 3 clusters Score: Raw -139753.994763 + Penalty 2554.810819 = -137199.183945 nChanged 2 SP:Iteration 16Q (860.827832 sec): 3 clusters Score: Raw -139754.514144 + Penalty 2554.810819 = -137199.703325 nChanged 1 SP:Iteration 17Q (860.865745 sec): 3 clusters Score: Raw -139754.684159 + Penalty 2554.810819 = -137199.873341 nChanged 0 SP:Iteration 18F (860.909410 sec): 3 clusters Score: Raw -139754.684159 + Penalty 2554.810819 = -137199.873341 nChanged 0 Trying to split cluster 10 (26092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (860.967655 sec): 2 clusters Score: Raw -1392091.257561 + Penalty 1652.524905 = -1390438.732656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (861.053064 sec): 3 clusters Score: Raw -1376156.854644 + Penalty 3305.049811 = -1372851.804834 nChanged 11940 SP:Iteration 1F (861.139152 sec): 3 clusters Score: Raw -1382700.953275 + Penalty 3305.049811 = -1379395.903465 nChanged 1216 SP:Iteration 2Q (861.228019 sec): 3 clusters Score: Raw -1383102.296438 + Penalty 3305.049811 = -1379797.246627 nChanged 1142 SP:Iteration 3Q (861.319105 sec): 3 clusters Score: Raw -1383487.189550 + Penalty 3305.049811 = -1380182.139739 nChanged 1069 SP:Iteration 4Q (861.407684 sec): 3 clusters Score: Raw -1383843.770680 + Penalty 3305.049811 = -1380538.720870 nChanged 1027 SP:Iteration 5Q (861.497902 sec): 3 clusters Score: Raw -1384235.562236 + Penalty 3305.049811 = -1380930.512426 nChanged 1091 SP:Iteration 6Q (861.590177 sec): 3 clusters Score: Raw -1384714.024845 + Penalty 3305.049811 = -1381408.975035 nChanged 1227 SP:Iteration 7Q (861.673320 sec): 3 clusters Score: Raw -1385339.465640 + Penalty 3305.049811 = -1382034.415829 nChanged 1305 SP:Iteration 8F (861.764498 sec): 3 clusters Score: Raw -1386089.262462 + Penalty 3305.049811 = -1382784.212651 nChanged 1391 SP:Iteration 9F (861.852706 sec): 3 clusters Score: Raw -1386991.097192 + Penalty 3305.049811 = -1383686.047382 nChanged 1468 SP:Iteration 10F (861.942025 sec): 3 clusters Score: Raw -1388047.914188 + Penalty 3305.049811 = -1384742.864377 nChanged 1378 SP:Iteration 11F (862.018863 sec): 3 clusters Score: Raw -1389095.291964 + Penalty 3305.049811 = -1385790.242154 nChanged 1160 SP:Iteration 12Q (862.113360 sec): 3 clusters Score: Raw -1390013.904262 + Penalty 3305.049811 = -1386708.854451 nChanged 930 SP:Iteration 13Q (862.189250 sec): 3 clusters Score: Raw -1390727.838935 + Penalty 3305.049811 = -1387422.789124 nChanged 700 SP:Iteration 14Q (862.268460 sec): 3 clusters Score: Raw -1391275.488232 + Penalty 3305.049811 = -1387970.438422 nChanged 514 SP:Iteration 15Q (862.356759 sec): 3 clusters Score: Raw -1391668.093184 + Penalty 3305.049811 = -1388363.043373 nChanged 339 SP:Iteration 16Q (862.433189 sec): 3 clusters Score: Raw -1391903.113388 + Penalty 3305.049811 = -1388598.063577 nChanged 244 SP:Iteration 17Q (862.513376 sec): 3 clusters Score: Raw -1392066.594571 + Penalty 3305.049811 = -1388761.544761 nChanged 191 SP:Iteration 18Q (862.592730 sec): 3 clusters Score: Raw -1392200.303715 + Penalty 3305.049811 = -1388895.253905 nChanged 130 SP:Iteration 19Q (862.667523 sec): 3 clusters Score: Raw -1392298.196681 + Penalty 3305.049811 = -1388993.146870 nChanged 92 SP:Iteration 20F (862.756187 sec): 3 clusters Score: Raw -1392366.614330 + Penalty 3305.049811 = -1389061.564520 nChanged 66 SP:Iteration 21Q (862.830446 sec): 3 clusters Score: Raw -1392404.608204 + Penalty 3305.049811 = -1389099.558393 nChanged 45 SP:Iteration 22Q (862.912444 sec): 3 clusters Score: Raw -1392433.361439 + Penalty 3305.049811 = -1389128.311628 nChanged 33 SP:Iteration 23Q (862.978086 sec): 3 clusters Score: Raw -1392455.500107 + Penalty 3305.049811 = -1389150.450296 nChanged 24 SP:Iteration 24Q (863.061965 sec): 3 clusters Score: Raw -1392471.954195 + Penalty 3305.049811 = -1389166.904384 nChanged 24 SP:Iteration 25Q (863.126636 sec): 3 clusters Score: Raw -1392486.995414 + Penalty 3305.049811 = -1389181.945604 nChanged 19 SP:Iteration 26Q (863.206791 sec): 3 clusters Score: Raw -1392498.308770 + Penalty 3305.049811 = -1389193.258959 nChanged 16 SP:Iteration 27Q (863.284153 sec): 3 clusters Score: Raw -1392509.249921 + Penalty 3305.049811 = -1389204.200110 nChanged 16 SP:Iteration 28Q (863.367110 sec): 3 clusters Score: Raw -1392519.836862 + Penalty 3305.049811 = -1389214.787051 nChanged 13 SP:Iteration 29Q (863.440558 sec): 3 clusters Score: Raw -1392525.732363 + Penalty 3305.049811 = -1389220.682552 nChanged 9 SP:Iteration 30Q (863.526619 sec): 3 clusters Score: Raw -1392529.344509 + Penalty 3305.049811 = -1389224.294699 nChanged 6 SP:Iteration 31Q (863.605065 sec): 3 clusters Score: Raw -1392531.616089 + Penalty 3305.049811 = -1389226.566278 nChanged 4 SP:Iteration 32Q (863.681499 sec): 3 clusters Score: Raw -1392534.308851 + Penalty 3305.049811 = -1389229.259040 nChanged 7 SP:Iteration 33Q (863.757603 sec): 3 clusters Score: Raw -1392536.987744 + Penalty 3305.049811 = -1389231.937933 nChanged 2 SP:Iteration 34Q (863.835333 sec): 3 clusters Score: Raw -1392537.588315 + Penalty 3305.049811 = -1389232.538504 nChanged 3 SP:Iteration 35Q (863.906137 sec): 3 clusters Score: Raw -1392538.768344 + Penalty 3305.049811 = -1389233.718533 nChanged 1 SP:Iteration 36Q (863.993048 sec): 3 clusters Score: Raw -1392538.953405 + Penalty 3305.049811 = -1389233.903594 nChanged 1 SP:Iteration 37Q (864.070994 sec): 3 clusters Score: Raw -1392539.516230 + Penalty 3305.049811 = -1389234.466419 nChanged 0 SP:Iteration 38F (864.146535 sec): 3 clusters Score: Raw -1392539.516230 + Penalty 3305.049811 = -1389234.466419 nChanged 0 Trying to split cluster 11 (29941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (864.203731 sec): 2 clusters Score: Raw -1573340.841858 + Penalty 1674.884909 = -1571665.956949 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (864.288826 sec): 3 clusters Score: Raw -1554956.472478 + Penalty 3349.769819 = -1551606.702659 nChanged 13736 SP:Iteration 1F (864.371921 sec): 3 clusters Score: Raw -1562787.631756 + Penalty 3349.769819 = -1559437.861937 nChanged 1684 SP:Iteration 2F (864.467496 sec): 3 clusters Score: Raw -1563645.951084 + Penalty 3349.769819 = -1560296.181266 nChanged 1982 SP:Iteration 3F (864.558528 sec): 3 clusters Score: Raw -1565142.136322 + Penalty 3349.769819 = -1561792.366503 nChanged 2490 SP:Iteration 4F (864.639615 sec): 3 clusters Score: Raw -1567464.390503 + Penalty 3349.769819 = -1564114.620685 nChanged 2782 SP:Iteration 5F (864.738584 sec): 3 clusters Score: Raw -1569977.907097 + Penalty 3349.769819 = -1566628.137278 nChanged 2351 SP:Iteration 6F (864.829788 sec): 3 clusters Score: Raw -1571701.432593 + Penalty 3349.769819 = -1568351.662774 nChanged 1619 SP:Iteration 7F (864.914736 sec): 3 clusters Score: Raw -1572577.701039 + Penalty 3349.769819 = -1569227.931220 nChanged 1026 SP:Iteration 8Q (865.008129 sec): 3 clusters Score: Raw -1572976.080574 + Penalty 3349.769819 = -1569626.310755 nChanged 675 SP:Iteration 9Q (865.106997 sec): 3 clusters Score: Raw -1573205.466833 + Penalty 3349.769819 = -1569855.697014 nChanged 503 SP:Iteration 10Q (865.209604 sec): 3 clusters Score: Raw -1573374.602472 + Penalty 3349.769819 = -1570024.832653 nChanged 414 SP:Iteration 11Q (865.304262 sec): 3 clusters Score: Raw -1573508.572997 + Penalty 3349.769819 = -1570158.803178 nChanged 377 SP:Iteration 12Q (865.395388 sec): 3 clusters Score: Raw -1573629.860540 + Penalty 3349.769819 = -1570280.090722 nChanged 344 SP:Iteration 13Q (865.486411 sec): 3 clusters Score: Raw -1573760.254949 + Penalty 3349.769819 = -1570410.485130 nChanged 291 SP:Iteration 14Q (865.581903 sec): 3 clusters Score: Raw -1573884.138823 + Penalty 3349.769819 = -1570534.369005 nChanged 291 SP:Iteration 15Q (865.670509 sec): 3 clusters Score: Raw -1574015.274755 + Penalty 3349.769819 = -1570665.504936 nChanged 297 SP:Iteration 16Q (865.765244 sec): 3 clusters Score: Raw -1574146.714498 + Penalty 3349.769819 = -1570796.944679 nChanged 301 SP:Iteration 17Q (865.851838 sec): 3 clusters Score: Raw -1574269.036724 + Penalty 3349.769819 = -1570919.266905 nChanged 283 SP:Iteration 18Q (865.947281 sec): 3 clusters Score: Raw -1574380.858830 + Penalty 3349.769819 = -1571031.089011 nChanged 276 SP:Iteration 19Q (866.038880 sec): 3 clusters Score: Raw -1574473.517378 + Penalty 3349.769819 = -1571123.747559 nChanged 226 SP:Iteration 20F (866.131944 sec): 3 clusters Score: Raw -1574534.428919 + Penalty 3349.769819 = -1571184.659100 nChanged 229 SP:Iteration 21Q (866.212831 sec): 3 clusters Score: Raw -1574587.473741 + Penalty 3349.769819 = -1571237.703922 nChanged 191 SP:Iteration 22Q (866.301390 sec): 3 clusters Score: Raw -1574631.939623 + Penalty 3349.769819 = -1571282.169805 nChanged 171 SP:Iteration 23Q (866.402080 sec): 3 clusters Score: Raw -1574666.446728 + Penalty 3349.769819 = -1571316.676909 nChanged 160 SP:Iteration 24Q (866.496564 sec): 3 clusters Score: Raw -1574693.612024 + Penalty 3349.769819 = -1571343.842205 nChanged 158 SP:Iteration 25Q (866.579209 sec): 3 clusters Score: Raw -1574721.253355 + Penalty 3349.769819 = -1571371.483537 nChanged 150 SP:Iteration 26Q (866.667967 sec): 3 clusters Score: Raw -1574747.805275 + Penalty 3349.769819 = -1571398.035456 nChanged 142 SP:Iteration 27Q (866.754260 sec): 3 clusters Score: Raw -1574772.969503 + Penalty 3349.769819 = -1571423.199684 nChanged 132 SP:Iteration 28Q (866.841431 sec): 3 clusters Score: Raw -1574795.682918 + Penalty 3349.769819 = -1571445.913099 nChanged 125 SP:Iteration 29Q (866.932919 sec): 3 clusters Score: Raw -1574818.108436 + Penalty 3349.769819 = -1571468.338618 nChanged 129 SP:Iteration 30Q (867.030688 sec): 3 clusters Score: Raw -1574841.700754 + Penalty 3349.769819 = -1571491.930935 nChanged 109 SP:Iteration 31Q (867.122196 sec): 3 clusters Score: Raw -1574858.139505 + Penalty 3349.769819 = -1571508.369686 nChanged 110 SP:Iteration 32Q (867.205412 sec): 3 clusters Score: Raw -1574874.263737 + Penalty 3349.769819 = -1571524.493918 nChanged 112 SP:Iteration 33Q (867.298690 sec): 3 clusters Score: Raw -1574890.405814 + Penalty 3349.769819 = -1571540.635995 nChanged 102 SP:Iteration 34Q (867.387286 sec): 3 clusters Score: Raw -1574905.023240 + Penalty 3349.769819 = -1571555.253421 nChanged 103 SP:Iteration 35Q (867.475128 sec): 3 clusters Score: Raw -1574920.512708 + Penalty 3349.769819 = -1571570.742889 nChanged 93 SP:Iteration 36Q (867.575677 sec): 3 clusters Score: Raw -1574933.845561 + Penalty 3349.769819 = -1571584.075742 nChanged 75 SP:Iteration 37Q (867.660533 sec): 3 clusters Score: Raw -1574942.667128 + Penalty 3349.769819 = -1571592.897310 nChanged 63 SP:Iteration 38Q (867.742726 sec): 3 clusters Score: Raw -1574950.711762 + Penalty 3349.769819 = -1571600.941944 nChanged 65 SP:Iteration 39Q (867.825513 sec): 3 clusters Score: Raw -1574957.711076 + Penalty 3349.769819 = -1571607.941257 nChanged 48 SP:Iteration 40F (867.923908 sec): 3 clusters Score: Raw -1574962.552356 + Penalty 3349.769819 = -1571612.782538 nChanged 40 SP:Iteration 41Q (868.013171 sec): 3 clusters Score: Raw -1574965.742968 + Penalty 3349.769819 = -1571615.973150 nChanged 31 SP:Iteration 42Q (868.104697 sec): 3 clusters Score: Raw -1574968.277121 + Penalty 3349.769819 = -1571618.507302 nChanged 29 SP:Iteration 43Q (868.190733 sec): 3 clusters Score: Raw -1574970.622416 + Penalty 3349.769819 = -1571620.852597 nChanged 29 SP:Iteration 44Q (868.280664 sec): 3 clusters Score: Raw -1574973.896388 + Penalty 3349.769819 = -1571624.126570 nChanged 38 SP:Iteration 45Q (868.372489 sec): 3 clusters Score: Raw -1574978.263278 + Penalty 3349.769819 = -1571628.493459 nChanged 45 SP:Iteration 46Q (868.458436 sec): 3 clusters Score: Raw -1574984.028098 + Penalty 3349.769819 = -1571634.258280 nChanged 41 SP:Iteration 47Q (868.548237 sec): 3 clusters Score: Raw -1574989.063453 + Penalty 3349.769819 = -1571639.293634 nChanged 41 SP:Iteration 48Q (868.629424 sec): 3 clusters Score: Raw -1574995.195806 + Penalty 3349.769819 = -1571645.425988 nChanged 42 SP:Iteration 49Q (868.721494 sec): 3 clusters Score: Raw -1575000.167135 + Penalty 3349.769819 = -1571650.397316 nChanged 46 SP:Iteration 50Q (868.813774 sec): 3 clusters Score: Raw -1575004.892714 + Penalty 3349.769819 = -1571655.122895 nChanged 32 SP:Iteration 51Q (868.902371 sec): 3 clusters Score: Raw -1575007.913046 + Penalty 3349.769819 = -1571658.143228 nChanged 38 SP:Iteration 52Q (868.984525 sec): 3 clusters Score: Raw -1575011.285108 + Penalty 3349.769819 = -1571661.515289 nChanged 22 SP:Iteration 53Q (869.069112 sec): 3 clusters Score: Raw -1575013.390144 + Penalty 3349.769819 = -1571663.620325 nChanged 22 SP:Iteration 54Q (869.153050 sec): 3 clusters Score: Raw -1575014.821671 + Penalty 3349.769819 = -1571665.051853 nChanged 18 SP:Iteration 55Q (869.234779 sec): 3 clusters Score: Raw -1575016.278986 + Penalty 3349.769819 = -1571666.509167 nChanged 17 SP:Iteration 56Q (869.318070 sec): 3 clusters Score: Raw -1575017.618933 + Penalty 3349.769819 = -1571667.849115 nChanged 14 SP:Iteration 57Q (869.398067 sec): 3 clusters Score: Raw -1575018.961876 + Penalty 3349.769819 = -1571669.192058 nChanged 15 SP:Iteration 58Q (869.488506 sec): 3 clusters Score: Raw -1575019.834279 + Penalty 3349.769819 = -1571670.064460 nChanged 7 SP:Iteration 59Q (869.571865 sec): 3 clusters Score: Raw -1575020.218110 + Penalty 3349.769819 = -1571670.448291 nChanged 7 SP:Iteration 60F (869.665887 sec): 3 clusters Score: Raw -1575020.583206 + Penalty 3349.769819 = -1571670.813387 nChanged 4 SP:Iteration 61Q (869.750233 sec): 3 clusters Score: Raw -1575020.788154 + Penalty 3349.769819 = -1571671.018335 nChanged 7 SP:Iteration 62Q (869.841036 sec): 3 clusters Score: Raw -1575021.242492 + Penalty 3349.769819 = -1571671.472673 nChanged 3 SP:Iteration 63Q (869.920432 sec): 3 clusters Score: Raw -1575021.382579 + Penalty 3349.769819 = -1571671.612761 nChanged 4 SP:Iteration 64Q (870.000929 sec): 3 clusters Score: Raw -1575021.548394 + Penalty 3349.769819 = -1571671.778575 nChanged 5 SP:Iteration 65Q (870.090253 sec): 3 clusters Score: Raw -1575021.887479 + Penalty 3349.769819 = -1571672.117661 nChanged 7 SP:Iteration 66Q (870.179334 sec): 3 clusters Score: Raw -1575022.565605 + Penalty 3349.769819 = -1571672.795786 nChanged 16 SP:Iteration 67Q (870.270657 sec): 3 clusters Score: Raw -1575023.713447 + Penalty 3349.769819 = -1571673.943629 nChanged 11 SP:Iteration 68Q (870.351019 sec): 3 clusters Score: Raw -1575024.447163 + Penalty 3349.769819 = -1571674.677344 nChanged 12 SP:Iteration 69Q (870.444551 sec): 3 clusters Score: Raw -1575025.040654 + Penalty 3349.769819 = -1571675.270836 nChanged 9 SP:Iteration 70Q (870.527270 sec): 3 clusters Score: Raw -1575025.403930 + Penalty 3349.769819 = -1571675.634111 nChanged 4 SP:Iteration 71Q (870.612376 sec): 3 clusters Score: Raw -1575025.611245 + Penalty 3349.769819 = -1571675.841426 nChanged 3 SP:Iteration 72Q (870.704668 sec): 3 clusters Score: Raw -1575025.705710 + Penalty 3349.769819 = -1571675.935891 nChanged 3 SP:Iteration 73Q (870.785896 sec): 3 clusters Score: Raw -1575025.786650 + Penalty 3349.769819 = -1571676.016831 nChanged 2 SP:Iteration 74Q (870.872078 sec): 3 clusters Score: Raw -1575025.852831 + Penalty 3349.769819 = -1571676.083012 nChanged 4 SP:Iteration 75Q (870.961410 sec): 3 clusters Score: Raw -1575026.022512 + Penalty 3349.769819 = -1571676.252693 nChanged 3 SP:Iteration 76Q (871.048751 sec): 3 clusters Score: Raw -1575026.332553 + Penalty 3349.769819 = -1571676.562734 nChanged 8 SP:Iteration 77Q (871.127050 sec): 3 clusters Score: Raw -1575026.737800 + Penalty 3349.769819 = -1571676.967981 nChanged 9 SP:Iteration 78Q (871.220818 sec): 3 clusters Score: Raw -1575027.184538 + Penalty 3349.769819 = -1571677.414720 nChanged 8 SP:Iteration 79Q (871.301410 sec): 3 clusters Score: Raw -1575027.491424 + Penalty 3349.769819 = -1571677.721605 nChanged 7 SP:Iteration 80F (871.398992 sec): 3 clusters Score: Raw -1575027.883722 + Penalty 3349.769819 = -1571678.113903 nChanged 3 SP:Iteration 81Q (871.479104 sec): 3 clusters Score: Raw -1575028.033285 + Penalty 3349.769819 = -1571678.263466 nChanged 3 SP:Iteration 82Q (871.564074 sec): 3 clusters Score: Raw -1575028.190204 + Penalty 3349.769819 = -1571678.420385 nChanged 4 SP:Iteration 83Q (871.649915 sec): 3 clusters Score: Raw -1575028.536747 + Penalty 3349.769819 = -1571678.766929 nChanged 5 SP:Iteration 84Q (871.740064 sec): 3 clusters Score: Raw -1575028.979517 + Penalty 3349.769819 = -1571679.209698 nChanged 5 SP:Iteration 85Q (871.820752 sec): 3 clusters Score: Raw -1575029.440471 + Penalty 3349.769819 = -1571679.670653 nChanged 4 SP:Iteration 86Q (871.908248 sec): 3 clusters Score: Raw -1575029.753208 + Penalty 3349.769819 = -1571679.983389 nChanged 5 SP:Iteration 87Q (871.993991 sec): 3 clusters Score: Raw -1575030.020439 + Penalty 3349.769819 = -1571680.250620 nChanged 6 SP:Iteration 88Q (872.088302 sec): 3 clusters Score: Raw -1575030.322218 + Penalty 3349.769819 = -1571680.552400 nChanged 5 SP:Iteration 89Q (872.174679 sec): 3 clusters Score: Raw -1575030.683455 + Penalty 3349.769819 = -1571680.913637 nChanged 6 SP:Iteration 90Q (872.258657 sec): 3 clusters Score: Raw -1575031.369488 + Penalty 3349.769819 = -1571681.599669 nChanged 9 SP:Iteration 91Q (872.347466 sec): 3 clusters Score: Raw -1575031.729848 + Penalty 3349.769819 = -1571681.960029 nChanged 6 SP:Iteration 92Q (872.430489 sec): 3 clusters Score: Raw -1575032.021294 + Penalty 3349.769819 = -1571682.251475 nChanged 3 SP:Iteration 93Q (872.522644 sec): 3 clusters Score: Raw -1575032.180069 + Penalty 3349.769819 = -1571682.410250 nChanged 3 SP:Iteration 94Q (872.604049 sec): 3 clusters Score: Raw -1575032.382435 + Penalty 3349.769819 = -1571682.612617 nChanged 2 SP:Iteration 95Q (872.686903 sec): 3 clusters Score: Raw -1575032.548220 + Penalty 3349.769819 = -1571682.778401 nChanged 4 SP:Iteration 96Q (872.767387 sec): 3 clusters Score: Raw -1575032.841961 + Penalty 3349.769819 = -1571683.072143 nChanged 4 SP:Iteration 97Q (872.856773 sec): 3 clusters Score: Raw -1575033.178550 + Penalty 3349.769819 = -1571683.408731 nChanged 6 SP:Iteration 98Q (872.941488 sec): 3 clusters Score: Raw -1575033.574809 + Penalty 3349.769819 = -1571683.804990 nChanged 3 SP:Iteration 99Q (873.023637 sec): 3 clusters Score: Raw -1575033.805852 + Penalty 3349.769819 = -1571684.036034 nChanged 2 SP:Iteration 100F (873.108291 sec): 3 clusters Score: Raw -1575033.999059 + Penalty 3349.769819 = -1571684.229240 nChanged 2 SP:Iteration 101Q (873.192724 sec): 3 clusters Score: Raw -1575034.145457 + Penalty 3349.769819 = -1571684.375639 nChanged 2 SP:Iteration 102Q (873.282257 sec): 3 clusters Score: Raw -1575034.221644 + Penalty 3349.769819 = -1571684.451825 nChanged 3 SP:Iteration 103Q (873.366745 sec): 3 clusters Score: Raw -1575034.346274 + Penalty 3349.769819 = -1571684.576456 nChanged 3 SP:Iteration 104Q (873.447228 sec): 3 clusters Score: Raw -1575034.445369 + Penalty 3349.769819 = -1571684.675550 nChanged 5 SP:Iteration 105Q (873.522353 sec): 3 clusters Score: Raw -1575034.641845 + Penalty 3349.769819 = -1571684.872026 nChanged 1 SP:Iteration 106Q (873.610226 sec): 3 clusters Score: Raw -1575034.678105 + Penalty 3349.769819 = -1571684.908287 nChanged 1 SP:Iteration 107Q (873.693278 sec): 3 clusters Score: Raw -1575034.702621 + Penalty 3349.769819 = -1571684.932803 nChanged 0 SP:Iteration 108F (873.782193 sec): 3 clusters Score: Raw -1575034.702621 + Penalty 3349.769819 = -1571684.932803 nChanged 0 Score: Raw -12085211.966883 + Penalty 96784.636220 = -11988427.330663 Splitting cluster 11 changes total score from -11988735.007385 to -11988427.330663 So it's not getting split. Trying to split cluster 12 (5169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (881.892381 sec): 2 clusters Score: Raw -255957.957979 + Penalty 1389.445610 = -254568.512369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (881.947274 sec): 3 clusters Score: Raw -253239.356806 + Penalty 2778.891221 = -250460.465585 nChanged 2102 SP:Iteration 1F (881.993176 sec): 3 clusters Score: Raw -254426.825615 + Penalty 2778.891221 = -251647.934394 nChanged 398 SP:Iteration 2F (882.047214 sec): 3 clusters Score: Raw -254646.442245 + Penalty 2778.891221 = -251867.551024 nChanged 306 SP:Iteration 3F (882.104036 sec): 3 clusters Score: Raw -254804.995591 + Penalty 2778.891221 = -252026.104370 nChanged 220 SP:Iteration 4Q (882.161136 sec): 3 clusters Score: Raw -254925.720680 + Penalty 2778.891221 = -252146.829459 nChanged 205 SP:Iteration 5Q (882.213818 sec): 3 clusters Score: Raw -255042.451735 + Penalty 2778.891221 = -252263.560514 nChanged 193 SP:Iteration 6Q (882.252309 sec): 3 clusters Score: Raw -255153.026952 + Penalty 2778.891221 = -252374.135731 nChanged 178 SP:Iteration 7Q (882.310610 sec): 3 clusters Score: Raw -255276.648133 + Penalty 2778.891221 = -252497.756912 nChanged 189 SP:Iteration 8Q (882.359255 sec): 3 clusters Score: Raw -255404.897542 + Penalty 2778.891221 = -252626.006321 nChanged 189 SP:Iteration 9Q (882.397898 sec): 3 clusters Score: Raw -255518.330746 + Penalty 2778.891221 = -252739.439525 nChanged 163 SP:Iteration 10Q (882.460615 sec): 3 clusters Score: Raw -255605.950871 + Penalty 2778.891221 = -252827.059650 nChanged 134 SP:Iteration 11Q (882.504880 sec): 3 clusters Score: Raw -255680.482796 + Penalty 2778.891221 = -252901.591575 nChanged 115 SP:Iteration 12Q (882.556627 sec): 3 clusters Score: Raw -255752.779721 + Penalty 2778.891221 = -252973.888500 nChanged 123 SP:Iteration 13Q (882.623336 sec): 3 clusters Score: Raw -255830.826446 + Penalty 2778.891221 = -253051.935226 nChanged 114 SP:Iteration 14Q (882.667997 sec): 3 clusters Score: Raw -255915.345980 + Penalty 2778.891221 = -253136.454759 nChanged 126 SP:Iteration 15Q (882.719209 sec): 3 clusters Score: Raw -256007.656745 + Penalty 2778.891221 = -253228.765524 nChanged 118 SP:Iteration 16Q (882.771682 sec): 3 clusters Score: Raw -256095.328768 + Penalty 2778.891221 = -253316.437547 nChanged 121 SP:Iteration 17Q (882.820882 sec): 3 clusters Score: Raw -256185.377390 + Penalty 2778.891221 = -253406.486169 nChanged 89 SP:Iteration 18Q (882.870194 sec): 3 clusters Score: Raw -256252.583849 + Penalty 2778.891221 = -253473.692628 nChanged 94 SP:Iteration 19Q (882.920941 sec): 3 clusters Score: Raw -256323.384724 + Penalty 2778.891221 = -253544.493504 nChanged 78 SP:Iteration 20F (882.963956 sec): 3 clusters Score: Raw -256382.652382 + Penalty 2778.891221 = -253603.761161 nChanged 65 SP:Iteration 21Q (883.003640 sec): 3 clusters Score: Raw -256426.793400 + Penalty 2778.891221 = -253647.902180 nChanged 45 SP:Iteration 22Q (883.056441 sec): 3 clusters Score: Raw -256456.727502 + Penalty 2778.891221 = -253677.836281 nChanged 43 SP:Iteration 23Q (883.106508 sec): 3 clusters Score: Raw -256483.344187 + Penalty 2778.891221 = -253704.452967 nChanged 36 SP:Iteration 24Q (883.165052 sec): 3 clusters Score: Raw -256502.029095 + Penalty 2778.891221 = -253723.137874 nChanged 21 SP:Iteration 25Q (883.193210 sec): 3 clusters Score: Raw -256513.034351 + Penalty 2778.891221 = -253734.143130 nChanged 14 SP:Iteration 26Q (883.245999 sec): 3 clusters Score: Raw -256518.519384 + Penalty 2778.891221 = -253739.628163 nChanged 11 SP:Iteration 27Q (883.297892 sec): 3 clusters Score: Raw -256524.124046 + Penalty 2778.891221 = -253745.232825 nChanged 9 SP:Iteration 28Q (883.350470 sec): 3 clusters Score: Raw -256527.473626 + Penalty 2778.891221 = -253748.582405 nChanged 5 SP:Iteration 29Q (883.396196 sec): 3 clusters Score: Raw -256529.320851 + Penalty 2778.891221 = -253750.429630 nChanged 4 SP:Iteration 30Q (883.440781 sec): 3 clusters Score: Raw -256531.488786 + Penalty 2778.891221 = -253752.597565 nChanged 9 SP:Iteration 31Q (883.487951 sec): 3 clusters Score: Raw -256534.584804 + Penalty 2778.891221 = -253755.693584 nChanged 5 SP:Iteration 32Q (883.548260 sec): 3 clusters Score: Raw -256535.959098 + Penalty 2778.891221 = -253757.067877 nChanged 2 SP:Iteration 33Q (883.597529 sec): 3 clusters Score: Raw -256536.610398 + Penalty 2778.891221 = -253757.719177 nChanged 1 SP:Iteration 34Q (883.653047 sec): 3 clusters Score: Raw -256536.914997 + Penalty 2778.891221 = -253758.023777 nChanged 1 SP:Iteration 35Q (883.704168 sec): 3 clusters Score: Raw -256537.027823 + Penalty 2778.891221 = -253758.136603 nChanged 1 SP:Iteration 36Q (883.749364 sec): 3 clusters Score: Raw -256537.137066 + Penalty 2778.891221 = -253758.245845 nChanged 0 SP:Iteration 37F (883.797478 sec): 3 clusters Score: Raw -256537.137066 + Penalty 2778.891221 = -253758.245845 nChanged 0 Trying to split cluster 13 (1930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (883.821747 sec): 2 clusters Score: Raw -95842.125376 + Penalty 1229.357233 = -94612.768143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (883.866037 sec): 3 clusters Score: Raw -95062.157866 + Penalty 2458.714467 = -92603.443399 nChanged 665 SP:Iteration 1F (883.914201 sec): 3 clusters Score: Raw -95465.465611 + Penalty 2458.714467 = -93006.751145 nChanged 149 SP:Iteration 2F (883.950113 sec): 3 clusters Score: Raw -95597.490173 + Penalty 2458.714467 = -93138.775706 nChanged 127 SP:Iteration 3F (883.997828 sec): 3 clusters Score: Raw -95725.059672 + Penalty 2458.714467 = -93266.345206 nChanged 106 SP:Iteration 4F (884.036526 sec): 3 clusters Score: Raw -95919.373349 + Penalty 2458.714467 = -93460.658883 nChanged 127 SP:Iteration 5F (884.086098 sec): 3 clusters Score: Raw -96150.365365 + Penalty 2458.714467 = -93691.650898 nChanged 128 SP:Iteration 6F (884.128915 sec): 3 clusters Score: Raw -96315.991125 + Penalty 2458.714467 = -93857.276659 nChanged 104 SP:Iteration 7F (884.181577 sec): 3 clusters Score: Raw -96452.509545 + Penalty 2458.714467 = -93993.795079 nChanged 80 SP:Iteration 8Q (884.217134 sec): 3 clusters Score: Raw -96540.156764 + Penalty 2458.714467 = -94081.442297 nChanged 38 SP:Iteration 9Q (884.259808 sec): 3 clusters Score: Raw -96586.807830 + Penalty 2458.714467 = -94128.093363 nChanged 31 SP:Iteration 10Q (884.294736 sec): 3 clusters Score: Raw -96616.725370 + Penalty 2458.714467 = -94158.010903 nChanged 25 SP:Iteration 11Q (884.333677 sec): 3 clusters Score: Raw -96635.948733 + Penalty 2458.714467 = -94177.234266 nChanged 20 SP:Iteration 12Q (884.373691 sec): 3 clusters Score: Raw -96653.358805 + Penalty 2458.714467 = -94194.644338 nChanged 11 SP:Iteration 13Q (884.410149 sec): 3 clusters Score: Raw -96665.098164 + Penalty 2458.714467 = -94206.383697 nChanged 16 SP:Iteration 14Q (884.466573 sec): 3 clusters Score: Raw -96682.862968 + Penalty 2458.714467 = -94224.148501 nChanged 13 SP:Iteration 15Q (884.512525 sec): 3 clusters Score: Raw -96696.937067 + Penalty 2458.714467 = -94238.222600 nChanged 6 SP:Iteration 16Q (884.544522 sec): 3 clusters Score: Raw -96708.811251 + Penalty 2458.714467 = -94250.096784 nChanged 4 SP:Iteration 17Q (884.580030 sec): 3 clusters Score: Raw -96725.605074 + Penalty 2458.714467 = -94266.890608 nChanged 5 SP:Iteration 18Q (884.631641 sec): 3 clusters Score: Raw -96731.440019 + Penalty 2458.714467 = -94272.725553 nChanged 4 SP:Iteration 19Q (884.666811 sec): 3 clusters Score: Raw -96733.480008 + Penalty 2458.714467 = -94274.765542 nChanged 2 SP:Iteration 20F (884.712490 sec): 3 clusters Score: Raw -96738.265535 + Penalty 2458.714467 = -94279.551069 nChanged 3 SP:Iteration 21Q (884.763031 sec): 3 clusters Score: Raw -96741.218641 + Penalty 2458.714467 = -94282.504174 nChanged 2 SP:Iteration 22Q (884.813990 sec): 3 clusters Score: Raw -96747.057367 + Penalty 2458.714467 = -94288.342901 nChanged 5 SP:Iteration 23Q (884.860591 sec): 3 clusters Score: Raw -96752.824607 + Penalty 2458.714467 = -94294.110140 nChanged 3 SP:Iteration 24Q (884.906093 sec): 3 clusters Score: Raw -96755.292241 + Penalty 2458.714467 = -94296.577775 nChanged 3 SP:Iteration 25Q (884.941139 sec): 3 clusters Score: Raw -96758.095163 + Penalty 2458.714467 = -94299.380696 nChanged 2 SP:Iteration 26Q (884.985029 sec): 3 clusters Score: Raw -96760.022109 + Penalty 2458.714467 = -94301.307642 nChanged 2 SP:Iteration 27Q (885.034998 sec): 3 clusters Score: Raw -96761.259612 + Penalty 2458.714467 = -94302.545145 nChanged 0 SP:Iteration 28F (885.083405 sec): 3 clusters Score: Raw -96761.259612 + Penalty 2458.714467 = -94302.545145 nChanged 0 Trying to split cluster 14 (563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (885.108394 sec): 2 clusters Score: Raw -27627.013042 + Penalty 1029.157940 = -26597.855103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (885.164133 sec): 3 clusters Score: Raw -27568.590281 + Penalty 2058.315879 = -25510.274402 nChanged 146 SP:Iteration 1F (885.204964 sec): 3 clusters Score: Raw -27820.347713 + Penalty 2058.315879 = -25762.031834 nChanged 56 SP:Iteration 2F (885.241843 sec): 3 clusters Score: Raw -28017.542260 + Penalty 2058.315879 = -25959.226381 nChanged 39 SP:Iteration 3F (885.276407 sec): 3 clusters Score: Raw -28115.720403 + Penalty 2058.315879 = -26057.404524 nChanged 30 SP:Iteration 4F (885.324827 sec): 3 clusters Score: Raw -28229.745378 + Penalty 2058.315879 = -26171.429499 nChanged 20 SP:Iteration 5Q (885.366545 sec): 3 clusters Score: Raw -28336.300531 + Penalty 2058.315879 = -26277.984652 nChanged 19 SP:Iteration 6Q (885.407487 sec): 3 clusters Score: Raw -28409.868050 + Penalty 2058.315879 = -26351.552171 nChanged 14 SP:Iteration 7Q (885.433692 sec): 3 clusters Score: Raw -28464.130763 + Penalty 2058.315879 = -26405.814884 nChanged 15 SP:Iteration 8Q (885.464030 sec): 3 clusters Score: Raw -28510.407396 + Penalty 2058.315879 = -26452.091517 nChanged 6 SP:Iteration 9Q (885.498031 sec): 3 clusters Score: Raw -28540.041956 + Penalty 2058.315879 = -26481.726076 nChanged 7 SP:Iteration 10Q (885.537919 sec): 3 clusters Score: Raw -28581.333540 + Penalty 2058.315879 = -26523.017661 nChanged 5 SP:Iteration 11Q (885.580440 sec): 3 clusters Score: Raw -28604.721546 + Penalty 2058.315879 = -26546.405666 nChanged 4 SP:Iteration 12Q (885.622622 sec): 3 clusters Score: Raw -28617.718145 + Penalty 2058.315879 = -26559.402266 nChanged 1 SP:Iteration 13Q (885.664204 sec): 3 clusters Score: Raw -28618.354159 + Penalty 2058.315879 = -26560.038279 nChanged 0 SP:Iteration 14F (885.709631 sec): 3 clusters Score: Raw -28618.861492 + Penalty 2058.315879 = -26560.545613 nChanged 1 SP:Iteration 15Q (885.748314 sec): 3 clusters Score: Raw -28633.647492 + Penalty 2058.315879 = -26575.331613 nChanged 1 SP:Iteration 16Q (885.795259 sec): 3 clusters Score: Raw -28640.207781 + Penalty 2058.315879 = -26581.891902 nChanged 0 SP:Iteration 17F (885.840573 sec): 3 clusters Score: Raw -28640.207781 + Penalty 2058.315879 = -26581.891902 nChanged 0 Trying to split cluster 15 (842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (885.860907 sec): 2 clusters Score: Raw -41974.992020 + Penalty 1094.564252 = -40880.427768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (885.920693 sec): 3 clusters Score: Raw -41763.894855 + Penalty 2189.128505 = -39574.766351 nChanged 228 SP:Iteration 1F (885.956115 sec): 3 clusters Score: Raw -42025.512252 + Penalty 2189.128505 = -39836.383747 nChanged 63 SP:Iteration 2F (885.998911 sec): 3 clusters Score: Raw -42116.194690 + Penalty 2189.128505 = -39927.066186 nChanged 37 SP:Iteration 3Q (886.052187 sec): 3 clusters Score: Raw -42159.575790 + Penalty 2189.128505 = -39970.447285 nChanged 25 SP:Iteration 4Q (886.083730 sec): 3 clusters Score: Raw -42188.278712 + Penalty 2189.128505 = -39999.150208 nChanged 13 SP:Iteration 5Q (886.125133 sec): 3 clusters Score: Raw -42202.456546 + Penalty 2189.128505 = -40013.328041 nChanged 11 SP:Iteration 6Q (886.174165 sec): 3 clusters Score: Raw -42213.912308 + Penalty 2189.128505 = -40024.783803 nChanged 8 SP:Iteration 7Q (886.210149 sec): 3 clusters Score: Raw -42224.748894 + Penalty 2189.128505 = -40035.620389 nChanged 14 SP:Iteration 8Q (886.255947 sec): 3 clusters Score: Raw -42241.697594 + Penalty 2189.128505 = -40052.569089 nChanged 14 SP:Iteration 9Q (886.300284 sec): 3 clusters Score: Raw -42255.433466 + Penalty 2189.128505 = -40066.304961 nChanged 9 SP:Iteration 10Q (886.344069 sec): 3 clusters Score: Raw -42265.296730 + Penalty 2189.128505 = -40076.168226 nChanged 6 SP:Iteration 11Q (886.388599 sec): 3 clusters Score: Raw -42273.739159 + Penalty 2189.128505 = -40084.610654 nChanged 9 SP:Iteration 12Q (886.428084 sec): 3 clusters Score: Raw -42288.102526 + Penalty 2189.128505 = -40098.974022 nChanged 4 SP:Iteration 13Q (886.481021 sec): 3 clusters Score: Raw -42296.268559 + Penalty 2189.128505 = -40107.140054 nChanged 6 SP:Iteration 14Q (886.518665 sec): 3 clusters Score: Raw -42310.264892 + Penalty 2189.128505 = -40121.136387 nChanged 5 SP:Iteration 15Q (886.567965 sec): 3 clusters Score: Raw -42316.711191 + Penalty 2189.128505 = -40127.582686 nChanged 5 SP:Iteration 16Q (886.616789 sec): 3 clusters Score: Raw -42321.465570 + Penalty 2189.128505 = -40132.337065 nChanged 6 SP:Iteration 17Q (886.663314 sec): 3 clusters Score: Raw -42329.471362 + Penalty 2189.128505 = -40140.342858 nChanged 8 SP:Iteration 18Q (886.711568 sec): 3 clusters Score: Raw -42340.675114 + Penalty 2189.128505 = -40151.546609 nChanged 9 SP:Iteration 19Q (886.744525 sec): 3 clusters Score: Raw -42353.584577 + Penalty 2189.128505 = -40164.456072 nChanged 13 SP:Iteration 20F (886.780419 sec): 3 clusters Score: Raw -42369.526945 + Penalty 2189.128505 = -40180.398440 nChanged 17 SP:Iteration 21Q (886.823920 sec): 3 clusters Score: Raw -42398.165664 + Penalty 2189.128505 = -40209.037160 nChanged 15 SP:Iteration 22Q (886.864303 sec): 3 clusters Score: Raw -42441.823479 + Penalty 2189.128505 = -40252.694974 nChanged 16 SP:Iteration 23Q (886.893925 sec): 3 clusters Score: Raw -42497.657863 + Penalty 2189.128505 = -40308.529358 nChanged 26 SP:Iteration 24Q (886.937699 sec): 3 clusters Score: Raw -42566.761351 + Penalty 2189.128505 = -40377.632846 nChanged 23 SP:Iteration 25Q (886.984704 sec): 3 clusters Score: Raw -42606.910950 + Penalty 2189.128505 = -40417.782445 nChanged 14 SP:Iteration 26Q (887.025757 sec): 3 clusters Score: Raw -42635.474034 + Penalty 2189.128505 = -40446.345529 nChanged 11 SP:Iteration 27Q (887.074546 sec): 3 clusters Score: Raw -42653.281649 + Penalty 2189.128505 = -40464.153144 nChanged 9 SP:Iteration 28Q (887.118190 sec): 3 clusters Score: Raw -42672.928053 + Penalty 2189.128505 = -40483.799548 nChanged 8 SP:Iteration 29Q (887.156585 sec): 3 clusters Score: Raw -42683.371658 + Penalty 2189.128505 = -40494.243154 nChanged 7 SP:Iteration 30Q (887.195593 sec): 3 clusters Score: Raw -42694.264652 + Penalty 2189.128505 = -40505.136148 nChanged 4 SP:Iteration 31Q (887.230011 sec): 3 clusters Score: Raw -42701.697665 + Penalty 2189.128505 = -40512.569161 nChanged 5 SP:Iteration 32Q (887.269864 sec): 3 clusters Score: Raw -42710.430117 + Penalty 2189.128505 = -40521.301612 nChanged 2 SP:Iteration 33Q (887.311170 sec): 3 clusters Score: Raw -42712.161207 + Penalty 2189.128505 = -40523.032702 nChanged 4 SP:Iteration 34Q (887.348733 sec): 3 clusters Score: Raw -42716.206918 + Penalty 2189.128505 = -40527.078413 nChanged 2 SP:Iteration 35Q (887.397384 sec): 3 clusters Score: Raw -42719.224517 + Penalty 2189.128505 = -40530.096012 nChanged 1 SP:Iteration 36Q (887.440610 sec): 3 clusters Score: Raw -42720.074421 + Penalty 2189.128505 = -40530.945916 nChanged 2 SP:Iteration 37Q (887.477198 sec): 3 clusters Score: Raw -42721.490478 + Penalty 2189.128505 = -40532.361973 nChanged 3 SP:Iteration 38Q (887.510814 sec): 3 clusters Score: Raw -42723.986195 + Penalty 2189.128505 = -40534.857691 nChanged 3 SP:Iteration 39Q (887.566073 sec): 3 clusters Score: Raw -42726.467780 + Penalty 2189.128505 = -40537.339276 nChanged 5 SP:Iteration 40F (887.601306 sec): 3 clusters Score: Raw -42731.902614 + Penalty 2189.128505 = -40542.774109 nChanged 3 SP:Iteration 41Q (887.652644 sec): 3 clusters Score: Raw -42735.548140 + Penalty 2189.128505 = -40546.419635 nChanged 3 SP:Iteration 42Q (887.693531 sec): 3 clusters Score: Raw -42739.708000 + Penalty 2189.128505 = -40550.579496 nChanged 2 SP:Iteration 43Q (887.744298 sec): 3 clusters Score: Raw -42742.304374 + Penalty 2189.128505 = -40553.175869 nChanged 2 SP:Iteration 44Q (887.785990 sec): 3 clusters Score: Raw -42744.152020 + Penalty 2189.128505 = -40555.023516 nChanged 1 SP:Iteration 45Q (887.828851 sec): 3 clusters Score: Raw -42744.636174 + Penalty 2189.128505 = -40555.507670 nChanged 1 SP:Iteration 46Q (887.858360 sec): 3 clusters Score: Raw -42747.278204 + Penalty 2189.128505 = -40558.149700 nChanged 2 SP:Iteration 47Q (887.894202 sec): 3 clusters Score: Raw -42753.246828 + Penalty 2189.128505 = -40564.118324 nChanged 4 SP:Iteration 48Q (887.935985 sec): 3 clusters Score: Raw -42758.302610 + Penalty 2189.128505 = -40569.174105 nChanged 6 SP:Iteration 49Q (887.989487 sec): 3 clusters Score: Raw -42769.673229 + Penalty 2189.128505 = -40580.544724 nChanged 2 SP:Iteration 50Q (888.033719 sec): 3 clusters Score: Raw -42773.687113 + Penalty 2189.128505 = -40584.558608 nChanged 2 SP:Iteration 51Q (888.074430 sec): 3 clusters Score: Raw -42785.210883 + Penalty 2189.128505 = -40596.082378 nChanged 6 SP:Iteration 52Q (888.111818 sec): 3 clusters Score: Raw -42820.843891 + Penalty 2189.128505 = -40631.715386 nChanged 10 SP:Iteration 53Q (888.155284 sec): 3 clusters Score: Raw -42903.236371 + Penalty 2189.128505 = -40714.107866 nChanged 18 SP:Iteration 54Q (888.199585 sec): 3 clusters Score: Raw -42958.118542 + Penalty 2189.128505 = -40768.990038 nChanged 16 SP:Iteration 55Q (888.243499 sec): 3 clusters Score: Raw -42990.309689 + Penalty 2189.128505 = -40801.181184 nChanged 18 SP:Iteration 56Q (888.288154 sec): 3 clusters Score: Raw -43025.923747 + Penalty 2189.128505 = -40836.795242 nChanged 14 SP:Iteration 57Q (888.328434 sec): 3 clusters Score: Raw -43044.008226 + Penalty 2189.128505 = -40854.879721 nChanged 15 SP:Iteration 58Q (888.376453 sec): 3 clusters Score: Raw -43062.899367 + Penalty 2189.128505 = -40873.770863 nChanged 17 SP:Iteration 59Q (888.412174 sec): 3 clusters Score: Raw -43090.889870 + Penalty 2189.128505 = -40901.761366 nChanged 22 SP:Iteration 60F (888.451564 sec): 3 clusters Score: Raw -43138.464536 + Penalty 2189.128505 = -40949.336031 nChanged 32 SP:Iteration 61Q (888.489230 sec): 3 clusters Score: Raw -43227.174861 + Penalty 2189.128505 = -41038.046357 nChanged 36 SP:Iteration 62Q (888.520950 sec): 3 clusters Score: Raw -43377.113531 + Penalty 2189.128505 = -41187.985027 nChanged 23 SP:Iteration 63Q (888.556559 sec): 3 clusters Score: Raw -43528.411760 + Penalty 2189.128505 = -41339.283255 nChanged 6 SP:Iteration 64Q (888.591198 sec): 3 clusters Score: Raw -43550.612136 + Penalty 2189.128505 = -41361.483631 nChanged 3 SP:Iteration 65Q (888.623531 sec): 3 clusters Score: Raw -43561.174272 + Penalty 2189.128505 = -41372.045768 nChanged 3 SP:Iteration 66Q (888.667595 sec): 3 clusters Score: Raw -43566.330485 + Penalty 2189.128505 = -41377.201981 nChanged 0 SP:Iteration 67F (888.700712 sec): 3 clusters Score: Raw -43566.330485 + Penalty 2189.128505 = -41377.201981 nChanged 0 Score: Raw -12085109.444585 + Penalty 96784.636220 = -11988324.808365 Splitting cluster 15 changes total score from -11988735.007385 to -11988324.808365 So it's not getting split. Trying to split cluster 16 (5550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (896.957249 sec): 2 clusters Score: Raw -288216.341333 + Penalty 1401.002396 = -286815.338937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (897.017839 sec): 3 clusters Score: Raw -285296.019961 + Penalty 2802.004792 = -282494.015169 nChanged 2266 SP:Iteration 1F (897.070066 sec): 3 clusters Score: Raw -286554.961309 + Penalty 2802.004792 = -283752.956517 nChanged 453 SP:Iteration 2F (897.118841 sec): 3 clusters Score: Raw -286847.524978 + Penalty 2802.004792 = -284045.520186 nChanged 356 SP:Iteration 3F (897.159280 sec): 3 clusters Score: Raw -287148.266319 + Penalty 2802.004792 = -284346.261526 nChanged 364 SP:Iteration 4F (897.209539 sec): 3 clusters Score: Raw -287527.111099 + Penalty 2802.004792 = -284725.106307 nChanged 401 SP:Iteration 5F (897.269195 sec): 3 clusters Score: Raw -287926.702345 + Penalty 2802.004792 = -285124.697553 nChanged 373 SP:Iteration 6F (897.317866 sec): 3 clusters Score: Raw -288256.284883 + Penalty 2802.004792 = -285454.280091 nChanged 302 SP:Iteration 7F (897.377068 sec): 3 clusters Score: Raw -288520.955113 + Penalty 2802.004792 = -285718.950320 nChanged 254 SP:Iteration 8Q (897.416853 sec): 3 clusters Score: Raw -288715.807002 + Penalty 2802.004792 = -285913.802210 nChanged 205 SP:Iteration 9Q (897.472793 sec): 3 clusters Score: Raw -288864.947899 + Penalty 2802.004792 = -286062.943106 nChanged 159 SP:Iteration 10Q (897.522942 sec): 3 clusters Score: Raw -288970.004826 + Penalty 2802.004792 = -286168.000034 nChanged 111 SP:Iteration 11Q (897.571573 sec): 3 clusters Score: Raw -289027.543045 + Penalty 2802.004792 = -286225.538253 nChanged 88 SP:Iteration 12Q (897.616151 sec): 3 clusters Score: Raw -289069.198077 + Penalty 2802.004792 = -286267.193285 nChanged 78 SP:Iteration 13Q (897.670325 sec): 3 clusters Score: Raw -289105.135986 + Penalty 2802.004792 = -286303.131193 nChanged 56 SP:Iteration 14Q (897.726842 sec): 3 clusters Score: Raw -289125.991506 + Penalty 2802.004792 = -286323.986714 nChanged 45 SP:Iteration 15Q (897.787288 sec): 3 clusters Score: Raw -289140.437795 + Penalty 2802.004792 = -286338.433003 nChanged 28 SP:Iteration 16Q (897.843472 sec): 3 clusters Score: Raw -289149.433015 + Penalty 2802.004792 = -286347.428223 nChanged 19 SP:Iteration 17Q (897.884311 sec): 3 clusters Score: Raw -289154.615195 + Penalty 2802.004792 = -286352.610402 nChanged 16 SP:Iteration 18Q (897.927623 sec): 3 clusters Score: Raw -289157.541985 + Penalty 2802.004792 = -286355.537193 nChanged 5 SP:Iteration 19Q (897.980134 sec): 3 clusters Score: Raw -289158.649231 + Penalty 2802.004792 = -286356.644439 nChanged 4 SP:Iteration 20F (898.040624 sec): 3 clusters Score: Raw -289159.227820 + Penalty 2802.004792 = -286357.223028 nChanged 1 SP:Iteration 21Q (898.087009 sec): 3 clusters Score: Raw -289159.885721 + Penalty 2802.004792 = -286357.880929 nChanged 3 SP:Iteration 22Q (898.138118 sec): 3 clusters Score: Raw -289160.755481 + Penalty 2802.004792 = -286358.750689 nChanged 8 SP:Iteration 23Q (898.184141 sec): 3 clusters Score: Raw -289162.346318 + Penalty 2802.004792 = -286360.341526 nChanged 9 SP:Iteration 24Q (898.228029 sec): 3 clusters Score: Raw -289164.384097 + Penalty 2802.004792 = -286362.379305 nChanged 4 SP:Iteration 25Q (898.279287 sec): 3 clusters Score: Raw -289165.389237 + Penalty 2802.004792 = -286363.384445 nChanged 5 SP:Iteration 26Q (898.339996 sec): 3 clusters Score: Raw -289166.253423 + Penalty 2802.004792 = -286364.248631 nChanged 2 SP:Iteration 27Q (898.380967 sec): 3 clusters Score: Raw -289166.633005 + Penalty 2802.004792 = -286364.628213 nChanged 1 SP:Iteration 28Q (898.435251 sec): 3 clusters Score: Raw -289166.737736 + Penalty 2802.004792 = -286364.732944 nChanged 0 SP:Iteration 29F (898.490387 sec): 3 clusters Score: Raw -289166.737736 + Penalty 2802.004792 = -286364.732944 nChanged 0 Trying to split cluster 17 (1928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (898.515255 sec): 2 clusters Score: Raw -103489.011226 + Penalty 1229.188752 = -102259.822474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (898.562011 sec): 3 clusters Score: Raw -102657.386726 + Penalty 2458.377504 = -100199.009222 nChanged 689 SP:Iteration 1F (898.600474 sec): 3 clusters Score: Raw -103101.976550 + Penalty 2458.377504 = -100643.599046 nChanged 161 SP:Iteration 2F (898.643962 sec): 3 clusters Score: Raw -103223.049555 + Penalty 2458.377504 = -100764.672050 nChanged 111 SP:Iteration 3F (898.695550 sec): 3 clusters Score: Raw -103301.109146 + Penalty 2458.377504 = -100842.731642 nChanged 75 SP:Iteration 4Q (898.745681 sec): 3 clusters Score: Raw -103354.660744 + Penalty 2458.377504 = -100896.283239 nChanged 66 SP:Iteration 5Q (898.788856 sec): 3 clusters Score: Raw -103398.433041 + Penalty 2458.377504 = -100940.055537 nChanged 37 SP:Iteration 6Q (898.833922 sec): 3 clusters Score: Raw -103417.547793 + Penalty 2458.377504 = -100959.170288 nChanged 31 SP:Iteration 7Q (898.874388 sec): 3 clusters Score: Raw -103439.662320 + Penalty 2458.377504 = -100981.284816 nChanged 33 SP:Iteration 8Q (898.923727 sec): 3 clusters Score: Raw -103463.973040 + Penalty 2458.377504 = -101005.595535 nChanged 41 SP:Iteration 9Q (898.966535 sec): 3 clusters Score: Raw -103493.904898 + Penalty 2458.377504 = -101035.527393 nChanged 30 SP:Iteration 10Q (899.007150 sec): 3 clusters Score: Raw -103514.370530 + Penalty 2458.377504 = -101055.993025 nChanged 45 SP:Iteration 11Q (899.049327 sec): 3 clusters Score: Raw -103545.231819 + Penalty 2458.377504 = -101086.854314 nChanged 37 SP:Iteration 12Q (899.098982 sec): 3 clusters Score: Raw -103578.370361 + Penalty 2458.377504 = -101119.992856 nChanged 39 SP:Iteration 13Q (899.143409 sec): 3 clusters Score: Raw -103607.106595 + Penalty 2458.377504 = -101148.729090 nChanged 30 SP:Iteration 14Q (899.187360 sec): 3 clusters Score: Raw -103628.154315 + Penalty 2458.377504 = -101169.776811 nChanged 27 SP:Iteration 15Q (899.231787 sec): 3 clusters Score: Raw -103645.391585 + Penalty 2458.377504 = -101187.014081 nChanged 20 SP:Iteration 16Q (899.286337 sec): 3 clusters Score: Raw -103660.233970 + Penalty 2458.377504 = -101201.856465 nChanged 19 SP:Iteration 17Q (899.334694 sec): 3 clusters Score: Raw -103672.233066 + Penalty 2458.377504 = -101213.855562 nChanged 14 SP:Iteration 18Q (899.378262 sec): 3 clusters Score: Raw -103680.873986 + Penalty 2458.377504 = -101222.496482 nChanged 20 SP:Iteration 19Q (899.419896 sec): 3 clusters Score: Raw -103695.682813 + Penalty 2458.377504 = -101237.305309 nChanged 17 SP:Iteration 20F (899.477158 sec): 3 clusters Score: Raw -103711.718857 + Penalty 2458.377504 = -101253.341353 nChanged 16 SP:Iteration 21Q (899.521907 sec): 3 clusters Score: Raw -103723.053438 + Penalty 2458.377504 = -101264.675934 nChanged 13 SP:Iteration 22Q (899.567414 sec): 3 clusters Score: Raw -103730.308479 + Penalty 2458.377504 = -101271.930975 nChanged 17 SP:Iteration 23Q (899.613080 sec): 3 clusters Score: Raw -103742.359192 + Penalty 2458.377504 = -101283.981688 nChanged 19 SP:Iteration 24Q (899.658531 sec): 3 clusters Score: Raw -103757.201575 + Penalty 2458.377504 = -101298.824071 nChanged 19 SP:Iteration 25Q (899.694093 sec): 3 clusters Score: Raw -103770.301144 + Penalty 2458.377504 = -101311.923640 nChanged 12 SP:Iteration 26Q (899.740576 sec): 3 clusters Score: Raw -103780.564009 + Penalty 2458.377504 = -101322.186505 nChanged 12 SP:Iteration 27Q (899.787607 sec): 3 clusters Score: Raw -103794.334852 + Penalty 2458.377504 = -101335.957347 nChanged 17 SP:Iteration 28Q (899.828864 sec): 3 clusters Score: Raw -103811.762573 + Penalty 2458.377504 = -101353.385069 nChanged 11 SP:Iteration 29Q (899.866987 sec): 3 clusters Score: Raw -103822.314218 + Penalty 2458.377504 = -101363.936714 nChanged 9 SP:Iteration 30Q (899.915288 sec): 3 clusters Score: Raw -103827.510220 + Penalty 2458.377504 = -101369.132716 nChanged 4 SP:Iteration 31Q (899.958970 sec): 3 clusters Score: Raw -103829.206036 + Penalty 2458.377504 = -101370.828531 nChanged 4 SP:Iteration 32Q (900.006002 sec): 3 clusters Score: Raw -103833.931510 + Penalty 2458.377504 = -101375.554006 nChanged 5 SP:Iteration 33Q (900.056326 sec): 3 clusters Score: Raw -103836.619923 + Penalty 2458.377504 = -101378.242419 nChanged 1 SP:Iteration 34Q (900.093717 sec): 3 clusters Score: Raw -103837.107479 + Penalty 2458.377504 = -101378.729974 nChanged 0 SP:Iteration 35F (900.148374 sec): 3 clusters Score: Raw -103837.107479 + Penalty 2458.377504 = -101378.729974 nChanged 0 Trying to split cluster 18 (6710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (900.171607 sec): 2 clusters Score: Raw -368937.006511 + Penalty 1431.845062 = -367505.161448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (900.235464 sec): 3 clusters Score: Raw -365304.966389 + Penalty 2863.690125 = -362441.276264 nChanged 2798 SP:Iteration 1F (900.288951 sec): 3 clusters Score: Raw -366905.426349 + Penalty 2863.690125 = -364041.736224 nChanged 470 SP:Iteration 2F (900.334256 sec): 3 clusters Score: Raw -367183.910105 + Penalty 2863.690125 = -364320.219981 nChanged 453 SP:Iteration 3F (900.388094 sec): 3 clusters Score: Raw -367462.265768 + Penalty 2863.690125 = -364598.575644 nChanged 411 SP:Iteration 4F (900.434627 sec): 3 clusters Score: Raw -367734.675289 + Penalty 2863.690125 = -364870.985164 nChanged 371 SP:Iteration 5F (900.496380 sec): 3 clusters Score: Raw -368009.509149 + Penalty 2863.690125 = -365145.819025 nChanged 371 SP:Iteration 6F (900.550339 sec): 3 clusters Score: Raw -368294.683856 + Penalty 2863.690125 = -365430.993732 nChanged 345 SP:Iteration 7F (900.599898 sec): 3 clusters Score: Raw -368569.691120 + Penalty 2863.690125 = -365706.000996 nChanged 284 SP:Iteration 8Q (900.652374 sec): 3 clusters Score: Raw -368786.428330 + Penalty 2863.690125 = -365922.738206 nChanged 230 SP:Iteration 9Q (900.705147 sec): 3 clusters Score: Raw -368943.706415 + Penalty 2863.690125 = -366080.016290 nChanged 153 SP:Iteration 10Q (900.761339 sec): 3 clusters Score: Raw -369039.967664 + Penalty 2863.690125 = -366176.277539 nChanged 123 SP:Iteration 11Q (900.809502 sec): 3 clusters Score: Raw -369116.182774 + Penalty 2863.690125 = -366252.492650 nChanged 86 SP:Iteration 12Q (900.871381 sec): 3 clusters Score: Raw -369165.946536 + Penalty 2863.690125 = -366302.256411 nChanged 74 SP:Iteration 13Q (900.926502 sec): 3 clusters Score: Raw -369205.165407 + Penalty 2863.690125 = -366341.475282 nChanged 51 SP:Iteration 14Q (900.975529 sec): 3 clusters Score: Raw -369236.359096 + Penalty 2863.690125 = -366372.668972 nChanged 31 SP:Iteration 15Q (901.037967 sec): 3 clusters Score: Raw -369252.565024 + Penalty 2863.690125 = -366388.874899 nChanged 19 SP:Iteration 16Q (901.077881 sec): 3 clusters Score: Raw -369264.740090 + Penalty 2863.690125 = -366401.049965 nChanged 13 SP:Iteration 17Q (901.141266 sec): 3 clusters Score: Raw -369270.941244 + Penalty 2863.690125 = -366407.251119 nChanged 7 SP:Iteration 18Q (901.185644 sec): 3 clusters Score: Raw -369274.545304 + Penalty 2863.690125 = -366410.855179 nChanged 5 SP:Iteration 19Q (901.240040 sec): 3 clusters Score: Raw -369277.285513 + Penalty 2863.690125 = -366413.595388 nChanged 3 SP:Iteration 20F (901.297576 sec): 3 clusters Score: Raw -369278.462260 + Penalty 2863.690125 = -366414.772135 nChanged 4 SP:Iteration 21Q (901.350214 sec): 3 clusters Score: Raw -369280.972112 + Penalty 2863.690125 = -366417.281987 nChanged 3 SP:Iteration 22Q (901.404484 sec): 3 clusters Score: Raw -369281.776843 + Penalty 2863.690125 = -366418.086718 nChanged 0 SP:Iteration 23F (901.463346 sec): 3 clusters Score: Raw -369281.776843 + Penalty 2863.690125 = -366418.086718 nChanged 0 Trying to split cluster 19 (4850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (901.500229 sec): 2 clusters Score: Raw -255780.336671 + Penalty 1379.094272 = -254401.242399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (901.546508 sec): 3 clusters Score: Raw -253245.055303 + Penalty 2758.188545 = -250486.866758 nChanged 1996 SP:Iteration 1F (901.594923 sec): 3 clusters Score: Raw -254422.550504 + Penalty 2758.188545 = -251664.361959 nChanged 353 SP:Iteration 2F (901.645438 sec): 3 clusters Score: Raw -254650.629377 + Penalty 2758.188545 = -251892.440832 nChanged 302 SP:Iteration 3F (901.700776 sec): 3 clusters Score: Raw -254895.463511 + Penalty 2758.188545 = -252137.274966 nChanged 312 SP:Iteration 4F (901.751498 sec): 3 clusters Score: Raw -255174.861363 + Penalty 2758.188545 = -252416.672819 nChanged 319 SP:Iteration 5F (901.804476 sec): 3 clusters Score: Raw -255452.127474 + Penalty 2758.188545 = -252693.938930 nChanged 306 SP:Iteration 6F (901.855630 sec): 3 clusters Score: Raw -255709.953063 + Penalty 2758.188545 = -252951.764518 nChanged 262 SP:Iteration 7F (901.911262 sec): 3 clusters Score: Raw -255905.190890 + Penalty 2758.188545 = -253147.002345 nChanged 205 SP:Iteration 8Q (901.952331 sec): 3 clusters Score: Raw -256055.846962 + Penalty 2758.188545 = -253297.658417 nChanged 148 SP:Iteration 9Q (902.008797 sec): 3 clusters Score: Raw -256159.100998 + Penalty 2758.188545 = -253400.912453 nChanged 109 SP:Iteration 10Q (902.067459 sec): 3 clusters Score: Raw -256226.562334 + Penalty 2758.188545 = -253468.373789 nChanged 87 SP:Iteration 11Q (902.109091 sec): 3 clusters Score: Raw -256280.917299 + Penalty 2758.188545 = -253522.728754 nChanged 67 SP:Iteration 12Q (902.162319 sec): 3 clusters Score: Raw -256324.112922 + Penalty 2758.188545 = -253565.924377 nChanged 47 SP:Iteration 13Q (902.213296 sec): 3 clusters Score: Raw -256354.176780 + Penalty 2758.188545 = -253595.988235 nChanged 46 SP:Iteration 14Q (902.260387 sec): 3 clusters Score: Raw -256375.927310 + Penalty 2758.188545 = -253617.738765 nChanged 34 SP:Iteration 15Q (902.315525 sec): 3 clusters Score: Raw -256394.269426 + Penalty 2758.188545 = -253636.080881 nChanged 30 SP:Iteration 16Q (902.371096 sec): 3 clusters Score: Raw -256409.168165 + Penalty 2758.188545 = -253650.979620 nChanged 19 SP:Iteration 17Q (902.415384 sec): 3 clusters Score: Raw -256419.761805 + Penalty 2758.188545 = -253661.573260 nChanged 26 SP:Iteration 18Q (902.472723 sec): 3 clusters Score: Raw -256432.279407 + Penalty 2758.188545 = -253674.090862 nChanged 25 SP:Iteration 19Q (902.526302 sec): 3 clusters Score: Raw -256442.798395 + Penalty 2758.188545 = -253684.609850 nChanged 18 SP:Iteration 20F (902.576089 sec): 3 clusters Score: Raw -256450.119432 + Penalty 2758.188545 = -253691.930887 nChanged 14 SP:Iteration 21Q (902.616775 sec): 3 clusters Score: Raw -256455.928557 + Penalty 2758.188545 = -253697.740013 nChanged 17 SP:Iteration 22Q (902.667237 sec): 3 clusters Score: Raw -256464.803473 + Penalty 2758.188545 = -253706.614928 nChanged 17 SP:Iteration 23Q (902.724156 sec): 3 clusters Score: Raw -256471.850159 + Penalty 2758.188545 = -253713.661614 nChanged 10 SP:Iteration 24Q (902.765423 sec): 3 clusters Score: Raw -256476.337844 + Penalty 2758.188545 = -253718.149299 nChanged 11 SP:Iteration 25Q (902.823717 sec): 3 clusters Score: Raw -256479.847984 + Penalty 2758.188545 = -253721.659440 nChanged 9 SP:Iteration 26Q (902.877089 sec): 3 clusters Score: Raw -256483.889232 + Penalty 2758.188545 = -253725.700687 nChanged 8 SP:Iteration 27Q (902.925777 sec): 3 clusters Score: Raw -256488.006245 + Penalty 2758.188545 = -253729.817701 nChanged 12 SP:Iteration 28Q (902.966353 sec): 3 clusters Score: Raw -256496.061749 + Penalty 2758.188545 = -253737.873204 nChanged 14 SP:Iteration 29Q (903.022174 sec): 3 clusters Score: Raw -256501.078613 + Penalty 2758.188545 = -253742.890069 nChanged 9 SP:Iteration 30Q (903.077371 sec): 3 clusters Score: Raw -256503.882964 + Penalty 2758.188545 = -253745.694419 nChanged 6 SP:Iteration 31Q (903.137272 sec): 3 clusters Score: Raw -256506.458399 + Penalty 2758.188545 = -253748.269855 nChanged 9 SP:Iteration 32Q (903.172440 sec): 3 clusters Score: Raw -256512.341345 + Penalty 2758.188545 = -253754.152801 nChanged 9 SP:Iteration 33Q (903.236334 sec): 3 clusters Score: Raw -256518.342485 + Penalty 2758.188545 = -253760.153940 nChanged 11 SP:Iteration 34Q (903.287690 sec): 3 clusters Score: Raw -256524.079680 + Penalty 2758.188545 = -253765.891135 nChanged 12 SP:Iteration 35Q (903.326170 sec): 3 clusters Score: Raw -256530.923379 + Penalty 2758.188545 = -253772.734834 nChanged 16 SP:Iteration 36Q (903.378117 sec): 3 clusters Score: Raw -256537.561018 + Penalty 2758.188545 = -253779.372473 nChanged 13 SP:Iteration 37Q (903.437302 sec): 3 clusters Score: Raw -256541.954477 + Penalty 2758.188545 = -253783.765933 nChanged 13 SP:Iteration 38Q (903.480719 sec): 3 clusters Score: Raw -256548.759351 + Penalty 2758.188545 = -253790.570807 nChanged 10 SP:Iteration 39Q (903.539549 sec): 3 clusters Score: Raw -256552.548272 + Penalty 2758.188545 = -253794.359727 nChanged 6 SP:Iteration 40F (903.585817 sec): 3 clusters Score: Raw -256557.382719 + Penalty 2758.188545 = -253799.194175 nChanged 12 SP:Iteration 41Q (903.635499 sec): 3 clusters Score: Raw -256563.505205 + Penalty 2758.188545 = -253805.316660 nChanged 9 SP:Iteration 42Q (903.694449 sec): 3 clusters Score: Raw -256568.146434 + Penalty 2758.188545 = -253809.957889 nChanged 9 SP:Iteration 43Q (903.735933 sec): 3 clusters Score: Raw -256571.528446 + Penalty 2758.188545 = -253813.339901 nChanged 9 SP:Iteration 44Q (903.800731 sec): 3 clusters Score: Raw -256575.138259 + Penalty 2758.188545 = -253816.949714 nChanged 7 SP:Iteration 45Q (903.857026 sec): 3 clusters Score: Raw -256579.020317 + Penalty 2758.188545 = -253820.831773 nChanged 8 SP:Iteration 46Q (903.899289 sec): 3 clusters Score: Raw -256583.211950 + Penalty 2758.188545 = -253825.023405 nChanged 11 SP:Iteration 47Q (903.953024 sec): 3 clusters Score: Raw -256587.457845 + Penalty 2758.188545 = -253829.269300 nChanged 3 SP:Iteration 48Q (904.016692 sec): 3 clusters Score: Raw -256588.750088 + Penalty 2758.188545 = -253830.561544 nChanged 4 SP:Iteration 49Q (904.061488 sec): 3 clusters Score: Raw -256590.231685 + Penalty 2758.188545 = -253832.043140 nChanged 3 SP:Iteration 50Q (904.105136 sec): 3 clusters Score: Raw -256593.163399 + Penalty 2758.188545 = -253834.974855 nChanged 7 SP:Iteration 51Q (904.155704 sec): 3 clusters Score: Raw -256598.877617 + Penalty 2758.188545 = -253840.689072 nChanged 9 SP:Iteration 52Q (904.205756 sec): 3 clusters Score: Raw -256601.239400 + Penalty 2758.188545 = -253843.050856 nChanged 4 SP:Iteration 53Q (904.264418 sec): 3 clusters Score: Raw -256602.017692 + Penalty 2758.188545 = -253843.829148 nChanged 2 SP:Iteration 54Q (904.312219 sec): 3 clusters Score: Raw -256602.535025 + Penalty 2758.188545 = -253844.346480 nChanged 0 SP:Iteration 55F (904.351716 sec): 3 clusters Score: Raw -256602.535025 + Penalty 2758.188545 = -253844.346480 nChanged 0 Trying to split cluster 20 (883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (904.383111 sec): 2 clusters Score: Raw -45411.480492 + Penalty 1102.290345 = -44309.190147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (904.423088 sec): 3 clusters Score: Raw -45121.477659 + Penalty 2204.580690 = -42916.896968 nChanged 259 SP:Iteration 1F (904.455432 sec): 3 clusters Score: Raw -45384.131324 + Penalty 2204.580690 = -43179.550634 nChanged 77 SP:Iteration 2F (904.489773 sec): 3 clusters Score: Raw -45516.825989 + Penalty 2204.580690 = -43312.245299 nChanged 49 SP:Iteration 3F (904.524883 sec): 3 clusters Score: Raw -45585.401260 + Penalty 2204.580690 = -43380.820570 nChanged 36 SP:Iteration 4Q (904.567548 sec): 3 clusters Score: Raw -45665.932099 + Penalty 2204.580690 = -43461.351408 nChanged 27 SP:Iteration 5Q (904.614892 sec): 3 clusters Score: Raw -45734.467094 + Penalty 2204.580690 = -43529.886404 nChanged 36 SP:Iteration 6Q (904.655713 sec): 3 clusters Score: Raw -45825.871719 + Penalty 2204.580690 = -43621.291029 nChanged 35 SP:Iteration 7Q (904.689500 sec): 3 clusters Score: Raw -45901.706192 + Penalty 2204.580690 = -43697.125502 nChanged 24 SP:Iteration 8Q (904.723080 sec): 3 clusters Score: Raw -45954.712393 + Penalty 2204.580690 = -43750.131703 nChanged 19 SP:Iteration 9Q (904.756859 sec): 3 clusters Score: Raw -45995.798826 + Penalty 2204.580690 = -43791.218136 nChanged 21 SP:Iteration 10Q (904.792699 sec): 3 clusters Score: Raw -46031.952109 + Penalty 2204.580690 = -43827.371419 nChanged 16 SP:Iteration 11Q (904.829568 sec): 3 clusters Score: Raw -46058.401543 + Penalty 2204.580690 = -43853.820853 nChanged 8 SP:Iteration 12Q (904.866132 sec): 3 clusters Score: Raw -46075.495711 + Penalty 2204.580690 = -43870.915020 nChanged 12 SP:Iteration 13Q (904.911007 sec): 3 clusters Score: Raw -46106.814962 + Penalty 2204.580690 = -43902.234272 nChanged 12 SP:Iteration 14Q (904.940108 sec): 3 clusters Score: Raw -46127.585040 + Penalty 2204.580690 = -43923.004350 nChanged 11 SP:Iteration 15Q (904.990891 sec): 3 clusters Score: Raw -46151.711944 + Penalty 2204.580690 = -43947.131254 nChanged 10 SP:Iteration 16Q (905.028734 sec): 3 clusters Score: Raw -46165.755094 + Penalty 2204.580690 = -43961.174404 nChanged 5 SP:Iteration 17Q (905.085550 sec): 3 clusters Score: Raw -46171.914096 + Penalty 2204.580690 = -43967.333406 nChanged 7 SP:Iteration 18Q (905.135633 sec): 3 clusters Score: Raw -46184.742774 + Penalty 2204.580690 = -43980.162084 nChanged 7 SP:Iteration 19Q (905.174957 sec): 3 clusters Score: Raw -46195.173380 + Penalty 2204.580690 = -43990.592690 nChanged 10 SP:Iteration 20F (905.220848 sec): 3 clusters Score: Raw -46209.394808 + Penalty 2204.580690 = -44004.814118 nChanged 5 SP:Iteration 21Q (905.254479 sec): 3 clusters Score: Raw -46216.468243 + Penalty 2204.580690 = -44011.887553 nChanged 4 SP:Iteration 22Q (905.289407 sec): 3 clusters Score: Raw -46222.800226 + Penalty 2204.580690 = -44018.219536 nChanged 0 SP:Iteration 23F (905.331487 sec): 3 clusters Score: Raw -46222.800226 + Penalty 2204.580690 = -44018.219536 nChanged 0 Trying to split cluster 21 (4103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (905.360320 sec): 2 clusters Score: Raw -225414.262467 + Penalty 1351.914475 = -224062.347992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (905.417241 sec): 3 clusters Score: Raw -223340.195515 + Penalty 2703.828950 = -220636.366565 nChanged 1620 SP:Iteration 1F (905.466872 sec): 3 clusters Score: Raw -224251.368770 + Penalty 2703.828950 = -221547.539820 nChanged 314 SP:Iteration 2F (905.509838 sec): 3 clusters Score: Raw -224442.751158 + Penalty 2703.828950 = -221738.922208 nChanged 257 SP:Iteration 3F (905.559363 sec): 3 clusters Score: Raw -224614.918934 + Penalty 2703.828950 = -221911.089984 nChanged 209 SP:Iteration 4F (905.618672 sec): 3 clusters Score: Raw -224761.468015 + Penalty 2703.828950 = -222057.639065 nChanged 206 SP:Iteration 5F (905.672026 sec): 3 clusters Score: Raw -224935.169794 + Penalty 2703.828950 = -222231.340844 nChanged 179 SP:Iteration 6Q (905.724037 sec): 3 clusters Score: Raw -225092.054320 + Penalty 2703.828950 = -222388.225370 nChanged 158 SP:Iteration 7Q (905.763519 sec): 3 clusters Score: Raw -225199.178601 + Penalty 2703.828950 = -222495.349651 nChanged 138 SP:Iteration 8Q (905.809552 sec): 3 clusters Score: Raw -225281.408166 + Penalty 2703.828950 = -222577.579216 nChanged 137 SP:Iteration 9Q (905.847926 sec): 3 clusters Score: Raw -225364.817191 + Penalty 2703.828950 = -222660.988241 nChanged 115 SP:Iteration 10Q (905.907952 sec): 3 clusters Score: Raw -225435.508223 + Penalty 2703.828950 = -222731.679273 nChanged 114 SP:Iteration 11Q (905.956970 sec): 3 clusters Score: Raw -225503.034961 + Penalty 2703.828950 = -222799.206011 nChanged 94 SP:Iteration 12Q (906.004446 sec): 3 clusters Score: Raw -225556.709747 + Penalty 2703.828950 = -222852.880797 nChanged 86 SP:Iteration 13Q (906.048073 sec): 3 clusters Score: Raw -225609.801593 + Penalty 2703.828950 = -222905.972643 nChanged 97 SP:Iteration 14Q (906.100754 sec): 3 clusters Score: Raw -225668.673111 + Penalty 2703.828950 = -222964.844161 nChanged 84 SP:Iteration 15Q (906.148934 sec): 3 clusters Score: Raw -225717.085242 + Penalty 2703.828950 = -223013.256292 nChanged 69 SP:Iteration 16Q (906.191963 sec): 3 clusters Score: Raw -225751.710344 + Penalty 2703.828950 = -223047.881394 nChanged 47 SP:Iteration 17Q (906.238080 sec): 3 clusters Score: Raw -225775.279265 + Penalty 2703.828950 = -223071.450315 nChanged 30 SP:Iteration 18Q (906.281336 sec): 3 clusters Score: Raw -225788.210204 + Penalty 2703.828950 = -223084.381254 nChanged 23 SP:Iteration 19Q (906.328849 sec): 3 clusters Score: Raw -225796.810940 + Penalty 2703.828950 = -223092.981990 nChanged 14 SP:Iteration 20F (906.370690 sec): 3 clusters Score: Raw -225803.375500 + Penalty 2703.828950 = -223099.546550 nChanged 17 SP:Iteration 21Q (906.420718 sec): 3 clusters Score: Raw -225809.124503 + Penalty 2703.828950 = -223105.295553 nChanged 14 SP:Iteration 22Q (906.471891 sec): 3 clusters Score: Raw -225813.545269 + Penalty 2703.828950 = -223109.716319 nChanged 14 SP:Iteration 23Q (906.524401 sec): 3 clusters Score: Raw -225818.645676 + Penalty 2703.828950 = -223114.816726 nChanged 23 SP:Iteration 24Q (906.566272 sec): 3 clusters Score: Raw -225827.294976 + Penalty 2703.828950 = -223123.466026 nChanged 14 SP:Iteration 25Q (906.613434 sec): 3 clusters Score: Raw -225832.188901 + Penalty 2703.828950 = -223128.359951 nChanged 13 SP:Iteration 26Q (906.659996 sec): 3 clusters Score: Raw -225835.454536 + Penalty 2703.828950 = -223131.625586 nChanged 5 SP:Iteration 27Q (906.707891 sec): 3 clusters Score: Raw -225836.682133 + Penalty 2703.828950 = -223132.853183 nChanged 4 SP:Iteration 28Q (906.754228 sec): 3 clusters Score: Raw -225837.850917 + Penalty 2703.828950 = -223134.021967 nChanged 6 SP:Iteration 29Q (906.808259 sec): 3 clusters Score: Raw -225839.147226 + Penalty 2703.828950 = -223135.318276 nChanged 5 SP:Iteration 30Q (906.845067 sec): 3 clusters Score: Raw -225840.205372 + Penalty 2703.828950 = -223136.376422 nChanged 6 SP:Iteration 31Q (906.904996 sec): 3 clusters Score: Raw -225841.823379 + Penalty 2703.828950 = -223137.994429 nChanged 6 SP:Iteration 32Q (906.954464 sec): 3 clusters Score: Raw -225842.779979 + Penalty 2703.828950 = -223138.951029 nChanged 2 SP:Iteration 33Q (906.997808 sec): 3 clusters Score: Raw -225843.608665 + Penalty 2703.828950 = -223139.779715 nChanged 1 SP:Iteration 34Q (907.055940 sec): 3 clusters Score: Raw -225843.789154 + Penalty 2703.828950 = -223139.960204 nChanged 3 SP:Iteration 35Q (907.096062 sec): 3 clusters Score: Raw -225844.452362 + Penalty 2703.828950 = -223140.623412 nChanged 2 SP:Iteration 36Q (907.153965 sec): 3 clusters Score: Raw -225844.763873 + Penalty 2703.828950 = -223140.934923 nChanged 1 SP:Iteration 37Q (907.207033 sec): 3 clusters Score: Raw -225845.133496 + Penalty 2703.828950 = -223141.304546 nChanged 0 SP:Iteration 38F (907.251778 sec): 3 clusters Score: Raw -225845.133496 + Penalty 2703.828950 = -223141.304546 nChanged 0 Trying to split cluster 22 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (907.274356 sec): 2 clusters Score: Raw -41828.441832 + Penalty 1082.551395 = -40745.890437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (907.311989 sec): 3 clusters Score: Raw -41635.568735 + Penalty 2165.102791 = -39470.465945 nChanged 201 SP:Iteration 1F (907.345563 sec): 3 clusters Score: Raw -41815.458018 + Penalty 2165.102791 = -39650.355227 nChanged 46 SP:Iteration 2F (907.385082 sec): 3 clusters Score: Raw -41871.062193 + Penalty 2165.102791 = -39705.959402 nChanged 37 SP:Iteration 3Q (907.425792 sec): 3 clusters Score: Raw -41917.152344 + Penalty 2165.102791 = -39752.049554 nChanged 25 SP:Iteration 4Q (907.470000 sec): 3 clusters Score: Raw -41955.380355 + Penalty 2165.102791 = -39790.277565 nChanged 20 SP:Iteration 5Q (907.513645 sec): 3 clusters Score: Raw -41983.154292 + Penalty 2165.102791 = -39818.051501 nChanged 15 SP:Iteration 6Q (907.557802 sec): 3 clusters Score: Raw -42001.339316 + Penalty 2165.102791 = -39836.236525 nChanged 17 SP:Iteration 7Q (907.588926 sec): 3 clusters Score: Raw -42021.404806 + Penalty 2165.102791 = -39856.302016 nChanged 16 SP:Iteration 8Q (907.632850 sec): 3 clusters Score: Raw -42041.266165 + Penalty 2165.102791 = -39876.163374 nChanged 12 SP:Iteration 9Q (907.686621 sec): 3 clusters Score: Raw -42059.575321 + Penalty 2165.102791 = -39894.472531 nChanged 9 SP:Iteration 10Q (907.730838 sec): 3 clusters Score: Raw -42071.757552 + Penalty 2165.102791 = -39906.654762 nChanged 6 SP:Iteration 11Q (907.765032 sec): 3 clusters Score: Raw -42080.076416 + Penalty 2165.102791 = -39914.973625 nChanged 8 SP:Iteration 12Q (907.820171 sec): 3 clusters Score: Raw -42093.408166 + Penalty 2165.102791 = -39928.305375 nChanged 6 SP:Iteration 13Q (907.863274 sec): 3 clusters Score: Raw -42101.533340 + Penalty 2165.102791 = -39936.430549 nChanged 7 SP:Iteration 14Q (907.889445 sec): 3 clusters Score: Raw -42110.306742 + Penalty 2165.102791 = -39945.203952 nChanged 4 SP:Iteration 15Q (907.938710 sec): 3 clusters Score: Raw -42114.354160 + Penalty 2165.102791 = -39949.251369 nChanged 4 SP:Iteration 16Q (907.994169 sec): 3 clusters Score: Raw -42119.947522 + Penalty 2165.102791 = -39954.844731 nChanged 3 SP:Iteration 17Q (908.034547 sec): 3 clusters Score: Raw -42126.426724 + Penalty 2165.102791 = -39961.323934 nChanged 5 SP:Iteration 18Q (908.082212 sec): 3 clusters Score: Raw -42134.989456 + Penalty 2165.102791 = -39969.886665 nChanged 7 SP:Iteration 19Q (908.121475 sec): 3 clusters Score: Raw -42152.269132 + Penalty 2165.102791 = -39987.166342 nChanged 8 SP:Iteration 20F (908.166458 sec): 3 clusters Score: Raw -42165.516446 + Penalty 2165.102791 = -40000.413656 nChanged 7 SP:Iteration 21Q (908.219639 sec): 3 clusters Score: Raw -42177.209680 + Penalty 2165.102791 = -40012.106889 nChanged 6 SP:Iteration 22Q (908.272649 sec): 3 clusters Score: Raw -42186.691821 + Penalty 2165.102791 = -40021.589030 nChanged 6 SP:Iteration 23Q (908.297705 sec): 3 clusters Score: Raw -42199.433980 + Penalty 2165.102791 = -40034.331189 nChanged 3 SP:Iteration 24Q (908.345321 sec): 3 clusters Score: Raw -42204.413043 + Penalty 2165.102791 = -40039.310252 nChanged 1 SP:Iteration 25Q (908.394459 sec): 3 clusters Score: Raw -42204.963331 + Penalty 2165.102791 = -40039.860540 nChanged 1 SP:Iteration 26Q (908.432724 sec): 3 clusters Score: Raw -42205.527601 + Penalty 2165.102791 = -40040.424810 nChanged 1 SP:Iteration 27Q (908.474310 sec): 3 clusters Score: Raw -42206.358014 + Penalty 2165.102791 = -40041.255223 nChanged 0 SP:Iteration 28F (908.516201 sec): 3 clusters Score: Raw -42206.358014 + Penalty 2165.102791 = -40041.255223 nChanged 0 Trying to split cluster 23 (2968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (908.552830 sec): 2 clusters Score: Raw -130746.296560 + Penalty 1299.292086 = -129447.004475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (908.588397 sec): 3 clusters Score: Raw -129386.475423 + Penalty 2598.584171 = -126787.891252 nChanged 1113 SP:Iteration 1F (908.625346 sec): 3 clusters Score: Raw -130116.128079 + Penalty 2598.584171 = -127517.543908 nChanged 286 SP:Iteration 2F (908.669773 sec): 3 clusters Score: Raw -130406.411965 + Penalty 2598.584171 = -127807.827794 nChanged 236 SP:Iteration 3F (908.720737 sec): 3 clusters Score: Raw -130669.733623 + Penalty 2598.584171 = -128071.149452 nChanged 205 SP:Iteration 4F (908.770146 sec): 3 clusters Score: Raw -130890.463283 + Penalty 2598.584171 = -128291.879111 nChanged 173 SP:Iteration 5F (908.823208 sec): 3 clusters Score: Raw -131052.501901 + Penalty 2598.584171 = -128453.917730 nChanged 115 SP:Iteration 6Q (908.862411 sec): 3 clusters Score: Raw -131146.426556 + Penalty 2598.584171 = -128547.842384 nChanged 107 SP:Iteration 7Q (908.906473 sec): 3 clusters Score: Raw -131238.186262 + Penalty 2598.584171 = -128639.602091 nChanged 77 SP:Iteration 8Q (908.965634 sec): 3 clusters Score: Raw -131295.858490 + Penalty 2598.584171 = -128697.274319 nChanged 52 SP:Iteration 9Q (909.000476 sec): 3 clusters Score: Raw -131329.658261 + Penalty 2598.584171 = -128731.074089 nChanged 45 SP:Iteration 10Q (909.039978 sec): 3 clusters Score: Raw -131356.436590 + Penalty 2598.584171 = -128757.852419 nChanged 38 SP:Iteration 11Q (909.096397 sec): 3 clusters Score: Raw -131377.249919 + Penalty 2598.584171 = -128778.665748 nChanged 25 SP:Iteration 12Q (909.141230 sec): 3 clusters Score: Raw -131394.910047 + Penalty 2598.584171 = -128796.325875 nChanged 28 SP:Iteration 13Q (909.191486 sec): 3 clusters Score: Raw -131411.549211 + Penalty 2598.584171 = -128812.965040 nChanged 19 SP:Iteration 14Q (909.240818 sec): 3 clusters Score: Raw -131420.696516 + Penalty 2598.584171 = -128822.112344 nChanged 12 SP:Iteration 15Q (909.287655 sec): 3 clusters Score: Raw -131427.931259 + Penalty 2598.584171 = -128829.347088 nChanged 20 SP:Iteration 16Q (909.331365 sec): 3 clusters Score: Raw -131436.889281 + Penalty 2598.584171 = -128838.305109 nChanged 8 SP:Iteration 17Q (909.378696 sec): 3 clusters Score: Raw -131439.622071 + Penalty 2598.584171 = -128841.037899 nChanged 5 SP:Iteration 18Q (909.425065 sec): 3 clusters Score: Raw -131440.881669 + Penalty 2598.584171 = -128842.297498 nChanged 2 SP:Iteration 19Q (909.472852 sec): 3 clusters Score: Raw -131441.211954 + Penalty 2598.584171 = -128842.627783 nChanged 1 SP:Iteration 20F (909.533901 sec): 3 clusters Score: Raw -131441.502492 + Penalty 2598.584171 = -128842.918321 nChanged 0 Trying to split cluster 24 (1676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (909.552275 sec): 2 clusters Score: Raw -90871.284215 + Penalty 1206.426858 = -89664.857357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (909.591680 sec): 3 clusters Score: Raw -90198.244108 + Penalty 2412.853716 = -87785.390392 nChanged 560 SP:Iteration 1F (909.631550 sec): 3 clusters Score: Raw -90565.152617 + Penalty 2412.853716 = -88152.298901 nChanged 132 SP:Iteration 2F (909.676279 sec): 3 clusters Score: Raw -90670.187805 + Penalty 2412.853716 = -88257.334088 nChanged 77 SP:Iteration 3Q (909.732162 sec): 3 clusters Score: Raw -90720.780715 + Penalty 2412.853716 = -88307.926999 nChanged 49 SP:Iteration 4Q (909.767193 sec): 3 clusters Score: Raw -90751.452138 + Penalty 2412.853716 = -88338.598422 nChanged 29 SP:Iteration 5Q (909.808652 sec): 3 clusters Score: Raw -90772.119124 + Penalty 2412.853716 = -88359.265408 nChanged 23 SP:Iteration 6Q (909.858742 sec): 3 clusters Score: Raw -90784.315157 + Penalty 2412.853716 = -88371.461441 nChanged 24 SP:Iteration 7Q (909.900312 sec): 3 clusters Score: Raw -90798.277476 + Penalty 2412.853716 = -88385.423759 nChanged 27 SP:Iteration 8Q (909.942420 sec): 3 clusters Score: Raw -90815.856067 + Penalty 2412.853716 = -88403.002351 nChanged 21 SP:Iteration 9Q (909.988611 sec): 3 clusters Score: Raw -90837.063769 + Penalty 2412.853716 = -88424.210053 nChanged 22 SP:Iteration 10Q (910.027854 sec): 3 clusters Score: Raw -90855.145711 + Penalty 2412.853716 = -88442.291995 nChanged 23 SP:Iteration 11Q (910.075088 sec): 3 clusters Score: Raw -90869.132910 + Penalty 2412.853716 = -88456.279194 nChanged 24 SP:Iteration 12Q (910.127954 sec): 3 clusters Score: Raw -90881.441226 + Penalty 2412.853716 = -88468.587510 nChanged 13 SP:Iteration 13Q (910.169559 sec): 3 clusters Score: Raw -90887.610464 + Penalty 2412.853716 = -88474.756747 nChanged 11 SP:Iteration 14Q (910.209027 sec): 3 clusters Score: Raw -90892.573894 + Penalty 2412.853716 = -88479.720178 nChanged 8 SP:Iteration 15Q (910.259780 sec): 3 clusters Score: Raw -90896.390697 + Penalty 2412.853716 = -88483.536981 nChanged 7 SP:Iteration 16Q (910.290297 sec): 3 clusters Score: Raw -90899.135666 + Penalty 2412.853716 = -88486.281950 nChanged 4 SP:Iteration 17Q (910.331340 sec): 3 clusters Score: Raw -90900.712695 + Penalty 2412.853716 = -88487.858979 nChanged 8 SP:Iteration 18Q (910.376246 sec): 3 clusters Score: Raw -90905.247351 + Penalty 2412.853716 = -88492.393635 nChanged 6 SP:Iteration 19Q (910.433227 sec): 3 clusters Score: Raw -90907.220806 + Penalty 2412.853716 = -88494.367089 nChanged 1 SP:Iteration 20F (910.479368 sec): 3 clusters Score: Raw -90907.677086 + Penalty 2412.853716 = -88494.823369 nChanged 2 SP:Iteration 21Q (910.525551 sec): 3 clusters Score: Raw -90908.440064 + Penalty 2412.853716 = -88495.586348 nChanged 3 SP:Iteration 22Q (910.559663 sec): 3 clusters Score: Raw -90911.185809 + Penalty 2412.853716 = -88498.332093 nChanged 6 SP:Iteration 23Q (910.610655 sec): 3 clusters Score: Raw -90914.358143 + Penalty 2412.853716 = -88501.504426 nChanged 3 SP:Iteration 24Q (910.653427 sec): 3 clusters Score: Raw -90915.647973 + Penalty 2412.853716 = -88502.794257 nChanged 4 SP:Iteration 25Q (910.687069 sec): 3 clusters Score: Raw -90916.479096 + Penalty 2412.853716 = -88503.625380 nChanged 1 SP:Iteration 26Q (910.725308 sec): 3 clusters Score: Raw -90917.444153 + Penalty 2412.853716 = -88504.590437 nChanged 3 SP:Iteration 27Q (910.761597 sec): 3 clusters Score: Raw -90920.138476 + Penalty 2412.853716 = -88507.284760 nChanged 10 SP:Iteration 28Q (910.809952 sec): 3 clusters Score: Raw -90924.281993 + Penalty 2412.853716 = -88511.428276 nChanged 7 SP:Iteration 29Q (910.852765 sec): 3 clusters Score: Raw -90928.294575 + Penalty 2412.853716 = -88515.440859 nChanged 6 SP:Iteration 30Q (910.884466 sec): 3 clusters Score: Raw -90930.590457 + Penalty 2412.853716 = -88517.736741 nChanged 3 SP:Iteration 31Q (910.926124 sec): 3 clusters Score: Raw -90931.481549 + Penalty 2412.853716 = -88518.627832 nChanged 1 SP:Iteration 32Q (910.962175 sec): 3 clusters Score: Raw -90931.859492 + Penalty 2412.853716 = -88519.005775 nChanged 0 SP:Iteration 33F (911.019970 sec): 3 clusters Score: Raw -90931.859492 + Penalty 2412.853716 = -88519.005775 nChanged 0 Trying to split cluster 25 (4661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (911.046137 sec): 2 clusters Score: Raw -249232.653733 + Penalty 1372.635111 = -247860.018623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (911.090352 sec): 3 clusters Score: Raw -246849.366020 + Penalty 2745.270221 = -244104.095799 nChanged 1881 SP:Iteration 1F (911.142868 sec): 3 clusters Score: Raw -247903.363585 + Penalty 2745.270221 = -245158.093364 nChanged 371 SP:Iteration 2F (911.179171 sec): 3 clusters Score: Raw -248140.384408 + Penalty 2745.270221 = -245395.114186 nChanged 278 SP:Iteration 3F (911.235034 sec): 3 clusters Score: Raw -248318.347509 + Penalty 2745.270221 = -245573.077287 nChanged 243 SP:Iteration 4F (911.284651 sec): 3 clusters Score: Raw -248487.139228 + Penalty 2745.270221 = -245741.869007 nChanged 239 SP:Iteration 5F (911.337577 sec): 3 clusters Score: Raw -248657.487735 + Penalty 2745.270221 = -245912.217514 nChanged 234 SP:Iteration 6F (911.400642 sec): 3 clusters Score: Raw -248848.665346 + Penalty 2745.270221 = -246103.395125 nChanged 224 SP:Iteration 7Q (911.440356 sec): 3 clusters Score: Raw -249063.350296 + Penalty 2745.270221 = -246318.080075 nChanged 231 SP:Iteration 8Q (911.477277 sec): 3 clusters Score: Raw -249316.055257 + Penalty 2745.270221 = -246570.785036 nChanged 212 SP:Iteration 9Q (911.527211 sec): 3 clusters Score: Raw -249535.213195 + Penalty 2745.270221 = -246789.942974 nChanged 186 SP:Iteration 10Q (911.574349 sec): 3 clusters Score: Raw -249715.102739 + Penalty 2745.270221 = -246969.832518 nChanged 158 SP:Iteration 11Q (911.616966 sec): 3 clusters Score: Raw -249878.745830 + Penalty 2745.270221 = -247133.475609 nChanged 103 SP:Iteration 12Q (911.670493 sec): 3 clusters Score: Raw -249979.344954 + Penalty 2745.270221 = -247234.074733 nChanged 70 SP:Iteration 13Q (911.721742 sec): 3 clusters Score: Raw -250030.813194 + Penalty 2745.270221 = -247285.542973 nChanged 53 SP:Iteration 14Q (911.784203 sec): 3 clusters Score: Raw -250070.738813 + Penalty 2745.270221 = -247325.468592 nChanged 40 SP:Iteration 15Q (911.833312 sec): 3 clusters Score: Raw -250086.354981 + Penalty 2745.270221 = -247341.084760 nChanged 15 SP:Iteration 16Q (911.871141 sec): 3 clusters Score: Raw -250092.788240 + Penalty 2745.270221 = -247347.518019 nChanged 19 SP:Iteration 17Q (911.916692 sec): 3 clusters Score: Raw -250100.190025 + Penalty 2745.270221 = -247354.919804 nChanged 13 SP:Iteration 18Q (911.964373 sec): 3 clusters Score: Raw -250105.015292 + Penalty 2745.270221 = -247359.745071 nChanged 9 SP:Iteration 19Q (912.017787 sec): 3 clusters Score: Raw -250108.572460 + Penalty 2745.270221 = -247363.302239 nChanged 8 SP:Iteration 20F (912.057661 sec): 3 clusters Score: Raw -250110.903163 + Penalty 2745.270221 = -247365.632941 nChanged 9 SP:Iteration 21Q (912.114403 sec): 3 clusters Score: Raw -250113.560902 + Penalty 2745.270221 = -247368.290681 nChanged 7 SP:Iteration 22Q (912.168479 sec): 3 clusters Score: Raw -250115.036681 + Penalty 2745.270221 = -247369.766460 nChanged 5 SP:Iteration 23Q (912.205169 sec): 3 clusters Score: Raw -250115.849174 + Penalty 2745.270221 = -247370.578953 nChanged 2 SP:Iteration 24Q (912.250975 sec): 3 clusters Score: Raw -250116.077156 + Penalty 2745.270221 = -247370.806935 nChanged 1 SP:Iteration 25Q (912.303981 sec): 3 clusters Score: Raw -250116.226854 + Penalty 2745.270221 = -247370.956632 nChanged 1 SP:Iteration 26Q (912.361876 sec): 3 clusters Score: Raw -250116.336957 + Penalty 2745.270221 = -247371.066735 nChanged 1 SP:Iteration 27Q (912.401899 sec): 3 clusters Score: Raw -250116.579744 + Penalty 2745.270221 = -247371.309522 nChanged 2 SP:Iteration 28Q (912.440534 sec): 3 clusters Score: Raw -250117.109460 + Penalty 2745.270221 = -247371.839239 nChanged 1 SP:Iteration 29Q (912.494270 sec): 3 clusters Score: Raw -250117.252347 + Penalty 2745.270221 = -247371.982125 nChanged 1 SP:Iteration 30Q (912.540075 sec): 3 clusters Score: Raw -250117.605632 + Penalty 2745.270221 = -247372.335411 nChanged 2 SP:Iteration 31Q (912.592534 sec): 3 clusters Score: Raw -250117.935278 + Penalty 2745.270221 = -247372.665057 nChanged 1 SP:Iteration 32Q (912.640470 sec): 3 clusters Score: Raw -250118.077073 + Penalty 2745.270221 = -247372.806852 nChanged 0 SP:Iteration 33F (912.690570 sec): 3 clusters Score: Raw -250118.077073 + Penalty 2745.270221 = -247372.806852 nChanged 0 Trying to split cluster 26 (2149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (912.714465 sec): 2 clusters Score: Raw -97563.920542 + Penalty 1246.823158 = -96317.097384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (912.755732 sec): 3 clusters Score: Raw -96637.161989 + Penalty 2493.646316 = -94143.515672 nChanged 783 SP:Iteration 1F (912.815495 sec): 3 clusters Score: Raw -97110.244014 + Penalty 2493.646316 = -94616.597698 nChanged 180 SP:Iteration 2F (912.861064 sec): 3 clusters Score: Raw -97245.751395 + Penalty 2493.646316 = -94752.105078 nChanged 109 SP:Iteration 3F (912.906968 sec): 3 clusters Score: Raw -97320.980856 + Penalty 2493.646316 = -94827.334540 nChanged 70 SP:Iteration 4Q (912.943617 sec): 3 clusters Score: Raw -97376.588953 + Penalty 2493.646316 = -94882.942637 nChanged 71 SP:Iteration 5Q (912.995778 sec): 3 clusters Score: Raw -97427.137881 + Penalty 2493.646316 = -94933.491564 nChanged 59 SP:Iteration 6Q (913.030910 sec): 3 clusters Score: Raw -97461.758490 + Penalty 2493.646316 = -94968.112174 nChanged 46 SP:Iteration 7Q (913.074046 sec): 3 clusters Score: Raw -97486.214187 + Penalty 2493.646316 = -94992.567871 nChanged 36 SP:Iteration 8Q (913.115797 sec): 3 clusters Score: Raw -97506.234251 + Penalty 2493.646316 = -95012.587935 nChanged 32 SP:Iteration 9Q (913.152192 sec): 3 clusters Score: Raw -97522.073281 + Penalty 2493.646316 = -95028.426965 nChanged 28 SP:Iteration 10Q (913.195850 sec): 3 clusters Score: Raw -97541.160021 + Penalty 2493.646316 = -95047.513704 nChanged 26 SP:Iteration 11Q (913.235970 sec): 3 clusters Score: Raw -97558.816243 + Penalty 2493.646316 = -95065.169926 nChanged 29 SP:Iteration 12Q (913.285507 sec): 3 clusters Score: Raw -97578.134466 + Penalty 2493.646316 = -95084.488150 nChanged 26 SP:Iteration 13Q (913.338173 sec): 3 clusters Score: Raw -97592.024379 + Penalty 2493.646316 = -95098.378063 nChanged 21 SP:Iteration 14Q (913.380781 sec): 3 clusters Score: Raw -97605.603092 + Penalty 2493.646316 = -95111.956776 nChanged 29 SP:Iteration 15Q (913.399922 sec): 3 clusters Score: Raw -97626.643169 + Penalty 2493.646316 = -95132.996852 nChanged 25 SP:Iteration 16Q (913.419877 sec): 3 clusters Score: Raw -97642.883635 + Penalty 2493.646316 = -95149.237318 nChanged 25 SP:Iteration 17Q (913.465247 sec): 3 clusters Score: Raw -97661.500996 + Penalty 2493.646316 = -95167.854680 nChanged 35 SP:Iteration 18Q (913.509932 sec): 3 clusters Score: Raw -97689.873366 + Penalty 2493.646316 = -95196.227050 nChanged 36 SP:Iteration 19Q (913.558164 sec): 3 clusters Score: Raw -97716.331946 + Penalty 2493.646316 = -95222.685629 nChanged 36 SP:Iteration 20F (913.612454 sec): 3 clusters Score: Raw -97746.026022 + Penalty 2493.646316 = -95252.379705 nChanged 37 SP:Iteration 21Q (913.658277 sec): 3 clusters Score: Raw -97782.950839 + Penalty 2493.646316 = -95289.304523 nChanged 40 SP:Iteration 22Q (913.692906 sec): 3 clusters Score: Raw -97829.432897 + Penalty 2493.646316 = -95335.786581 nChanged 57 SP:Iteration 23Q (913.736981 sec): 3 clusters Score: Raw -97890.330733 + Penalty 2493.646316 = -95396.684417 nChanged 55 SP:Iteration 24Q (913.777497 sec): 3 clusters Score: Raw -97949.626464 + Penalty 2493.646316 = -95455.980147 nChanged 48 SP:Iteration 25Q (913.827538 sec): 3 clusters Score: Raw -97996.827343 + Penalty 2493.646316 = -95503.181026 nChanged 49 SP:Iteration 26Q (913.863428 sec): 3 clusters Score: Raw -98031.882741 + Penalty 2493.646316 = -95538.236425 nChanged 39 SP:Iteration 27Q (913.911731 sec): 3 clusters Score: Raw -98058.566572 + Penalty 2493.646316 = -95564.920256 nChanged 26 SP:Iteration 28Q (913.955738 sec): 3 clusters Score: Raw -98073.631184 + Penalty 2493.646316 = -95579.984868 nChanged 25 SP:Iteration 29Q (914.000211 sec): 3 clusters Score: Raw -98090.921254 + Penalty 2493.646316 = -95597.274938 nChanged 20 SP:Iteration 30Q (914.056212 sec): 3 clusters Score: Raw -98106.210578 + Penalty 2493.646316 = -95612.564262 nChanged 23 SP:Iteration 31Q (914.102618 sec): 3 clusters Score: Raw -98119.187730 + Penalty 2493.646316 = -95625.541413 nChanged 16 SP:Iteration 32Q (914.148412 sec): 3 clusters Score: Raw -98129.673262 + Penalty 2493.646316 = -95636.026945 nChanged 16 SP:Iteration 33Q (914.186451 sec): 3 clusters Score: Raw -98138.920707 + Penalty 2493.646316 = -95645.274391 nChanged 9 SP:Iteration 34Q (914.233335 sec): 3 clusters Score: Raw -98142.648881 + Penalty 2493.646316 = -95649.002565 nChanged 6 SP:Iteration 35Q (914.283420 sec): 3 clusters Score: Raw -98145.097021 + Penalty 2493.646316 = -95651.450704 nChanged 5 SP:Iteration 36Q (914.321160 sec): 3 clusters Score: Raw -98147.045417 + Penalty 2493.646316 = -95653.399100 nChanged 5 SP:Iteration 37Q (914.368390 sec): 3 clusters Score: Raw -98148.671884 + Penalty 2493.646316 = -95655.025567 nChanged 1 SP:Iteration 38Q (914.409523 sec): 3 clusters Score: Raw -98148.952169 + Penalty 2493.646316 = -95655.305852 nChanged 1 SP:Iteration 39Q (914.445948 sec): 3 clusters Score: Raw -98149.254912 + Penalty 2493.646316 = -95655.608596 nChanged 1 SP:Iteration 40F (914.499545 sec): 3 clusters Score: Raw -98149.692989 + Penalty 2493.646316 = -95656.046672 nChanged 1 SP:Iteration 41Q (914.534500 sec): 3 clusters Score: Raw -98150.158450 + Penalty 2493.646316 = -95656.512134 nChanged 0 SP:Iteration 42F (914.585464 sec): 3 clusters Score: Raw -98150.158450 + Penalty 2493.646316 = -95656.512134 nChanged 0 Trying to split cluster 27 (9313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (914.613205 sec): 2 clusters Score: Raw -521551.300539 + Penalty 1485.114565 = -520066.185974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (914.665455 sec): 3 clusters Score: Raw -516243.958175 + Penalty 2970.229130 = -513273.729045 nChanged 4074 SP:Iteration 1F (914.721203 sec): 3 clusters Score: Raw -518503.939515 + Penalty 2970.229130 = -515533.710386 nChanged 671 SP:Iteration 2F (914.786613 sec): 3 clusters Score: Raw -518834.017705 + Penalty 2970.229130 = -515863.788575 nChanged 509 SP:Iteration 3F (914.846093 sec): 3 clusters Score: Raw -519040.063858 + Penalty 2970.229130 = -516069.834729 nChanged 370 SP:Iteration 4Q (914.910071 sec): 3 clusters Score: Raw -519167.827211 + Penalty 2970.229130 = -516197.598082 nChanged 294 SP:Iteration 5Q (914.967229 sec): 3 clusters Score: Raw -519263.857692 + Penalty 2970.229130 = -516293.628562 nChanged 276 SP:Iteration 6Q (915.023802 sec): 3 clusters Score: Raw -519361.432869 + Penalty 2970.229130 = -516391.203740 nChanged 233 SP:Iteration 7Q (915.088338 sec): 3 clusters Score: Raw -519445.696595 + Penalty 2970.229130 = -516475.467466 nChanged 237 SP:Iteration 8Q (915.144999 sec): 3 clusters Score: Raw -519542.870477 + Penalty 2970.229130 = -516572.641348 nChanged 257 SP:Iteration 9Q (915.192839 sec): 3 clusters Score: Raw -519641.324615 + Penalty 2970.229130 = -516671.095485 nChanged 258 SP:Iteration 10Q (915.264310 sec): 3 clusters Score: Raw -519737.716860 + Penalty 2970.229130 = -516767.487730 nChanged 264 SP:Iteration 11Q (915.325554 sec): 3 clusters Score: Raw -519839.558090 + Penalty 2970.229130 = -516869.328961 nChanged 276 SP:Iteration 12Q (915.372438 sec): 3 clusters Score: Raw -519951.763538 + Penalty 2970.229130 = -516981.534408 nChanged 281 SP:Iteration 13Q (915.434081 sec): 3 clusters Score: Raw -520078.094310 + Penalty 2970.229130 = -517107.865181 nChanged 335 SP:Iteration 14Q (915.491190 sec): 3 clusters Score: Raw -520239.755591 + Penalty 2970.229130 = -517269.526461 nChanged 328 SP:Iteration 15Q (915.536136 sec): 3 clusters Score: Raw -520407.699153 + Penalty 2970.229130 = -517437.470023 nChanged 335 SP:Iteration 16Q (915.585408 sec): 3 clusters Score: Raw -520605.271543 + Penalty 2970.229130 = -517635.042414 nChanged 328 SP:Iteration 17Q (915.633664 sec): 3 clusters Score: Raw -520817.154667 + Penalty 2970.229130 = -517846.925538 nChanged 326 SP:Iteration 18Q (915.687581 sec): 3 clusters Score: Raw -521047.275321 + Penalty 2970.229130 = -518077.046192 nChanged 305 SP:Iteration 19Q (915.744065 sec): 3 clusters Score: Raw -521273.536328 + Penalty 2970.229130 = -518303.307198 nChanged 244 SP:Iteration 20F (915.811479 sec): 3 clusters Score: Raw -521460.801471 + Penalty 2970.229130 = -518490.572342 nChanged 184 SP:Iteration 21Q (915.865571 sec): 3 clusters Score: Raw -521594.037175 + Penalty 2970.229130 = -518623.808045 nChanged 118 SP:Iteration 22Q (915.913300 sec): 3 clusters Score: Raw -521676.550670 + Penalty 2970.229130 = -518706.321540 nChanged 83 SP:Iteration 23Q (915.967760 sec): 3 clusters Score: Raw -521734.700583 + Penalty 2970.229130 = -518764.471454 nChanged 45 SP:Iteration 24Q (916.020574 sec): 3 clusters Score: Raw -521769.458807 + Penalty 2970.229130 = -518799.229678 nChanged 36 SP:Iteration 25Q (916.074908 sec): 3 clusters Score: Raw -521796.255045 + Penalty 2970.229130 = -518826.025915 nChanged 18 SP:Iteration 26Q (916.129028 sec): 3 clusters Score: Raw -521810.050128 + Penalty 2970.229130 = -518839.820999 nChanged 17 SP:Iteration 27Q (916.194878 sec): 3 clusters Score: Raw -521822.506876 + Penalty 2970.229130 = -518852.277746 nChanged 10 SP:Iteration 28Q (916.252686 sec): 3 clusters Score: Raw -521827.663441 + Penalty 2970.229130 = -518857.434312 nChanged 9 SP:Iteration 29Q (916.300817 sec): 3 clusters Score: Raw -521831.693988 + Penalty 2970.229130 = -518861.464859 nChanged 6 SP:Iteration 30Q (916.370622 sec): 3 clusters Score: Raw -521835.305961 + Penalty 2970.229130 = -518865.076831 nChanged 7 SP:Iteration 31Q (916.417465 sec): 3 clusters Score: Raw -521840.571559 + Penalty 2970.229130 = -518870.342429 nChanged 5 SP:Iteration 32Q (916.470879 sec): 3 clusters Score: Raw -521844.053750 + Penalty 2970.229130 = -518873.824620 nChanged 4 SP:Iteration 33Q (916.523410 sec): 3 clusters Score: Raw -521847.655868 + Penalty 2970.229130 = -518877.426738 nChanged 6 SP:Iteration 34Q (916.576332 sec): 3 clusters Score: Raw -521851.728151 + Penalty 2970.229130 = -518881.499021 nChanged 4 SP:Iteration 35Q (916.639860 sec): 3 clusters Score: Raw -521854.492781 + Penalty 2970.229130 = -518884.263651 nChanged 3 SP:Iteration 36Q (916.689780 sec): 3 clusters Score: Raw -521857.245472 + Penalty 2970.229130 = -518887.016343 nChanged 3 SP:Iteration 37Q (916.747893 sec): 3 clusters Score: Raw -521859.274125 + Penalty 2970.229130 = -518889.044995 nChanged 2 SP:Iteration 38Q (916.799834 sec): 3 clusters Score: Raw -521860.727188 + Penalty 2970.229130 = -518890.498058 nChanged 1 SP:Iteration 39Q (916.852332 sec): 3 clusters Score: Raw -521861.446125 + Penalty 2970.229130 = -518891.216995 nChanged 0 SP:Iteration 40F (916.913357 sec): 3 clusters Score: Raw -521861.446125 + Penalty 2970.229130 = -518891.216995 nChanged 0 Trying to split cluster 28 (3184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (916.939074 sec): 2 clusters Score: Raw -162893.930259 + Penalty 1310.707701 = -161583.222558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (916.978451 sec): 3 clusters Score: Raw -161377.879011 + Penalty 2621.415403 = -158756.463608 nChanged 1231 SP:Iteration 1F (917.023161 sec): 3 clusters Score: Raw -162081.687676 + Penalty 2621.415403 = -159460.272273 nChanged 268 SP:Iteration 2F (917.074470 sec): 3 clusters Score: Raw -162243.771117 + Penalty 2621.415403 = -159622.355714 nChanged 151 SP:Iteration 3Q (917.108568 sec): 3 clusters Score: Raw -162329.059394 + Penalty 2621.415403 = -159707.643991 nChanged 108 SP:Iteration 4Q (917.153865 sec): 3 clusters Score: Raw -162389.210826 + Penalty 2621.415403 = -159767.795423 nChanged 83 SP:Iteration 5Q (917.203663 sec): 3 clusters Score: Raw -162428.322548 + Penalty 2621.415403 = -159806.907145 nChanged 69 SP:Iteration 6Q (917.255472 sec): 3 clusters Score: Raw -162464.386401 + Penalty 2621.415403 = -159842.970999 nChanged 69 SP:Iteration 7Q (917.302637 sec): 3 clusters Score: Raw -162507.310816 + Penalty 2621.415403 = -159885.895414 nChanged 66 SP:Iteration 8Q (917.347957 sec): 3 clusters Score: Raw -162548.510470 + Penalty 2621.415403 = -159927.095067 nChanged 78 SP:Iteration 9Q (917.404807 sec): 3 clusters Score: Raw -162589.931761 + Penalty 2621.415403 = -159968.516358 nChanged 67 SP:Iteration 10Q (917.451371 sec): 3 clusters Score: Raw -162621.936349 + Penalty 2621.415403 = -160000.520946 nChanged 61 SP:Iteration 11Q (917.494551 sec): 3 clusters Score: Raw -162654.232469 + Penalty 2621.415403 = -160032.817066 nChanged 72 SP:Iteration 12Q (917.529748 sec): 3 clusters Score: Raw -162688.507764 + Penalty 2621.415403 = -160067.092362 nChanged 62 SP:Iteration 13Q (917.568984 sec): 3 clusters Score: Raw -162722.815239 + Penalty 2621.415403 = -160101.399836 nChanged 57 SP:Iteration 14Q (917.614629 sec): 3 clusters Score: Raw -162758.521718 + Penalty 2621.415403 = -160137.106316 nChanged 65 SP:Iteration 15Q (917.655997 sec): 3 clusters Score: Raw -162800.686930 + Penalty 2621.415403 = -160179.271527 nChanged 70 SP:Iteration 16Q (917.716473 sec): 3 clusters Score: Raw -162864.649909 + Penalty 2621.415403 = -160243.234506 nChanged 89 SP:Iteration 17Q (917.750453 sec): 3 clusters Score: Raw -162942.900740 + Penalty 2621.415403 = -160321.485337 nChanged 97 SP:Iteration 18Q (917.792452 sec): 3 clusters Score: Raw -163037.143901 + Penalty 2621.415403 = -160415.728499 nChanged 103 SP:Iteration 19Q (917.848794 sec): 3 clusters Score: Raw -163137.445599 + Penalty 2621.415403 = -160516.030197 nChanged 107 SP:Iteration 20F (917.906511 sec): 3 clusters Score: Raw -163234.787135 + Penalty 2621.415403 = -160613.371733 nChanged 105 SP:Iteration 21Q (917.953518 sec): 3 clusters Score: Raw -163319.038957 + Penalty 2621.415403 = -160697.623554 nChanged 88 SP:Iteration 22Q (917.995608 sec): 3 clusters Score: Raw -163378.325174 + Penalty 2621.415403 = -160756.909772 nChanged 57 SP:Iteration 23Q (918.029919 sec): 3 clusters Score: Raw -163413.339180 + Penalty 2621.415403 = -160791.923777 nChanged 59 SP:Iteration 24Q (918.072579 sec): 3 clusters Score: Raw -163449.864248 + Penalty 2621.415403 = -160828.448845 nChanged 52 SP:Iteration 25Q (918.123942 sec): 3 clusters Score: Raw -163489.164229 + Penalty 2621.415403 = -160867.748826 nChanged 49 SP:Iteration 26Q (918.169214 sec): 3 clusters Score: Raw -163525.773383 + Penalty 2621.415403 = -160904.357981 nChanged 50 SP:Iteration 27Q (918.214936 sec): 3 clusters Score: Raw -163553.824698 + Penalty 2621.415403 = -160932.409295 nChanged 31 SP:Iteration 28Q (918.266825 sec): 3 clusters Score: Raw -163568.859600 + Penalty 2621.415403 = -160947.444198 nChanged 26 SP:Iteration 29Q (918.302381 sec): 3 clusters Score: Raw -163583.395907 + Penalty 2621.415403 = -160961.980504 nChanged 19 SP:Iteration 30Q (918.348641 sec): 3 clusters Score: Raw -163593.164390 + Penalty 2621.415403 = -160971.748988 nChanged 14 SP:Iteration 31Q (918.393620 sec): 3 clusters Score: Raw -163600.116842 + Penalty 2621.415403 = -160978.701439 nChanged 18 SP:Iteration 32Q (918.438811 sec): 3 clusters Score: Raw -163609.861071 + Penalty 2621.415403 = -160988.445668 nChanged 18 SP:Iteration 33Q (918.494714 sec): 3 clusters Score: Raw -163616.109763 + Penalty 2621.415403 = -160994.694361 nChanged 8 SP:Iteration 34Q (918.534827 sec): 3 clusters Score: Raw -163617.551366 + Penalty 2621.415403 = -160996.135963 nChanged 5 SP:Iteration 35Q (918.576356 sec): 3 clusters Score: Raw -163621.392222 + Penalty 2621.415403 = -160999.976819 nChanged 10 SP:Iteration 36Q (918.624497 sec): 3 clusters Score: Raw -163626.562939 + Penalty 2621.415403 = -161005.147536 nChanged 15 SP:Iteration 37Q (918.675973 sec): 3 clusters Score: Raw -163634.556336 + Penalty 2621.415403 = -161013.140933 nChanged 13 SP:Iteration 38Q (918.720772 sec): 3 clusters Score: Raw -163640.740411 + Penalty 2621.415403 = -161019.325008 nChanged 18 SP:Iteration 39Q (918.768073 sec): 3 clusters Score: Raw -163645.549852 + Penalty 2621.415403 = -161024.134449 nChanged 12 SP:Iteration 40F (918.808824 sec): 3 clusters Score: Raw -163649.787821 + Penalty 2621.415403 = -161028.372418 nChanged 8 SP:Iteration 41Q (918.852080 sec): 3 clusters Score: Raw -163652.241544 + Penalty 2621.415403 = -161030.826141 nChanged 6 SP:Iteration 42Q (918.897235 sec): 3 clusters Score: Raw -163654.183034 + Penalty 2621.415403 = -161032.767631 nChanged 5 SP:Iteration 43Q (918.940353 sec): 3 clusters Score: Raw -163656.832182 + Penalty 2621.415403 = -161035.416779 nChanged 12 SP:Iteration 44Q (918.984297 sec): 3 clusters Score: Raw -163662.270592 + Penalty 2621.415403 = -161040.855190 nChanged 9 SP:Iteration 45Q (919.026513 sec): 3 clusters Score: Raw -163665.822670 + Penalty 2621.415403 = -161044.407267 nChanged 6 SP:Iteration 46Q (919.068400 sec): 3 clusters Score: Raw -163669.378855 + Penalty 2621.415403 = -161047.963452 nChanged 9 SP:Iteration 47Q (919.112703 sec): 3 clusters Score: Raw -163672.293336 + Penalty 2621.415403 = -161050.877933 nChanged 6 SP:Iteration 48Q (919.171448 sec): 3 clusters Score: Raw -163673.320230 + Penalty 2621.415403 = -161051.904827 nChanged 3 SP:Iteration 49Q (919.210540 sec): 3 clusters Score: Raw -163674.538821 + Penalty 2621.415403 = -161053.123418 nChanged 1 SP:Iteration 50Q (919.249690 sec): 3 clusters Score: Raw -163674.644897 + Penalty 2621.415403 = -161053.229494 nChanged 0 SP:Iteration 51F (919.299367 sec): 3 clusters Score: Raw -163674.644897 + Penalty 2621.415403 = -161053.229494 nChanged 0 Trying to split cluster 29 (1005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (919.328677 sec): 2 clusters Score: Raw -49729.306344 + Penalty 1123.320708 = -48605.985636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (919.364853 sec): 3 clusters Score: Raw -49406.302279 + Penalty 2246.641417 = -47159.660863 nChanged 309 SP:Iteration 1F (919.405663 sec): 3 clusters Score: Raw -49671.090140 + Penalty 2246.641417 = -47424.448723 nChanged 81 SP:Iteration 2F (919.446758 sec): 3 clusters Score: Raw -49746.254441 + Penalty 2246.641417 = -47499.613024 nChanged 47 SP:Iteration 3Q (919.504983 sec): 3 clusters Score: Raw -49804.875178 + Penalty 2246.641417 = -47558.233761 nChanged 30 SP:Iteration 4Q (919.551810 sec): 3 clusters Score: Raw -49846.808873 + Penalty 2246.641417 = -47600.167456 nChanged 31 SP:Iteration 5Q (919.585190 sec): 3 clusters Score: Raw -49889.515178 + Penalty 2246.641417 = -47642.873761 nChanged 26 SP:Iteration 6Q (919.626230 sec): 3 clusters Score: Raw -49922.548703 + Penalty 2246.641417 = -47675.907287 nChanged 23 SP:Iteration 7Q (919.670120 sec): 3 clusters Score: Raw -49956.956507 + Penalty 2246.641417 = -47710.315090 nChanged 22 SP:Iteration 8Q (919.728270 sec): 3 clusters Score: Raw -49986.179444 + Penalty 2246.641417 = -47739.538027 nChanged 21 SP:Iteration 9Q (919.767857 sec): 3 clusters Score: Raw -50020.983565 + Penalty 2246.641417 = -47774.342149 nChanged 22 SP:Iteration 10Q (919.808713 sec): 3 clusters Score: Raw -50047.897390 + Penalty 2246.641417 = -47801.255973 nChanged 19 SP:Iteration 11Q (919.847075 sec): 3 clusters Score: Raw -50066.263370 + Penalty 2246.641417 = -47819.621954 nChanged 14 SP:Iteration 12Q (919.885256 sec): 3 clusters Score: Raw -50078.644774 + Penalty 2246.641417 = -47832.003357 nChanged 9 SP:Iteration 13Q (919.929520 sec): 3 clusters Score: Raw -50086.283755 + Penalty 2246.641417 = -47839.642339 nChanged 12 SP:Iteration 14Q (919.972785 sec): 3 clusters Score: Raw -50096.175442 + Penalty 2246.641417 = -47849.534025 nChanged 11 SP:Iteration 15Q (920.017582 sec): 3 clusters Score: Raw -50105.261618 + Penalty 2246.641417 = -47858.620201 nChanged 12 SP:Iteration 16Q (920.066093 sec): 3 clusters Score: Raw -50116.901759 + Penalty 2246.641417 = -47870.260342 nChanged 16 SP:Iteration 17Q (920.103237 sec): 3 clusters Score: Raw -50136.658250 + Penalty 2246.641417 = -47890.016833 nChanged 11 SP:Iteration 18Q (920.136098 sec): 3 clusters Score: Raw -50145.822160 + Penalty 2246.641417 = -47899.180743 nChanged 6 SP:Iteration 19Q (920.176999 sec): 3 clusters Score: Raw -50150.997517 + Penalty 2246.641417 = -47904.356101 nChanged 5 SP:Iteration 20F (920.222334 sec): 3 clusters Score: Raw -50154.398141 + Penalty 2246.641417 = -47907.756725 nChanged 8 SP:Iteration 21Q (920.260625 sec): 3 clusters Score: Raw -50161.129243 + Penalty 2246.641417 = -47914.487827 nChanged 8 SP:Iteration 22Q (920.294546 sec): 3 clusters Score: Raw -50171.231578 + Penalty 2246.641417 = -47924.590161 nChanged 7 SP:Iteration 23Q (920.331258 sec): 3 clusters Score: Raw -50176.254842 + Penalty 2246.641417 = -47929.613425 nChanged 3 SP:Iteration 24Q (920.370793 sec): 3 clusters Score: Raw -50178.184744 + Penalty 2246.641417 = -47931.543328 nChanged 2 SP:Iteration 25Q (920.421794 sec): 3 clusters Score: Raw -50180.282268 + Penalty 2246.641417 = -47933.640851 nChanged 2 SP:Iteration 26Q (920.464515 sec): 3 clusters Score: Raw -50181.356256 + Penalty 2246.641417 = -47934.714839 nChanged 1 SP:Iteration 27Q (920.493697 sec): 3 clusters Score: Raw -50181.648423 + Penalty 2246.641417 = -47935.007006 nChanged 0 SP:Iteration 28F (920.533746 sec): 3 clusters Score: Raw -50181.648423 + Penalty 2246.641417 = -47935.007006 nChanged 0 Trying to split cluster 30 (1043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (920.554046 sec): 2 clusters Score: Raw -53793.554506 + Penalty 1129.351674 = -52664.202833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (920.604193 sec): 3 clusters Score: Raw -53456.208592 + Penalty 2258.703348 = -51197.505244 nChanged 309 SP:Iteration 1F (920.652724 sec): 3 clusters Score: Raw -53703.898663 + Penalty 2258.703348 = -51445.195315 nChanged 62 SP:Iteration 2F (920.699785 sec): 3 clusters Score: Raw -53769.459048 + Penalty 2258.703348 = -51510.755700 nChanged 48 SP:Iteration 3Q (920.736368 sec): 3 clusters Score: Raw -53821.725604 + Penalty 2258.703348 = -51563.022256 nChanged 35 SP:Iteration 4Q (920.779829 sec): 3 clusters Score: Raw -53879.565107 + Penalty 2258.703348 = -51620.861759 nChanged 30 SP:Iteration 5Q (920.830885 sec): 3 clusters Score: Raw -53905.270425 + Penalty 2258.703348 = -51646.567077 nChanged 11 SP:Iteration 6Q (920.867610 sec): 3 clusters Score: Raw -53914.080312 + Penalty 2258.703348 = -51655.376964 nChanged 9 SP:Iteration 7Q (920.907280 sec): 3 clusters Score: Raw -53922.466315 + Penalty 2258.703348 = -51663.762968 nChanged 18 SP:Iteration 8Q (920.937286 sec): 3 clusters Score: Raw -53940.927954 + Penalty 2258.703348 = -51682.224606 nChanged 15 SP:Iteration 9Q (920.984615 sec): 3 clusters Score: Raw -53956.985183 + Penalty 2258.703348 = -51698.281835 nChanged 13 SP:Iteration 10Q (921.023350 sec): 3 clusters Score: Raw -53967.753883 + Penalty 2258.703348 = -51709.050535 nChanged 10 SP:Iteration 11Q (921.060914 sec): 3 clusters Score: Raw -53976.195486 + Penalty 2258.703348 = -51717.492138 nChanged 12 SP:Iteration 12Q (921.095780 sec): 3 clusters Score: Raw -53988.573065 + Penalty 2258.703348 = -51729.869717 nChanged 10 SP:Iteration 13Q (921.153127 sec): 3 clusters Score: Raw -53995.554826 + Penalty 2258.703348 = -51736.851478 nChanged 2 SP:Iteration 14Q (921.189467 sec): 3 clusters Score: Raw -53996.457446 + Penalty 2258.703348 = -51737.754098 nChanged 4 SP:Iteration 15Q (921.222779 sec): 3 clusters Score: Raw -54001.770791 + Penalty 2258.703348 = -51743.067444 nChanged 3 SP:Iteration 16Q (921.272127 sec): 3 clusters Score: Raw -54003.382961 + Penalty 2258.703348 = -51744.679613 nChanged 2 SP:Iteration 17Q (921.307500 sec): 3 clusters Score: Raw -54004.044971 + Penalty 2258.703348 = -51745.341623 nChanged 3 SP:Iteration 18Q (921.350197 sec): 3 clusters Score: Raw -54006.256780 + Penalty 2258.703348 = -51747.553432 nChanged 4 SP:Iteration 19Q (921.392868 sec): 3 clusters Score: Raw -54010.569973 + Penalty 2258.703348 = -51751.866625 nChanged 2 SP:Iteration 20F (921.441154 sec): 3 clusters Score: Raw -54013.256748 + Penalty 2258.703348 = -51754.553400 nChanged 0 Trying to split cluster 31 (1446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (921.454641 sec): 2 clusters Score: Raw -78001.000126 + Penalty 1182.440415 = -76818.559710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (921.500996 sec): 3 clusters Score: Raw -77420.409483 + Penalty 2364.880831 = -75055.528652 nChanged 470 SP:Iteration 1F (921.551523 sec): 3 clusters Score: Raw -77743.860001 + Penalty 2364.880831 = -75378.979170 nChanged 120 SP:Iteration 2F (921.591692 sec): 3 clusters Score: Raw -77860.792172 + Penalty 2364.880831 = -75495.911341 nChanged 73 SP:Iteration 3F (921.641967 sec): 3 clusters Score: Raw -77936.308885 + Penalty 2364.880831 = -75571.428055 nChanged 53 SP:Iteration 4Q (921.677776 sec): 3 clusters Score: Raw -77987.714034 + Penalty 2364.880831 = -75622.833204 nChanged 51 SP:Iteration 5Q (921.716186 sec): 3 clusters Score: Raw -78031.789010 + Penalty 2364.880831 = -75666.908179 nChanged 39 SP:Iteration 6Q (921.762655 sec): 3 clusters Score: Raw -78071.463615 + Penalty 2364.880831 = -75706.582784 nChanged 43 SP:Iteration 7Q (921.804631 sec): 3 clusters Score: Raw -78111.810663 + Penalty 2364.880831 = -75746.929832 nChanged 30 SP:Iteration 8Q (921.848226 sec): 3 clusters Score: Raw -78134.641063 + Penalty 2364.880831 = -75769.760232 nChanged 25 SP:Iteration 9Q (921.888574 sec): 3 clusters Score: Raw -78159.031469 + Penalty 2364.880831 = -75794.150638 nChanged 25 SP:Iteration 10Q (921.943596 sec): 3 clusters Score: Raw -78177.640960 + Penalty 2364.880831 = -75812.760129 nChanged 17 SP:Iteration 11Q (921.977653 sec): 3 clusters Score: Raw -78194.072106 + Penalty 2364.880831 = -75829.191275 nChanged 21 SP:Iteration 12Q (922.026308 sec): 3 clusters Score: Raw -78210.362675 + Penalty 2364.880831 = -75845.481844 nChanged 19 SP:Iteration 13Q (922.064107 sec): 3 clusters Score: Raw -78232.401284 + Penalty 2364.880831 = -75867.520454 nChanged 20 SP:Iteration 14Q (922.102536 sec): 3 clusters Score: Raw -78254.810520 + Penalty 2364.880831 = -75889.929689 nChanged 17 SP:Iteration 15Q (922.146626 sec): 3 clusters Score: Raw -78271.851687 + Penalty 2364.880831 = -75906.970856 nChanged 18 SP:Iteration 16Q (922.189106 sec): 3 clusters Score: Raw -78291.816247 + Penalty 2364.880831 = -75926.935416 nChanged 14 SP:Iteration 17Q (922.229935 sec): 3 clusters Score: Raw -78308.379411 + Penalty 2364.880831 = -75943.498580 nChanged 13 SP:Iteration 18Q (922.277935 sec): 3 clusters Score: Raw -78322.869213 + Penalty 2364.880831 = -75957.988382 nChanged 11 SP:Iteration 19Q (922.318283 sec): 3 clusters Score: Raw -78337.882846 + Penalty 2364.880831 = -75973.002016 nChanged 12 SP:Iteration 20F (922.363426 sec): 3 clusters Score: Raw -78348.028065 + Penalty 2364.880831 = -75983.147234 nChanged 12 SP:Iteration 21Q (922.408308 sec): 3 clusters Score: Raw -78359.808158 + Penalty 2364.880831 = -75994.927327 nChanged 15 SP:Iteration 22Q (922.457930 sec): 3 clusters Score: Raw -78380.194109 + Penalty 2364.880831 = -76015.313278 nChanged 12 SP:Iteration 23Q (922.496469 sec): 3 clusters Score: Raw -78394.201180 + Penalty 2364.880831 = -76029.320350 nChanged 15 SP:Iteration 24Q (922.537151 sec): 3 clusters Score: Raw -78405.391921 + Penalty 2364.880831 = -76040.511090 nChanged 6 SP:Iteration 25Q (922.576352 sec): 3 clusters Score: Raw -78409.704137 + Penalty 2364.880831 = -76044.823306 nChanged 7 SP:Iteration 26Q (922.611578 sec): 3 clusters Score: Raw -78417.919447 + Penalty 2364.880831 = -76053.038616 nChanged 4 SP:Iteration 27Q (922.653033 sec): 3 clusters Score: Raw -78421.601947 + Penalty 2364.880831 = -76056.721116 nChanged 6 SP:Iteration 28Q (922.709734 sec): 3 clusters Score: Raw -78424.554123 + Penalty 2364.880831 = -76059.673292 nChanged 3 SP:Iteration 29Q (922.745579 sec): 3 clusters Score: Raw -78426.675941 + Penalty 2364.880831 = -76061.795110 nChanged 1 SP:Iteration 30Q (922.787567 sec): 3 clusters Score: Raw -78426.800390 + Penalty 2364.880831 = -76061.919560 nChanged 0 SP:Iteration 31F (922.822382 sec): 3 clusters Score: Raw -78426.800390 + Penalty 2364.880831 = -76061.919560 nChanged 0 Trying to split cluster 32 (4730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (922.855394 sec): 2 clusters Score: Raw -264979.926950 + Penalty 1375.023078 = -263604.903872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (922.895157 sec): 3 clusters Score: Raw -262518.382540 + Penalty 2750.046156 = -259768.336383 nChanged 1930 SP:Iteration 1F (922.955829 sec): 3 clusters Score: Raw -263556.852252 + Penalty 2750.046156 = -260806.806096 nChanged 346 SP:Iteration 2F (923.005601 sec): 3 clusters Score: Raw -263801.239926 + Penalty 2750.046156 = -261051.193769 nChanged 316 SP:Iteration 3F (923.050187 sec): 3 clusters Score: Raw -264032.281004 + Penalty 2750.046156 = -261282.234848 nChanged 299 SP:Iteration 4F (923.097946 sec): 3 clusters Score: Raw -264288.305438 + Penalty 2750.046156 = -261538.259282 nChanged 302 SP:Iteration 5F (923.146492 sec): 3 clusters Score: Raw -264544.874723 + Penalty 2750.046156 = -261794.828567 nChanged 255 SP:Iteration 6F (923.199439 sec): 3 clusters Score: Raw -264776.398316 + Penalty 2750.046156 = -262026.352159 nChanged 252 SP:Iteration 7F (923.239050 sec): 3 clusters Score: Raw -264993.848643 + Penalty 2750.046156 = -262243.802487 nChanged 218 SP:Iteration 8Q (923.287155 sec): 3 clusters Score: Raw -265191.909386 + Penalty 2750.046156 = -262441.863230 nChanged 198 SP:Iteration 9Q (923.337129 sec): 3 clusters Score: Raw -265371.680328 + Penalty 2750.046156 = -262621.634171 nChanged 169 SP:Iteration 10Q (923.385797 sec): 3 clusters Score: Raw -265523.368011 + Penalty 2750.046156 = -262773.321854 nChanged 145 SP:Iteration 11Q (923.433435 sec): 3 clusters Score: Raw -265641.293992 + Penalty 2750.046156 = -262891.247835 nChanged 125 SP:Iteration 12Q (923.477694 sec): 3 clusters Score: Raw -265716.426261 + Penalty 2750.046156 = -262966.380105 nChanged 82 SP:Iteration 13Q (923.521967 sec): 3 clusters Score: Raw -265754.384832 + Penalty 2750.046156 = -263004.338675 nChanged 50 SP:Iteration 14Q (923.571408 sec): 3 clusters Score: Raw -265774.028051 + Penalty 2750.046156 = -263023.981895 nChanged 25 SP:Iteration 15Q (923.622403 sec): 3 clusters Score: Raw -265782.705211 + Penalty 2750.046156 = -263032.659054 nChanged 27 SP:Iteration 16Q (923.670228 sec): 3 clusters Score: Raw -265791.650578 + Penalty 2750.046156 = -263041.604421 nChanged 20 SP:Iteration 17Q (923.715346 sec): 3 clusters Score: Raw -265796.639196 + Penalty 2750.046156 = -263046.593039 nChanged 16 SP:Iteration 18Q (923.759813 sec): 3 clusters Score: Raw -265800.375839 + Penalty 2750.046156 = -263050.329682 nChanged 12 SP:Iteration 19Q (923.813040 sec): 3 clusters Score: Raw -265803.034759 + Penalty 2750.046156 = -263052.988603 nChanged 6 SP:Iteration 20F (923.862347 sec): 3 clusters Score: Raw -265804.624533 + Penalty 2750.046156 = -263054.578376 nChanged 8 SP:Iteration 21Q (923.917130 sec): 3 clusters Score: Raw -265807.014532 + Penalty 2750.046156 = -263056.968376 nChanged 10 SP:Iteration 22Q (923.963552 sec): 3 clusters Score: Raw -265810.479918 + Penalty 2750.046156 = -263060.433762 nChanged 12 SP:Iteration 23Q (924.006154 sec): 3 clusters Score: Raw -265813.545830 + Penalty 2750.046156 = -263063.499674 nChanged 6 SP:Iteration 24Q (924.061352 sec): 3 clusters Score: Raw -265814.882839 + Penalty 2750.046156 = -263064.836682 nChanged 7 SP:Iteration 25Q (924.105020 sec): 3 clusters Score: Raw -265816.320461 + Penalty 2750.046156 = -263066.274304 nChanged 2 SP:Iteration 26Q (924.151083 sec): 3 clusters Score: Raw -265816.689897 + Penalty 2750.046156 = -263066.643740 nChanged 2 SP:Iteration 27Q (924.203692 sec): 3 clusters Score: Raw -265817.240536 + Penalty 2750.046156 = -263067.194380 nChanged 2 SP:Iteration 28Q (924.257250 sec): 3 clusters Score: Raw -265817.563216 + Penalty 2750.046156 = -263067.517059 nChanged 1 SP:Iteration 29Q (924.295827 sec): 3 clusters Score: Raw -265817.770308 + Penalty 2750.046156 = -263067.724151 nChanged 1 SP:Iteration 30Q (924.348653 sec): 3 clusters Score: Raw -265818.035851 + Penalty 2750.046156 = -263067.989695 nChanged 0 SP:Iteration 31F (924.394494 sec): 3 clusters Score: Raw -265818.035851 + Penalty 2750.046156 = -263067.989695 nChanged 0 Trying to split cluster 33 (3778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (924.412316 sec): 2 clusters Score: Raw -207716.099388 + Penalty 1338.504383 = -206377.595005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (924.461476 sec): 3 clusters Score: Raw -205836.365522 + Penalty 2677.008766 = -203159.356756 nChanged 1513 SP:Iteration 1F (924.509762 sec): 3 clusters Score: Raw -206642.812557 + Penalty 2677.008766 = -203965.803791 nChanged 287 SP:Iteration 2F (924.563566 sec): 3 clusters Score: Raw -206802.348628 + Penalty 2677.008766 = -204125.339862 nChanged 185 SP:Iteration 3Q (924.606534 sec): 3 clusters Score: Raw -206906.224777 + Penalty 2677.008766 = -204229.216011 nChanged 131 SP:Iteration 4Q (924.665434 sec): 3 clusters Score: Raw -206981.916435 + Penalty 2677.008766 = -204304.907669 nChanged 122 SP:Iteration 5Q (924.720151 sec): 3 clusters Score: Raw -207044.361670 + Penalty 2677.008766 = -204367.352905 nChanged 98 SP:Iteration 6Q (924.768360 sec): 3 clusters Score: Raw -207091.136465 + Penalty 2677.008766 = -204414.127699 nChanged 77 SP:Iteration 7Q (924.819102 sec): 3 clusters Score: Raw -207132.450497 + Penalty 2677.008766 = -204455.441731 nChanged 91 SP:Iteration 8Q (924.869255 sec): 3 clusters Score: Raw -207180.471691 + Penalty 2677.008766 = -204503.462925 nChanged 99 SP:Iteration 9Q (924.911725 sec): 3 clusters Score: Raw -207238.784842 + Penalty 2677.008766 = -204561.776076 nChanged 88 SP:Iteration 10Q (924.966797 sec): 3 clusters Score: Raw -207291.174200 + Penalty 2677.008766 = -204614.165434 nChanged 103 SP:Iteration 11Q (925.013818 sec): 3 clusters Score: Raw -207350.287999 + Penalty 2677.008766 = -204673.279234 nChanged 86 SP:Iteration 12Q (925.055657 sec): 3 clusters Score: Raw -207402.930992 + Penalty 2677.008766 = -204725.922227 nChanged 76 SP:Iteration 13Q (925.105251 sec): 3 clusters Score: Raw -207456.924059 + Penalty 2677.008766 = -204779.915293 nChanged 80 SP:Iteration 14Q (925.143269 sec): 3 clusters Score: Raw -207516.874310 + Penalty 2677.008766 = -204839.865545 nChanged 84 SP:Iteration 15Q (925.191870 sec): 3 clusters Score: Raw -207575.712333 + Penalty 2677.008766 = -204898.703567 nChanged 80 SP:Iteration 16Q (925.233931 sec): 3 clusters Score: Raw -207629.719425 + Penalty 2677.008766 = -204952.710659 nChanged 61 SP:Iteration 17Q (925.271336 sec): 3 clusters Score: Raw -207667.700215 + Penalty 2677.008766 = -204990.691449 nChanged 60 SP:Iteration 18Q (925.313582 sec): 3 clusters Score: Raw -207703.714534 + Penalty 2677.008766 = -205026.705769 nChanged 53 SP:Iteration 19Q (925.357997 sec): 3 clusters Score: Raw -207736.451915 + Penalty 2677.008766 = -205059.443149 nChanged 41 SP:Iteration 20F (925.403081 sec): 3 clusters Score: Raw -207761.120380 + Penalty 2677.008766 = -205084.111614 nChanged 28 SP:Iteration 21Q (925.448001 sec): 3 clusters Score: Raw -207775.900974 + Penalty 2677.008766 = -205098.892208 nChanged 21 SP:Iteration 22Q (925.495057 sec): 3 clusters Score: Raw -207785.383638 + Penalty 2677.008766 = -205108.374873 nChanged 13 SP:Iteration 23Q (925.550213 sec): 3 clusters Score: Raw -207794.711365 + Penalty 2677.008766 = -205117.702599 nChanged 18 SP:Iteration 24Q (925.588397 sec): 3 clusters Score: Raw -207802.909397 + Penalty 2677.008766 = -205125.900632 nChanged 10 SP:Iteration 25Q (925.633991 sec): 3 clusters Score: Raw -207809.403010 + Penalty 2677.008766 = -205132.394245 nChanged 14 SP:Iteration 26Q (925.697149 sec): 3 clusters Score: Raw -207815.751476 + Penalty 2677.008766 = -205138.742710 nChanged 14 SP:Iteration 27Q (925.743327 sec): 3 clusters Score: Raw -207823.203866 + Penalty 2677.008766 = -205146.195101 nChanged 17 SP:Iteration 28Q (925.783160 sec): 3 clusters Score: Raw -207834.344616 + Penalty 2677.008766 = -205157.335850 nChanged 14 SP:Iteration 29Q (925.835573 sec): 3 clusters Score: Raw -207842.961543 + Penalty 2677.008766 = -205165.952778 nChanged 14 SP:Iteration 30Q (925.889680 sec): 3 clusters Score: Raw -207852.261683 + Penalty 2677.008766 = -205175.252917 nChanged 14 SP:Iteration 31Q (925.928800 sec): 3 clusters Score: Raw -207860.573621 + Penalty 2677.008766 = -205183.564856 nChanged 7 SP:Iteration 32Q (925.971354 sec): 3 clusters Score: Raw -207864.113412 + Penalty 2677.008766 = -205187.104646 nChanged 8 SP:Iteration 33Q (926.013240 sec): 3 clusters Score: Raw -207868.285034 + Penalty 2677.008766 = -205191.276269 nChanged 4 SP:Iteration 34Q (926.065656 sec): 3 clusters Score: Raw -207870.465168 + Penalty 2677.008766 = -205193.456402 nChanged 2 SP:Iteration 35Q (926.110983 sec): 3 clusters Score: Raw -207871.112410 + Penalty 2677.008766 = -205194.103645 nChanged 2 SP:Iteration 36Q (926.164832 sec): 3 clusters Score: Raw -207871.788533 + Penalty 2677.008766 = -205194.779768 nChanged 2 SP:Iteration 37Q (926.200030 sec): 3 clusters Score: Raw -207873.284485 + Penalty 2677.008766 = -205196.275720 nChanged 4 SP:Iteration 38Q (926.244471 sec): 3 clusters Score: Raw -207875.760925 + Penalty 2677.008766 = -205198.752159 nChanged 2 SP:Iteration 39Q (926.286451 sec): 3 clusters Score: Raw -207876.773903 + Penalty 2677.008766 = -205199.765138 nChanged 1 SP:Iteration 40F (926.322148 sec): 3 clusters Score: Raw -207877.546892 + Penalty 2677.008766 = -205200.538126 nChanged 4 SP:Iteration 41Q (926.368329 sec): 3 clusters Score: Raw -207878.608937 + Penalty 2677.008766 = -205201.600171 nChanged 1 SP:Iteration 42Q (926.419497 sec): 3 clusters Score: Raw -207878.855053 + Penalty 2677.008766 = -205201.846287 nChanged 1 SP:Iteration 43Q (926.468597 sec): 3 clusters Score: Raw -207879.371581 + Penalty 2677.008766 = -205202.362816 nChanged 0 SP:Iteration 44F (926.521226 sec): 3 clusters Score: Raw -207879.371581 + Penalty 2677.008766 = -205202.362816 nChanged 0 Trying to split cluster 34 (1218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (926.551122 sec): 2 clusters Score: Raw -39582.851235 + Penalty 1154.556885 = -38428.294350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (926.586117 sec): 3 clusters Score: Raw -39202.502029 + Penalty 2309.113771 = -36893.388258 nChanged 409 SP:Iteration 1F (926.634416 sec): 3 clusters Score: Raw -39868.387718 + Penalty 2309.113771 = -37559.273947 nChanged 156 SP:Iteration 2F (926.673291 sec): 3 clusters Score: Raw -40364.608737 + Penalty 2309.113771 = -38055.494966 nChanged 120 SP:Iteration 3F (926.719116 sec): 3 clusters Score: Raw -40687.408664 + Penalty 2309.113771 = -38378.294893 nChanged 74 SP:Iteration 4F (926.762365 sec): 3 clusters Score: Raw -40890.653585 + Penalty 2309.113771 = -38581.539814 nChanged 57 SP:Iteration 5Q (926.806376 sec): 3 clusters Score: Raw -41050.755089 + Penalty 2309.113771 = -38741.641318 nChanged 37 SP:Iteration 6Q (926.851960 sec): 3 clusters Score: Raw -41133.384598 + Penalty 2309.113771 = -38824.270828 nChanged 19 SP:Iteration 7Q (926.898160 sec): 3 clusters Score: Raw -41159.229434 + Penalty 2309.113771 = -38850.115663 nChanged 6 SP:Iteration 8Q (926.945680 sec): 3 clusters Score: Raw -41167.509898 + Penalty 2309.113771 = -38858.396127 nChanged 1 SP:Iteration 9Q (926.977706 sec): 3 clusters Score: Raw -41167.886328 + Penalty 2309.113771 = -38858.772558 nChanged 0 SP:Iteration 10F (927.008800 sec): 3 clusters Score: Raw -41167.886328 + Penalty 2309.113771 = -38858.772558 nChanged 0 Score: Raw -12085103.141213 + Penalty 96784.636220 = -11988318.504993 Splitting cluster 34 changes total score from -11988735.007385 to -11988318.504993 So it's not getting split. Trying to split cluster 35 (1117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (935.170823 sec): 2 clusters Score: Raw -59481.523319 + Penalty 1140.490292 = -58341.033027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (935.204838 sec): 3 clusters Score: Raw -59125.305803 + Penalty 2280.980585 = -56844.325219 nChanged 342 SP:Iteration 1F (935.258324 sec): 3 clusters Score: Raw -59449.532753 + Penalty 2280.980585 = -57168.552168 nChanged 100 SP:Iteration 2F (935.295719 sec): 3 clusters Score: Raw -59564.741359 + Penalty 2280.980585 = -57283.760774 nChanged 65 SP:Iteration 3F (935.338633 sec): 3 clusters Score: Raw -59632.335548 + Penalty 2280.980585 = -57351.354964 nChanged 36 SP:Iteration 4Q (935.375977 sec): 3 clusters Score: Raw -59668.362641 + Penalty 2280.980585 = -57387.382056 nChanged 26 SP:Iteration 5Q (935.423366 sec): 3 clusters Score: Raw -59695.798747 + Penalty 2280.980585 = -57414.818162 nChanged 19 SP:Iteration 6Q (935.466759 sec): 3 clusters Score: Raw -59721.371413 + Penalty 2280.980585 = -57440.390828 nChanged 22 SP:Iteration 7Q (935.495761 sec): 3 clusters Score: Raw -59754.993672 + Penalty 2280.980585 = -57474.013087 nChanged 24 SP:Iteration 8Q (935.531180 sec): 3 clusters Score: Raw -59780.176297 + Penalty 2280.980585 = -57499.195713 nChanged 17 SP:Iteration 9Q (935.568950 sec): 3 clusters Score: Raw -59799.557869 + Penalty 2280.980585 = -57518.577285 nChanged 10 SP:Iteration 10Q (935.611185 sec): 3 clusters Score: Raw -59813.419316 + Penalty 2280.980585 = -57532.438731 nChanged 12 SP:Iteration 11Q (935.654779 sec): 3 clusters Score: Raw -59825.484180 + Penalty 2280.980585 = -57544.503596 nChanged 4 SP:Iteration 12Q (935.702591 sec): 3 clusters Score: Raw -59829.098562 + Penalty 2280.980585 = -57548.117978 nChanged 1 SP:Iteration 13Q (935.741467 sec): 3 clusters Score: Raw -59829.648181 + Penalty 2280.980585 = -57548.667596 nChanged 1 SP:Iteration 14Q (935.784689 sec): 3 clusters Score: Raw -59829.932992 + Penalty 2280.980585 = -57548.952407 nChanged 0 SP:Iteration 15F (935.815067 sec): 3 clusters Score: Raw -59829.932992 + Penalty 2280.980585 = -57548.952407 nChanged 0 Trying to split cluster 36 (14689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (935.865491 sec): 2 clusters Score: Raw -790703.452010 + Penalty 1559.163806 = -789144.288204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (935.922093 sec): 3 clusters Score: Raw -782091.225056 + Penalty 3118.327613 = -778972.897443 nChanged 6484 SP:Iteration 1F (935.996741 sec): 3 clusters Score: Raw -785730.984381 + Penalty 3118.327613 = -782612.656768 nChanged 935 SP:Iteration 2F (936.060368 sec): 3 clusters Score: Raw -786208.460539 + Penalty 3118.327613 = -783090.132927 nChanged 904 SP:Iteration 3F (936.116589 sec): 3 clusters Score: Raw -786689.710710 + Penalty 3118.327613 = -783571.383097 nChanged 877 SP:Iteration 4F (936.178594 sec): 3 clusters Score: Raw -787178.954636 + Penalty 3118.327613 = -784060.627023 nChanged 823 SP:Iteration 5F (936.249130 sec): 3 clusters Score: Raw -787664.767339 + Penalty 3118.327613 = -784546.439726 nChanged 751 SP:Iteration 6F (936.317609 sec): 3 clusters Score: Raw -788132.977925 + Penalty 3118.327613 = -785014.650312 nChanged 683 SP:Iteration 7Q (936.395070 sec): 3 clusters Score: Raw -788643.668994 + Penalty 3118.327613 = -785525.341381 nChanged 600 SP:Iteration 8Q (936.461261 sec): 3 clusters Score: Raw -789089.360969 + Penalty 3118.327613 = -785971.033356 nChanged 536 SP:Iteration 9Q (936.527612 sec): 3 clusters Score: Raw -789400.937401 + Penalty 3118.327613 = -786282.609788 nChanged 402 SP:Iteration 10Q (936.595080 sec): 3 clusters Score: Raw -789597.956147 + Penalty 3118.327613 = -786479.628534 nChanged 320 SP:Iteration 11Q (936.652915 sec): 3 clusters Score: Raw -789732.898962 + Penalty 3118.327613 = -786614.571349 nChanged 239 SP:Iteration 12Q (936.722210 sec): 3 clusters Score: Raw -789825.330704 + Penalty 3118.327613 = -786707.003091 nChanged 201 SP:Iteration 13Q (936.792387 sec): 3 clusters Score: Raw -789892.990234 + Penalty 3118.327613 = -786774.662621 nChanged 167 SP:Iteration 14Q (936.849123 sec): 3 clusters Score: Raw -789954.138296 + Penalty 3118.327613 = -786835.810684 nChanged 173 SP:Iteration 15Q (936.923520 sec): 3 clusters Score: Raw -790013.597319 + Penalty 3118.327613 = -786895.269706 nChanged 167 SP:Iteration 16Q (936.991970 sec): 3 clusters Score: Raw -790070.469261 + Penalty 3118.327613 = -786952.141648 nChanged 157 SP:Iteration 17Q (937.050630 sec): 3 clusters Score: Raw -790131.664043 + Penalty 3118.327613 = -787013.336430 nChanged 147 SP:Iteration 18Q (937.109424 sec): 3 clusters Score: Raw -790186.422190 + Penalty 3118.327613 = -787068.094578 nChanged 141 SP:Iteration 19Q (937.186075 sec): 3 clusters Score: Raw -790240.483501 + Penalty 3118.327613 = -787122.155888 nChanged 134 SP:Iteration 20F (937.248668 sec): 3 clusters Score: Raw -790294.112196 + Penalty 3118.327613 = -787175.784583 nChanged 144 SP:Iteration 21Q (937.313386 sec): 3 clusters Score: Raw -790352.346890 + Penalty 3118.327613 = -787234.019277 nChanged 136 SP:Iteration 22Q (937.373199 sec): 3 clusters Score: Raw -790405.506204 + Penalty 3118.327613 = -787287.178591 nChanged 141 SP:Iteration 23Q (937.451153 sec): 3 clusters Score: Raw -790457.579184 + Penalty 3118.327613 = -787339.251571 nChanged 127 SP:Iteration 24Q (937.514376 sec): 3 clusters Score: Raw -790510.469885 + Penalty 3118.327613 = -787392.142272 nChanged 106 SP:Iteration 25Q (937.580597 sec): 3 clusters Score: Raw -790557.329535 + Penalty 3118.327613 = -787439.001922 nChanged 96 SP:Iteration 26Q (937.651671 sec): 3 clusters Score: Raw -790600.870587 + Penalty 3118.327613 = -787482.542974 nChanged 87 SP:Iteration 27Q (937.715261 sec): 3 clusters Score: Raw -790634.633234 + Penalty 3118.327613 = -787516.305621 nChanged 85 SP:Iteration 28Q (937.779102 sec): 3 clusters Score: Raw -790663.840029 + Penalty 3118.327613 = -787545.512417 nChanged 73 SP:Iteration 29Q (937.855236 sec): 3 clusters Score: Raw -790686.702979 + Penalty 3118.327613 = -787568.375366 nChanged 62 SP:Iteration 30Q (937.924948 sec): 3 clusters Score: Raw -790710.127146 + Penalty 3118.327613 = -787591.799533 nChanged 62 SP:Iteration 31Q (937.980726 sec): 3 clusters Score: Raw -790729.735224 + Penalty 3118.327613 = -787611.407611 nChanged 48 SP:Iteration 32Q (938.053167 sec): 3 clusters Score: Raw -790746.978247 + Penalty 3118.327613 = -787628.650634 nChanged 54 SP:Iteration 33Q (938.114989 sec): 3 clusters Score: Raw -790771.581435 + Penalty 3118.327613 = -787653.253822 nChanged 51 SP:Iteration 34Q (938.175071 sec): 3 clusters Score: Raw -790794.802756 + Penalty 3118.327613 = -787676.475143 nChanged 46 SP:Iteration 35Q (938.247329 sec): 3 clusters Score: Raw -790813.514166 + Penalty 3118.327613 = -787695.186554 nChanged 46 SP:Iteration 36Q (938.306813 sec): 3 clusters Score: Raw -790830.639323 + Penalty 3118.327613 = -787712.311711 nChanged 45 SP:Iteration 37Q (938.380182 sec): 3 clusters Score: Raw -790844.581158 + Penalty 3118.327613 = -787726.253545 nChanged 36 SP:Iteration 38Q (938.437380 sec): 3 clusters Score: Raw -790856.124939 + Penalty 3118.327613 = -787737.797327 nChanged 35 SP:Iteration 39Q (938.501774 sec): 3 clusters Score: Raw -790870.149857 + Penalty 3118.327613 = -787751.822244 nChanged 33 SP:Iteration 40F (938.570977 sec): 3 clusters Score: Raw -790885.022177 + Penalty 3118.327613 = -787766.694564 nChanged 32 SP:Iteration 41Q (938.632719 sec): 3 clusters Score: Raw -790899.878442 + Penalty 3118.327613 = -787781.550830 nChanged 39 SP:Iteration 42Q (938.699883 sec): 3 clusters Score: Raw -790918.500966 + Penalty 3118.327613 = -787800.173353 nChanged 38 SP:Iteration 43Q (938.760842 sec): 3 clusters Score: Raw -790934.218705 + Penalty 3118.327613 = -787815.891092 nChanged 23 SP:Iteration 44Q (938.834145 sec): 3 clusters Score: Raw -790943.272837 + Penalty 3118.327613 = -787824.945224 nChanged 19 SP:Iteration 45Q (938.896337 sec): 3 clusters Score: Raw -790949.778191 + Penalty 3118.327613 = -787831.450579 nChanged 16 SP:Iteration 46Q (938.948251 sec): 3 clusters Score: Raw -790956.022721 + Penalty 3118.327613 = -787837.695108 nChanged 15 SP:Iteration 47Q (939.025488 sec): 3 clusters Score: Raw -790961.651210 + Penalty 3118.327613 = -787843.323597 nChanged 11 SP:Iteration 48Q (939.082770 sec): 3 clusters Score: Raw -790966.168903 + Penalty 3118.327613 = -787847.841290 nChanged 11 SP:Iteration 49Q (939.154487 sec): 3 clusters Score: Raw -790970.730120 + Penalty 3118.327613 = -787852.402507 nChanged 9 SP:Iteration 50Q (939.214221 sec): 3 clusters Score: Raw -790975.099831 + Penalty 3118.327613 = -787856.772218 nChanged 13 SP:Iteration 51Q (939.263892 sec): 3 clusters Score: Raw -790980.770021 + Penalty 3118.327613 = -787862.442408 nChanged 17 SP:Iteration 52Q (939.318078 sec): 3 clusters Score: Raw -790986.900061 + Penalty 3118.327613 = -787868.572448 nChanged 15 SP:Iteration 53Q (939.379524 sec): 3 clusters Score: Raw -790994.863658 + Penalty 3118.327613 = -787876.536045 nChanged 16 SP:Iteration 54Q (939.445359 sec): 3 clusters Score: Raw -791002.453868 + Penalty 3118.327613 = -787884.126255 nChanged 15 SP:Iteration 55Q (939.494514 sec): 3 clusters Score: Raw -791008.727614 + Penalty 3118.327613 = -787890.400001 nChanged 8 SP:Iteration 56Q (939.568917 sec): 3 clusters Score: Raw -791011.444291 + Penalty 3118.327613 = -787893.116678 nChanged 7 SP:Iteration 57Q (939.629590 sec): 3 clusters Score: Raw -791013.374524 + Penalty 3118.327613 = -787895.046911 nChanged 2 SP:Iteration 58Q (939.687198 sec): 3 clusters Score: Raw -791013.943378 + Penalty 3118.327613 = -787895.615765 nChanged 1 SP:Iteration 59Q (939.752863 sec): 3 clusters Score: Raw -791014.386338 + Penalty 3118.327613 = -787896.058725 nChanged 1 SP:Iteration 60F (939.810066 sec): 3 clusters Score: Raw -791015.036648 + Penalty 3118.327613 = -787896.709035 nChanged 1 SP:Iteration 61Q (939.876744 sec): 3 clusters Score: Raw -791015.959601 + Penalty 3118.327613 = -787897.631989 nChanged 4 SP:Iteration 62Q (939.940943 sec): 3 clusters Score: Raw -791018.189447 + Penalty 3118.327613 = -787899.861834 nChanged 4 SP:Iteration 63Q (940.003463 sec): 3 clusters Score: Raw -791022.467220 + Penalty 3118.327613 = -787904.139608 nChanged 3 SP:Iteration 64Q (940.077139 sec): 3 clusters Score: Raw -791024.261071 + Penalty 3118.327613 = -787905.933458 nChanged 3 SP:Iteration 65Q (940.128786 sec): 3 clusters Score: Raw -791026.660755 + Penalty 3118.327613 = -787908.333143 nChanged 4 SP:Iteration 66Q (940.190462 sec): 3 clusters Score: Raw -791028.287525 + Penalty 3118.327613 = -787909.959912 nChanged 5 SP:Iteration 67Q (940.263009 sec): 3 clusters Score: Raw -791032.779484 + Penalty 3118.327613 = -787914.451872 nChanged 6 SP:Iteration 68Q (940.323185 sec): 3 clusters Score: Raw -791036.164999 + Penalty 3118.327613 = -787917.837387 nChanged 7 SP:Iteration 69Q (940.392155 sec): 3 clusters Score: Raw -791041.582815 + Penalty 3118.327613 = -787923.255202 nChanged 8 SP:Iteration 70Q (940.455745 sec): 3 clusters Score: Raw -791045.241174 + Penalty 3118.327613 = -787926.913561 nChanged 6 SP:Iteration 71Q (940.517522 sec): 3 clusters Score: Raw -791048.627320 + Penalty 3118.327613 = -787930.299708 nChanged 4 SP:Iteration 72Q (940.576766 sec): 3 clusters Score: Raw -791050.637470 + Penalty 3118.327613 = -787932.309857 nChanged 2 SP:Iteration 73Q (940.642720 sec): 3 clusters Score: Raw -791052.790311 + Penalty 3118.327613 = -787934.462698 nChanged 3 SP:Iteration 74Q (940.699926 sec): 3 clusters Score: Raw -791054.623162 + Penalty 3118.327613 = -787936.295549 nChanged 1 SP:Iteration 75Q (940.758061 sec): 3 clusters Score: Raw -791054.862124 + Penalty 3118.327613 = -787936.534511 nChanged 0 SP:Iteration 76F (940.816143 sec): 3 clusters Score: Raw -791054.862124 + Penalty 3118.327613 = -787936.534511 nChanged 0 Trying to split cluster 37 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (940.842002 sec): 2 clusters Score: Raw -86450.638848 + Penalty 1188.289943 = -85262.348905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (940.883172 sec): 3 clusters Score: Raw -85821.681489 + Penalty 2376.579887 = -83445.101602 nChanged 511 SP:Iteration 1F (940.934902 sec): 3 clusters Score: Raw -86173.676245 + Penalty 2376.579887 = -83797.096359 nChanged 122 SP:Iteration 2F (940.968276 sec): 3 clusters Score: Raw -86273.275736 + Penalty 2376.579887 = -83896.695849 nChanged 59 SP:Iteration 3Q (941.019821 sec): 3 clusters Score: Raw -86317.747794 + Penalty 2376.579887 = -83941.167907 nChanged 47 SP:Iteration 4Q (941.057635 sec): 3 clusters Score: Raw -86349.671108 + Penalty 2376.579887 = -83973.091222 nChanged 29 SP:Iteration 5Q (941.114429 sec): 3 clusters Score: Raw -86370.378726 + Penalty 2376.579887 = -83993.798839 nChanged 24 SP:Iteration 6Q (941.156592 sec): 3 clusters Score: Raw -86386.702477 + Penalty 2376.579887 = -84010.122590 nChanged 24 SP:Iteration 7Q (941.202094 sec): 3 clusters Score: Raw -86407.325329 + Penalty 2376.579887 = -84030.745442 nChanged 21 SP:Iteration 8Q (941.234962 sec): 3 clusters Score: Raw -86420.432912 + Penalty 2376.579887 = -84043.853025 nChanged 11 SP:Iteration 9Q (941.286209 sec): 3 clusters Score: Raw -86425.336811 + Penalty 2376.579887 = -84048.756924 nChanged 3 SP:Iteration 10Q (941.319631 sec): 3 clusters Score: Raw -86426.092296 + Penalty 2376.579887 = -84049.512409 nChanged 1 SP:Iteration 11Q (941.357755 sec): 3 clusters Score: Raw -86426.339135 + Penalty 2376.579887 = -84049.759248 nChanged 2 SP:Iteration 12Q (941.416350 sec): 3 clusters Score: Raw -86427.197050 + Penalty 2376.579887 = -84050.617163 nChanged 2 SP:Iteration 13Q (941.453317 sec): 3 clusters Score: Raw -86428.436465 + Penalty 2376.579887 = -84051.856578 nChanged 3 SP:Iteration 14Q (941.496865 sec): 3 clusters Score: Raw -86431.357557 + Penalty 2376.579887 = -84054.777670 nChanged 5 SP:Iteration 15Q (941.541629 sec): 3 clusters Score: Raw -86433.642750 + Penalty 2376.579887 = -84057.062863 nChanged 3 SP:Iteration 16Q (941.595130 sec): 3 clusters Score: Raw -86435.172063 + Penalty 2376.579887 = -84058.592176 nChanged 4 SP:Iteration 17Q (941.640149 sec): 3 clusters Score: Raw -86436.952669 + Penalty 2376.579887 = -84060.372782 nChanged 1 SP:Iteration 18Q (941.680088 sec): 3 clusters Score: Raw -86437.535077 + Penalty 2376.579887 = -84060.955190 nChanged 1 SP:Iteration 19Q (941.725691 sec): 3 clusters Score: Raw -86439.131859 + Penalty 2376.579887 = -84062.551973 nChanged 4 SP:Iteration 20F (941.772213 sec): 3 clusters Score: Raw -86442.622433 + Penalty 2376.579887 = -84066.042546 nChanged 6 SP:Iteration 21Q (941.807647 sec): 3 clusters Score: Raw -86445.613648 + Penalty 2376.579887 = -84069.033761 nChanged 2 SP:Iteration 22Q (941.847971 sec): 3 clusters Score: Raw -86447.465747 + Penalty 2376.579887 = -84070.885860 nChanged 4 SP:Iteration 23Q (941.891396 sec): 3 clusters Score: Raw -86449.440268 + Penalty 2376.579887 = -84072.860381 nChanged 1 SP:Iteration 24Q (941.937550 sec): 3 clusters Score: Raw -86449.745895 + Penalty 2376.579887 = -84073.166008 nChanged 0 SP:Iteration 25F (941.982717 sec): 3 clusters Score: Raw -86449.745895 + Penalty 2376.579887 = -84073.166008 nChanged 0 Trying to split cluster 38 (4199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (942.020349 sec): 2 clusters Score: Raw -178415.550651 + Penalty 1355.672773 = -177059.877878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (942.071072 sec): 3 clusters Score: Raw -176309.670642 + Penalty 2711.345546 = -173598.325096 nChanged 1684 SP:Iteration 1F (942.108880 sec): 3 clusters Score: Raw -177514.828804 + Penalty 2711.345546 = -174803.483258 nChanged 407 SP:Iteration 2F (942.164440 sec): 3 clusters Score: Raw -177952.893010 + Penalty 2711.345546 = -175241.547464 nChanged 349 SP:Iteration 3F (942.208193 sec): 3 clusters Score: Raw -178306.485310 + Penalty 2711.345546 = -175595.139764 nChanged 287 SP:Iteration 4F (942.259089 sec): 3 clusters Score: Raw -178535.278308 + Penalty 2711.345546 = -175823.932762 nChanged 199 SP:Iteration 5Q (942.302075 sec): 3 clusters Score: Raw -178662.025234 + Penalty 2711.345546 = -175950.679688 nChanged 147 SP:Iteration 6Q (942.352505 sec): 3 clusters Score: Raw -178742.764297 + Penalty 2711.345546 = -176031.418750 nChanged 97 SP:Iteration 7Q (942.408372 sec): 3 clusters Score: Raw -178788.491971 + Penalty 2711.345546 = -176077.146424 nChanged 71 SP:Iteration 8Q (942.453899 sec): 3 clusters Score: Raw -178825.869935 + Penalty 2711.345546 = -176114.524389 nChanged 76 SP:Iteration 9Q (942.506716 sec): 3 clusters Score: Raw -178866.105706 + Penalty 2711.345546 = -176154.760160 nChanged 69 SP:Iteration 10Q (942.552111 sec): 3 clusters Score: Raw -178900.531255 + Penalty 2711.345546 = -176189.185709 nChanged 62 SP:Iteration 11Q (942.604680 sec): 3 clusters Score: Raw -178929.353507 + Penalty 2711.345546 = -176218.007961 nChanged 44 SP:Iteration 12Q (942.644094 sec): 3 clusters Score: Raw -178949.385660 + Penalty 2711.345546 = -176238.040114 nChanged 47 SP:Iteration 13Q (942.691736 sec): 3 clusters Score: Raw -178971.011465 + Penalty 2711.345546 = -176259.665919 nChanged 43 SP:Iteration 14Q (942.751186 sec): 3 clusters Score: Raw -178991.964816 + Penalty 2711.345546 = -176280.619269 nChanged 50 SP:Iteration 15Q (942.796793 sec): 3 clusters Score: Raw -179013.469976 + Penalty 2711.345546 = -176302.124430 nChanged 41 SP:Iteration 16Q (942.832909 sec): 3 clusters Score: Raw -179031.328515 + Penalty 2711.345546 = -176319.982969 nChanged 41 SP:Iteration 17Q (942.873063 sec): 3 clusters Score: Raw -179049.510976 + Penalty 2711.345546 = -176338.165429 nChanged 39 SP:Iteration 18Q (942.917690 sec): 3 clusters Score: Raw -179070.337129 + Penalty 2711.345546 = -176358.991583 nChanged 42 SP:Iteration 19Q (942.958091 sec): 3 clusters Score: Raw -179089.564431 + Penalty 2711.345546 = -176378.218885 nChanged 41 SP:Iteration 20F (943.009896 sec): 3 clusters Score: Raw -179108.045438 + Penalty 2711.345546 = -176396.699891 nChanged 31 SP:Iteration 21Q (943.053997 sec): 3 clusters Score: Raw -179122.235368 + Penalty 2711.345546 = -176410.889822 nChanged 20 SP:Iteration 22Q (943.114087 sec): 3 clusters Score: Raw -179128.282509 + Penalty 2711.345546 = -176416.936963 nChanged 11 SP:Iteration 23Q (943.153256 sec): 3 clusters Score: Raw -179132.597849 + Penalty 2711.345546 = -176421.252303 nChanged 14 SP:Iteration 24Q (943.197107 sec): 3 clusters Score: Raw -179135.188282 + Penalty 2711.345546 = -176423.842736 nChanged 10 SP:Iteration 25Q (943.242988 sec): 3 clusters Score: Raw -179137.770503 + Penalty 2711.345546 = -176426.424957 nChanged 5 SP:Iteration 26Q (943.299883 sec): 3 clusters Score: Raw -179138.679885 + Penalty 2711.345546 = -176427.334339 nChanged 5 SP:Iteration 27Q (943.336358 sec): 3 clusters Score: Raw -179139.561754 + Penalty 2711.345546 = -176428.216208 nChanged 7 SP:Iteration 28Q (943.391661 sec): 3 clusters Score: Raw -179140.773474 + Penalty 2711.345546 = -176429.427928 nChanged 4 SP:Iteration 29Q (943.439437 sec): 3 clusters Score: Raw -179141.946887 + Penalty 2711.345546 = -176430.601340 nChanged 7 SP:Iteration 30Q (943.483804 sec): 3 clusters Score: Raw -179142.920740 + Penalty 2711.345546 = -176431.575194 nChanged 4 SP:Iteration 31Q (943.523192 sec): 3 clusters Score: Raw -179144.571870 + Penalty 2711.345546 = -176433.226324 nChanged 4 SP:Iteration 32Q (943.570824 sec): 3 clusters Score: Raw -179145.975918 + Penalty 2711.345546 = -176434.630372 nChanged 2 SP:Iteration 33Q (943.622218 sec): 3 clusters Score: Raw -179146.754615 + Penalty 2711.345546 = -176435.409069 nChanged 2 SP:Iteration 34Q (943.688248 sec): 3 clusters Score: Raw -179147.057279 + Penalty 2711.345546 = -176435.711733 nChanged 3 SP:Iteration 35Q (943.742323 sec): 3 clusters Score: Raw -179147.540943 + Penalty 2711.345546 = -176436.195397 nChanged 3 SP:Iteration 36Q (943.786415 sec): 3 clusters Score: Raw -179148.509699 + Penalty 2711.345546 = -176437.164152 nChanged 1 SP:Iteration 37Q (943.846013 sec): 3 clusters Score: Raw -179148.842111 + Penalty 2711.345546 = -176437.496565 nChanged 0 SP:Iteration 38F (943.887781 sec): 3 clusters Score: Raw -179148.842111 + Penalty 2711.345546 = -176437.496565 nChanged 0 Trying to split cluster 39 (1977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (943.909632 sec): 2 clusters Score: Raw -108564.920445 + Penalty 1233.267071 = -107331.653374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (943.952684 sec): 3 clusters Score: Raw -107718.337955 + Penalty 2466.534143 = -105251.803813 nChanged 688 SP:Iteration 1F (944.007005 sec): 3 clusters Score: Raw -108135.313948 + Penalty 2466.534143 = -105668.779805 nChanged 177 SP:Iteration 2F (944.046243 sec): 3 clusters Score: Raw -108270.076193 + Penalty 2466.534143 = -105803.542051 nChanged 106 SP:Iteration 3F (944.108082 sec): 3 clusters Score: Raw -108349.333041 + Penalty 2466.534143 = -105882.798898 nChanged 71 SP:Iteration 4Q (944.152789 sec): 3 clusters Score: Raw -108400.260610 + Penalty 2466.534143 = -105933.726468 nChanged 58 SP:Iteration 5Q (944.195651 sec): 3 clusters Score: Raw -108431.826712 + Penalty 2466.534143 = -105965.292569 nChanged 35 SP:Iteration 6Q (944.243845 sec): 3 clusters Score: Raw -108455.541756 + Penalty 2466.534143 = -105989.007613 nChanged 30 SP:Iteration 7Q (944.286631 sec): 3 clusters Score: Raw -108475.897683 + Penalty 2466.534143 = -106009.363541 nChanged 30 SP:Iteration 8Q (944.336498 sec): 3 clusters Score: Raw -108496.965541 + Penalty 2466.534143 = -106030.431398 nChanged 35 SP:Iteration 9Q (944.379872 sec): 3 clusters Score: Raw -108515.641956 + Penalty 2466.534143 = -106049.107814 nChanged 27 SP:Iteration 10Q (944.415607 sec): 3 clusters Score: Raw -108532.647464 + Penalty 2466.534143 = -106066.113322 nChanged 20 SP:Iteration 11Q (944.460271 sec): 3 clusters Score: Raw -108543.008070 + Penalty 2466.534143 = -106076.473927 nChanged 20 SP:Iteration 12Q (944.506201 sec): 3 clusters Score: Raw -108556.174839 + Penalty 2466.534143 = -106089.640697 nChanged 16 SP:Iteration 13Q (944.552306 sec): 3 clusters Score: Raw -108564.466267 + Penalty 2466.534143 = -106097.932125 nChanged 12 SP:Iteration 14Q (944.597692 sec): 3 clusters Score: Raw -108572.061485 + Penalty 2466.534143 = -106105.527342 nChanged 12 SP:Iteration 15Q (944.629118 sec): 3 clusters Score: Raw -108578.485596 + Penalty 2466.534143 = -106111.951453 nChanged 8 SP:Iteration 16Q (944.678922 sec): 3 clusters Score: Raw -108582.760362 + Penalty 2466.534143 = -106116.226220 nChanged 9 SP:Iteration 17Q (944.721185 sec): 3 clusters Score: Raw -108588.300618 + Penalty 2466.534143 = -106121.766475 nChanged 10 SP:Iteration 18Q (944.767466 sec): 3 clusters Score: Raw -108596.703177 + Penalty 2466.534143 = -106130.169034 nChanged 10 SP:Iteration 19Q (944.811481 sec): 3 clusters Score: Raw -108603.757734 + Penalty 2466.534143 = -106137.223591 nChanged 9 SP:Iteration 20F (944.853311 sec): 3 clusters Score: Raw -108608.357486 + Penalty 2466.534143 = -106141.823343 nChanged 10 SP:Iteration 21Q (944.902873 sec): 3 clusters Score: Raw -108612.955430 + Penalty 2466.534143 = -106146.421287 nChanged 6 SP:Iteration 22Q (944.948533 sec): 3 clusters Score: Raw -108615.746035 + Penalty 2466.534143 = -106149.211893 nChanged 7 SP:Iteration 23Q (944.984118 sec): 3 clusters Score: Raw -108618.824905 + Penalty 2466.534143 = -106152.290762 nChanged 4 SP:Iteration 24Q (945.038296 sec): 3 clusters Score: Raw -108621.092426 + Penalty 2466.534143 = -106154.558283 nChanged 5 SP:Iteration 25Q (945.079947 sec): 3 clusters Score: Raw -108623.029456 + Penalty 2466.534143 = -106156.495314 nChanged 5 SP:Iteration 26Q (945.126562 sec): 3 clusters Score: Raw -108624.540892 + Penalty 2466.534143 = -106158.006750 nChanged 2 SP:Iteration 27Q (945.160252 sec): 3 clusters Score: Raw -108625.374144 + Penalty 2466.534143 = -106158.840002 nChanged 2 SP:Iteration 28Q (945.190964 sec): 3 clusters Score: Raw -108626.460866 + Penalty 2466.534143 = -106159.926723 nChanged 2 SP:Iteration 29Q (945.232431 sec): 3 clusters Score: Raw -108627.774187 + Penalty 2466.534143 = -106161.240044 nChanged 2 SP:Iteration 30Q (945.275308 sec): 3 clusters Score: Raw -108628.520277 + Penalty 2466.534143 = -106161.986134 nChanged 0 SP:Iteration 31F (945.326924 sec): 3 clusters Score: Raw -108628.520277 + Penalty 2466.534143 = -106161.986134 nChanged 0 Trying to split cluster 40 (1817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (945.351685 sec): 2 clusters Score: Raw -99275.046602 + Penalty 1219.553086 = -98055.493515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (945.389930 sec): 3 clusters Score: Raw -98500.517627 + Penalty 2439.106172 = -96061.411455 nChanged 631 SP:Iteration 1F (945.443105 sec): 3 clusters Score: Raw -98885.904410 + Penalty 2439.106172 = -96446.798238 nChanged 142 SP:Iteration 2F (945.487921 sec): 3 clusters Score: Raw -98984.914408 + Penalty 2439.106172 = -96545.808236 nChanged 68 SP:Iteration 3Q (945.533510 sec): 3 clusters Score: Raw -99029.816349 + Penalty 2439.106172 = -96590.710176 nChanged 50 SP:Iteration 4Q (945.583332 sec): 3 clusters Score: Raw -99062.728452 + Penalty 2439.106172 = -96623.622280 nChanged 43 SP:Iteration 5Q (945.631049 sec): 3 clusters Score: Raw -99087.281136 + Penalty 2439.106172 = -96648.174964 nChanged 27 SP:Iteration 6Q (945.677694 sec): 3 clusters Score: Raw -99099.812128 + Penalty 2439.106172 = -96660.705956 nChanged 27 SP:Iteration 7Q (945.725082 sec): 3 clusters Score: Raw -99117.400991 + Penalty 2439.106172 = -96678.294819 nChanged 23 SP:Iteration 8Q (945.771607 sec): 3 clusters Score: Raw -99130.374921 + Penalty 2439.106172 = -96691.268748 nChanged 10 SP:Iteration 9Q (945.800481 sec): 3 clusters Score: Raw -99134.546527 + Penalty 2439.106172 = -96695.440355 nChanged 12 SP:Iteration 10Q (945.841447 sec): 3 clusters Score: Raw -99139.697819 + Penalty 2439.106172 = -96700.591647 nChanged 13 SP:Iteration 11Q (945.885006 sec): 3 clusters Score: Raw -99146.457631 + Penalty 2439.106172 = -96707.351459 nChanged 18 SP:Iteration 12Q (945.945308 sec): 3 clusters Score: Raw -99155.417751 + Penalty 2439.106172 = -96716.311579 nChanged 5 SP:Iteration 13Q (945.983271 sec): 3 clusters Score: Raw -99157.532127 + Penalty 2439.106172 = -96718.425955 nChanged 1 SP:Iteration 14Q (946.029081 sec): 3 clusters Score: Raw -99158.003860 + Penalty 2439.106172 = -96718.897688 nChanged 3 SP:Iteration 15Q (946.075368 sec): 3 clusters Score: Raw -99158.677323 + Penalty 2439.106172 = -96719.571151 nChanged 1 SP:Iteration 16Q (946.125229 sec): 3 clusters Score: Raw -99159.069095 + Penalty 2439.106172 = -96719.962923 nChanged 2 SP:Iteration 17Q (946.177311 sec): 3 clusters Score: Raw -99159.606755 + Penalty 2439.106172 = -96720.500583 nChanged 1 SP:Iteration 18Q (946.213199 sec): 3 clusters Score: Raw -99159.678636 + Penalty 2439.106172 = -96720.572464 nChanged 0 SP:Iteration 19F (946.255205 sec): 3 clusters Score: Raw -99159.678636 + Penalty 2439.106172 = -96720.572464 nChanged 0 Trying to split cluster 41 (8456 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (946.287435 sec): 2 clusters Score: Raw -429533.477376 + Penalty 1469.427623 = -428064.049753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (946.347112 sec): 3 clusters Score: Raw -424836.712416 + Penalty 2938.855246 = -421897.857169 nChanged 3583 SP:Iteration 1F (946.395964 sec): 3 clusters Score: Raw -426763.815325 + Penalty 2938.855246 = -423824.960078 nChanged 560 SP:Iteration 2F (946.457108 sec): 3 clusters Score: Raw -427016.814796 + Penalty 2938.855246 = -424077.959550 nChanged 436 SP:Iteration 3F (946.520248 sec): 3 clusters Score: Raw -427226.604007 + Penalty 2938.855246 = -424287.748761 nChanged 397 SP:Iteration 4Q (946.574600 sec): 3 clusters Score: Raw -427409.696931 + Penalty 2938.855246 = -424470.841685 nChanged 337 SP:Iteration 5Q (946.638382 sec): 3 clusters Score: Raw -427560.125595 + Penalty 2938.855246 = -424621.270349 nChanged 334 SP:Iteration 6Q (946.687292 sec): 3 clusters Score: Raw -427714.307804 + Penalty 2938.855246 = -424775.452558 nChanged 321 SP:Iteration 7Q (946.748808 sec): 3 clusters Score: Raw -427892.645963 + Penalty 2938.855246 = -424953.790717 nChanged 350 SP:Iteration 8Q (946.799556 sec): 3 clusters Score: Raw -428103.908406 + Penalty 2938.855246 = -425165.053160 nChanged 331 SP:Iteration 9Q (946.854950 sec): 3 clusters Score: Raw -428318.019030 + Penalty 2938.855246 = -425379.163783 nChanged 329 SP:Iteration 10Q (946.907831 sec): 3 clusters Score: Raw -428538.547640 + Penalty 2938.855246 = -425599.692393 nChanged 340 SP:Iteration 11Q (946.966810 sec): 3 clusters Score: Raw -428744.264811 + Penalty 2938.855246 = -425805.409565 nChanged 289 SP:Iteration 12Q (947.013120 sec): 3 clusters Score: Raw -428902.194603 + Penalty 2938.855246 = -425963.339357 nChanged 215 SP:Iteration 13Q (947.076732 sec): 3 clusters Score: Raw -428992.940741 + Penalty 2938.855246 = -426054.085495 nChanged 143 SP:Iteration 14Q (947.137900 sec): 3 clusters Score: Raw -429038.588824 + Penalty 2938.855246 = -426099.733577 nChanged 96 SP:Iteration 15Q (947.188939 sec): 3 clusters Score: Raw -429067.474115 + Penalty 2938.855246 = -426128.618869 nChanged 75 SP:Iteration 16Q (947.241761 sec): 3 clusters Score: Raw -429085.034317 + Penalty 2938.855246 = -426146.179071 nChanged 59 SP:Iteration 17Q (947.297846 sec): 3 clusters Score: Raw -429100.208966 + Penalty 2938.855246 = -426161.353719 nChanged 39 SP:Iteration 18Q (947.357230 sec): 3 clusters Score: Raw -429108.399171 + Penalty 2938.855246 = -426169.543925 nChanged 48 SP:Iteration 19Q (947.417134 sec): 3 clusters Score: Raw -429117.206569 + Penalty 2938.855246 = -426178.351323 nChanged 32 SP:Iteration 20F (947.472805 sec): 3 clusters Score: Raw -429122.458791 + Penalty 2938.855246 = -426183.603545 nChanged 25 SP:Iteration 21Q (947.529086 sec): 3 clusters Score: Raw -429126.885477 + Penalty 2938.855246 = -426188.030230 nChanged 24 SP:Iteration 22Q (947.593967 sec): 3 clusters Score: Raw -429130.114945 + Penalty 2938.855246 = -426191.259698 nChanged 14 SP:Iteration 23Q (947.640202 sec): 3 clusters Score: Raw -429132.736318 + Penalty 2938.855246 = -426193.881071 nChanged 23 SP:Iteration 24Q (947.702436 sec): 3 clusters Score: Raw -429136.907252 + Penalty 2938.855246 = -426198.052005 nChanged 23 SP:Iteration 25Q (947.769874 sec): 3 clusters Score: Raw -429140.140557 + Penalty 2938.855246 = -426201.285310 nChanged 15 SP:Iteration 26Q (947.832445 sec): 3 clusters Score: Raw -429142.701829 + Penalty 2938.855246 = -426203.846583 nChanged 18 SP:Iteration 27Q (947.891398 sec): 3 clusters Score: Raw -429146.126572 + Penalty 2938.855246 = -426207.271326 nChanged 16 SP:Iteration 28Q (947.937388 sec): 3 clusters Score: Raw -429148.935520 + Penalty 2938.855246 = -426210.080274 nChanged 16 SP:Iteration 29Q (947.994300 sec): 3 clusters Score: Raw -429151.463251 + Penalty 2938.855246 = -426212.608004 nChanged 9 SP:Iteration 30Q (948.058099 sec): 3 clusters Score: Raw -429152.521328 + Penalty 2938.855246 = -426213.666082 nChanged 16 SP:Iteration 31Q (948.116223 sec): 3 clusters Score: Raw -429155.172665 + Penalty 2938.855246 = -426216.317419 nChanged 12 SP:Iteration 32Q (948.163686 sec): 3 clusters Score: Raw -429156.763893 + Penalty 2938.855246 = -426217.908646 nChanged 9 SP:Iteration 33Q (948.221067 sec): 3 clusters Score: Raw -429157.817884 + Penalty 2938.855246 = -426218.962637 nChanged 8 SP:Iteration 34Q (948.270432 sec): 3 clusters Score: Raw -429158.981362 + Penalty 2938.855246 = -426220.126115 nChanged 11 SP:Iteration 35Q (948.322295 sec): 3 clusters Score: Raw -429160.595617 + Penalty 2938.855246 = -426221.740370 nChanged 16 SP:Iteration 36Q (948.381310 sec): 3 clusters Score: Raw -429162.682093 + Penalty 2938.855246 = -426223.826846 nChanged 12 SP:Iteration 37Q (948.428082 sec): 3 clusters Score: Raw -429164.266981 + Penalty 2938.855246 = -426225.411735 nChanged 16 SP:Iteration 38Q (948.498862 sec): 3 clusters Score: Raw -429166.439331 + Penalty 2938.855246 = -426227.584084 nChanged 16 SP:Iteration 39Q (948.543546 sec): 3 clusters Score: Raw -429169.099673 + Penalty 2938.855246 = -426230.244427 nChanged 24 SP:Iteration 40F (948.606444 sec): 3 clusters Score: Raw -429174.116427 + Penalty 2938.855246 = -426235.261181 nChanged 17 SP:Iteration 41Q (948.668961 sec): 3 clusters Score: Raw -429177.831674 + Penalty 2938.855246 = -426238.976427 nChanged 28 SP:Iteration 42Q (948.721757 sec): 3 clusters Score: Raw -429182.331010 + Penalty 2938.855246 = -426243.475763 nChanged 24 SP:Iteration 43Q (948.784414 sec): 3 clusters Score: Raw -429186.402878 + Penalty 2938.855246 = -426247.547631 nChanged 24 SP:Iteration 44Q (948.844650 sec): 3 clusters Score: Raw -429189.988834 + Penalty 2938.855246 = -426251.133587 nChanged 21 SP:Iteration 45Q (948.900203 sec): 3 clusters Score: Raw -429193.698471 + Penalty 2938.855246 = -426254.843225 nChanged 22 SP:Iteration 46Q (948.947357 sec): 3 clusters Score: Raw -429197.785664 + Penalty 2938.855246 = -426258.930417 nChanged 16 SP:Iteration 47Q (948.995328 sec): 3 clusters Score: Raw -429200.635524 + Penalty 2938.855246 = -426261.780278 nChanged 15 SP:Iteration 48Q (949.064045 sec): 3 clusters Score: Raw -429203.334606 + Penalty 2938.855246 = -426264.479360 nChanged 15 SP:Iteration 49Q (949.121212 sec): 3 clusters Score: Raw -429205.916296 + Penalty 2938.855246 = -426267.061049 nChanged 16 SP:Iteration 50Q (949.174252 sec): 3 clusters Score: Raw -429207.771132 + Penalty 2938.855246 = -426268.915885 nChanged 9 SP:Iteration 51Q (949.225928 sec): 3 clusters Score: Raw -429209.939679 + Penalty 2938.855246 = -426271.084432 nChanged 16 SP:Iteration 52Q (949.282073 sec): 3 clusters Score: Raw -429213.754931 + Penalty 2938.855246 = -426274.899685 nChanged 22 SP:Iteration 53Q (949.342979 sec): 3 clusters Score: Raw -429218.083359 + Penalty 2938.855246 = -426279.228112 nChanged 28 SP:Iteration 54Q (949.399518 sec): 3 clusters Score: Raw -429222.816156 + Penalty 2938.855246 = -426283.960909 nChanged 26 SP:Iteration 55Q (949.469983 sec): 3 clusters Score: Raw -429228.098879 + Penalty 2938.855246 = -426289.243633 nChanged 24 SP:Iteration 56Q (949.517882 sec): 3 clusters Score: Raw -429232.829343 + Penalty 2938.855246 = -426293.974097 nChanged 25 SP:Iteration 57Q (949.583042 sec): 3 clusters Score: Raw -429237.403472 + Penalty 2938.855246 = -426298.548225 nChanged 28 SP:Iteration 58Q (949.634462 sec): 3 clusters Score: Raw -429246.359560 + Penalty 2938.855246 = -426307.504313 nChanged 37 SP:Iteration 59Q (949.700114 sec): 3 clusters Score: Raw -429256.410777 + Penalty 2938.855246 = -426317.555531 nChanged 45 SP:Iteration 60F (949.751956 sec): 3 clusters Score: Raw -429270.644451 + Penalty 2938.855246 = -426331.789205 nChanged 56 SP:Iteration 61Q (949.800945 sec): 3 clusters Score: Raw -429292.715497 + Penalty 2938.855246 = -426353.860250 nChanged 67 SP:Iteration 62Q (949.859444 sec): 3 clusters Score: Raw -429316.325394 + Penalty 2938.855246 = -426377.470147 nChanged 80 SP:Iteration 63Q (949.922412 sec): 3 clusters Score: Raw -429347.447246 + Penalty 2938.855246 = -426408.591999 nChanged 88 SP:Iteration 64Q (949.972936 sec): 3 clusters Score: Raw -429376.431730 + Penalty 2938.855246 = -426437.576484 nChanged 83 SP:Iteration 65Q (950.021119 sec): 3 clusters Score: Raw -429410.383470 + Penalty 2938.855246 = -426471.528224 nChanged 95 SP:Iteration 66Q (950.072163 sec): 3 clusters Score: Raw -429446.295492 + Penalty 2938.855246 = -426507.440245 nChanged 91 SP:Iteration 67Q (950.129647 sec): 3 clusters Score: Raw -429480.615574 + Penalty 2938.855246 = -426541.760328 nChanged 90 SP:Iteration 68Q (950.192632 sec): 3 clusters Score: Raw -429512.933617 + Penalty 2938.855246 = -426574.078371 nChanged 72 SP:Iteration 69Q (950.241535 sec): 3 clusters Score: Raw -429533.729476 + Penalty 2938.855246 = -426594.874229 nChanged 72 SP:Iteration 70Q (950.307387 sec): 3 clusters Score: Raw -429557.028545 + Penalty 2938.855246 = -426618.173299 nChanged 74 SP:Iteration 71Q (950.356563 sec): 3 clusters Score: Raw -429583.617047 + Penalty 2938.855246 = -426644.761800 nChanged 64 SP:Iteration 72Q (950.403676 sec): 3 clusters Score: Raw -429605.238754 + Penalty 2938.855246 = -426666.383508 nChanged 63 SP:Iteration 73Q (950.459683 sec): 3 clusters Score: Raw -429622.614557 + Penalty 2938.855246 = -426683.759310 nChanged 53 SP:Iteration 74Q (950.514756 sec): 3 clusters Score: Raw -429638.099860 + Penalty 2938.855246 = -426699.244613 nChanged 57 SP:Iteration 75Q (950.569633 sec): 3 clusters Score: Raw -429652.035909 + Penalty 2938.855246 = -426713.180663 nChanged 43 SP:Iteration 76Q (950.625889 sec): 3 clusters Score: Raw -429662.224980 + Penalty 2938.855246 = -426723.369734 nChanged 34 SP:Iteration 77Q (950.692240 sec): 3 clusters Score: Raw -429669.295687 + Penalty 2938.855246 = -426730.440440 nChanged 24 SP:Iteration 78Q (950.742656 sec): 3 clusters Score: Raw -429673.679490 + Penalty 2938.855246 = -426734.824243 nChanged 21 SP:Iteration 79Q (950.791290 sec): 3 clusters Score: Raw -429677.446476 + Penalty 2938.855246 = -426738.591229 nChanged 14 SP:Iteration 80F (950.843840 sec): 3 clusters Score: Raw -429679.916935 + Penalty 2938.855246 = -426741.061689 nChanged 14 SP:Iteration 81Q (950.899261 sec): 3 clusters Score: Raw -429681.856112 + Penalty 2938.855246 = -426743.000865 nChanged 9 SP:Iteration 82Q (950.967117 sec): 3 clusters Score: Raw -429683.698918 + Penalty 2938.855246 = -426744.843672 nChanged 10 SP:Iteration 83Q (951.018937 sec): 3 clusters Score: Raw -429685.740935 + Penalty 2938.855246 = -426746.885688 nChanged 11 SP:Iteration 84Q (951.067771 sec): 3 clusters Score: Raw -429688.907239 + Penalty 2938.855246 = -426750.051992 nChanged 14 SP:Iteration 85Q (951.133081 sec): 3 clusters Score: Raw -429691.890724 + Penalty 2938.855246 = -426753.035478 nChanged 13 SP:Iteration 86Q (951.184630 sec): 3 clusters Score: Raw -429694.556777 + Penalty 2938.855246 = -426755.701531 nChanged 20 SP:Iteration 87Q (951.251014 sec): 3 clusters Score: Raw -429698.036247 + Penalty 2938.855246 = -426759.181001 nChanged 10 SP:Iteration 88Q (951.296177 sec): 3 clusters Score: Raw -429699.737054 + Penalty 2938.855246 = -426760.881807 nChanged 8 SP:Iteration 89Q (951.347443 sec): 3 clusters Score: Raw -429700.694495 + Penalty 2938.855246 = -426761.839248 nChanged 6 SP:Iteration 90Q (951.396577 sec): 3 clusters Score: Raw -429701.725377 + Penalty 2938.855246 = -426762.870130 nChanged 9 SP:Iteration 91Q (951.455107 sec): 3 clusters Score: Raw -429703.077548 + Penalty 2938.855246 = -426764.222302 nChanged 8 SP:Iteration 92Q (951.512895 sec): 3 clusters Score: Raw -429704.359631 + Penalty 2938.855246 = -426765.504384 nChanged 7 SP:Iteration 93Q (951.575892 sec): 3 clusters Score: Raw -429705.406162 + Penalty 2938.855246 = -426766.550915 nChanged 5 SP:Iteration 94Q (951.622468 sec): 3 clusters Score: Raw -429706.237482 + Penalty 2938.855246 = -426767.382235 nChanged 5 SP:Iteration 95Q (951.684232 sec): 3 clusters Score: Raw -429707.063649 + Penalty 2938.855246 = -426768.208403 nChanged 5 SP:Iteration 96Q (951.741377 sec): 3 clusters Score: Raw -429708.034115 + Penalty 2938.855246 = -426769.178869 nChanged 6 SP:Iteration 97Q (951.796583 sec): 3 clusters Score: Raw -429708.754562 + Penalty 2938.855246 = -426769.899316 nChanged 4 SP:Iteration 98Q (951.844554 sec): 3 clusters Score: Raw -429709.277640 + Penalty 2938.855246 = -426770.422393 nChanged 5 SP:Iteration 99Q (951.902524 sec): 3 clusters Score: Raw -429710.097647 + Penalty 2938.855246 = -426771.242401 nChanged 6 SP:Iteration 100F (951.967210 sec): 3 clusters Score: Raw -429711.207946 + Penalty 2938.855246 = -426772.352700 nChanged 8 SP:Iteration 101Q (952.017012 sec): 3 clusters Score: Raw -429712.359333 + Penalty 2938.855246 = -426773.504087 nChanged 6 SP:Iteration 102Q (952.076355 sec): 3 clusters Score: Raw -429713.133915 + Penalty 2938.855246 = -426774.278668 nChanged 6 SP:Iteration 103Q (952.125330 sec): 3 clusters Score: Raw -429713.916945 + Penalty 2938.855246 = -426775.061699 nChanged 5 SP:Iteration 104Q (952.171848 sec): 3 clusters Score: Raw -429714.335459 + Penalty 2938.855246 = -426775.480213 nChanged 3 SP:Iteration 105Q (952.242742 sec): 3 clusters Score: Raw -429714.619919 + Penalty 2938.855246 = -426775.764673 nChanged 3 SP:Iteration 106Q (952.296789 sec): 3 clusters Score: Raw -429715.167964 + Penalty 2938.855246 = -426776.312718 nChanged 3 SP:Iteration 107Q (952.352492 sec): 3 clusters Score: Raw -429715.466790 + Penalty 2938.855246 = -426776.611543 nChanged 3 SP:Iteration 108Q (952.400466 sec): 3 clusters Score: Raw -429715.878717 + Penalty 2938.855246 = -426777.023470 nChanged 3 SP:Iteration 109Q (952.455414 sec): 3 clusters Score: Raw -429716.253850 + Penalty 2938.855246 = -426777.398604 nChanged 0 SP:Iteration 110F (952.512327 sec): 3 clusters Score: Raw -429716.253850 + Penalty 2938.855246 = -426777.398604 nChanged 0 Trying to split cluster 42 (1521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (952.526529 sec): 2 clusters Score: Raw -82388.658862 + Penalty 1190.657535 = -81198.001327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (952.565841 sec): 3 clusters Score: Raw -81804.195925 + Penalty 2381.315070 = -79422.880855 nChanged 466 SP:Iteration 1F (952.607885 sec): 3 clusters Score: Raw -82136.984613 + Penalty 2381.315070 = -79755.669543 nChanged 127 SP:Iteration 2F (952.655910 sec): 3 clusters Score: Raw -82245.338442 + Penalty 2381.315070 = -79864.023372 nChanged 73 SP:Iteration 3Q (952.709477 sec): 3 clusters Score: Raw -82309.051845 + Penalty 2381.315070 = -79927.736775 nChanged 46 SP:Iteration 4Q (952.754507 sec): 3 clusters Score: Raw -82338.554029 + Penalty 2381.315070 = -79957.238959 nChanged 33 SP:Iteration 5Q (952.798826 sec): 3 clusters Score: Raw -82362.769818 + Penalty 2381.315070 = -79981.454748 nChanged 28 SP:Iteration 6Q (952.846648 sec): 3 clusters Score: Raw -82386.394844 + Penalty 2381.315070 = -80005.079774 nChanged 33 SP:Iteration 7Q (952.892184 sec): 3 clusters Score: Raw -82407.694539 + Penalty 2381.315070 = -80026.379469 nChanged 20 SP:Iteration 8Q (952.943412 sec): 3 clusters Score: Raw -82420.723274 + Penalty 2381.315070 = -80039.408204 nChanged 20 SP:Iteration 9Q (952.986899 sec): 3 clusters Score: Raw -82437.610672 + Penalty 2381.315070 = -80056.295602 nChanged 23 SP:Iteration 10Q (953.029090 sec): 3 clusters Score: Raw -82450.529295 + Penalty 2381.315070 = -80069.214225 nChanged 19 SP:Iteration 11Q (953.066277 sec): 3 clusters Score: Raw -82467.559779 + Penalty 2381.315070 = -80086.244709 nChanged 23 SP:Iteration 12Q (953.093867 sec): 3 clusters Score: Raw -82484.353904 + Penalty 2381.315070 = -80103.038834 nChanged 18 SP:Iteration 13Q (953.138267 sec): 3 clusters Score: Raw -82497.125606 + Penalty 2381.315070 = -80115.810536 nChanged 12 SP:Iteration 14Q (953.177964 sec): 3 clusters Score: Raw -82503.069795 + Penalty 2381.315070 = -80121.754725 nChanged 9 SP:Iteration 15Q (953.221109 sec): 3 clusters Score: Raw -82510.244062 + Penalty 2381.315070 = -80128.928992 nChanged 9 SP:Iteration 16Q (953.264716 sec): 3 clusters Score: Raw -82515.364206 + Penalty 2381.315070 = -80134.049136 nChanged 7 SP:Iteration 17Q (953.300579 sec): 3 clusters Score: Raw -82522.065284 + Penalty 2381.315070 = -80140.750214 nChanged 15 SP:Iteration 18Q (953.357433 sec): 3 clusters Score: Raw -82533.163137 + Penalty 2381.315070 = -80151.848067 nChanged 13 SP:Iteration 19Q (953.407464 sec): 3 clusters Score: Raw -82541.814437 + Penalty 2381.315070 = -80160.499367 nChanged 7 SP:Iteration 20F (953.444161 sec): 3 clusters Score: Raw -82547.130813 + Penalty 2381.315070 = -80165.815743 nChanged 10 SP:Iteration 21Q (953.490711 sec): 3 clusters Score: Raw -82553.432365 + Penalty 2381.315070 = -80172.117295 nChanged 9 SP:Iteration 22Q (953.533360 sec): 3 clusters Score: Raw -82560.017328 + Penalty 2381.315070 = -80178.702258 nChanged 7 SP:Iteration 23Q (953.571662 sec): 3 clusters Score: Raw -82566.593941 + Penalty 2381.315070 = -80185.278871 nChanged 5 SP:Iteration 24Q (953.623415 sec): 3 clusters Score: Raw -82570.695206 + Penalty 2381.315070 = -80189.380136 nChanged 2 SP:Iteration 25Q (953.671092 sec): 3 clusters Score: Raw -82572.438698 + Penalty 2381.315070 = -80191.123628 nChanged 2 SP:Iteration 26Q (953.717388 sec): 3 clusters Score: Raw -82573.220808 + Penalty 2381.315070 = -80191.905738 nChanged 1 SP:Iteration 27Q (953.756341 sec): 3 clusters Score: Raw -82573.592936 + Penalty 2381.315070 = -80192.277866 nChanged 1 SP:Iteration 28Q (953.801398 sec): 3 clusters Score: Raw -82573.800820 + Penalty 2381.315070 = -80192.485750 nChanged 1 SP:Iteration 29Q (953.847613 sec): 3 clusters Score: Raw -82575.720805 + Penalty 2381.315070 = -80194.405735 nChanged 4 SP:Iteration 30Q (953.879814 sec): 3 clusters Score: Raw -82580.224940 + Penalty 2381.315070 = -80198.909870 nChanged 7 SP:Iteration 31Q (953.925249 sec): 3 clusters Score: Raw -82584.991115 + Penalty 2381.315070 = -80203.676046 nChanged 2 SP:Iteration 32Q (953.965315 sec): 3 clusters Score: Raw -82587.341736 + Penalty 2381.315070 = -80206.026666 nChanged 2 SP:Iteration 33Q (954.008091 sec): 3 clusters Score: Raw -82589.256577 + Penalty 2381.315070 = -80207.941507 nChanged 4 SP:Iteration 34Q (954.050711 sec): 3 clusters Score: Raw -82591.704024 + Penalty 2381.315070 = -80210.388954 nChanged 2 SP:Iteration 35Q (954.105332 sec): 3 clusters Score: Raw -82592.816917 + Penalty 2381.315070 = -80211.501847 nChanged 3 SP:Iteration 36Q (954.143727 sec): 3 clusters Score: Raw -82593.797507 + Penalty 2381.315070 = -80212.482437 nChanged 1 SP:Iteration 37Q (954.183009 sec): 3 clusters Score: Raw -82595.463709 + Penalty 2381.315070 = -80214.148639 nChanged 2 SP:Iteration 38Q (954.224558 sec): 3 clusters Score: Raw -82596.797182 + Penalty 2381.315070 = -80215.482112 nChanged 4 SP:Iteration 39Q (954.274562 sec): 3 clusters Score: Raw -82601.114857 + Penalty 2381.315070 = -80219.799787 nChanged 4 SP:Iteration 40F (954.308018 sec): 3 clusters Score: Raw -82606.079662 + Penalty 2381.315070 = -80224.764592 nChanged 4 SP:Iteration 41Q (954.355496 sec): 3 clusters Score: Raw -82610.223697 + Penalty 2381.315070 = -80228.908627 nChanged 5 SP:Iteration 42Q (954.401220 sec): 3 clusters Score: Raw -82616.212760 + Penalty 2381.315070 = -80234.897690 nChanged 7 SP:Iteration 43Q (954.449466 sec): 3 clusters Score: Raw -82624.798125 + Penalty 2381.315070 = -80243.483055 nChanged 10 SP:Iteration 44Q (954.496996 sec): 3 clusters Score: Raw -82634.201489 + Penalty 2381.315070 = -80252.886419 nChanged 8 SP:Iteration 45Q (954.547540 sec): 3 clusters Score: Raw -82641.940066 + Penalty 2381.315070 = -80260.624996 nChanged 6 SP:Iteration 46Q (954.594717 sec): 3 clusters Score: Raw -82645.661698 + Penalty 2381.315070 = -80264.346628 nChanged 8 SP:Iteration 47Q (954.640773 sec): 3 clusters Score: Raw -82651.033163 + Penalty 2381.315070 = -80269.718093 nChanged 3 SP:Iteration 48Q (954.683372 sec): 3 clusters Score: Raw -82652.959902 + Penalty 2381.315070 = -80271.644832 nChanged 0 SP:Iteration 49F (954.734963 sec): 3 clusters Score: Raw -82652.959902 + Penalty 2381.315070 = -80271.644832 nChanged 0 Trying to split cluster 43 (2299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (954.762434 sec): 2 clusters Score: Raw -126243.037292 + Penalty 1257.787298 = -124985.249994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (954.814796 sec): 3 clusters Score: Raw -125218.722842 + Penalty 2515.574596 = -122703.148246 nChanged 810 SP:Iteration 1F (954.864708 sec): 3 clusters Score: Raw -125750.739026 + Penalty 2515.574596 = -123235.164431 nChanged 183 SP:Iteration 2F (954.911319 sec): 3 clusters Score: Raw -125893.869358 + Penalty 2515.574596 = -123378.294762 nChanged 126 SP:Iteration 3F (954.948078 sec): 3 clusters Score: Raw -125982.213241 + Penalty 2515.574596 = -123466.638645 nChanged 70 SP:Iteration 4Q (955.005262 sec): 3 clusters Score: Raw -126028.153085 + Penalty 2515.574596 = -123512.578489 nChanged 54 SP:Iteration 5Q (955.048894 sec): 3 clusters Score: Raw -126062.558143 + Penalty 2515.574596 = -123546.983547 nChanged 48 SP:Iteration 6Q (955.099377 sec): 3 clusters Score: Raw -126094.528773 + Penalty 2515.574596 = -123578.954177 nChanged 53 SP:Iteration 7Q (955.133475 sec): 3 clusters Score: Raw -126129.945551 + Penalty 2515.574596 = -123614.370955 nChanged 47 SP:Iteration 8Q (955.181232 sec): 3 clusters Score: Raw -126163.517438 + Penalty 2515.574596 = -123647.942842 nChanged 54 SP:Iteration 9Q (955.227887 sec): 3 clusters Score: Raw -126198.019200 + Penalty 2515.574596 = -123682.444605 nChanged 48 SP:Iteration 10Q (955.279764 sec): 3 clusters Score: Raw -126225.271908 + Penalty 2515.574596 = -123709.697313 nChanged 34 SP:Iteration 11Q (955.313908 sec): 3 clusters Score: Raw -126245.063089 + Penalty 2515.574596 = -123729.488493 nChanged 28 SP:Iteration 12Q (955.367723 sec): 3 clusters Score: Raw -126260.461456 + Penalty 2515.574596 = -123744.886860 nChanged 26 SP:Iteration 13Q (955.405240 sec): 3 clusters Score: Raw -126274.719173 + Penalty 2515.574596 = -123759.144577 nChanged 26 SP:Iteration 14Q (955.453005 sec): 3 clusters Score: Raw -126287.475364 + Penalty 2515.574596 = -123771.900768 nChanged 25 SP:Iteration 15Q (955.499570 sec): 3 clusters Score: Raw -126301.295433 + Penalty 2515.574596 = -123785.720838 nChanged 20 SP:Iteration 16Q (955.557756 sec): 3 clusters Score: Raw -126318.036371 + Penalty 2515.574596 = -123802.461775 nChanged 22 SP:Iteration 17Q (955.598443 sec): 3 clusters Score: Raw -126339.371277 + Penalty 2515.574596 = -123823.796681 nChanged 28 SP:Iteration 18Q (955.639593 sec): 3 clusters Score: Raw -126364.884694 + Penalty 2515.574596 = -123849.310098 nChanged 21 SP:Iteration 19Q (955.687660 sec): 3 clusters Score: Raw -126383.862999 + Penalty 2515.574596 = -123868.288403 nChanged 16 SP:Iteration 20F (955.733401 sec): 3 clusters Score: Raw -126397.767150 + Penalty 2515.574596 = -123882.192554 nChanged 15 SP:Iteration 21Q (955.777686 sec): 3 clusters Score: Raw -126409.546152 + Penalty 2515.574596 = -123893.971557 nChanged 15 SP:Iteration 22Q (955.827401 sec): 3 clusters Score: Raw -126419.237141 + Penalty 2515.574596 = -123903.662545 nChanged 11 SP:Iteration 23Q (955.875406 sec): 3 clusters Score: Raw -126427.090725 + Penalty 2515.574596 = -123911.516129 nChanged 11 SP:Iteration 24Q (955.910073 sec): 3 clusters Score: Raw -126432.525872 + Penalty 2515.574596 = -123916.951276 nChanged 3 SP:Iteration 25Q (955.950778 sec): 3 clusters Score: Raw -126435.095565 + Penalty 2515.574596 = -123919.520969 nChanged 2 SP:Iteration 26Q (955.997201 sec): 3 clusters Score: Raw -126436.828220 + Penalty 2515.574596 = -123921.253624 nChanged 1 SP:Iteration 27Q (956.048438 sec): 3 clusters Score: Raw -126437.253318 + Penalty 2515.574596 = -123921.678723 nChanged 1 SP:Iteration 28Q (956.091211 sec): 3 clusters Score: Raw -126438.124815 + Penalty 2515.574596 = -123922.550220 nChanged 1 SP:Iteration 29Q (956.141356 sec): 3 clusters Score: Raw -126438.848634 + Penalty 2515.574596 = -123923.274039 nChanged 1 SP:Iteration 30Q (956.171739 sec): 3 clusters Score: Raw -126440.095827 + Penalty 2515.574596 = -123924.521232 nChanged 1 SP:Iteration 31Q (956.213444 sec): 3 clusters Score: Raw -126440.583289 + Penalty 2515.574596 = -123925.008693 nChanged 0 SP:Iteration 32F (956.250467 sec): 3 clusters Score: Raw -126440.583289 + Penalty 2515.574596 = -123925.008693 nChanged 0 Trying to split cluster 44 (5444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (956.280694 sec): 2 clusters Score: Raw -302055.436868 + Penalty 1397.868772 = -300657.568096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (956.338625 sec): 3 clusters Score: Raw -299133.705301 + Penalty 2795.737543 = -296337.967758 nChanged 2241 SP:Iteration 1F (956.402518 sec): 3 clusters Score: Raw -300388.514776 + Penalty 2795.737543 = -297592.777232 nChanged 437 SP:Iteration 2F (956.452745 sec): 3 clusters Score: Raw -300649.961064 + Penalty 2795.737543 = -297854.223521 nChanged 324 SP:Iteration 3F (956.496593 sec): 3 clusters Score: Raw -300843.465529 + Penalty 2795.737543 = -298047.727986 nChanged 302 SP:Iteration 4F (956.553688 sec): 3 clusters Score: Raw -301050.502425 + Penalty 2795.737543 = -298254.764881 nChanged 309 SP:Iteration 5F (956.603087 sec): 3 clusters Score: Raw -301265.487868 + Penalty 2795.737543 = -298469.750325 nChanged 280 SP:Iteration 6F (956.644673 sec): 3 clusters Score: Raw -301462.008516 + Penalty 2795.737543 = -298666.270973 nChanged 270 SP:Iteration 7Q (956.686143 sec): 3 clusters Score: Raw -301656.477167 + Penalty 2795.737543 = -298860.739624 nChanged 249 SP:Iteration 8Q (956.739346 sec): 3 clusters Score: Raw -301829.974160 + Penalty 2795.737543 = -299034.236617 nChanged 199 SP:Iteration 9Q (956.785334 sec): 3 clusters Score: Raw -301963.408662 + Penalty 2795.737543 = -299167.671119 nChanged 165 SP:Iteration 10Q (956.836251 sec): 3 clusters Score: Raw -302075.355244 + Penalty 2795.737543 = -299279.617700 nChanged 139 SP:Iteration 11Q (956.885314 sec): 3 clusters Score: Raw -302178.371797 + Penalty 2795.737543 = -299382.634253 nChanged 104 SP:Iteration 12Q (956.931604 sec): 3 clusters Score: Raw -302235.896685 + Penalty 2795.737543 = -299440.159142 nChanged 85 SP:Iteration 13Q (956.983342 sec): 3 clusters Score: Raw -302280.066520 + Penalty 2795.737543 = -299484.328977 nChanged 67 SP:Iteration 14Q (957.027255 sec): 3 clusters Score: Raw -302314.162508 + Penalty 2795.737543 = -299518.424965 nChanged 48 SP:Iteration 15Q (957.079444 sec): 3 clusters Score: Raw -302342.424349 + Penalty 2795.737543 = -299546.686806 nChanged 39 SP:Iteration 16Q (957.127699 sec): 3 clusters Score: Raw -302363.233880 + Penalty 2795.737543 = -299567.496337 nChanged 34 SP:Iteration 17Q (957.182105 sec): 3 clusters Score: Raw -302380.032033 + Penalty 2795.737543 = -299584.294489 nChanged 30 SP:Iteration 18Q (957.236950 sec): 3 clusters Score: Raw -302393.739224 + Penalty 2795.737543 = -299598.001681 nChanged 26 SP:Iteration 19Q (957.290356 sec): 3 clusters Score: Raw -302402.995367 + Penalty 2795.737543 = -299607.257824 nChanged 14 SP:Iteration 20F (957.344490 sec): 3 clusters Score: Raw -302408.534631 + Penalty 2795.737543 = -299612.797088 nChanged 11 SP:Iteration 21Q (957.388725 sec): 3 clusters Score: Raw -302412.047327 + Penalty 2795.737543 = -299616.309784 nChanged 5 SP:Iteration 22Q (957.441545 sec): 3 clusters Score: Raw -302413.974962 + Penalty 2795.737543 = -299618.237419 nChanged 2 SP:Iteration 23Q (957.506264 sec): 3 clusters Score: Raw -302414.296501 + Penalty 2795.737543 = -299618.558958 nChanged 1 SP:Iteration 24Q (957.550109 sec): 3 clusters Score: Raw -302414.506481 + Penalty 2795.737543 = -299618.768938 nChanged 1 SP:Iteration 25Q (957.608806 sec): 3 clusters Score: Raw -302414.731016 + Penalty 2795.737543 = -299618.993472 nChanged 0 SP:Iteration 26F (957.653384 sec): 3 clusters Score: Raw -302414.731016 + Penalty 2795.737543 = -299618.993472 nChanged 0 Trying to split cluster 45 (2950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (957.671196 sec): 2 clusters Score: Raw -149464.892376 + Penalty 1298.303573 = -148166.588803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (957.711681 sec): 3 clusters Score: Raw -148126.281678 + Penalty 2596.607146 = -145529.674532 nChanged 1113 SP:Iteration 1F (957.753720 sec): 3 clusters Score: Raw -148807.397539 + Penalty 2596.607146 = -146210.790393 nChanged 237 SP:Iteration 2F (957.799162 sec): 3 clusters Score: Raw -148985.916513 + Penalty 2596.607146 = -146389.309367 nChanged 174 SP:Iteration 3F (957.844221 sec): 3 clusters Score: Raw -149138.900494 + Penalty 2596.607146 = -146542.293348 nChanged 140 SP:Iteration 4Q (957.903300 sec): 3 clusters Score: Raw -149284.233521 + Penalty 2596.607146 = -146687.626375 nChanged 135 SP:Iteration 5Q (957.945748 sec): 3 clusters Score: Raw -149401.364580 + Penalty 2596.607146 = -146804.757434 nChanged 130 SP:Iteration 6Q (957.997370 sec): 3 clusters Score: Raw -149495.126329 + Penalty 2596.607146 = -146898.519183 nChanged 122 SP:Iteration 7Q (958.038504 sec): 3 clusters Score: Raw -149575.165358 + Penalty 2596.607146 = -146978.558212 nChanged 93 SP:Iteration 8Q (958.084384 sec): 3 clusters Score: Raw -149631.656103 + Penalty 2596.607146 = -147035.048957 nChanged 75 SP:Iteration 9Q (958.141429 sec): 3 clusters Score: Raw -149675.687722 + Penalty 2596.607146 = -147079.080576 nChanged 66 SP:Iteration 10Q (958.186191 sec): 3 clusters Score: Raw -149714.292808 + Penalty 2596.607146 = -147117.685662 nChanged 52 SP:Iteration 11Q (958.246760 sec): 3 clusters Score: Raw -149746.070230 + Penalty 2596.607146 = -147149.463084 nChanged 56 SP:Iteration 12Q (958.284632 sec): 3 clusters Score: Raw -149783.416767 + Penalty 2596.607146 = -147186.809621 nChanged 56 SP:Iteration 13Q (958.327816 sec): 3 clusters Score: Raw -149811.675539 + Penalty 2596.607146 = -147215.068393 nChanged 41 SP:Iteration 14Q (958.368294 sec): 3 clusters Score: Raw -149828.381034 + Penalty 2596.607146 = -147231.773888 nChanged 31 SP:Iteration 15Q (958.412798 sec): 3 clusters Score: Raw -149840.821878 + Penalty 2596.607146 = -147244.214732 nChanged 24 SP:Iteration 16Q (958.469418 sec): 3 clusters Score: Raw -149850.568681 + Penalty 2596.607146 = -147253.961535 nChanged 25 SP:Iteration 17Q (958.504575 sec): 3 clusters Score: Raw -149861.793050 + Penalty 2596.607146 = -147265.185904 nChanged 19 SP:Iteration 18Q (958.553557 sec): 3 clusters Score: Raw -149870.641226 + Penalty 2596.607146 = -147274.034080 nChanged 19 SP:Iteration 19Q (958.602391 sec): 3 clusters Score: Raw -149878.838089 + Penalty 2596.607146 = -147282.230943 nChanged 23 SP:Iteration 20F (958.649978 sec): 3 clusters Score: Raw -149887.435627 + Penalty 2596.607146 = -147290.828481 nChanged 15 SP:Iteration 21Q (958.695099 sec): 3 clusters Score: Raw -149892.405560 + Penalty 2596.607146 = -147295.798414 nChanged 10 SP:Iteration 22Q (958.734702 sec): 3 clusters Score: Raw -149896.230724 + Penalty 2596.607146 = -147299.623578 nChanged 15 SP:Iteration 23Q (958.773735 sec): 3 clusters Score: Raw -149902.749679 + Penalty 2596.607146 = -147306.142533 nChanged 14 SP:Iteration 24Q (958.807701 sec): 3 clusters Score: Raw -149907.472275 + Penalty 2596.607146 = -147310.865129 nChanged 15 SP:Iteration 25Q (958.858451 sec): 3 clusters Score: Raw -149913.271766 + Penalty 2596.607146 = -147316.664620 nChanged 15 SP:Iteration 26Q (958.912260 sec): 3 clusters Score: Raw -149920.149769 + Penalty 2596.607146 = -147323.542623 nChanged 14 SP:Iteration 27Q (958.957911 sec): 3 clusters Score: Raw -149928.266520 + Penalty 2596.607146 = -147331.659374 nChanged 11 SP:Iteration 28Q (959.001041 sec): 3 clusters Score: Raw -149933.036520 + Penalty 2596.607146 = -147336.429374 nChanged 15 SP:Iteration 29Q (959.045100 sec): 3 clusters Score: Raw -149941.364231 + Penalty 2596.607146 = -147344.757085 nChanged 17 SP:Iteration 30Q (959.093443 sec): 3 clusters Score: Raw -149948.122359 + Penalty 2596.607146 = -147351.515213 nChanged 13 SP:Iteration 31Q (959.151234 sec): 3 clusters Score: Raw -149953.228930 + Penalty 2596.607146 = -147356.621784 nChanged 10 SP:Iteration 32Q (959.189548 sec): 3 clusters Score: Raw -149956.493676 + Penalty 2596.607146 = -147359.886530 nChanged 9 SP:Iteration 33Q (959.237830 sec): 3 clusters Score: Raw -149958.628007 + Penalty 2596.607146 = -147362.020861 nChanged 4 SP:Iteration 34Q (959.288100 sec): 3 clusters Score: Raw -149959.592863 + Penalty 2596.607146 = -147362.985717 nChanged 8 SP:Iteration 35Q (959.342677 sec): 3 clusters Score: Raw -149961.920826 + Penalty 2596.607146 = -147365.313680 nChanged 8 SP:Iteration 36Q (959.387673 sec): 3 clusters Score: Raw -149965.204119 + Penalty 2596.607146 = -147368.596973 nChanged 7 SP:Iteration 37Q (959.438115 sec): 3 clusters Score: Raw -149968.216174 + Penalty 2596.607146 = -147371.609028 nChanged 11 SP:Iteration 38Q (959.482196 sec): 3 clusters Score: Raw -149973.392071 + Penalty 2596.607146 = -147376.784925 nChanged 11 SP:Iteration 39Q (959.525225 sec): 3 clusters Score: Raw -149977.111944 + Penalty 2596.607146 = -147380.504798 nChanged 3 SP:Iteration 40F (959.583747 sec): 3 clusters Score: Raw -149978.125296 + Penalty 2596.607146 = -147381.518150 nChanged 5 SP:Iteration 41Q (959.629229 sec): 3 clusters Score: Raw -149979.947798 + Penalty 2596.607146 = -147383.340652 nChanged 2 SP:Iteration 42Q (959.682316 sec): 3 clusters Score: Raw -149980.366609 + Penalty 2596.607146 = -147383.759463 nChanged 2 SP:Iteration 43Q (959.718800 sec): 3 clusters Score: Raw -149980.989395 + Penalty 2596.607146 = -147384.382249 nChanged 4 SP:Iteration 44Q (959.767157 sec): 3 clusters Score: Raw -149982.554492 + Penalty 2596.607146 = -147385.947346 nChanged 1 SP:Iteration 45Q (959.821774 sec): 3 clusters Score: Raw -149982.859011 + Penalty 2596.607146 = -147386.251865 nChanged 2 SP:Iteration 46Q (959.868780 sec): 3 clusters Score: Raw -149983.505827 + Penalty 2596.607146 = -147386.898681 nChanged 0 SP:Iteration 47F (959.911319 sec): 3 clusters Score: Raw -149983.505827 + Penalty 2596.607146 = -147386.898681 nChanged 0 Trying to split cluster 46 (3945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (959.939337 sec): 2 clusters Score: Raw -225152.133096 + Penalty 1345.533188 = -223806.599908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (959.990943 sec): 3 clusters Score: Raw -223217.377850 + Penalty 2691.066376 = -220526.311475 nChanged 1530 SP:Iteration 1F (960.037295 sec): 3 clusters Score: Raw -224120.250855 + Penalty 2691.066376 = -221429.184479 nChanged 267 SP:Iteration 2F (960.089472 sec): 3 clusters Score: Raw -224264.627600 + Penalty 2691.066376 = -221573.561224 nChanged 172 SP:Iteration 3Q (960.128095 sec): 3 clusters Score: Raw -224351.851777 + Penalty 2691.066376 = -221660.785401 nChanged 142 SP:Iteration 4Q (960.183265 sec): 3 clusters Score: Raw -224427.859957 + Penalty 2691.066376 = -221736.793581 nChanged 132 SP:Iteration 5Q (960.225853 sec): 3 clusters Score: Raw -224520.109439 + Penalty 2691.066376 = -221829.043063 nChanged 142 SP:Iteration 6Q (960.267743 sec): 3 clusters Score: Raw -224613.866641 + Penalty 2691.066376 = -221922.800266 nChanged 132 SP:Iteration 7Q (960.320887 sec): 3 clusters Score: Raw -224688.650044 + Penalty 2691.066376 = -221997.583668 nChanged 116 SP:Iteration 8Q (960.379909 sec): 3 clusters Score: Raw -224759.115402 + Penalty 2691.066376 = -222068.049027 nChanged 119 SP:Iteration 9Q (960.429020 sec): 3 clusters Score: Raw -224833.909046 + Penalty 2691.066376 = -222142.842670 nChanged 110 SP:Iteration 10Q (960.466385 sec): 3 clusters Score: Raw -224905.764318 + Penalty 2691.066376 = -222214.697942 nChanged 107 SP:Iteration 11Q (960.521556 sec): 3 clusters Score: Raw -224965.256910 + Penalty 2691.066376 = -222274.190534 nChanged 90 SP:Iteration 12Q (960.568224 sec): 3 clusters Score: Raw -225018.632349 + Penalty 2691.066376 = -222327.565973 nChanged 67 SP:Iteration 13Q (960.607988 sec): 3 clusters Score: Raw -225062.337349 + Penalty 2691.066376 = -222371.270973 nChanged 68 SP:Iteration 14Q (960.666799 sec): 3 clusters Score: Raw -225101.477419 + Penalty 2691.066376 = -222410.411043 nChanged 77 SP:Iteration 15Q (960.711452 sec): 3 clusters Score: Raw -225150.574436 + Penalty 2691.066376 = -222459.508060 nChanged 59 SP:Iteration 16Q (960.754037 sec): 3 clusters Score: Raw -225183.357287 + Penalty 2691.066376 = -222492.290912 nChanged 44 SP:Iteration 17Q (960.797943 sec): 3 clusters Score: Raw -225209.393436 + Penalty 2691.066376 = -222518.327060 nChanged 50 SP:Iteration 18Q (960.848217 sec): 3 clusters Score: Raw -225236.706957 + Penalty 2691.066376 = -222545.640581 nChanged 41 SP:Iteration 19Q (960.903694 sec): 3 clusters Score: Raw -225256.752723 + Penalty 2691.066376 = -222565.686347 nChanged 31 SP:Iteration 20F (960.949451 sec): 3 clusters Score: Raw -225270.498563 + Penalty 2691.066376 = -222579.432187 nChanged 21 SP:Iteration 21Q (961.007397 sec): 3 clusters Score: Raw -225281.505469 + Penalty 2691.066376 = -222590.439093 nChanged 15 SP:Iteration 22Q (961.059970 sec): 3 clusters Score: Raw -225290.961047 + Penalty 2691.066376 = -222599.894671 nChanged 16 SP:Iteration 23Q (961.109969 sec): 3 clusters Score: Raw -225299.774502 + Penalty 2691.066376 = -222608.708126 nChanged 28 SP:Iteration 24Q (961.149905 sec): 3 clusters Score: Raw -225316.883092 + Penalty 2691.066376 = -222625.816716 nChanged 24 SP:Iteration 25Q (961.202764 sec): 3 clusters Score: Raw -225329.937081 + Penalty 2691.066376 = -222638.870705 nChanged 19 SP:Iteration 26Q (961.242786 sec): 3 clusters Score: Raw -225347.112089 + Penalty 2691.066376 = -222656.045713 nChanged 27 SP:Iteration 27Q (961.286412 sec): 3 clusters Score: Raw -225362.124305 + Penalty 2691.066376 = -222671.057929 nChanged 14 SP:Iteration 28Q (961.342716 sec): 3 clusters Score: Raw -225369.462024 + Penalty 2691.066376 = -222678.395648 nChanged 12 SP:Iteration 29Q (961.384549 sec): 3 clusters Score: Raw -225375.899134 + Penalty 2691.066376 = -222684.832758 nChanged 14 SP:Iteration 30Q (961.433773 sec): 3 clusters Score: Raw -225384.223381 + Penalty 2691.066376 = -222693.157005 nChanged 10 SP:Iteration 31Q (961.482163 sec): 3 clusters Score: Raw -225391.885827 + Penalty 2691.066376 = -222700.819452 nChanged 18 SP:Iteration 32Q (961.537114 sec): 3 clusters Score: Raw -225402.432295 + Penalty 2691.066376 = -222711.365919 nChanged 16 SP:Iteration 33Q (961.580822 sec): 3 clusters Score: Raw -225410.361188 + Penalty 2691.066376 = -222719.294812 nChanged 9 SP:Iteration 34Q (961.638747 sec): 3 clusters Score: Raw -225417.301896 + Penalty 2691.066376 = -222726.235521 nChanged 11 SP:Iteration 35Q (961.682275 sec): 3 clusters Score: Raw -225428.002413 + Penalty 2691.066376 = -222736.936037 nChanged 14 SP:Iteration 36Q (961.725468 sec): 3 clusters Score: Raw -225436.267212 + Penalty 2691.066376 = -222745.200837 nChanged 14 SP:Iteration 37Q (961.776967 sec): 3 clusters Score: Raw -225446.876353 + Penalty 2691.066376 = -222755.809978 nChanged 14 SP:Iteration 38Q (961.821994 sec): 3 clusters Score: Raw -225459.268150 + Penalty 2691.066376 = -222768.201774 nChanged 13 SP:Iteration 39Q (961.871277 sec): 3 clusters Score: Raw -225468.437870 + Penalty 2691.066376 = -222777.371495 nChanged 6 SP:Iteration 40F (961.918629 sec): 3 clusters Score: Raw -225472.603495 + Penalty 2691.066376 = -222781.537119 nChanged 4 SP:Iteration 41Q (961.958588 sec): 3 clusters Score: Raw -225474.136881 + Penalty 2691.066376 = -222783.070505 nChanged 0 SP:Iteration 42F (962.009829 sec): 3 clusters Score: Raw -225474.136881 + Penalty 2691.066376 = -222783.070505 nChanged 0 Trying to split cluster 47 (1829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (962.036510 sec): 2 clusters Score: Raw -101756.698428 + Penalty 1220.622755 = -100536.075672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (962.072748 sec): 3 clusters Score: Raw -101001.173879 + Penalty 2441.245511 = -98559.928368 nChanged 625 SP:Iteration 1F (962.111507 sec): 3 clusters Score: Raw -101409.944918 + Penalty 2441.245511 = -98968.699408 nChanged 132 SP:Iteration 2F (962.158922 sec): 3 clusters Score: Raw -101510.027667 + Penalty 2441.245511 = -99068.782157 nChanged 88 SP:Iteration 3Q (962.200933 sec): 3 clusters Score: Raw -101568.136626 + Penalty 2441.245511 = -99126.891116 nChanged 51 SP:Iteration 4Q (962.243095 sec): 3 clusters Score: Raw -101601.643917 + Penalty 2441.245511 = -99160.398407 nChanged 46 SP:Iteration 5Q (962.279193 sec): 3 clusters Score: Raw -101628.215225 + Penalty 2441.245511 = -99186.969714 nChanged 42 SP:Iteration 6Q (962.317506 sec): 3 clusters Score: Raw -101652.935220 + Penalty 2441.245511 = -99211.689710 nChanged 37 SP:Iteration 7Q (962.369940 sec): 3 clusters Score: Raw -101674.424570 + Penalty 2441.245511 = -99233.179059 nChanged 19 SP:Iteration 8Q (962.404467 sec): 3 clusters Score: Raw -101683.422924 + Penalty 2441.245511 = -99242.177414 nChanged 23 SP:Iteration 9Q (962.445290 sec): 3 clusters Score: Raw -101692.822664 + Penalty 2441.245511 = -99251.577153 nChanged 18 SP:Iteration 10Q (962.488615 sec): 3 clusters Score: Raw -101704.670644 + Penalty 2441.245511 = -99263.425133 nChanged 22 SP:Iteration 11Q (962.536983 sec): 3 clusters Score: Raw -101717.895719 + Penalty 2441.245511 = -99276.650208 nChanged 14 SP:Iteration 12Q (962.584244 sec): 3 clusters Score: Raw -101723.878052 + Penalty 2441.245511 = -99282.632541 nChanged 15 SP:Iteration 13Q (962.621931 sec): 3 clusters Score: Raw -101731.937588 + Penalty 2441.245511 = -99290.692077 nChanged 14 SP:Iteration 14Q (962.658617 sec): 3 clusters Score: Raw -101739.933762 + Penalty 2441.245511 = -99298.688252 nChanged 12 SP:Iteration 15Q (962.699904 sec): 3 clusters Score: Raw -101745.879601 + Penalty 2441.245511 = -99304.634091 nChanged 9 SP:Iteration 16Q (962.745691 sec): 3 clusters Score: Raw -101749.708999 + Penalty 2441.245511 = -99308.463489 nChanged 8 SP:Iteration 17Q (962.786249 sec): 3 clusters Score: Raw -101754.611161 + Penalty 2441.245511 = -99313.365650 nChanged 7 SP:Iteration 18Q (962.833276 sec): 3 clusters Score: Raw -101758.078457 + Penalty 2441.245511 = -99316.832946 nChanged 6 SP:Iteration 19Q (962.870973 sec): 3 clusters Score: Raw -101760.015409 + Penalty 2441.245511 = -99318.769898 nChanged 1 SP:Iteration 20F (962.910002 sec): 3 clusters Score: Raw -101760.284687 + Penalty 2441.245511 = -99319.039176 nChanged 2 SP:Iteration 21Q (962.960318 sec): 3 clusters Score: Raw -101761.151823 + Penalty 2441.245511 = -99319.906313 nChanged 4 SP:Iteration 22Q (963.003019 sec): 3 clusters Score: Raw -101762.630532 + Penalty 2441.245511 = -99321.385021 nChanged 2 SP:Iteration 23Q (963.045761 sec): 3 clusters Score: Raw -101763.937960 + Penalty 2441.245511 = -99322.692449 nChanged 1 SP:Iteration 24Q (963.099403 sec): 3 clusters Score: Raw -101764.354772 + Penalty 2441.245511 = -99323.109261 nChanged 1 SP:Iteration 25Q (963.142322 sec): 3 clusters Score: Raw -101765.069031 + Penalty 2441.245511 = -99323.823520 nChanged 2 SP:Iteration 26Q (963.189423 sec): 3 clusters Score: Raw -101766.067989 + Penalty 2441.245511 = -99324.822479 nChanged 7 SP:Iteration 27Q (963.236330 sec): 3 clusters Score: Raw -101768.285681 + Penalty 2441.245511 = -99327.040170 nChanged 2 SP:Iteration 28Q (963.281357 sec): 3 clusters Score: Raw -101769.088616 + Penalty 2441.245511 = -99327.843106 nChanged 4 SP:Iteration 29Q (963.326394 sec): 3 clusters Score: Raw -101770.525620 + Penalty 2441.245511 = -99329.280109 nChanged 5 SP:Iteration 30Q (963.366760 sec): 3 clusters Score: Raw -101772.110024 + Penalty 2441.245511 = -99330.864513 nChanged 2 SP:Iteration 31Q (963.405010 sec): 3 clusters Score: Raw -101772.699381 + Penalty 2441.245511 = -99331.453870 nChanged 1 SP:Iteration 32Q (963.436602 sec): 3 clusters Score: Raw -101772.952832 + Penalty 2441.245511 = -99331.707321 nChanged 1 SP:Iteration 33Q (963.491354 sec): 3 clusters Score: Raw -101773.248542 + Penalty 2441.245511 = -99332.003031 nChanged 1 SP:Iteration 34Q (963.530020 sec): 3 clusters Score: Raw -101773.971746 + Penalty 2441.245511 = -99332.726235 nChanged 0 SP:Iteration 35F (963.577161 sec): 3 clusters Score: Raw -101773.971746 + Penalty 2441.245511 = -99332.726235 nChanged 0 Iteration 139Q (967.059949 sec): 48 clusters Score: Raw -12083523.479488 + Penalty 94768.289632 = -11988755.189856 nChanged 107 Iteration 140F (974.596793 sec): 48 clusters Score: Raw -12083552.274961 + Penalty 94768.289632 = -11988783.985329 nChanged 115 Iteration 141Q (978.169700 sec): 48 clusters Score: Raw -12083577.127365 + Penalty 94768.289632 = -11988808.837733 nChanged 117 Iteration 142Q (981.732527 sec): 48 clusters Score: Raw -12083604.025274 + Penalty 94768.289632 = -11988835.735642 nChanged 103 Iteration 143Q (985.342109 sec): 48 clusters Score: Raw -12083622.892705 + Penalty 94768.289632 = -11988854.603073 nChanged 98 Iteration 144Q (988.858204 sec): 48 clusters Score: Raw -12083640.620074 + Penalty 94768.289632 = -11988872.330442 nChanged 95 Iteration 145Q (992.491761 sec): 48 clusters Score: Raw -12083655.298244 + Penalty 94768.289632 = -11988887.008612 nChanged 81 Iteration 146Q (996.106017 sec): 48 clusters Score: Raw -12083669.859805 + Penalty 94768.289632 = -11988901.570173 nChanged 85 Iteration 147Q (999.725912 sec): 48 clusters Score: Raw -12083681.183816 + Penalty 94768.289632 = -11988912.894184 nChanged 78 Iteration 148Q (1003.322363 sec): 48 clusters Score: Raw -12083690.287027 + Penalty 94768.289632 = -11988921.997395 nChanged 69 Iteration 149Q (1006.980784 sec): 48 clusters Score: Raw -12083697.408107 + Penalty 94768.289632 = -11988929.118475 nChanged 47 Iteration 150Q (1010.600423 sec): 48 clusters Score: Raw -12083702.208428 + Penalty 94768.289632 = -11988933.918796 nChanged 33 Iteration 151Q (1014.280556 sec): 48 clusters Score: Raw -12083705.496060 + Penalty 94768.289632 = -11988937.206428 nChanged 24 Iteration 152Q (1017.894991 sec): 48 clusters Score: Raw -12083707.607152 + Penalty 94768.289632 = -11988939.317520 nChanged 27 Iteration 153Q (1021.520974 sec): 48 clusters Score: Raw -12083709.557801 + Penalty 94768.289632 = -11988941.268169 nChanged 22 Iteration 154Q (1025.112046 sec): 48 clusters Score: Raw -12083710.809470 + Penalty 94768.289632 = -11988942.519838 nChanged 22 Iteration 155Q (1028.739752 sec): 48 clusters Score: Raw -12083712.182003 + Penalty 94768.289632 = -11988943.892371 nChanged 14 Iteration 156Q (1032.317491 sec): 48 clusters Score: Raw -12083713.256118 + Penalty 94768.289632 = -11988944.966486 nChanged 12 Iteration 157Q (1035.843548 sec): 48 clusters Score: Raw -12083714.418355 + Penalty 94768.289632 = -11988946.128723 nChanged 12 Iteration 158Q (1039.432881 sec): 48 clusters Score: Raw -12083715.728703 + Penalty 94768.289632 = -11988947.439071 nChanged 15 Iteration 159Q (1043.065882 sec): 48 clusters Score: Raw -12083717.118300 + Penalty 94768.289632 = -11988948.828668 nChanged 21 Iteration 160F (1050.677156 sec): 48 clusters Score: Raw -12083719.078285 + Penalty 94768.289632 = -11988950.788653 nChanged 16 Iteration 161Q (1054.218766 sec): 48 clusters Score: Raw -12083720.158173 + Penalty 94768.289632 = -11988951.868541 nChanged 19 Iteration 162Q (1057.793858 sec): 48 clusters Score: Raw -12083721.391052 + Penalty 94768.289632 = -11988953.101420 nChanged 18 Iteration 163Q (1061.338267 sec): 48 clusters Score: Raw -12083723.166441 + Penalty 94768.289632 = -11988954.876809 nChanged 19 Iteration 164Q (1064.920199 sec): 48 clusters Score: Raw -12083724.593797 + Penalty 94768.289632 = -11988956.304165 nChanged 16 Iteration 165Q (1068.494806 sec): 48 clusters Score: Raw -12083726.158262 + Penalty 94768.289632 = -11988957.868630 nChanged 18 Iteration 166Q (1072.110125 sec): 48 clusters Score: Raw -12083728.371427 + Penalty 94768.289632 = -11988960.081795 nChanged 10 Iteration 167Q (1075.694973 sec): 48 clusters Score: Raw -12083729.152310 + Penalty 94768.289632 = -11988960.862678 nChanged 15 Iteration 168Q (1079.264533 sec): 48 clusters Score: Raw -12083730.311959 + Penalty 94768.289632 = -11988962.022327 nChanged 18 Iteration 169Q (1082.922522 sec): 48 clusters Score: Raw -12083731.760683 + Penalty 94768.289632 = -11988963.471051 nChanged 22 Iteration 170Q (1086.482709 sec): 48 clusters Score: Raw -12083733.418679 + Penalty 94768.289632 = -11988965.129047 nChanged 18 Iteration 171Q (1090.056283 sec): 48 clusters Score: Raw -12083734.514632 + Penalty 94768.289632 = -11988966.225000 nChanged 20 Iteration 172Q (1093.630750 sec): 48 clusters Score: Raw -12083735.930745 + Penalty 94768.289632 = -11988967.641113 nChanged 16 Iteration 173Q (1097.150534 sec): 48 clusters Score: Raw -12083736.819875 + Penalty 94768.289632 = -11988968.530243 nChanged 15 Iteration 174Q (1100.776397 sec): 48 clusters Score: Raw -12083737.660408 + Penalty 94768.289632 = -11988969.370776 nChanged 13 Iteration 175Q (1104.338218 sec): 48 clusters Score: Raw -12083738.570454 + Penalty 94768.289632 = -11988970.280822 nChanged 13 Iteration 176Q (1107.957925 sec): 48 clusters Score: Raw -12083739.227177 + Penalty 94768.289632 = -11988970.937545 nChanged 11 Iteration 177Q (1111.539871 sec): 48 clusters Score: Raw -12083740.046904 + Penalty 94768.289632 = -11988971.757272 nChanged 13 Iteration 178Q (1115.167662 sec): 48 clusters Score: Raw -12083741.118400 + Penalty 94768.289632 = -11988972.828768 nChanged 23 Writing temp clu file Because OldScore, -11988971.757272, is greater than current (better) Score,-11988972.828768 Compute initial score before splitting: Score: Raw -12083741.118400 + Penalty 94768.289632 = -11988972.828768 Trying to split cluster 1 (14190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1115.286028 sec): 2 clusters Score: Raw -762826.291534 + Penalty 1553.547575 = -761272.743959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1115.355459 sec): 3 clusters Score: Raw -754444.683704 + Penalty 3107.095150 = -751337.588554 nChanged 6310 SP:Iteration 1F (1115.429812 sec): 3 clusters Score: Raw -757908.121766 + Penalty 3107.095150 = -754801.026616 nChanged 776 SP:Iteration 2F (1115.500974 sec): 3 clusters Score: Raw -758204.312575 + Penalty 3107.095150 = -755097.217425 nChanged 676 SP:Iteration 3Q (1115.561721 sec): 3 clusters Score: Raw -758486.526896 + Penalty 3107.095150 = -755379.431746 nChanged 720 SP:Iteration 4F (1115.640093 sec): 3 clusters Score: Raw -758819.765691 + Penalty 3107.095150 = -755712.670540 nChanged 724 SP:Iteration 5F (1115.694330 sec): 3 clusters Score: Raw -759206.152911 + Penalty 3107.095150 = -756099.057761 nChanged 764 SP:Iteration 6F (1115.767182 sec): 3 clusters Score: Raw -759698.422576 + Penalty 3107.095150 = -756591.327426 nChanged 818 SP:Iteration 7F (1115.828770 sec): 3 clusters Score: Raw -760293.797885 + Penalty 3107.095150 = -757186.702735 nChanged 867 SP:Iteration 8F (1115.897570 sec): 3 clusters Score: Raw -760932.103758 + Penalty 3107.095150 = -757825.008608 nChanged 825 SP:Iteration 9F (1115.974052 sec): 3 clusters Score: Raw -761533.410510 + Penalty 3107.095150 = -758426.315360 nChanged 692 SP:Iteration 10Q (1116.033031 sec): 3 clusters Score: Raw -761984.435291 + Penalty 3107.095150 = -758877.340140 nChanged 548 SP:Iteration 11Q (1116.110884 sec): 3 clusters Score: Raw -762377.575626 + Penalty 3107.095150 = -759270.480476 nChanged 479 SP:Iteration 12Q (1116.169775 sec): 3 clusters Score: Raw -762763.872388 + Penalty 3107.095150 = -759656.777237 nChanged 404 SP:Iteration 13Q (1116.243865 sec): 3 clusters Score: Raw -763075.611647 + Penalty 3107.095150 = -759968.516497 nChanged 375 SP:Iteration 14Q (1116.314695 sec): 3 clusters Score: Raw -763365.779151 + Penalty 3107.095150 = -760258.684001 nChanged 321 SP:Iteration 15Q (1116.373800 sec): 3 clusters Score: Raw -763628.325302 + Penalty 3107.095150 = -760521.230152 nChanged 289 SP:Iteration 16Q (1116.443489 sec): 3 clusters Score: Raw -763855.188109 + Penalty 3107.095150 = -760748.092958 nChanged 228 SP:Iteration 17Q (1116.504904 sec): 3 clusters Score: Raw -764023.873717 + Penalty 3107.095150 = -760916.778566 nChanged 181 SP:Iteration 18Q (1116.573068 sec): 3 clusters Score: Raw -764117.870989 + Penalty 3107.095150 = -761010.775838 nChanged 126 SP:Iteration 19Q (1116.646858 sec): 3 clusters Score: Raw -764165.864037 + Penalty 3107.095150 = -761058.768887 nChanged 87 SP:Iteration 20F (1116.705102 sec): 3 clusters Score: Raw -764191.929799 + Penalty 3107.095150 = -761084.834649 nChanged 61 SP:Iteration 21Q (1116.769433 sec): 3 clusters Score: Raw -764203.999671 + Penalty 3107.095150 = -761096.904521 nChanged 39 SP:Iteration 22Q (1116.842880 sec): 3 clusters Score: Raw -764211.397185 + Penalty 3107.095150 = -761104.302035 nChanged 30 SP:Iteration 23Q (1116.898885 sec): 3 clusters Score: Raw -764216.519258 + Penalty 3107.095150 = -761109.424108 nChanged 27 SP:Iteration 24Q (1116.973366 sec): 3 clusters Score: Raw -764219.981964 + Penalty 3107.095150 = -761112.886814 nChanged 26 SP:Iteration 25Q (1117.030714 sec): 3 clusters Score: Raw -764223.458886 + Penalty 3107.095150 = -761116.363736 nChanged 18 SP:Iteration 26Q (1117.099846 sec): 3 clusters Score: Raw -764225.532387 + Penalty 3107.095150 = -761118.437237 nChanged 12 SP:Iteration 27Q (1117.156597 sec): 3 clusters Score: Raw -764226.667303 + Penalty 3107.095150 = -761119.572153 nChanged 9 SP:Iteration 28Q (1117.233740 sec): 3 clusters Score: Raw -764227.590790 + Penalty 3107.095150 = -761120.495640 nChanged 5 SP:Iteration 29Q (1117.293385 sec): 3 clusters Score: Raw -764228.214848 + Penalty 3107.095150 = -761121.119698 nChanged 4 SP:Iteration 30Q (1117.373991 sec): 3 clusters Score: Raw -764228.414176 + Penalty 3107.095150 = -761121.319026 nChanged 2 SP:Iteration 31Q (1117.432874 sec): 3 clusters Score: Raw -764228.500871 + Penalty 3107.095150 = -761121.405721 nChanged 2 SP:Iteration 32Q (1117.507325 sec): 3 clusters Score: Raw -764228.662657 + Penalty 3107.095150 = -761121.567507 nChanged 2 SP:Iteration 33Q (1117.567928 sec): 3 clusters Score: Raw -764228.827665 + Penalty 3107.095150 = -761121.732515 nChanged 3 SP:Iteration 34Q (1117.633761 sec): 3 clusters Score: Raw -764229.193851 + Penalty 3107.095150 = -761122.098701 nChanged 3 SP:Iteration 35Q (1117.700458 sec): 3 clusters Score: Raw -764229.377679 + Penalty 3107.095150 = -761122.282529 nChanged 3 SP:Iteration 36Q (1117.767234 sec): 3 clusters Score: Raw -764229.584911 + Penalty 3107.095150 = -761122.489761 nChanged 2 SP:Iteration 37Q (1117.828158 sec): 3 clusters Score: Raw -764229.904318 + Penalty 3107.095150 = -761122.809168 nChanged 2 SP:Iteration 38Q (1117.901652 sec): 3 clusters Score: Raw -764230.065111 + Penalty 3107.095150 = -761122.969961 nChanged 0 SP:Iteration 39F (1117.959275 sec): 3 clusters Score: Raw -764230.065111 + Penalty 3107.095150 = -761122.969961 nChanged 0 Trying to split cluster 2 (6482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1117.986018 sec): 2 clusters Score: Raw -348878.811286 + Penalty 1426.227462 = -347452.583824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1118.041845 sec): 3 clusters Score: Raw -345404.065011 + Penalty 2852.454925 = -342551.610086 nChanged 2668 SP:Iteration 1F (1118.097425 sec): 3 clusters Score: Raw -346868.856330 + Penalty 2852.454925 = -344016.401405 nChanged 411 SP:Iteration 2F (1118.151158 sec): 3 clusters Score: Raw -347098.771835 + Penalty 2852.454925 = -344246.316911 nChanged 337 SP:Iteration 3F (1118.203931 sec): 3 clusters Score: Raw -347276.279210 + Penalty 2852.454925 = -344423.824285 nChanged 271 SP:Iteration 4Q (1118.259663 sec): 3 clusters Score: Raw -347407.787359 + Penalty 2852.454925 = -344555.332435 nChanged 263 SP:Iteration 5Q (1118.320276 sec): 3 clusters Score: Raw -347543.118579 + Penalty 2852.454925 = -344690.663654 nChanged 239 SP:Iteration 6Q (1118.368746 sec): 3 clusters Score: Raw -347659.532157 + Penalty 2852.454925 = -344807.077232 nChanged 223 SP:Iteration 7Q (1118.422478 sec): 3 clusters Score: Raw -347773.196369 + Penalty 2852.454925 = -344920.741444 nChanged 198 SP:Iteration 8Q (1118.467223 sec): 3 clusters Score: Raw -347885.261146 + Penalty 2852.454925 = -345032.806222 nChanged 219 SP:Iteration 9Q (1118.515711 sec): 3 clusters Score: Raw -348020.165185 + Penalty 2852.454925 = -345167.710260 nChanged 233 SP:Iteration 10Q (1118.573591 sec): 3 clusters Score: Raw -348173.806088 + Penalty 2852.454925 = -345321.351163 nChanged 228 SP:Iteration 11Q (1118.622115 sec): 3 clusters Score: Raw -348327.406258 + Penalty 2852.454925 = -345474.951333 nChanged 216 SP:Iteration 12Q (1118.680532 sec): 3 clusters Score: Raw -348483.328153 + Penalty 2852.454925 = -345630.873228 nChanged 193 SP:Iteration 13Q (1118.733396 sec): 3 clusters Score: Raw -348640.685915 + Penalty 2852.454925 = -345788.230990 nChanged 156 SP:Iteration 14Q (1118.779398 sec): 3 clusters Score: Raw -348760.084597 + Penalty 2852.454925 = -345907.629672 nChanged 113 SP:Iteration 15Q (1118.824588 sec): 3 clusters Score: Raw -348847.310466 + Penalty 2852.454925 = -345994.855542 nChanged 87 SP:Iteration 16Q (1118.879732 sec): 3 clusters Score: Raw -348924.333452 + Penalty 2852.454925 = -346071.878527 nChanged 58 SP:Iteration 17Q (1118.926284 sec): 3 clusters Score: Raw -348973.783945 + Penalty 2852.454925 = -346121.329020 nChanged 46 SP:Iteration 18Q (1118.971118 sec): 3 clusters Score: Raw -349012.435226 + Penalty 2852.454925 = -346159.980302 nChanged 30 SP:Iteration 19Q (1119.017691 sec): 3 clusters Score: Raw -349047.368617 + Penalty 2852.454925 = -346194.913692 nChanged 28 SP:Iteration 20F (1119.067421 sec): 3 clusters Score: Raw -349074.037925 + Penalty 2852.454925 = -346221.583000 nChanged 16 SP:Iteration 21Q (1119.132455 sec): 3 clusters Score: Raw -349085.036359 + Penalty 2852.454925 = -346232.581435 nChanged 8 SP:Iteration 22Q (1119.178313 sec): 3 clusters Score: Raw -349090.036759 + Penalty 2852.454925 = -346237.581834 nChanged 1 SP:Iteration 23Q (1119.230250 sec): 3 clusters Score: Raw -349090.641096 + Penalty 2852.454925 = -346238.186171 nChanged 2 SP:Iteration 24Q (1119.285174 sec): 3 clusters Score: Raw -349091.389972 + Penalty 2852.454925 = -346238.935047 nChanged 0 SP:Iteration 25F (1119.333605 sec): 3 clusters Score: Raw -349091.389972 + Penalty 2852.454925 = -346238.935047 nChanged 0 Trying to split cluster 3 (16640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1119.376001 sec): 2 clusters Score: Raw -882931.488213 + Penalty 1579.429266 = -881352.058947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1119.458363 sec): 3 clusters Score: Raw -873018.672178 + Penalty 3158.858532 = -869859.813646 nChanged 7352 SP:Iteration 1F (1119.520573 sec): 3 clusters Score: Raw -877207.454999 + Penalty 3158.858532 = -874048.596467 nChanged 953 SP:Iteration 2F (1119.586890 sec): 3 clusters Score: Raw -877600.317611 + Penalty 3158.858532 = -874441.459079 nChanged 864 SP:Iteration 3F (1119.659797 sec): 3 clusters Score: Raw -878001.874231 + Penalty 3158.858532 = -874843.015699 nChanged 904 SP:Iteration 4F (1119.732283 sec): 3 clusters Score: Raw -878470.560563 + Penalty 3158.858532 = -875311.702031 nChanged 1001 SP:Iteration 5F (1119.801033 sec): 3 clusters Score: Raw -879112.421132 + Penalty 3158.858532 = -875953.562600 nChanged 1135 SP:Iteration 6F (1119.867993 sec): 3 clusters Score: Raw -880003.782576 + Penalty 3158.858532 = -876844.924043 nChanged 1192 SP:Iteration 7F (1119.942426 sec): 3 clusters Score: Raw -881107.222507 + Penalty 3158.858532 = -877948.363975 nChanged 1051 SP:Iteration 8F (1120.004374 sec): 3 clusters Score: Raw -882106.658652 + Penalty 3158.858532 = -878947.800120 nChanged 682 SP:Iteration 9Q (1120.084068 sec): 3 clusters Score: Raw -882665.075362 + Penalty 3158.858532 = -879506.216830 nChanged 412 SP:Iteration 10Q (1120.151657 sec): 3 clusters Score: Raw -882950.708058 + Penalty 3158.858532 = -879791.849526 nChanged 223 SP:Iteration 11Q (1120.216737 sec): 3 clusters Score: Raw -883087.466202 + Penalty 3158.858532 = -879928.607670 nChanged 119 SP:Iteration 12Q (1120.292817 sec): 3 clusters Score: Raw -883152.875533 + Penalty 3158.858532 = -879994.017001 nChanged 85 SP:Iteration 13Q (1120.364046 sec): 3 clusters Score: Raw -883199.570701 + Penalty 3158.858532 = -880040.712168 nChanged 55 SP:Iteration 14Q (1120.436322 sec): 3 clusters Score: Raw -883228.046825 + Penalty 3158.858532 = -880069.188292 nChanged 38 SP:Iteration 15Q (1120.512400 sec): 3 clusters Score: Raw -883246.966627 + Penalty 3158.858532 = -880088.108095 nChanged 20 SP:Iteration 16Q (1120.573603 sec): 3 clusters Score: Raw -883258.255989 + Penalty 3158.858532 = -880099.397457 nChanged 21 SP:Iteration 17Q (1120.645545 sec): 3 clusters Score: Raw -883269.474677 + Penalty 3158.858532 = -880110.616145 nChanged 15 SP:Iteration 18Q (1120.716353 sec): 3 clusters Score: Raw -883279.090864 + Penalty 3158.858532 = -880120.232332 nChanged 20 SP:Iteration 19Q (1120.787855 sec): 3 clusters Score: Raw -883291.851125 + Penalty 3158.858532 = -880132.992593 nChanged 21 SP:Iteration 20F (1120.850266 sec): 3 clusters Score: Raw -883303.098529 + Penalty 3158.858532 = -880144.239997 nChanged 17 SP:Iteration 21Q (1120.911536 sec): 3 clusters Score: Raw -883313.942420 + Penalty 3158.858532 = -880155.083887 nChanged 16 SP:Iteration 22Q (1120.982331 sec): 3 clusters Score: Raw -883325.318554 + Penalty 3158.858532 = -880166.460022 nChanged 12 SP:Iteration 23Q (1121.041978 sec): 3 clusters Score: Raw -883331.016729 + Penalty 3158.858532 = -880172.158197 nChanged 7 SP:Iteration 24Q (1121.120152 sec): 3 clusters Score: Raw -883335.104089 + Penalty 3158.858532 = -880176.245557 nChanged 7 SP:Iteration 25Q (1121.181636 sec): 3 clusters Score: Raw -883338.314002 + Penalty 3158.858532 = -880179.455469 nChanged 4 SP:Iteration 26Q (1121.245733 sec): 3 clusters Score: Raw -883339.680895 + Penalty 3158.858532 = -880180.822363 nChanged 2 SP:Iteration 27Q (1121.320473 sec): 3 clusters Score: Raw -883340.182564 + Penalty 3158.858532 = -880181.324032 nChanged 2 SP:Iteration 28Q (1121.389242 sec): 3 clusters Score: Raw -883340.959809 + Penalty 3158.858532 = -880182.101277 nChanged 0 SP:Iteration 29F (1121.461208 sec): 3 clusters Score: Raw -883340.959809 + Penalty 3158.858532 = -880182.101277 nChanged 0 Trying to split cluster 4 (9405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1121.490275 sec): 2 clusters Score: Raw -496474.324493 + Penalty 1486.711971 = -494987.612523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1121.547959 sec): 3 clusters Score: Raw -491207.160205 + Penalty 2973.423941 = -488233.736264 nChanged 4043 SP:Iteration 1F (1121.610737 sec): 3 clusters Score: Raw -493340.702165 + Penalty 2973.423941 = -490367.278224 nChanged 657 SP:Iteration 2F (1121.671239 sec): 3 clusters Score: Raw -493732.790103 + Penalty 2973.423941 = -490759.366162 nChanged 645 SP:Iteration 3F (1121.723510 sec): 3 clusters Score: Raw -494159.340898 + Penalty 2973.423941 = -491185.916957 nChanged 663 SP:Iteration 4F (1121.773844 sec): 3 clusters Score: Raw -494655.774455 + Penalty 2973.423941 = -491682.350514 nChanged 627 SP:Iteration 5F (1121.829406 sec): 3 clusters Score: Raw -495128.821481 + Penalty 2973.423941 = -492155.397540 nChanged 592 SP:Iteration 6F (1121.886992 sec): 3 clusters Score: Raw -495568.668694 + Penalty 2973.423941 = -492595.244753 nChanged 541 SP:Iteration 7F (1121.952323 sec): 3 clusters Score: Raw -495954.568728 + Penalty 2973.423941 = -492981.144787 nChanged 430 SP:Iteration 8Q (1122.008695 sec): 3 clusters Score: Raw -496232.701240 + Penalty 2973.423941 = -493259.277299 nChanged 335 SP:Iteration 9Q (1122.066172 sec): 3 clusters Score: Raw -496433.967817 + Penalty 2973.423941 = -493460.543876 nChanged 262 SP:Iteration 10Q (1122.119875 sec): 3 clusters Score: Raw -496549.485945 + Penalty 2973.423941 = -493576.062004 nChanged 165 SP:Iteration 11Q (1122.177063 sec): 3 clusters Score: Raw -496614.651778 + Penalty 2973.423941 = -493641.227837 nChanged 121 SP:Iteration 12Q (1122.244574 sec): 3 clusters Score: Raw -496656.384262 + Penalty 2973.423941 = -493682.960321 nChanged 94 SP:Iteration 13Q (1122.305914 sec): 3 clusters Score: Raw -496687.103041 + Penalty 2973.423941 = -493713.679100 nChanged 87 SP:Iteration 14Q (1122.352292 sec): 3 clusters Score: Raw -496718.355830 + Penalty 2973.423941 = -493744.931889 nChanged 86 SP:Iteration 15Q (1122.413458 sec): 3 clusters Score: Raw -496754.377127 + Penalty 2973.423941 = -493780.953186 nChanged 93 SP:Iteration 16Q (1122.463103 sec): 3 clusters Score: Raw -496792.055066 + Penalty 2973.423941 = -493818.631125 nChanged 84 SP:Iteration 17Q (1122.530089 sec): 3 clusters Score: Raw -496822.234200 + Penalty 2973.423941 = -493848.810259 nChanged 71 SP:Iteration 18Q (1122.586054 sec): 3 clusters Score: Raw -496841.657917 + Penalty 2973.423941 = -493868.233976 nChanged 52 SP:Iteration 19Q (1122.646161 sec): 3 clusters Score: Raw -496858.292974 + Penalty 2973.423941 = -493884.869033 nChanged 57 SP:Iteration 20F (1122.701033 sec): 3 clusters Score: Raw -496873.929111 + Penalty 2973.423941 = -493900.505170 nChanged 43 SP:Iteration 21Q (1122.760191 sec): 3 clusters Score: Raw -496884.502987 + Penalty 2973.423941 = -493911.079046 nChanged 35 SP:Iteration 22Q (1122.825393 sec): 3 clusters Score: Raw -496892.702925 + Penalty 2973.423941 = -493919.278984 nChanged 27 SP:Iteration 23Q (1122.874454 sec): 3 clusters Score: Raw -496897.852824 + Penalty 2973.423941 = -493924.428883 nChanged 20 SP:Iteration 24Q (1122.931428 sec): 3 clusters Score: Raw -496900.871424 + Penalty 2973.423941 = -493927.447483 nChanged 13 SP:Iteration 25Q (1122.982341 sec): 3 clusters Score: Raw -496903.270597 + Penalty 2973.423941 = -493929.846655 nChanged 14 SP:Iteration 26Q (1123.038105 sec): 3 clusters Score: Raw -496907.023911 + Penalty 2973.423941 = -493933.599970 nChanged 22 SP:Iteration 27Q (1123.098866 sec): 3 clusters Score: Raw -496912.275880 + Penalty 2973.423941 = -493938.851939 nChanged 17 SP:Iteration 28Q (1123.155946 sec): 3 clusters Score: Raw -496917.017085 + Penalty 2973.423941 = -493943.593144 nChanged 20 SP:Iteration 29Q (1123.213510 sec): 3 clusters Score: Raw -496921.996005 + Penalty 2973.423941 = -493948.572064 nChanged 16 SP:Iteration 30Q (1123.272393 sec): 3 clusters Score: Raw -496925.714245 + Penalty 2973.423941 = -493952.290304 nChanged 9 SP:Iteration 31Q (1123.334439 sec): 3 clusters Score: Raw -496926.973081 + Penalty 2973.423941 = -493953.549140 nChanged 12 SP:Iteration 32Q (1123.395483 sec): 3 clusters Score: Raw -496929.857396 + Penalty 2973.423941 = -493956.433455 nChanged 16 SP:Iteration 33Q (1123.448346 sec): 3 clusters Score: Raw -496932.379576 + Penalty 2973.423941 = -493958.955635 nChanged 10 SP:Iteration 34Q (1123.501849 sec): 3 clusters Score: Raw -496934.139464 + Penalty 2973.423941 = -493960.715523 nChanged 10 SP:Iteration 35Q (1123.560833 sec): 3 clusters Score: Raw -496936.611710 + Penalty 2973.423941 = -493963.187769 nChanged 11 SP:Iteration 36Q (1123.611592 sec): 3 clusters Score: Raw -496938.698526 + Penalty 2973.423941 = -493965.274585 nChanged 11 SP:Iteration 37Q (1123.664895 sec): 3 clusters Score: Raw -496941.829207 + Penalty 2973.423941 = -493968.405266 nChanged 9 SP:Iteration 38Q (1123.733069 sec): 3 clusters Score: Raw -496943.704635 + Penalty 2973.423941 = -493970.280694 nChanged 6 SP:Iteration 39Q (1123.779464 sec): 3 clusters Score: Raw -496945.158275 + Penalty 2973.423941 = -493971.734334 nChanged 10 SP:Iteration 40F (1123.839879 sec): 3 clusters Score: Raw -496947.386981 + Penalty 2973.423941 = -493973.963039 nChanged 12 SP:Iteration 41Q (1123.891674 sec): 3 clusters Score: Raw -496949.789999 + Penalty 2973.423941 = -493976.366058 nChanged 10 SP:Iteration 42Q (1123.945043 sec): 3 clusters Score: Raw -496951.792041 + Penalty 2973.423941 = -493978.368100 nChanged 6 SP:Iteration 43Q (1124.005505 sec): 3 clusters Score: Raw -496952.770851 + Penalty 2973.423941 = -493979.346910 nChanged 4 SP:Iteration 44Q (1124.062838 sec): 3 clusters Score: Raw -496953.629732 + Penalty 2973.423941 = -493980.205791 nChanged 5 SP:Iteration 45Q (1124.132211 sec): 3 clusters Score: Raw -496955.049148 + Penalty 2973.423941 = -493981.625207 nChanged 11 SP:Iteration 46Q (1124.182212 sec): 3 clusters Score: Raw -496956.857529 + Penalty 2973.423941 = -493983.433587 nChanged 6 SP:Iteration 47Q (1124.228587 sec): 3 clusters Score: Raw -496958.029933 + Penalty 2973.423941 = -493984.605992 nChanged 4 SP:Iteration 48Q (1124.285634 sec): 3 clusters Score: Raw -496958.704155 + Penalty 2973.423941 = -493985.280214 nChanged 2 SP:Iteration 49Q (1124.333129 sec): 3 clusters Score: Raw -496959.058517 + Penalty 2973.423941 = -493985.634576 nChanged 1 SP:Iteration 50Q (1124.394881 sec): 3 clusters Score: Raw -496959.124421 + Penalty 2973.423941 = -493985.700480 nChanged 0 SP:Iteration 51F (1124.440986 sec): 3 clusters Score: Raw -496959.124421 + Penalty 2973.423941 = -493985.700480 nChanged 0 Trying to split cluster 5 (6617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1124.470618 sec): 2 clusters Score: Raw -356711.183559 + Penalty 1429.577073 = -355281.606485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1124.533221 sec): 3 clusters Score: Raw -353150.565255 + Penalty 2859.154147 = -350291.411108 nChanged 2718 SP:Iteration 1F (1124.584177 sec): 3 clusters Score: Raw -354661.680109 + Penalty 2859.154147 = -351802.525962 nChanged 463 SP:Iteration 2F (1124.636558 sec): 3 clusters Score: Raw -354921.437505 + Penalty 2859.154147 = -352062.283358 nChanged 383 SP:Iteration 3F (1124.687652 sec): 3 clusters Score: Raw -355146.115786 + Penalty 2859.154147 = -352286.961640 nChanged 357 SP:Iteration 4F (1124.737294 sec): 3 clusters Score: Raw -355344.803931 + Penalty 2859.154147 = -352485.649784 nChanged 312 SP:Iteration 5Q (1124.786702 sec): 3 clusters Score: Raw -355518.463614 + Penalty 2859.154147 = -352659.309467 nChanged 266 SP:Iteration 6Q (1124.834494 sec): 3 clusters Score: Raw -355673.824639 + Penalty 2859.154147 = -352814.670492 nChanged 279 SP:Iteration 7Q (1124.888948 sec): 3 clusters Score: Raw -355848.738704 + Penalty 2859.154147 = -352989.584557 nChanged 288 SP:Iteration 8Q (1124.954468 sec): 3 clusters Score: Raw -356037.205453 + Penalty 2859.154147 = -353178.051307 nChanged 283 SP:Iteration 9Q (1125.008900 sec): 3 clusters Score: Raw -356226.654793 + Penalty 2859.154147 = -353367.500646 nChanged 258 SP:Iteration 10Q (1125.063047 sec): 3 clusters Score: Raw -356400.393872 + Penalty 2859.154147 = -353541.239725 nChanged 248 SP:Iteration 11Q (1125.109596 sec): 3 clusters Score: Raw -356569.675766 + Penalty 2859.154147 = -353710.521620 nChanged 224 SP:Iteration 12Q (1125.167939 sec): 3 clusters Score: Raw -356696.250793 + Penalty 2859.154147 = -353837.096646 nChanged 176 SP:Iteration 13Q (1125.213852 sec): 3 clusters Score: Raw -356783.249728 + Penalty 2859.154147 = -353924.095581 nChanged 134 SP:Iteration 14Q (1125.267999 sec): 3 clusters Score: Raw -356834.765610 + Penalty 2859.154147 = -353975.611464 nChanged 99 SP:Iteration 15Q (1125.320835 sec): 3 clusters Score: Raw -356870.872705 + Penalty 2859.154147 = -354011.718558 nChanged 94 SP:Iteration 16Q (1125.372358 sec): 3 clusters Score: Raw -356902.299669 + Penalty 2859.154147 = -354043.145523 nChanged 79 SP:Iteration 17Q (1125.427522 sec): 3 clusters Score: Raw -356924.740715 + Penalty 2859.154147 = -354065.586569 nChanged 64 SP:Iteration 18Q (1125.479586 sec): 3 clusters Score: Raw -356942.777871 + Penalty 2859.154147 = -354083.623725 nChanged 51 SP:Iteration 19Q (1125.536061 sec): 3 clusters Score: Raw -356956.434578 + Penalty 2859.154147 = -354097.280432 nChanged 39 SP:Iteration 20F (1125.582819 sec): 3 clusters Score: Raw -356967.155924 + Penalty 2859.154147 = -354108.001777 nChanged 38 SP:Iteration 21Q (1125.639148 sec): 3 clusters Score: Raw -356975.575643 + Penalty 2859.154147 = -354116.421496 nChanged 36 SP:Iteration 22Q (1125.691057 sec): 3 clusters Score: Raw -356982.470279 + Penalty 2859.154147 = -354123.316133 nChanged 20 SP:Iteration 23Q (1125.754195 sec): 3 clusters Score: Raw -356986.540525 + Penalty 2859.154147 = -354127.386379 nChanged 19 SP:Iteration 24Q (1125.802390 sec): 3 clusters Score: Raw -356991.039161 + Penalty 2859.154147 = -354131.885015 nChanged 15 SP:Iteration 25Q (1125.854709 sec): 3 clusters Score: Raw -356993.833796 + Penalty 2859.154147 = -354134.679650 nChanged 13 SP:Iteration 26Q (1125.901985 sec): 3 clusters Score: Raw -356996.221492 + Penalty 2859.154147 = -354137.067345 nChanged 13 SP:Iteration 27Q (1125.952176 sec): 3 clusters Score: Raw -356998.741673 + Penalty 2859.154147 = -354139.587527 nChanged 8 SP:Iteration 28Q (1126.007113 sec): 3 clusters Score: Raw -356999.817666 + Penalty 2859.154147 = -354140.663519 nChanged 7 SP:Iteration 29Q (1126.073926 sec): 3 clusters Score: Raw -357000.673166 + Penalty 2859.154147 = -354141.519019 nChanged 3 SP:Iteration 30Q (1126.119387 sec): 3 clusters Score: Raw -357000.919451 + Penalty 2859.154147 = -354141.765304 nChanged 3 SP:Iteration 31Q (1126.173455 sec): 3 clusters Score: Raw -357001.275580 + Penalty 2859.154147 = -354142.121433 nChanged 1 SP:Iteration 32Q (1126.221937 sec): 3 clusters Score: Raw -357001.554500 + Penalty 2859.154147 = -354142.400354 nChanged 5 SP:Iteration 33Q (1126.276683 sec): 3 clusters Score: Raw -357002.329492 + Penalty 2859.154147 = -354143.175345 nChanged 6 SP:Iteration 34Q (1126.342761 sec): 3 clusters Score: Raw -357003.256404 + Penalty 2859.154147 = -354144.102257 nChanged 4 SP:Iteration 35Q (1126.403735 sec): 3 clusters Score: Raw -357003.867580 + Penalty 2859.154147 = -354144.713434 nChanged 5 SP:Iteration 36Q (1126.451037 sec): 3 clusters Score: Raw -357004.797110 + Penalty 2859.154147 = -354145.642963 nChanged 5 SP:Iteration 37Q (1126.503656 sec): 3 clusters Score: Raw -357005.562102 + Penalty 2859.154147 = -354146.407955 nChanged 2 SP:Iteration 38Q (1126.550950 sec): 3 clusters Score: Raw -357005.836882 + Penalty 2859.154147 = -354146.682735 nChanged 0 SP:Iteration 39F (1126.606441 sec): 3 clusters Score: Raw -357005.836882 + Penalty 2859.154147 = -354146.682735 nChanged 0 Trying to split cluster 6 (5385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1126.641429 sec): 2 clusters Score: Raw -278281.900429 + Penalty 1396.098046 = -276885.802383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1126.682780 sec): 3 clusters Score: Raw -275474.433611 + Penalty 2792.196092 = -272682.237519 nChanged 2167 SP:Iteration 1F (1126.742032 sec): 3 clusters Score: Raw -276726.420332 + Penalty 2792.196092 = -273934.224240 nChanged 465 SP:Iteration 2F (1126.800207 sec): 3 clusters Score: Raw -277158.210429 + Penalty 2792.196092 = -274366.014338 nChanged 436 SP:Iteration 3F (1126.841795 sec): 3 clusters Score: Raw -277588.379237 + Penalty 2792.196092 = -274796.183146 nChanged 463 SP:Iteration 4F (1126.904507 sec): 3 clusters Score: Raw -278010.027000 + Penalty 2792.196092 = -275217.830909 nChanged 404 SP:Iteration 5F (1126.945038 sec): 3 clusters Score: Raw -278346.347539 + Penalty 2792.196092 = -275554.151447 nChanged 300 SP:Iteration 6F (1126.994660 sec): 3 clusters Score: Raw -278600.636615 + Penalty 2792.196092 = -275808.440524 nChanged 232 SP:Iteration 7Q (1127.046201 sec): 3 clusters Score: Raw -278776.385442 + Penalty 2792.196092 = -275984.189350 nChanged 160 SP:Iteration 8Q (1127.101420 sec): 3 clusters Score: Raw -278859.188649 + Penalty 2792.196092 = -276066.992558 nChanged 91 SP:Iteration 9Q (1127.150409 sec): 3 clusters Score: Raw -278901.575020 + Penalty 2792.196092 = -276109.378928 nChanged 68 SP:Iteration 10Q (1127.212696 sec): 3 clusters Score: Raw -278933.062541 + Penalty 2792.196092 = -276140.866450 nChanged 55 SP:Iteration 11Q (1127.264609 sec): 3 clusters Score: Raw -278955.047596 + Penalty 2792.196092 = -276162.851504 nChanged 39 SP:Iteration 12Q (1127.307358 sec): 3 clusters Score: Raw -278972.444644 + Penalty 2792.196092 = -276180.248552 nChanged 39 SP:Iteration 13Q (1127.358403 sec): 3 clusters Score: Raw -278991.950138 + Penalty 2792.196092 = -276199.754047 nChanged 39 SP:Iteration 14Q (1127.418617 sec): 3 clusters Score: Raw -279017.330885 + Penalty 2792.196092 = -276225.134793 nChanged 32 SP:Iteration 15Q (1127.469491 sec): 3 clusters Score: Raw -279037.542286 + Penalty 2792.196092 = -276245.346195 nChanged 35 SP:Iteration 16Q (1127.529661 sec): 3 clusters Score: Raw -279059.408117 + Penalty 2792.196092 = -276267.212025 nChanged 39 SP:Iteration 17Q (1127.571994 sec): 3 clusters Score: Raw -279081.298587 + Penalty 2792.196092 = -276289.102496 nChanged 38 SP:Iteration 18Q (1127.621284 sec): 3 clusters Score: Raw -279098.177673 + Penalty 2792.196092 = -276305.981581 nChanged 25 SP:Iteration 19Q (1127.681594 sec): 3 clusters Score: Raw -279114.864549 + Penalty 2792.196092 = -276322.668457 nChanged 24 SP:Iteration 20F (1127.728093 sec): 3 clusters Score: Raw -279133.137697 + Penalty 2792.196092 = -276340.941606 nChanged 36 SP:Iteration 21Q (1127.794523 sec): 3 clusters Score: Raw -279150.279616 + Penalty 2792.196092 = -276358.083525 nChanged 25 SP:Iteration 22Q (1127.832980 sec): 3 clusters Score: Raw -279161.176343 + Penalty 2792.196092 = -276368.980251 nChanged 22 SP:Iteration 23Q (1127.887544 sec): 3 clusters Score: Raw -279171.986795 + Penalty 2792.196092 = -276379.790704 nChanged 26 SP:Iteration 24Q (1127.932277 sec): 3 clusters Score: Raw -279185.386151 + Penalty 2792.196092 = -276393.190060 nChanged 24 SP:Iteration 25Q (1127.984391 sec): 3 clusters Score: Raw -279195.472825 + Penalty 2792.196092 = -276403.276733 nChanged 21 SP:Iteration 26Q (1128.036739 sec): 3 clusters Score: Raw -279208.780174 + Penalty 2792.196092 = -276416.584082 nChanged 31 SP:Iteration 27Q (1128.085575 sec): 3 clusters Score: Raw -279226.576337 + Penalty 2792.196092 = -276434.380245 nChanged 25 SP:Iteration 28Q (1128.134098 sec): 3 clusters Score: Raw -279236.751573 + Penalty 2792.196092 = -276444.555482 nChanged 16 SP:Iteration 29Q (1128.184376 sec): 3 clusters Score: Raw -279246.259648 + Penalty 2792.196092 = -276454.063556 nChanged 22 SP:Iteration 30Q (1128.234915 sec): 3 clusters Score: Raw -279256.356805 + Penalty 2792.196092 = -276464.160713 nChanged 22 SP:Iteration 31Q (1128.297522 sec): 3 clusters Score: Raw -279263.908404 + Penalty 2792.196092 = -276471.712312 nChanged 7 SP:Iteration 32Q (1128.341036 sec): 3 clusters Score: Raw -279266.494185 + Penalty 2792.196092 = -276474.298093 nChanged 4 SP:Iteration 33Q (1128.394732 sec): 3 clusters Score: Raw -279268.270539 + Penalty 2792.196092 = -276476.074447 nChanged 5 SP:Iteration 34Q (1128.447975 sec): 3 clusters Score: Raw -279269.391380 + Penalty 2792.196092 = -276477.195289 nChanged 1 SP:Iteration 35Q (1128.493765 sec): 3 clusters Score: Raw -279269.679246 + Penalty 2792.196092 = -276477.483155 nChanged 1 SP:Iteration 36Q (1128.542568 sec): 3 clusters Score: Raw -279270.054366 + Penalty 2792.196092 = -276477.858275 nChanged 1 SP:Iteration 37Q (1128.601351 sec): 3 clusters Score: Raw -279270.361966 + Penalty 2792.196092 = -276478.165874 nChanged 2 SP:Iteration 38Q (1128.654050 sec): 3 clusters Score: Raw -279271.615259 + Penalty 2792.196092 = -276479.419168 nChanged 2 SP:Iteration 39Q (1128.709888 sec): 3 clusters Score: Raw -279272.612280 + Penalty 2792.196092 = -276480.416189 nChanged 3 SP:Iteration 40F (1128.752674 sec): 3 clusters Score: Raw -279273.789569 + Penalty 2792.196092 = -276481.593477 nChanged 4 SP:Iteration 41Q (1128.815843 sec): 3 clusters Score: Raw -279275.105445 + Penalty 2792.196092 = -276482.909354 nChanged 4 SP:Iteration 42Q (1128.855088 sec): 3 clusters Score: Raw -279276.113009 + Penalty 2792.196092 = -276483.916918 nChanged 4 SP:Iteration 43Q (1128.902527 sec): 3 clusters Score: Raw -279276.912412 + Penalty 2792.196092 = -276484.716320 nChanged 1 SP:Iteration 44Q (1128.962588 sec): 3 clusters Score: Raw -279276.991665 + Penalty 2792.196092 = -276484.795573 nChanged 1 SP:Iteration 45Q (1129.012308 sec): 3 clusters Score: Raw -279277.089036 + Penalty 2792.196092 = -276484.892944 nChanged 0 SP:Iteration 46F (1129.066270 sec): 3 clusters Score: Raw -279277.089036 + Penalty 2792.196092 = -276484.892944 nChanged 0 Trying to split cluster 7 (2738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1129.081522 sec): 2 clusters Score: Raw -110954.855063 + Penalty 1286.184738 = -109668.670325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1129.134323 sec): 3 clusters Score: Raw -109761.932016 + Penalty 2572.369477 = -107189.562539 nChanged 1042 SP:Iteration 1F (1129.186974 sec): 3 clusters Score: Raw -110681.066574 + Penalty 2572.369477 = -108108.697097 nChanged 290 SP:Iteration 2F (1129.227082 sec): 3 clusters Score: Raw -111046.034901 + Penalty 2572.369477 = -108473.665424 nChanged 211 SP:Iteration 3F (1129.277944 sec): 3 clusters Score: Raw -111281.958890 + Penalty 2572.369477 = -108709.589413 nChanged 154 SP:Iteration 4F (1129.327712 sec): 3 clusters Score: Raw -111438.569300 + Penalty 2572.369477 = -108866.199823 nChanged 129 SP:Iteration 5Q (1129.371169 sec): 3 clusters Score: Raw -111570.978692 + Penalty 2572.369477 = -108998.609215 nChanged 109 SP:Iteration 6Q (1129.417612 sec): 3 clusters Score: Raw -111692.727185 + Penalty 2572.369477 = -109120.357708 nChanged 96 SP:Iteration 7Q (1129.466848 sec): 3 clusters Score: Raw -111811.561785 + Penalty 2572.369477 = -109239.192308 nChanged 88 SP:Iteration 8Q (1129.511895 sec): 3 clusters Score: Raw -111933.719371 + Penalty 2572.369477 = -109361.349894 nChanged 80 SP:Iteration 9Q (1129.553782 sec): 3 clusters Score: Raw -112031.717521 + Penalty 2572.369477 = -109459.348044 nChanged 53 SP:Iteration 10Q (1129.595696 sec): 3 clusters Score: Raw -112090.095274 + Penalty 2572.369477 = -109517.725797 nChanged 59 SP:Iteration 11Q (1129.635652 sec): 3 clusters Score: Raw -112153.161719 + Penalty 2572.369477 = -109580.792242 nChanged 54 SP:Iteration 12Q (1129.681128 sec): 3 clusters Score: Raw -112212.316382 + Penalty 2572.369477 = -109639.946905 nChanged 42 SP:Iteration 13Q (1129.723737 sec): 3 clusters Score: Raw -112258.750655 + Penalty 2572.369477 = -109686.381178 nChanged 32 SP:Iteration 14Q (1129.764261 sec): 3 clusters Score: Raw -112281.846040 + Penalty 2572.369477 = -109709.476563 nChanged 18 SP:Iteration 15Q (1129.810552 sec): 3 clusters Score: Raw -112290.262009 + Penalty 2572.369477 = -109717.892532 nChanged 16 SP:Iteration 16Q (1129.864813 sec): 3 clusters Score: Raw -112297.593554 + Penalty 2572.369477 = -109725.224077 nChanged 11 SP:Iteration 17Q (1129.913445 sec): 3 clusters Score: Raw -112303.710387 + Penalty 2572.369477 = -109731.340910 nChanged 6 SP:Iteration 18Q (1129.955888 sec): 3 clusters Score: Raw -112305.585699 + Penalty 2572.369477 = -109733.216222 nChanged 5 SP:Iteration 19Q (1130.002385 sec): 3 clusters Score: Raw -112307.051749 + Penalty 2572.369477 = -109734.682272 nChanged 1 SP:Iteration 20F (1130.054301 sec): 3 clusters Score: Raw -112307.217238 + Penalty 2572.369477 = -109734.847761 nChanged 1 SP:Iteration 21Q (1130.102677 sec): 3 clusters Score: Raw -112307.505075 + Penalty 2572.369477 = -109735.135598 nChanged 0 SP:Iteration 22F (1130.147520 sec): 3 clusters Score: Raw -112307.505075 + Penalty 2572.369477 = -109735.135598 nChanged 0 Score: Raw -12085095.247656 + Penalty 96784.636220 = -11988310.611436 Splitting cluster 7 changes total score from -11988972.828768 to -11988310.611436 So it's not getting split. Trying to split cluster 8 (2474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1138.298531 sec): 2 clusters Score: Raw -132607.960203 + Penalty 1269.708627 = -131338.251575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1138.349754 sec): 3 clusters Score: Raw -131534.185582 + Penalty 2539.417255 = -128994.768327 nChanged 874 SP:Iteration 1F (1138.400384 sec): 3 clusters Score: Raw -132023.921369 + Penalty 2539.417255 = -129484.504114 nChanged 168 SP:Iteration 2F (1138.436281 sec): 3 clusters Score: Raw -132127.242859 + Penalty 2539.417255 = -129587.825604 nChanged 107 SP:Iteration 3Q (1138.481668 sec): 3 clusters Score: Raw -132180.294493 + Penalty 2539.417255 = -129640.877238 nChanged 78 SP:Iteration 4Q (1138.536148 sec): 3 clusters Score: Raw -132223.406462 + Penalty 2539.417255 = -129683.989208 nChanged 49 SP:Iteration 5Q (1138.578363 sec): 3 clusters Score: Raw -132252.590421 + Penalty 2539.417255 = -129713.173167 nChanged 51 SP:Iteration 6Q (1138.613548 sec): 3 clusters Score: Raw -132279.854754 + Penalty 2539.417255 = -129740.437499 nChanged 44 SP:Iteration 7Q (1138.656469 sec): 3 clusters Score: Raw -132304.374448 + Penalty 2539.417255 = -129764.957194 nChanged 45 SP:Iteration 8Q (1138.702700 sec): 3 clusters Score: Raw -132328.318093 + Penalty 2539.417255 = -129788.900838 nChanged 47 SP:Iteration 9Q (1138.744796 sec): 3 clusters Score: Raw -132351.028277 + Penalty 2539.417255 = -129811.611022 nChanged 49 SP:Iteration 10Q (1138.777449 sec): 3 clusters Score: Raw -132377.925238 + Penalty 2539.417255 = -129838.507983 nChanged 40 SP:Iteration 11Q (1138.820581 sec): 3 clusters Score: Raw -132400.872779 + Penalty 2539.417255 = -129861.455524 nChanged 43 SP:Iteration 12Q (1138.854436 sec): 3 clusters Score: Raw -132426.050904 + Penalty 2539.417255 = -129886.633649 nChanged 40 SP:Iteration 13Q (1138.886330 sec): 3 clusters Score: Raw -132451.684080 + Penalty 2539.417255 = -129912.266825 nChanged 52 SP:Iteration 14Q (1138.926167 sec): 3 clusters Score: Raw -132487.244374 + Penalty 2539.417255 = -129947.827120 nChanged 50 SP:Iteration 15Q (1138.969752 sec): 3 clusters Score: Raw -132522.927275 + Penalty 2539.417255 = -129983.510020 nChanged 43 SP:Iteration 16Q (1139.027015 sec): 3 clusters Score: Raw -132553.490251 + Penalty 2539.417255 = -130014.072996 nChanged 44 SP:Iteration 17Q (1139.063591 sec): 3 clusters Score: Raw -132585.899766 + Penalty 2539.417255 = -130046.482511 nChanged 32 SP:Iteration 18Q (1139.125914 sec): 3 clusters Score: Raw -132606.518942 + Penalty 2539.417255 = -130067.101687 nChanged 32 SP:Iteration 19Q (1139.164256 sec): 3 clusters Score: Raw -132625.831680 + Penalty 2539.417255 = -130086.414425 nChanged 27 SP:Iteration 20F (1139.213364 sec): 3 clusters Score: Raw -132641.702674 + Penalty 2539.417255 = -130102.285419 nChanged 26 SP:Iteration 21Q (1139.249776 sec): 3 clusters Score: Raw -132658.883052 + Penalty 2539.417255 = -130119.465798 nChanged 25 SP:Iteration 22Q (1139.312839 sec): 3 clusters Score: Raw -132677.424604 + Penalty 2539.417255 = -130138.007349 nChanged 23 SP:Iteration 23Q (1139.349500 sec): 3 clusters Score: Raw -132693.916764 + Penalty 2539.417255 = -130154.499509 nChanged 11 SP:Iteration 24Q (1139.399398 sec): 3 clusters Score: Raw -132700.960499 + Penalty 2539.417255 = -130161.543245 nChanged 10 SP:Iteration 25Q (1139.440340 sec): 3 clusters Score: Raw -132707.536901 + Penalty 2539.417255 = -130168.119647 nChanged 13 SP:Iteration 26Q (1139.478976 sec): 3 clusters Score: Raw -132719.838304 + Penalty 2539.417255 = -130180.421050 nChanged 16 SP:Iteration 27Q (1139.524223 sec): 3 clusters Score: Raw -132735.150966 + Penalty 2539.417255 = -130195.733711 nChanged 15 SP:Iteration 28Q (1139.561055 sec): 3 clusters Score: Raw -132748.810316 + Penalty 2539.417255 = -130209.393062 nChanged 12 SP:Iteration 29Q (1139.594420 sec): 3 clusters Score: Raw -132759.524042 + Penalty 2539.417255 = -130220.106787 nChanged 11 SP:Iteration 30Q (1139.642260 sec): 3 clusters Score: Raw -132766.652440 + Penalty 2539.417255 = -130227.235185 nChanged 8 SP:Iteration 31Q (1139.672721 sec): 3 clusters Score: Raw -132773.902370 + Penalty 2539.417255 = -130234.485115 nChanged 6 SP:Iteration 32Q (1139.723147 sec): 3 clusters Score: Raw -132778.411985 + Penalty 2539.417255 = -130238.994730 nChanged 4 SP:Iteration 33Q (1139.759827 sec): 3 clusters Score: Raw -132783.811853 + Penalty 2539.417255 = -130244.394598 nChanged 3 SP:Iteration 34Q (1139.801449 sec): 3 clusters Score: Raw -132786.236101 + Penalty 2539.417255 = -130246.818846 nChanged 2 SP:Iteration 35Q (1139.837880 sec): 3 clusters Score: Raw -132787.752896 + Penalty 2539.417255 = -130248.335641 nChanged 1 SP:Iteration 36Q (1139.875301 sec): 3 clusters Score: Raw -132788.227890 + Penalty 2539.417255 = -130248.810635 nChanged 2 SP:Iteration 37Q (1139.914294 sec): 3 clusters Score: Raw -132791.080898 + Penalty 2539.417255 = -130251.663643 nChanged 5 SP:Iteration 38Q (1139.954655 sec): 3 clusters Score: Raw -132796.328283 + Penalty 2539.417255 = -130256.911028 nChanged 7 SP:Iteration 39Q (1139.999820 sec): 3 clusters Score: Raw -132803.812022 + Penalty 2539.417255 = -130264.394767 nChanged 3 SP:Iteration 40F (1140.048946 sec): 3 clusters Score: Raw -132811.250546 + Penalty 2539.417255 = -130271.833292 nChanged 7 SP:Iteration 41Q (1140.089925 sec): 3 clusters Score: Raw -132815.831606 + Penalty 2539.417255 = -130276.414351 nChanged 2 SP:Iteration 42Q (1140.130315 sec): 3 clusters Score: Raw -132817.949304 + Penalty 2539.417255 = -130278.532049 nChanged 3 SP:Iteration 43Q (1140.181307 sec): 3 clusters Score: Raw -132820.939711 + Penalty 2539.417255 = -130281.522457 nChanged 2 SP:Iteration 44Q (1140.213596 sec): 3 clusters Score: Raw -132821.828739 + Penalty 2539.417255 = -130282.411484 nChanged 0 SP:Iteration 45F (1140.258087 sec): 3 clusters Score: Raw -132821.828739 + Penalty 2539.417255 = -130282.411484 nChanged 0 Trying to split cluster 9 (2586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1140.284986 sec): 2 clusters Score: Raw -138112.048260 + Penalty 1276.903478 = -136835.144781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1140.342463 sec): 3 clusters Score: Raw -136946.196393 + Penalty 2553.806957 = -134392.389436 nChanged 910 SP:Iteration 1F (1140.395548 sec): 3 clusters Score: Raw -137634.583873 + Penalty 2553.806957 = -135080.776917 nChanged 255 SP:Iteration 2F (1140.435759 sec): 3 clusters Score: Raw -137918.288170 + Penalty 2553.806957 = -135364.481213 nChanged 193 SP:Iteration 3F (1140.494730 sec): 3 clusters Score: Raw -138138.042578 + Penalty 2553.806957 = -135584.235622 nChanged 158 SP:Iteration 4F (1140.541431 sec): 3 clusters Score: Raw -138320.214848 + Penalty 2553.806957 = -135766.407891 nChanged 123 SP:Iteration 5Q (1140.582225 sec): 3 clusters Score: Raw -138475.930810 + Penalty 2553.806957 = -135922.123853 nChanged 129 SP:Iteration 6Q (1140.629141 sec): 3 clusters Score: Raw -138627.781871 + Penalty 2553.806957 = -136073.974914 nChanged 106 SP:Iteration 7Q (1140.665144 sec): 3 clusters Score: Raw -138729.058089 + Penalty 2553.806957 = -136175.251132 nChanged 96 SP:Iteration 8Q (1140.712140 sec): 3 clusters Score: Raw -138829.854955 + Penalty 2553.806957 = -136276.047998 nChanged 77 SP:Iteration 9Q (1140.755546 sec): 3 clusters Score: Raw -138914.048936 + Penalty 2553.806957 = -136360.241979 nChanged 65 SP:Iteration 10Q (1140.803614 sec): 3 clusters Score: Raw -138992.338312 + Penalty 2553.806957 = -136438.531355 nChanged 66 SP:Iteration 11Q (1140.832512 sec): 3 clusters Score: Raw -139080.461541 + Penalty 2553.806957 = -136526.654584 nChanged 61 SP:Iteration 12Q (1140.871089 sec): 3 clusters Score: Raw -139144.284874 + Penalty 2553.806957 = -136590.477917 nChanged 54 SP:Iteration 13Q (1140.910176 sec): 3 clusters Score: Raw -139185.124537 + Penalty 2553.806957 = -136631.317580 nChanged 33 SP:Iteration 14Q (1140.950453 sec): 3 clusters Score: Raw -139204.381758 + Penalty 2553.806957 = -136650.574801 nChanged 20 SP:Iteration 15Q (1140.992032 sec): 3 clusters Score: Raw -139216.970883 + Penalty 2553.806957 = -136663.163926 nChanged 12 SP:Iteration 16Q (1141.028201 sec): 3 clusters Score: Raw -139222.060294 + Penalty 2553.806957 = -136668.253337 nChanged 10 SP:Iteration 17Q (1141.076182 sec): 3 clusters Score: Raw -139227.098881 + Penalty 2553.806957 = -136673.291924 nChanged 11 SP:Iteration 18Q (1141.120597 sec): 3 clusters Score: Raw -139232.115146 + Penalty 2553.806957 = -136678.308189 nChanged 5 SP:Iteration 19Q (1141.174657 sec): 3 clusters Score: Raw -139234.269935 + Penalty 2553.806957 = -136680.462978 nChanged 6 SP:Iteration 20F (1141.221784 sec): 3 clusters Score: Raw -139237.467073 + Penalty 2553.806957 = -136683.660117 nChanged 6 SP:Iteration 21Q (1141.252329 sec): 3 clusters Score: Raw -139239.628675 + Penalty 2553.806957 = -136685.821718 nChanged 2 SP:Iteration 22Q (1141.302376 sec): 3 clusters Score: Raw -139240.223017 + Penalty 2553.806957 = -136686.416061 nChanged 4 SP:Iteration 23Q (1141.341250 sec): 3 clusters Score: Raw -139241.442649 + Penalty 2553.806957 = -136687.635692 nChanged 4 SP:Iteration 24Q (1141.383691 sec): 3 clusters Score: Raw -139242.741403 + Penalty 2553.806957 = -136688.934446 nChanged 5 SP:Iteration 25Q (1141.423219 sec): 3 clusters Score: Raw -139244.297721 + Penalty 2553.806957 = -136690.490765 nChanged 5 SP:Iteration 26Q (1141.465469 sec): 3 clusters Score: Raw -139245.878429 + Penalty 2553.806957 = -136692.071472 nChanged 5 SP:Iteration 27Q (1141.507873 sec): 3 clusters Score: Raw -139248.098966 + Penalty 2553.806957 = -136694.292009 nChanged 9 SP:Iteration 28Q (1141.550925 sec): 3 clusters Score: Raw -139253.120351 + Penalty 2553.806957 = -136699.313394 nChanged 15 SP:Iteration 29Q (1141.593077 sec): 3 clusters Score: Raw -139261.136501 + Penalty 2553.806957 = -136707.329544 nChanged 8 SP:Iteration 30Q (1141.648212 sec): 3 clusters Score: Raw -139265.723261 + Penalty 2553.806957 = -136711.916304 nChanged 8 SP:Iteration 31Q (1141.688949 sec): 3 clusters Score: Raw -139268.891368 + Penalty 2553.806957 = -136715.084411 nChanged 8 SP:Iteration 32Q (1141.727291 sec): 3 clusters Score: Raw -139271.972843 + Penalty 2553.806957 = -136718.165886 nChanged 10 SP:Iteration 33Q (1141.769967 sec): 3 clusters Score: Raw -139276.576211 + Penalty 2553.806957 = -136722.769254 nChanged 6 SP:Iteration 34Q (1141.814697 sec): 3 clusters Score: Raw -139279.196097 + Penalty 2553.806957 = -136725.389140 nChanged 7 SP:Iteration 35Q (1141.854690 sec): 3 clusters Score: Raw -139283.991373 + Penalty 2553.806957 = -136730.184416 nChanged 11 SP:Iteration 36Q (1141.903887 sec): 3 clusters Score: Raw -139290.227828 + Penalty 2553.806957 = -136736.420871 nChanged 14 SP:Iteration 37Q (1141.957398 sec): 3 clusters Score: Raw -139300.179051 + Penalty 2553.806957 = -136746.372094 nChanged 16 SP:Iteration 38Q (1142.016286 sec): 3 clusters Score: Raw -139309.378314 + Penalty 2553.806957 = -136755.571357 nChanged 17 SP:Iteration 39Q (1142.061049 sec): 3 clusters Score: Raw -139316.822364 + Penalty 2553.806957 = -136763.015407 nChanged 10 SP:Iteration 40F (1142.099312 sec): 3 clusters Score: Raw -139321.349222 + Penalty 2553.806957 = -136767.542265 nChanged 9 SP:Iteration 41Q (1142.141593 sec): 3 clusters Score: Raw -139325.824572 + Penalty 2553.806957 = -136772.017615 nChanged 7 SP:Iteration 42Q (1142.175373 sec): 3 clusters Score: Raw -139329.616611 + Penalty 2553.806957 = -136775.809655 nChanged 9 SP:Iteration 43Q (1142.216395 sec): 3 clusters Score: Raw -139334.658489 + Penalty 2553.806957 = -136780.851532 nChanged 12 SP:Iteration 44Q (1142.263240 sec): 3 clusters Score: Raw -139341.971046 + Penalty 2553.806957 = -136788.164089 nChanged 17 SP:Iteration 45Q (1142.309604 sec): 3 clusters Score: Raw -139352.555657 + Penalty 2553.806957 = -136798.748700 nChanged 22 SP:Iteration 46Q (1142.359719 sec): 3 clusters Score: Raw -139368.324860 + Penalty 2553.806957 = -136814.517903 nChanged 23 SP:Iteration 47Q (1142.407346 sec): 3 clusters Score: Raw -139384.400909 + Penalty 2553.806957 = -136830.593952 nChanged 19 SP:Iteration 48Q (1142.439848 sec): 3 clusters Score: Raw -139401.270982 + Penalty 2553.806957 = -136847.464025 nChanged 28 SP:Iteration 49Q (1142.486148 sec): 3 clusters Score: Raw -139432.008980 + Penalty 2553.806957 = -136878.202023 nChanged 33 SP:Iteration 50Q (1142.540438 sec): 3 clusters Score: Raw -139490.169433 + Penalty 2553.806957 = -136936.362476 nChanged 48 SP:Iteration 51Q (1142.582539 sec): 3 clusters Score: Raw -139604.114692 + Penalty 2553.806957 = -137050.307735 nChanged 38 SP:Iteration 52Q (1142.618519 sec): 3 clusters Score: Raw -139698.561301 + Penalty 2553.806957 = -137144.754345 nChanged 27 SP:Iteration 53Q (1142.655508 sec): 3 clusters Score: Raw -139736.007821 + Penalty 2553.806957 = -137182.200864 nChanged 17 SP:Iteration 54Q (1142.692659 sec): 3 clusters Score: Raw -139753.503994 + Penalty 2553.806957 = -137199.697037 nChanged 11 SP:Iteration 55Q (1142.737550 sec): 3 clusters Score: Raw -139765.342092 + Penalty 2553.806957 = -137211.535136 nChanged 9 SP:Iteration 56Q (1142.780270 sec): 3 clusters Score: Raw -139773.822199 + Penalty 2553.806957 = -137220.015242 nChanged 10 SP:Iteration 57Q (1142.830034 sec): 3 clusters Score: Raw -139781.220026 + Penalty 2553.806957 = -137227.413069 nChanged 6 SP:Iteration 58Q (1142.876939 sec): 3 clusters Score: Raw -139784.361003 + Penalty 2553.806957 = -137230.554047 nChanged 2 SP:Iteration 59Q (1142.934386 sec): 3 clusters Score: Raw -139784.883252 + Penalty 2553.806957 = -137231.076295 nChanged 0 SP:Iteration 60F (1142.972901 sec): 3 clusters Score: Raw -139784.883252 + Penalty 2553.806957 = -137231.076295 nChanged 0 Score: Raw -12085415.432637 + Penalty 96784.636220 = -11988630.796417 Splitting cluster 9 changes total score from -11988972.828768 to -11988630.796417 So it's not getting split. Trying to split cluster 10 (25445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1150.706145 sec): 2 clusters Score: Raw -1359971.808892 + Penalty 1648.444613 = -1358323.364280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1150.791468 sec): 3 clusters Score: Raw -1344465.217316 + Penalty 3296.889225 = -1341168.328091 nChanged 11698 SP:Iteration 1F (1150.874151 sec): 3 clusters Score: Raw -1351170.662357 + Penalty 3296.889225 = -1347873.773132 nChanged 1366 SP:Iteration 2F (1150.955815 sec): 3 clusters Score: Raw -1351759.474518 + Penalty 3296.889225 = -1348462.585293 nChanged 1343 SP:Iteration 3F (1151.045433 sec): 3 clusters Score: Raw -1352328.521098 + Penalty 3296.889225 = -1349031.631872 nChanged 1291 SP:Iteration 4F (1151.122684 sec): 3 clusters Score: Raw -1352926.621041 + Penalty 3296.889225 = -1349629.731816 nChanged 1266 SP:Iteration 5Q (1151.211820 sec): 3 clusters Score: Raw -1353494.100365 + Penalty 3296.889225 = -1350197.211140 nChanged 1226 SP:Iteration 6Q (1151.294970 sec): 3 clusters Score: Raw -1354001.603337 + Penalty 3296.889225 = -1350704.714112 nChanged 1065 SP:Iteration 7Q (1151.375182 sec): 3 clusters Score: Raw -1354397.623918 + Penalty 3296.889225 = -1351100.734693 nChanged 946 SP:Iteration 8Q (1151.457651 sec): 3 clusters Score: Raw -1354723.993360 + Penalty 3296.889225 = -1351427.104135 nChanged 843 SP:Iteration 9Q (1151.550285 sec): 3 clusters Score: Raw -1354992.057693 + Penalty 3296.889225 = -1351695.168468 nChanged 714 SP:Iteration 10Q (1151.631448 sec): 3 clusters Score: Raw -1355175.998073 + Penalty 3296.889225 = -1351879.108848 nChanged 578 SP:Iteration 11Q (1151.723058 sec): 3 clusters Score: Raw -1355314.984318 + Penalty 3296.889225 = -1352018.095093 nChanged 525 SP:Iteration 12Q (1151.811518 sec): 3 clusters Score: Raw -1355446.179461 + Penalty 3296.889225 = -1352149.290235 nChanged 476 SP:Iteration 13Q (1151.890632 sec): 3 clusters Score: Raw -1355572.123935 + Penalty 3296.889225 = -1352275.234710 nChanged 474 SP:Iteration 14Q (1151.984269 sec): 3 clusters Score: Raw -1355699.183424 + Penalty 3296.889225 = -1352402.294198 nChanged 474 SP:Iteration 15Q (1152.064284 sec): 3 clusters Score: Raw -1355825.451716 + Penalty 3296.889225 = -1352528.562491 nChanged 476 SP:Iteration 16Q (1152.153151 sec): 3 clusters Score: Raw -1355954.256303 + Penalty 3296.889225 = -1352657.367078 nChanged 502 SP:Iteration 17Q (1152.240634 sec): 3 clusters Score: Raw -1356096.428476 + Penalty 3296.889225 = -1352799.539251 nChanged 507 SP:Iteration 18Q (1152.323696 sec): 3 clusters Score: Raw -1356241.567789 + Penalty 3296.889225 = -1352944.678564 nChanged 526 SP:Iteration 19Q (1152.417049 sec): 3 clusters Score: Raw -1356404.727790 + Penalty 3296.889225 = -1353107.838565 nChanged 581 SP:Iteration 20F (1152.491396 sec): 3 clusters Score: Raw -1356598.009708 + Penalty 3296.889225 = -1353301.120483 nChanged 584 SP:Iteration 21Q (1152.568911 sec): 3 clusters Score: Raw -1356791.637928 + Penalty 3296.889225 = -1353494.748703 nChanged 583 SP:Iteration 22Q (1152.647547 sec): 3 clusters Score: Raw -1356990.053316 + Penalty 3296.889225 = -1353693.164090 nChanged 594 SP:Iteration 23Q (1152.725776 sec): 3 clusters Score: Raw -1357167.055509 + Penalty 3296.889225 = -1353870.166284 nChanged 508 SP:Iteration 24Q (1152.803680 sec): 3 clusters Score: Raw -1357309.330973 + Penalty 3296.889225 = -1354012.441748 nChanged 458 SP:Iteration 25Q (1152.879104 sec): 3 clusters Score: Raw -1357431.213009 + Penalty 3296.889225 = -1354134.323784 nChanged 410 SP:Iteration 26Q (1152.968357 sec): 3 clusters Score: Raw -1357537.452452 + Penalty 3296.889225 = -1354240.563227 nChanged 376 SP:Iteration 27Q (1153.056975 sec): 3 clusters Score: Raw -1357626.335397 + Penalty 3296.889225 = -1354329.446172 nChanged 321 SP:Iteration 28Q (1153.147259 sec): 3 clusters Score: Raw -1357700.893844 + Penalty 3296.889225 = -1354404.004619 nChanged 301 SP:Iteration 29Q (1153.234854 sec): 3 clusters Score: Raw -1357769.939353 + Penalty 3296.889225 = -1354473.050128 nChanged 290 SP:Iteration 30Q (1153.307718 sec): 3 clusters Score: Raw -1357831.463459 + Penalty 3296.889225 = -1354534.574234 nChanged 264 SP:Iteration 31Q (1153.396720 sec): 3 clusters Score: Raw -1357885.327870 + Penalty 3296.889225 = -1354588.438645 nChanged 258 SP:Iteration 32Q (1153.481013 sec): 3 clusters Score: Raw -1357941.648140 + Penalty 3296.889225 = -1354644.758915 nChanged 279 SP:Iteration 33Q (1153.564906 sec): 3 clusters Score: Raw -1358006.021996 + Penalty 3296.889225 = -1354709.132771 nChanged 281 SP:Iteration 34Q (1153.642933 sec): 3 clusters Score: Raw -1358066.843026 + Penalty 3296.889225 = -1354769.953800 nChanged 241 SP:Iteration 35Q (1153.726550 sec): 3 clusters Score: Raw -1358118.645197 + Penalty 3296.889225 = -1354821.755972 nChanged 223 SP:Iteration 36Q (1153.802136 sec): 3 clusters Score: Raw -1358164.594925 + Penalty 3296.889225 = -1354867.705700 nChanged 204 SP:Iteration 37Q (1153.884338 sec): 3 clusters Score: Raw -1358207.950434 + Penalty 3296.889225 = -1354911.061209 nChanged 192 SP:Iteration 38Q (1153.963314 sec): 3 clusters Score: Raw -1358247.309223 + Penalty 3296.889225 = -1354950.419997 nChanged 221 SP:Iteration 39Q (1154.049289 sec): 3 clusters Score: Raw -1358295.197409 + Penalty 3296.889225 = -1354998.308184 nChanged 226 SP:Iteration 40F (1154.130963 sec): 3 clusters Score: Raw -1358346.167690 + Penalty 3296.889225 = -1355049.278465 nChanged 238 SP:Iteration 41Q (1154.223036 sec): 3 clusters Score: Raw -1358402.772534 + Penalty 3296.889225 = -1355105.883309 nChanged 249 SP:Iteration 42Q (1154.303601 sec): 3 clusters Score: Raw -1358471.437453 + Penalty 3296.889225 = -1355174.548228 nChanged 277 SP:Iteration 43Q (1154.389385 sec): 3 clusters Score: Raw -1358557.093209 + Penalty 3296.889225 = -1355260.203983 nChanged 316 SP:Iteration 44Q (1154.463839 sec): 3 clusters Score: Raw -1358653.042907 + Penalty 3296.889225 = -1355356.153682 nChanged 314 SP:Iteration 45Q (1154.550239 sec): 3 clusters Score: Raw -1358757.437200 + Penalty 3296.889225 = -1355460.547975 nChanged 316 SP:Iteration 46Q (1154.627266 sec): 3 clusters Score: Raw -1358856.920703 + Penalty 3296.889225 = -1355560.031477 nChanged 335 SP:Iteration 47Q (1154.702774 sec): 3 clusters Score: Raw -1358973.841591 + Penalty 3296.889225 = -1355676.952366 nChanged 303 SP:Iteration 48Q (1154.783449 sec): 3 clusters Score: Raw -1359078.626871 + Penalty 3296.889225 = -1355781.737646 nChanged 315 SP:Iteration 49Q (1154.861387 sec): 3 clusters Score: Raw -1359206.904270 + Penalty 3296.889225 = -1355910.015045 nChanged 329 SP:Iteration 50Q (1154.938209 sec): 3 clusters Score: Raw -1359368.062088 + Penalty 3296.889225 = -1356071.172862 nChanged 336 SP:Iteration 51Q (1155.016405 sec): 3 clusters Score: Raw -1359541.922727 + Penalty 3296.889225 = -1356245.033502 nChanged 343 SP:Iteration 52Q (1155.091598 sec): 3 clusters Score: Raw -1359727.396593 + Penalty 3296.889225 = -1356430.507368 nChanged 332 SP:Iteration 53Q (1155.176203 sec): 3 clusters Score: Raw -1359908.898437 + Penalty 3296.889225 = -1356612.009212 nChanged 303 SP:Iteration 54Q (1155.245157 sec): 3 clusters Score: Raw -1360100.231429 + Penalty 3296.889225 = -1356803.342204 nChanged 255 SP:Iteration 55Q (1155.322669 sec): 3 clusters Score: Raw -1360247.133158 + Penalty 3296.889225 = -1356950.243933 nChanged 201 SP:Iteration 56Q (1155.404688 sec): 3 clusters Score: Raw -1360370.509880 + Penalty 3296.889225 = -1357073.620655 nChanged 155 SP:Iteration 57Q (1155.483799 sec): 3 clusters Score: Raw -1360448.250115 + Penalty 3296.889225 = -1357151.360890 nChanged 117 SP:Iteration 58Q (1155.560038 sec): 3 clusters Score: Raw -1360502.342748 + Penalty 3296.889225 = -1357205.453522 nChanged 104 SP:Iteration 59Q (1155.638179 sec): 3 clusters Score: Raw -1360542.235467 + Penalty 3296.889225 = -1357245.346241 nChanged 68 SP:Iteration 60F (1155.718141 sec): 3 clusters Score: Raw -1360567.364736 + Penalty 3296.889225 = -1357270.475511 nChanged 64 SP:Iteration 61Q (1155.801834 sec): 3 clusters Score: Raw -1360591.410947 + Penalty 3296.889225 = -1357294.521722 nChanged 46 SP:Iteration 62Q (1155.867764 sec): 3 clusters Score: Raw -1360605.318788 + Penalty 3296.889225 = -1357308.429563 nChanged 27 SP:Iteration 63Q (1155.940375 sec): 3 clusters Score: Raw -1360613.738139 + Penalty 3296.889225 = -1357316.848914 nChanged 22 SP:Iteration 64Q (1156.017908 sec): 3 clusters Score: Raw -1360621.529768 + Penalty 3296.889225 = -1357324.640543 nChanged 24 SP:Iteration 65Q (1156.085471 sec): 3 clusters Score: Raw -1360630.344975 + Penalty 3296.889225 = -1357333.455750 nChanged 20 SP:Iteration 66Q (1156.159114 sec): 3 clusters Score: Raw -1360635.286987 + Penalty 3296.889225 = -1357338.397762 nChanged 9 SP:Iteration 67Q (1156.236998 sec): 3 clusters Score: Raw -1360637.837503 + Penalty 3296.889225 = -1357340.948278 nChanged 13 SP:Iteration 68Q (1156.306614 sec): 3 clusters Score: Raw -1360642.092519 + Penalty 3296.889225 = -1357345.203294 nChanged 15 SP:Iteration 69Q (1156.381302 sec): 3 clusters Score: Raw -1360648.838244 + Penalty 3296.889225 = -1357351.949019 nChanged 11 SP:Iteration 70Q (1156.460913 sec): 3 clusters Score: Raw -1360652.173915 + Penalty 3296.889225 = -1357355.284690 nChanged 5 SP:Iteration 71Q (1156.534237 sec): 3 clusters Score: Raw -1360653.421664 + Penalty 3296.889225 = -1357356.532439 nChanged 6 SP:Iteration 72Q (1156.602341 sec): 3 clusters Score: Raw -1360654.841090 + Penalty 3296.889225 = -1357357.951865 nChanged 3 SP:Iteration 73Q (1156.670394 sec): 3 clusters Score: Raw -1360655.436697 + Penalty 3296.889225 = -1357358.547472 nChanged 3 SP:Iteration 74Q (1156.753444 sec): 3 clusters Score: Raw -1360656.390038 + Penalty 3296.889225 = -1357359.500813 nChanged 4 SP:Iteration 75Q (1156.817004 sec): 3 clusters Score: Raw -1360657.073720 + Penalty 3296.889225 = -1357360.184495 nChanged 5 SP:Iteration 76Q (1156.889668 sec): 3 clusters Score: Raw -1360658.081663 + Penalty 3296.889225 = -1357361.192438 nChanged 4 SP:Iteration 77Q (1156.962148 sec): 3 clusters Score: Raw -1360658.890452 + Penalty 3296.889225 = -1357362.001226 nChanged 3 SP:Iteration 78Q (1157.038350 sec): 3 clusters Score: Raw -1360659.747100 + Penalty 3296.889225 = -1357362.857875 nChanged 4 SP:Iteration 79Q (1157.122931 sec): 3 clusters Score: Raw -1360660.764072 + Penalty 3296.889225 = -1357363.874847 nChanged 6 SP:Iteration 80F (1157.201464 sec): 3 clusters Score: Raw -1360661.825717 + Penalty 3296.889225 = -1357364.936492 nChanged 2 SP:Iteration 81Q (1157.275200 sec): 3 clusters Score: Raw -1360662.056856 + Penalty 3296.889225 = -1357365.167631 nChanged 1 SP:Iteration 82Q (1157.347013 sec): 3 clusters Score: Raw -1360662.486792 + Penalty 3296.889225 = -1357365.597567 nChanged 1 SP:Iteration 83Q (1157.429401 sec): 3 clusters Score: Raw -1360662.684148 + Penalty 3296.889225 = -1357365.794923 nChanged 1 SP:Iteration 84Q (1157.497619 sec): 3 clusters Score: Raw -1360663.107533 + Penalty 3296.889225 = -1357366.218307 nChanged 2 SP:Iteration 85Q (1157.566718 sec): 3 clusters Score: Raw -1360664.076553 + Penalty 3296.889225 = -1357367.187328 nChanged 2 SP:Iteration 86Q (1157.642352 sec): 3 clusters Score: Raw -1360664.321293 + Penalty 3296.889225 = -1357367.432068 nChanged 1 SP:Iteration 87Q (1157.707975 sec): 3 clusters Score: Raw -1360664.504810 + Penalty 3296.889225 = -1357367.615585 nChanged 0 SP:Iteration 88F (1157.790596 sec): 3 clusters Score: Raw -1360664.504810 + Penalty 3296.889225 = -1357367.615585 nChanged 0 Trying to split cluster 11 (29941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1157.854801 sec): 2 clusters Score: Raw -1573379.343294 + Penalty 1674.884909 = -1571704.458385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1157.943544 sec): 3 clusters Score: Raw -1554894.835862 + Penalty 3349.769819 = -1551545.066043 nChanged 13839 SP:Iteration 1F (1158.030484 sec): 3 clusters Score: Raw -1562888.918456 + Penalty 3349.769819 = -1559539.148637 nChanged 1610 SP:Iteration 2F (1158.110779 sec): 3 clusters Score: Raw -1563742.055540 + Penalty 3349.769819 = -1560392.285721 nChanged 1770 SP:Iteration 3F (1158.204210 sec): 3 clusters Score: Raw -1564994.343729 + Penalty 3349.769819 = -1561644.573910 nChanged 2162 SP:Iteration 4F (1158.294591 sec): 3 clusters Score: Raw -1566855.497521 + Penalty 3349.769819 = -1563505.727703 nChanged 2415 SP:Iteration 5F (1158.388549 sec): 3 clusters Score: Raw -1569082.050254 + Penalty 3349.769819 = -1565732.280436 nChanged 2346 SP:Iteration 6F (1158.476536 sec): 3 clusters Score: Raw -1571057.095970 + Penalty 3349.769819 = -1567707.326152 nChanged 1913 SP:Iteration 7F (1158.557065 sec): 3 clusters Score: Raw -1572210.211989 + Penalty 3349.769819 = -1568860.442170 nChanged 1305 SP:Iteration 8Q (1158.650954 sec): 3 clusters Score: Raw -1572755.793521 + Penalty 3349.769819 = -1569406.023702 nChanged 913 SP:Iteration 9Q (1158.739747 sec): 3 clusters Score: Raw -1573046.416364 + Penalty 3349.769819 = -1569696.646545 nChanged 638 SP:Iteration 10Q (1158.836505 sec): 3 clusters Score: Raw -1573189.663632 + Penalty 3349.769819 = -1569839.893813 nChanged 417 SP:Iteration 11Q (1158.912236 sec): 3 clusters Score: Raw -1573259.797000 + Penalty 3349.769819 = -1569910.027181 nChanged 286 SP:Iteration 12Q (1159.009862 sec): 3 clusters Score: Raw -1573299.226914 + Penalty 3349.769819 = -1569949.457096 nChanged 231 SP:Iteration 13Q (1159.093583 sec): 3 clusters Score: Raw -1573325.432721 + Penalty 3349.769819 = -1569975.662902 nChanged 162 SP:Iteration 14Q (1159.184355 sec): 3 clusters Score: Raw -1573339.373306 + Penalty 3349.769819 = -1569989.603487 nChanged 118 SP:Iteration 15Q (1159.274886 sec): 3 clusters Score: Raw -1573346.747289 + Penalty 3349.769819 = -1569996.977471 nChanged 85 SP:Iteration 16Q (1159.372108 sec): 3 clusters Score: Raw -1573352.290532 + Penalty 3349.769819 = -1570002.520713 nChanged 70 SP:Iteration 17Q (1159.464237 sec): 3 clusters Score: Raw -1573355.961332 + Penalty 3349.769819 = -1570006.191513 nChanged 49 SP:Iteration 18Q (1159.555495 sec): 3 clusters Score: Raw -1573358.352623 + Penalty 3349.769819 = -1570008.582804 nChanged 32 SP:Iteration 19Q (1159.654314 sec): 3 clusters Score: Raw -1573359.873188 + Penalty 3349.769819 = -1570010.103370 nChanged 30 SP:Iteration 20F (1159.738875 sec): 3 clusters Score: Raw -1573361.022054 + Penalty 3349.769819 = -1570011.252235 nChanged 23 SP:Iteration 21Q (1159.834292 sec): 3 clusters Score: Raw -1573362.037098 + Penalty 3349.769819 = -1570012.267279 nChanged 26 SP:Iteration 22Q (1159.930109 sec): 3 clusters Score: Raw -1573363.174233 + Penalty 3349.769819 = -1570013.404414 nChanged 20 SP:Iteration 23Q (1160.017542 sec): 3 clusters Score: Raw -1573364.008719 + Penalty 3349.769819 = -1570014.238900 nChanged 16 SP:Iteration 24Q (1160.114445 sec): 3 clusters Score: Raw -1573364.517934 + Penalty 3349.769819 = -1570014.748115 nChanged 21 SP:Iteration 25Q (1160.198203 sec): 3 clusters Score: Raw -1573365.227392 + Penalty 3349.769819 = -1570015.457573 nChanged 20 SP:Iteration 26Q (1160.293362 sec): 3 clusters Score: Raw -1573365.995978 + Penalty 3349.769819 = -1570016.226160 nChanged 24 SP:Iteration 27Q (1160.387331 sec): 3 clusters Score: Raw -1573367.056725 + Penalty 3349.769819 = -1570017.286906 nChanged 23 SP:Iteration 28Q (1160.474434 sec): 3 clusters Score: Raw -1573368.316640 + Penalty 3349.769819 = -1570018.546821 nChanged 24 SP:Iteration 29Q (1160.555928 sec): 3 clusters Score: Raw -1573369.471658 + Penalty 3349.769819 = -1570019.701839 nChanged 30 SP:Iteration 30Q (1160.652004 sec): 3 clusters Score: Raw -1573370.600739 + Penalty 3349.769819 = -1570020.830921 nChanged 23 SP:Iteration 31Q (1160.742001 sec): 3 clusters Score: Raw -1573371.462437 + Penalty 3349.769819 = -1570021.692618 nChanged 16 SP:Iteration 32Q (1160.830736 sec): 3 clusters Score: Raw -1573371.955029 + Penalty 3349.769819 = -1570022.185210 nChanged 16 SP:Iteration 33Q (1160.918208 sec): 3 clusters Score: Raw -1573372.505068 + Penalty 3349.769819 = -1570022.735249 nChanged 16 SP:Iteration 34Q (1161.006955 sec): 3 clusters Score: Raw -1573373.065721 + Penalty 3349.769819 = -1570023.295902 nChanged 13 SP:Iteration 35Q (1161.110393 sec): 3 clusters Score: Raw -1573373.457128 + Penalty 3349.769819 = -1570023.687310 nChanged 15 SP:Iteration 36Q (1161.183131 sec): 3 clusters Score: Raw -1573373.925922 + Penalty 3349.769819 = -1570024.156104 nChanged 13 SP:Iteration 37Q (1161.271676 sec): 3 clusters Score: Raw -1573374.373929 + Penalty 3349.769819 = -1570024.604110 nChanged 15 SP:Iteration 38Q (1161.357257 sec): 3 clusters Score: Raw -1573374.948636 + Penalty 3349.769819 = -1570025.178817 nChanged 20 SP:Iteration 39Q (1161.455645 sec): 3 clusters Score: Raw -1573375.625581 + Penalty 3349.769819 = -1570025.855762 nChanged 22 SP:Iteration 40F (1161.544130 sec): 3 clusters Score: Raw -1573376.329175 + Penalty 3349.769819 = -1570026.559357 nChanged 19 SP:Iteration 41Q (1161.639428 sec): 3 clusters Score: Raw -1573377.059614 + Penalty 3349.769819 = -1570027.289795 nChanged 16 SP:Iteration 42Q (1161.723846 sec): 3 clusters Score: Raw -1573377.605450 + Penalty 3349.769819 = -1570027.835631 nChanged 19 SP:Iteration 43Q (1161.822916 sec): 3 clusters Score: Raw -1573378.467875 + Penalty 3349.769819 = -1570028.698056 nChanged 20 SP:Iteration 44Q (1161.905931 sec): 3 clusters Score: Raw -1573379.301953 + Penalty 3349.769819 = -1570029.532135 nChanged 15 SP:Iteration 45Q (1162.009426 sec): 3 clusters Score: Raw -1573379.863798 + Penalty 3349.769819 = -1570030.093979 nChanged 19 SP:Iteration 46Q (1162.098197 sec): 3 clusters Score: Raw -1573380.622254 + Penalty 3349.769819 = -1570030.852435 nChanged 23 SP:Iteration 47Q (1162.179075 sec): 3 clusters Score: Raw -1573381.442070 + Penalty 3349.769819 = -1570031.672252 nChanged 21 SP:Iteration 48Q (1162.270874 sec): 3 clusters Score: Raw -1573382.265696 + Penalty 3349.769819 = -1570032.495877 nChanged 20 SP:Iteration 49Q (1162.375873 sec): 3 clusters Score: Raw -1573383.373933 + Penalty 3349.769819 = -1570033.604115 nChanged 26 SP:Iteration 50Q (1162.462927 sec): 3 clusters Score: Raw -1573384.479008 + Penalty 3349.769819 = -1570034.709190 nChanged 26 SP:Iteration 51Q (1162.544395 sec): 3 clusters Score: Raw -1573385.566990 + Penalty 3349.769819 = -1570035.797172 nChanged 22 SP:Iteration 52Q (1162.644604 sec): 3 clusters Score: Raw -1573386.484359 + Penalty 3349.769819 = -1570036.714540 nChanged 27 SP:Iteration 53Q (1162.728396 sec): 3 clusters Score: Raw -1573387.728552 + Penalty 3349.769819 = -1570037.958734 nChanged 28 SP:Iteration 54Q (1162.817768 sec): 3 clusters Score: Raw -1573389.070642 + Penalty 3349.769819 = -1570039.300823 nChanged 28 SP:Iteration 55Q (1162.919946 sec): 3 clusters Score: Raw -1573390.490109 + Penalty 3349.769819 = -1570040.720290 nChanged 18 SP:Iteration 56Q (1163.012967 sec): 3 clusters Score: Raw -1573391.318736 + Penalty 3349.769819 = -1570041.548917 nChanged 19 SP:Iteration 57Q (1163.100042 sec): 3 clusters Score: Raw -1573392.133065 + Penalty 3349.769819 = -1570042.363246 nChanged 15 SP:Iteration 58Q (1163.193535 sec): 3 clusters Score: Raw -1573392.788727 + Penalty 3349.769819 = -1570043.018908 nChanged 16 SP:Iteration 59Q (1163.282852 sec): 3 clusters Score: Raw -1573393.301646 + Penalty 3349.769819 = -1570043.531827 nChanged 16 SP:Iteration 60F (1163.376273 sec): 3 clusters Score: Raw -1573393.993314 + Penalty 3349.769819 = -1570044.223496 nChanged 22 SP:Iteration 61Q (1163.458565 sec): 3 clusters Score: Raw -1573394.825909 + Penalty 3349.769819 = -1570045.056090 nChanged 24 SP:Iteration 62Q (1163.547816 sec): 3 clusters Score: Raw -1573395.825566 + Penalty 3349.769819 = -1570046.055747 nChanged 22 SP:Iteration 63Q (1163.648306 sec): 3 clusters Score: Raw -1573396.632389 + Penalty 3349.769819 = -1570046.862570 nChanged 20 SP:Iteration 64Q (1163.739550 sec): 3 clusters Score: Raw -1573397.402734 + Penalty 3349.769819 = -1570047.632915 nChanged 23 SP:Iteration 65Q (1163.837228 sec): 3 clusters Score: Raw -1573398.410630 + Penalty 3349.769819 = -1570048.640811 nChanged 25 SP:Iteration 66Q (1163.929316 sec): 3 clusters Score: Raw -1573399.598871 + Penalty 3349.769819 = -1570049.829052 nChanged 28 SP:Iteration 67Q (1164.017652 sec): 3 clusters Score: Raw -1573400.808674 + Penalty 3349.769819 = -1570051.038856 nChanged 26 SP:Iteration 68Q (1164.105927 sec): 3 clusters Score: Raw -1573401.875794 + Penalty 3349.769819 = -1570052.105975 nChanged 29 SP:Iteration 69Q (1164.194702 sec): 3 clusters Score: Raw -1573403.252232 + Penalty 3349.769819 = -1570053.482413 nChanged 30 SP:Iteration 70Q (1164.284354 sec): 3 clusters Score: Raw -1573404.562535 + Penalty 3349.769819 = -1570054.792717 nChanged 26 SP:Iteration 71Q (1164.368865 sec): 3 clusters Score: Raw -1573405.698188 + Penalty 3349.769819 = -1570055.928369 nChanged 27 SP:Iteration 72Q (1164.451959 sec): 3 clusters Score: Raw -1573406.610222 + Penalty 3349.769819 = -1570056.840403 nChanged 22 SP:Iteration 73Q (1164.546749 sec): 3 clusters Score: Raw -1573407.626172 + Penalty 3349.769819 = -1570057.856353 nChanged 28 SP:Iteration 74Q (1164.641477 sec): 3 clusters Score: Raw -1573409.006395 + Penalty 3349.769819 = -1570059.236576 nChanged 31 SP:Iteration 75Q (1164.733312 sec): 3 clusters Score: Raw -1573410.463185 + Penalty 3349.769819 = -1570060.693366 nChanged 34 SP:Iteration 76Q (1164.833106 sec): 3 clusters Score: Raw -1573412.144438 + Penalty 3349.769819 = -1570062.374619 nChanged 38 SP:Iteration 77Q (1164.921193 sec): 3 clusters Score: Raw -1573413.992126 + Penalty 3349.769819 = -1570064.222307 nChanged 31 SP:Iteration 78Q (1165.002107 sec): 3 clusters Score: Raw -1573415.230432 + Penalty 3349.769819 = -1570065.460613 nChanged 24 SP:Iteration 79Q (1165.100957 sec): 3 clusters Score: Raw -1573416.572541 + Penalty 3349.769819 = -1570066.802723 nChanged 25 SP:Iteration 80F (1165.190720 sec): 3 clusters Score: Raw -1573418.023763 + Penalty 3349.769819 = -1570068.253945 nChanged 36 SP:Iteration 81Q (1165.283271 sec): 3 clusters Score: Raw -1573419.836064 + Penalty 3349.769819 = -1570070.066245 nChanged 35 SP:Iteration 82Q (1165.383112 sec): 3 clusters Score: Raw -1573421.472923 + Penalty 3349.769819 = -1570071.703104 nChanged 36 SP:Iteration 83Q (1165.478783 sec): 3 clusters Score: Raw -1573423.191700 + Penalty 3349.769819 = -1570073.421881 nChanged 32 SP:Iteration 84Q (1165.565746 sec): 3 clusters Score: Raw -1573424.641283 + Penalty 3349.769819 = -1570074.871464 nChanged 35 SP:Iteration 85Q (1165.652547 sec): 3 clusters Score: Raw -1573426.024710 + Penalty 3349.769819 = -1570076.254891 nChanged 33 SP:Iteration 86Q (1165.740909 sec): 3 clusters Score: Raw -1573427.768786 + Penalty 3349.769819 = -1570077.998967 nChanged 41 SP:Iteration 87Q (1165.839384 sec): 3 clusters Score: Raw -1573430.130637 + Penalty 3349.769819 = -1570080.360818 nChanged 51 SP:Iteration 88Q (1165.930405 sec): 3 clusters Score: Raw -1573432.929747 + Penalty 3349.769819 = -1570083.159929 nChanged 53 SP:Iteration 89Q (1166.018118 sec): 3 clusters Score: Raw -1573436.370251 + Penalty 3349.769819 = -1570086.600433 nChanged 58 SP:Iteration 90Q (1166.109187 sec): 3 clusters Score: Raw -1573440.333467 + Penalty 3349.769819 = -1570090.563648 nChanged 67 SP:Iteration 91Q (1166.193559 sec): 3 clusters Score: Raw -1573445.445077 + Penalty 3349.769819 = -1570095.675258 nChanged 73 SP:Iteration 92Q (1166.280722 sec): 3 clusters Score: Raw -1573450.900284 + Penalty 3349.769819 = -1570101.130465 nChanged 80 SP:Iteration 93Q (1166.383895 sec): 3 clusters Score: Raw -1573457.638318 + Penalty 3349.769819 = -1570107.868499 nChanged 95 SP:Iteration 94Q (1166.477844 sec): 3 clusters Score: Raw -1573466.319089 + Penalty 3349.769819 = -1570116.549270 nChanged 111 SP:Iteration 95Q (1166.558608 sec): 3 clusters Score: Raw -1573477.227915 + Penalty 3349.769819 = -1570127.458096 nChanged 106 SP:Iteration 96Q (1166.648741 sec): 3 clusters Score: Raw -1573487.272528 + Penalty 3349.769819 = -1570137.502710 nChanged 120 SP:Iteration 97Q (1166.741051 sec): 3 clusters Score: Raw -1573498.525348 + Penalty 3349.769819 = -1570148.755529 nChanged 129 SP:Iteration 98Q (1166.830097 sec): 3 clusters Score: Raw -1573511.115633 + Penalty 3349.769819 = -1570161.345815 nChanged 133 SP:Iteration 99Q (1166.915895 sec): 3 clusters Score: Raw -1573523.339852 + Penalty 3349.769819 = -1570173.570033 nChanged 124 SP:Iteration 100F (1167.004573 sec): 3 clusters Score: Raw -1573535.576851 + Penalty 3349.769819 = -1570185.807032 nChanged 148 SP:Iteration 101Q (1167.096859 sec): 3 clusters Score: Raw -1573554.737838 + Penalty 3349.769819 = -1570204.968019 nChanged 181 SP:Iteration 102Q (1167.185945 sec): 3 clusters Score: Raw -1573577.423573 + Penalty 3349.769819 = -1570227.653754 nChanged 189 SP:Iteration 103Q (1167.274688 sec): 3 clusters Score: Raw -1573602.267439 + Penalty 3349.769819 = -1570252.497620 nChanged 209 SP:Iteration 104Q (1167.371706 sec): 3 clusters Score: Raw -1573631.166724 + Penalty 3349.769819 = -1570281.396905 nChanged 209 SP:Iteration 105Q (1167.452536 sec): 3 clusters Score: Raw -1573660.528084 + Penalty 3349.769819 = -1570310.758265 nChanged 215 SP:Iteration 106Q (1167.546325 sec): 3 clusters Score: Raw -1573688.230295 + Penalty 3349.769819 = -1570338.460477 nChanged 204 SP:Iteration 107Q (1167.645552 sec): 3 clusters Score: Raw -1573713.802524 + Penalty 3349.769819 = -1570364.032705 nChanged 208 SP:Iteration 108Q (1167.733687 sec): 3 clusters Score: Raw -1573743.900195 + Penalty 3349.769819 = -1570394.130376 nChanged 238 SP:Iteration 109Q (1167.823308 sec): 3 clusters Score: Raw -1573783.414895 + Penalty 3349.769819 = -1570433.645076 nChanged 236 SP:Iteration 110Q (1167.916351 sec): 3 clusters Score: Raw -1573821.407522 + Penalty 3349.769819 = -1570471.637703 nChanged 242 SP:Iteration 111Q (1167.996462 sec): 3 clusters Score: Raw -1573860.115895 + Penalty 3349.769819 = -1570510.346077 nChanged 268 SP:Iteration 112Q (1168.084586 sec): 3 clusters Score: Raw -1573906.646672 + Penalty 3349.769819 = -1570556.876853 nChanged 276 SP:Iteration 113Q (1168.174580 sec): 3 clusters Score: Raw -1573951.862566 + Penalty 3349.769819 = -1570602.092747 nChanged 267 SP:Iteration 114Q (1168.259191 sec): 3 clusters Score: Raw -1573996.143010 + Penalty 3349.769819 = -1570646.373192 nChanged 260 SP:Iteration 115Q (1168.344636 sec): 3 clusters Score: Raw -1574042.798318 + Penalty 3349.769819 = -1570693.028499 nChanged 254 SP:Iteration 116Q (1168.433211 sec): 3 clusters Score: Raw -1574085.689110 + Penalty 3349.769819 = -1570735.919291 nChanged 246 SP:Iteration 117Q (1168.523033 sec): 3 clusters Score: Raw -1574132.062734 + Penalty 3349.769819 = -1570782.292915 nChanged 265 SP:Iteration 118Q (1168.614150 sec): 3 clusters Score: Raw -1574182.012027 + Penalty 3349.769819 = -1570832.242208 nChanged 270 SP:Iteration 119Q (1168.699338 sec): 3 clusters Score: Raw -1574234.377358 + Penalty 3349.769819 = -1570884.607539 nChanged 273 SP:Iteration 120F (1168.783007 sec): 3 clusters Score: Raw -1574289.298533 + Penalty 3349.769819 = -1570939.528714 nChanged 278 SP:Iteration 121Q (1168.871038 sec): 3 clusters Score: Raw -1574343.448286 + Penalty 3349.769819 = -1570993.678467 nChanged 267 SP:Iteration 122Q (1168.962501 sec): 3 clusters Score: Raw -1574395.569397 + Penalty 3349.769819 = -1571045.799579 nChanged 254 SP:Iteration 123Q (1169.040132 sec): 3 clusters Score: Raw -1574441.240492 + Penalty 3349.769819 = -1571091.470673 nChanged 250 SP:Iteration 124Q (1169.127338 sec): 3 clusters Score: Raw -1574488.744580 + Penalty 3349.769819 = -1571138.974761 nChanged 241 SP:Iteration 125Q (1169.211427 sec): 3 clusters Score: Raw -1574537.057509 + Penalty 3349.769819 = -1571187.287691 nChanged 248 SP:Iteration 126Q (1169.304681 sec): 3 clusters Score: Raw -1574587.170081 + Penalty 3349.769819 = -1571237.400262 nChanged 225 SP:Iteration 127Q (1169.385583 sec): 3 clusters Score: Raw -1574634.448834 + Penalty 3349.769819 = -1571284.679015 nChanged 217 SP:Iteration 128Q (1169.483483 sec): 3 clusters Score: Raw -1574676.124450 + Penalty 3349.769819 = -1571326.354632 nChanged 196 SP:Iteration 129Q (1169.558081 sec): 3 clusters Score: Raw -1574716.523525 + Penalty 3349.769819 = -1571366.753706 nChanged 179 SP:Iteration 130Q (1169.645962 sec): 3 clusters Score: Raw -1574753.521749 + Penalty 3349.769819 = -1571403.751931 nChanged 193 SP:Iteration 131Q (1169.740310 sec): 3 clusters Score: Raw -1574794.157625 + Penalty 3349.769819 = -1571444.387806 nChanged 198 SP:Iteration 132Q (1169.827442 sec): 3 clusters Score: Raw -1574837.482445 + Penalty 3349.769819 = -1571487.712626 nChanged 188 SP:Iteration 133Q (1169.903979 sec): 3 clusters Score: Raw -1574877.534240 + Penalty 3349.769819 = -1571527.764421 nChanged 164 SP:Iteration 134Q (1169.989146 sec): 3 clusters Score: Raw -1574909.209857 + Penalty 3349.769819 = -1571559.440038 nChanged 135 SP:Iteration 135Q (1170.070534 sec): 3 clusters Score: Raw -1574934.755157 + Penalty 3349.769819 = -1571584.985338 nChanged 123 SP:Iteration 136Q (1170.145671 sec): 3 clusters Score: Raw -1574955.372585 + Penalty 3349.769819 = -1571605.602766 nChanged 105 SP:Iteration 137Q (1170.238427 sec): 3 clusters Score: Raw -1574973.389814 + Penalty 3349.769819 = -1571623.619996 nChanged 102 SP:Iteration 138Q (1170.326973 sec): 3 clusters Score: Raw -1574992.827914 + Penalty 3349.769819 = -1571643.058095 nChanged 106 SP:Iteration 139Q (1170.414369 sec): 3 clusters Score: Raw -1575012.603164 + Penalty 3349.769819 = -1571662.833345 nChanged 104 SP:Iteration 140F (1170.506848 sec): 3 clusters Score: Raw -1575033.204629 + Penalty 3349.769819 = -1571683.434811 nChanged 105 SP:Iteration 141Q (1170.594029 sec): 3 clusters Score: Raw -1575054.265410 + Penalty 3349.769819 = -1571704.495592 nChanged 98 SP:Iteration 142Q (1170.680142 sec): 3 clusters Score: Raw -1575074.073324 + Penalty 3349.769819 = -1571724.303505 nChanged 96 SP:Iteration 143Q (1170.755926 sec): 3 clusters Score: Raw -1575095.697719 + Penalty 3349.769819 = -1571745.927900 nChanged 101 SP:Iteration 144Q (1170.833665 sec): 3 clusters Score: Raw -1575112.153695 + Penalty 3349.769819 = -1571762.383876 nChanged 75 SP:Iteration 145Q (1170.921186 sec): 3 clusters Score: Raw -1575125.299081 + Penalty 3349.769819 = -1571775.529263 nChanged 73 SP:Iteration 146Q (1171.011317 sec): 3 clusters Score: Raw -1575137.805331 + Penalty 3349.769819 = -1571788.035513 nChanged 63 SP:Iteration 147Q (1171.095193 sec): 3 clusters Score: Raw -1575147.341689 + Penalty 3349.769819 = -1571797.571870 nChanged 58 SP:Iteration 148Q (1171.185844 sec): 3 clusters Score: Raw -1575154.717857 + Penalty 3349.769819 = -1571804.948038 nChanged 42 SP:Iteration 149Q (1171.267389 sec): 3 clusters Score: Raw -1575160.843997 + Penalty 3349.769819 = -1571811.074179 nChanged 46 SP:Iteration 150Q (1171.344463 sec): 3 clusters Score: Raw -1575166.824433 + Penalty 3349.769819 = -1571817.054614 nChanged 41 SP:Iteration 151Q (1171.423108 sec): 3 clusters Score: Raw -1575172.187761 + Penalty 3349.769819 = -1571822.417942 nChanged 30 SP:Iteration 152Q (1171.507885 sec): 3 clusters Score: Raw -1575176.477729 + Penalty 3349.769819 = -1571826.707910 nChanged 27 SP:Iteration 153Q (1171.588774 sec): 3 clusters Score: Raw -1575180.297512 + Penalty 3349.769819 = -1571830.527694 nChanged 26 SP:Iteration 154Q (1171.674379 sec): 3 clusters Score: Raw -1575183.485730 + Penalty 3349.769819 = -1571833.715911 nChanged 24 SP:Iteration 155Q (1171.762214 sec): 3 clusters Score: Raw -1575186.116032 + Penalty 3349.769819 = -1571836.346213 nChanged 21 SP:Iteration 156Q (1171.849973 sec): 3 clusters Score: Raw -1575188.785035 + Penalty 3349.769819 = -1571839.015216 nChanged 26 SP:Iteration 157Q (1171.933869 sec): 3 clusters Score: Raw -1575192.466152 + Penalty 3349.769819 = -1571842.696333 nChanged 32 SP:Iteration 158Q (1172.012251 sec): 3 clusters Score: Raw -1575196.991911 + Penalty 3349.769819 = -1571847.222093 nChanged 38 SP:Iteration 159Q (1172.104078 sec): 3 clusters Score: Raw -1575202.345824 + Penalty 3349.769819 = -1571852.576005 nChanged 30 SP:Iteration 160F (1172.189188 sec): 3 clusters Score: Raw -1575206.346058 + Penalty 3349.769819 = -1571856.576239 nChanged 24 SP:Iteration 161Q (1172.275641 sec): 3 clusters Score: Raw -1575208.830788 + Penalty 3349.769819 = -1571859.060969 nChanged 20 SP:Iteration 162Q (1172.357161 sec): 3 clusters Score: Raw -1575211.250332 + Penalty 3349.769819 = -1571861.480513 nChanged 20 SP:Iteration 163Q (1172.440687 sec): 3 clusters Score: Raw -1575214.180160 + Penalty 3349.769819 = -1571864.410341 nChanged 18 SP:Iteration 164Q (1172.523241 sec): 3 clusters Score: Raw -1575216.252266 + Penalty 3349.769819 = -1571866.482447 nChanged 16 SP:Iteration 165Q (1172.607414 sec): 3 clusters Score: Raw -1575217.971575 + Penalty 3349.769819 = -1571868.201756 nChanged 12 SP:Iteration 166Q (1172.696123 sec): 3 clusters Score: Raw -1575219.219440 + Penalty 3349.769819 = -1571869.449622 nChanged 12 SP:Iteration 167Q (1172.771146 sec): 3 clusters Score: Raw -1575220.611199 + Penalty 3349.769819 = -1571870.841381 nChanged 15 SP:Iteration 168Q (1172.847828 sec): 3 clusters Score: Raw -1575222.318271 + Penalty 3349.769819 = -1571872.548452 nChanged 10 SP:Iteration 169Q (1172.944481 sec): 3 clusters Score: Raw -1575223.376065 + Penalty 3349.769819 = -1571873.606246 nChanged 9 SP:Iteration 170Q (1173.024134 sec): 3 clusters Score: Raw -1575224.290189 + Penalty 3349.769819 = -1571874.520371 nChanged 9 SP:Iteration 171Q (1173.116648 sec): 3 clusters Score: Raw -1575225.342558 + Penalty 3349.769819 = -1571875.572739 nChanged 12 SP:Iteration 172Q (1173.190109 sec): 3 clusters Score: Raw -1575226.672544 + Penalty 3349.769819 = -1571876.902725 nChanged 3 SP:Iteration 173Q (1173.277036 sec): 3 clusters Score: Raw -1575226.924131 + Penalty 3349.769819 = -1571877.154312 nChanged 5 SP:Iteration 174Q (1173.345531 sec): 3 clusters Score: Raw -1575227.390982 + Penalty 3349.769819 = -1571877.621163 nChanged 6 SP:Iteration 175Q (1173.437234 sec): 3 clusters Score: Raw -1575228.170456 + Penalty 3349.769819 = -1571878.400637 nChanged 4 SP:Iteration 176Q (1173.510634 sec): 3 clusters Score: Raw -1575228.677089 + Penalty 3349.769819 = -1571878.907271 nChanged 4 SP:Iteration 177Q (1173.587939 sec): 3 clusters Score: Raw -1575229.210386 + Penalty 3349.769819 = -1571879.440567 nChanged 4 SP:Iteration 178Q (1173.674784 sec): 3 clusters Score: Raw -1575229.609281 + Penalty 3349.769819 = -1571879.839462 nChanged 2 SP:Iteration 179Q (1173.756225 sec): 3 clusters Score: Raw -1575229.885062 + Penalty 3349.769819 = -1571880.115244 nChanged 5 SP:Iteration 180F (1173.845861 sec): 3 clusters Score: Raw -1575230.418682 + Penalty 3349.769819 = -1571880.648863 nChanged 6 SP:Iteration 181Q (1173.933321 sec): 3 clusters Score: Raw -1575230.930665 + Penalty 3349.769819 = -1571881.160846 nChanged 6 SP:Iteration 182Q (1174.025056 sec): 3 clusters Score: Raw -1575231.469073 + Penalty 3349.769819 = -1571881.699255 nChanged 6 SP:Iteration 183Q (1174.101090 sec): 3 clusters Score: Raw -1575232.426334 + Penalty 3349.769819 = -1571882.656516 nChanged 5 SP:Iteration 184Q (1174.186367 sec): 3 clusters Score: Raw -1575233.219254 + Penalty 3349.769819 = -1571883.449435 nChanged 5 SP:Iteration 185Q (1174.273592 sec): 3 clusters Score: Raw -1575233.738175 + Penalty 3349.769819 = -1571883.968357 nChanged 6 SP:Iteration 186Q (1174.364883 sec): 3 clusters Score: Raw -1575234.626481 + Penalty 3349.769819 = -1571884.856662 nChanged 8 SP:Iteration 187Q (1174.437875 sec): 3 clusters Score: Raw -1575235.574542 + Penalty 3349.769819 = -1571885.804723 nChanged 4 SP:Iteration 188Q (1174.531536 sec): 3 clusters Score: Raw -1575236.053508 + Penalty 3349.769819 = -1571886.283690 nChanged 4 SP:Iteration 189Q (1174.604410 sec): 3 clusters Score: Raw -1575236.330410 + Penalty 3349.769819 = -1571886.560591 nChanged 1 SP:Iteration 190Q (1174.690707 sec): 3 clusters Score: Raw -1575236.389442 + Penalty 3349.769819 = -1571886.619624 nChanged 0 SP:Iteration 191F (1174.784957 sec): 3 clusters Score: Raw -1575236.389442 + Penalty 3349.769819 = -1571886.619624 nChanged 0 Score: Raw -12085599.643793 + Penalty 96784.636220 = -11988815.007573 Splitting cluster 11 changes total score from -11988972.828768 to -11988815.007573 So it's not getting split. Trying to split cluster 12 (5176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1183.219122 sec): 2 clusters Score: Raw -256214.762460 + Penalty 1389.665523 = -254825.096937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1183.260831 sec): 3 clusters Score: Raw -253482.489779 + Penalty 2779.331047 = -250703.158732 nChanged 2125 SP:Iteration 1F (1183.313338 sec): 3 clusters Score: Raw -254638.042145 + Penalty 2779.331047 = -251858.711099 nChanged 354 SP:Iteration 2F (1183.362595 sec): 3 clusters Score: Raw -254847.661751 + Penalty 2779.331047 = -252068.330704 nChanged 306 SP:Iteration 3F (1183.421120 sec): 3 clusters Score: Raw -255049.293622 + Penalty 2779.331047 = -252269.962575 nChanged 279 SP:Iteration 4F (1183.460393 sec): 3 clusters Score: Raw -255210.953879 + Penalty 2779.331047 = -252431.622832 nChanged 222 SP:Iteration 5Q (1183.506779 sec): 3 clusters Score: Raw -255341.767971 + Penalty 2779.331047 = -252562.436924 nChanged 211 SP:Iteration 6Q (1183.555929 sec): 3 clusters Score: Raw -255452.989296 + Penalty 2779.331047 = -252673.658249 nChanged 193 SP:Iteration 7Q (1183.621032 sec): 3 clusters Score: Raw -255557.709015 + Penalty 2779.331047 = -252778.377968 nChanged 173 SP:Iteration 8Q (1183.662259 sec): 3 clusters Score: Raw -255640.120515 + Penalty 2779.331047 = -252860.789468 nChanged 140 SP:Iteration 9Q (1183.722940 sec): 3 clusters Score: Raw -255709.298772 + Penalty 2779.331047 = -252929.967725 nChanged 127 SP:Iteration 10Q (1183.774078 sec): 3 clusters Score: Raw -255773.771833 + Penalty 2779.331047 = -252994.440786 nChanged 122 SP:Iteration 11Q (1183.816629 sec): 3 clusters Score: Raw -255844.461327 + Penalty 2779.331047 = -253065.130280 nChanged 132 SP:Iteration 12Q (1183.871436 sec): 3 clusters Score: Raw -255910.398794 + Penalty 2779.331047 = -253131.067747 nChanged 130 SP:Iteration 13Q (1183.932624 sec): 3 clusters Score: Raw -255974.462982 + Penalty 2779.331047 = -253195.131935 nChanged 116 SP:Iteration 14Q (1183.974713 sec): 3 clusters Score: Raw -256023.898382 + Penalty 2779.331047 = -253244.567336 nChanged 96 SP:Iteration 15Q (1184.024868 sec): 3 clusters Score: Raw -256068.778417 + Penalty 2779.331047 = -253289.447371 nChanged 92 SP:Iteration 16Q (1184.082794 sec): 3 clusters Score: Raw -256106.484281 + Penalty 2779.331047 = -253327.153235 nChanged 68 SP:Iteration 17Q (1184.122435 sec): 3 clusters Score: Raw -256130.862631 + Penalty 2779.331047 = -253351.531585 nChanged 77 SP:Iteration 18Q (1184.174983 sec): 3 clusters Score: Raw -256160.337216 + Penalty 2779.331047 = -253381.006169 nChanged 62 SP:Iteration 19Q (1184.216484 sec): 3 clusters Score: Raw -256190.141252 + Penalty 2779.331047 = -253410.810205 nChanged 63 SP:Iteration 20F (1184.263453 sec): 3 clusters Score: Raw -256217.320673 + Penalty 2779.331047 = -253437.989626 nChanged 56 SP:Iteration 21Q (1184.314032 sec): 3 clusters Score: Raw -256236.961615 + Penalty 2779.331047 = -253457.630568 nChanged 49 SP:Iteration 22Q (1184.367372 sec): 3 clusters Score: Raw -256256.354074 + Penalty 2779.331047 = -253477.023027 nChanged 45 SP:Iteration 23Q (1184.428888 sec): 3 clusters Score: Raw -256274.634223 + Penalty 2779.331047 = -253495.303177 nChanged 37 SP:Iteration 24Q (1184.483740 sec): 3 clusters Score: Raw -256287.857057 + Penalty 2779.331047 = -253508.526011 nChanged 38 SP:Iteration 25Q (1184.530106 sec): 3 clusters Score: Raw -256301.247927 + Penalty 2779.331047 = -253521.916881 nChanged 46 SP:Iteration 26Q (1184.583419 sec): 3 clusters Score: Raw -256319.688231 + Penalty 2779.331047 = -253540.357184 nChanged 55 SP:Iteration 27Q (1184.638468 sec): 3 clusters Score: Raw -256342.005963 + Penalty 2779.331047 = -253562.674916 nChanged 45 SP:Iteration 28Q (1184.686491 sec): 3 clusters Score: Raw -256357.298739 + Penalty 2779.331047 = -253577.967692 nChanged 43 SP:Iteration 29Q (1184.734965 sec): 3 clusters Score: Raw -256374.599155 + Penalty 2779.331047 = -253595.268108 nChanged 43 SP:Iteration 30Q (1184.787154 sec): 3 clusters Score: Raw -256388.410386 + Penalty 2779.331047 = -253609.079339 nChanged 33 SP:Iteration 31Q (1184.833700 sec): 3 clusters Score: Raw -256397.820413 + Penalty 2779.331047 = -253618.489366 nChanged 28 SP:Iteration 32Q (1184.885637 sec): 3 clusters Score: Raw -256404.553439 + Penalty 2779.331047 = -253625.222393 nChanged 19 SP:Iteration 33Q (1184.931379 sec): 3 clusters Score: Raw -256408.627408 + Penalty 2779.331047 = -253629.296362 nChanged 13 SP:Iteration 34Q (1184.979627 sec): 3 clusters Score: Raw -256411.610153 + Penalty 2779.331047 = -253632.279106 nChanged 12 SP:Iteration 35Q (1185.037695 sec): 3 clusters Score: Raw -256415.021048 + Penalty 2779.331047 = -253635.690001 nChanged 13 SP:Iteration 36Q (1185.071333 sec): 3 clusters Score: Raw -256418.652487 + Penalty 2779.331047 = -253639.321440 nChanged 22 SP:Iteration 37Q (1185.119210 sec): 3 clusters Score: Raw -256424.268283 + Penalty 2779.331047 = -253644.937236 nChanged 16 SP:Iteration 38Q (1185.175923 sec): 3 clusters Score: Raw -256429.071842 + Penalty 2779.331047 = -253649.740795 nChanged 19 SP:Iteration 39Q (1185.215698 sec): 3 clusters Score: Raw -256434.400663 + Penalty 2779.331047 = -253655.069616 nChanged 16 SP:Iteration 40F (1185.274791 sec): 3 clusters Score: Raw -256437.563239 + Penalty 2779.331047 = -253658.232192 nChanged 13 SP:Iteration 41Q (1185.319615 sec): 3 clusters Score: Raw -256440.573878 + Penalty 2779.331047 = -253661.242831 nChanged 6 SP:Iteration 42Q (1185.364391 sec): 3 clusters Score: Raw -256441.919444 + Penalty 2779.331047 = -253662.588397 nChanged 6 SP:Iteration 43Q (1185.409925 sec): 3 clusters Score: Raw -256442.955570 + Penalty 2779.331047 = -253663.624523 nChanged 8 SP:Iteration 44Q (1185.467300 sec): 3 clusters Score: Raw -256444.548418 + Penalty 2779.331047 = -253665.217371 nChanged 10 SP:Iteration 45Q (1185.511034 sec): 3 clusters Score: Raw -256447.056906 + Penalty 2779.331047 = -253667.725859 nChanged 13 SP:Iteration 46Q (1185.555310 sec): 3 clusters Score: Raw -256450.350204 + Penalty 2779.331047 = -253671.019158 nChanged 10 SP:Iteration 47Q (1185.602876 sec): 3 clusters Score: Raw -256452.588252 + Penalty 2779.331047 = -253673.257206 nChanged 13 SP:Iteration 48Q (1185.666164 sec): 3 clusters Score: Raw -256456.506790 + Penalty 2779.331047 = -253677.175743 nChanged 14 SP:Iteration 49Q (1185.719716 sec): 3 clusters Score: Raw -256460.946066 + Penalty 2779.331047 = -253681.615019 nChanged 15 SP:Iteration 50Q (1185.774904 sec): 3 clusters Score: Raw -256464.302429 + Penalty 2779.331047 = -253684.971383 nChanged 12 SP:Iteration 51Q (1185.818352 sec): 3 clusters Score: Raw -256468.225926 + Penalty 2779.331047 = -253688.894879 nChanged 9 SP:Iteration 52Q (1185.870982 sec): 3 clusters Score: Raw -256469.618764 + Penalty 2779.331047 = -253690.287717 nChanged 7 SP:Iteration 53Q (1185.924161 sec): 3 clusters Score: Raw -256470.922792 + Penalty 2779.331047 = -253691.591746 nChanged 6 SP:Iteration 54Q (1185.973533 sec): 3 clusters Score: Raw -256472.167123 + Penalty 2779.331047 = -253692.836076 nChanged 5 SP:Iteration 55Q (1186.027470 sec): 3 clusters Score: Raw -256473.199316 + Penalty 2779.331047 = -253693.868269 nChanged 8 SP:Iteration 56Q (1186.080485 sec): 3 clusters Score: Raw -256475.973410 + Penalty 2779.331047 = -253696.642363 nChanged 11 SP:Iteration 57Q (1186.122801 sec): 3 clusters Score: Raw -256480.105660 + Penalty 2779.331047 = -253700.774613 nChanged 15 SP:Iteration 58Q (1186.186345 sec): 3 clusters Score: Raw -256483.979758 + Penalty 2779.331047 = -253704.648712 nChanged 10 SP:Iteration 59Q (1186.242096 sec): 3 clusters Score: Raw -256488.207524 + Penalty 2779.331047 = -253708.876478 nChanged 16 SP:Iteration 60F (1186.292925 sec): 3 clusters Score: Raw -256492.314120 + Penalty 2779.331047 = -253712.983073 nChanged 9 SP:Iteration 61Q (1186.342344 sec): 3 clusters Score: Raw -256495.108214 + Penalty 2779.331047 = -253715.777167 nChanged 6 SP:Iteration 62Q (1186.395812 sec): 3 clusters Score: Raw -256496.575036 + Penalty 2779.331047 = -253717.243989 nChanged 6 SP:Iteration 63Q (1186.435151 sec): 3 clusters Score: Raw -256497.860640 + Penalty 2779.331047 = -253718.529594 nChanged 4 SP:Iteration 64Q (1186.497571 sec): 3 clusters Score: Raw -256498.429537 + Penalty 2779.331047 = -253719.098490 nChanged 4 SP:Iteration 65Q (1186.548504 sec): 3 clusters Score: Raw -256499.213828 + Penalty 2779.331047 = -253719.882781 nChanged 6 SP:Iteration 66Q (1186.602864 sec): 3 clusters Score: Raw -256499.957538 + Penalty 2779.331047 = -253720.626491 nChanged 4 SP:Iteration 67Q (1186.654138 sec): 3 clusters Score: Raw -256500.497529 + Penalty 2779.331047 = -253721.166483 nChanged 0 SP:Iteration 68F (1186.704014 sec): 3 clusters Score: Raw -256500.497529 + Penalty 2779.331047 = -253721.166483 nChanged 0 Trying to split cluster 13 (1930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1186.725776 sec): 2 clusters Score: Raw -95842.125376 + Penalty 1229.357233 = -94612.768143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1186.756930 sec): 3 clusters Score: Raw -95047.679059 + Penalty 2458.714467 = -92588.964592 nChanged 667 SP:Iteration 1F (1186.768664 sec): 3 clusters Score: Raw -95477.275568 + Penalty 2458.714467 = -93018.561102 nChanged 152 SP:Iteration 2F (1186.781176 sec): 3 clusters Score: Raw -95613.796965 + Penalty 2458.714467 = -93155.082498 nChanged 104 SP:Iteration 3F (1186.791082 sec): 3 clusters Score: Raw -95716.884412 + Penalty 2458.714467 = -93258.169946 nChanged 100 SP:Iteration 4F (1186.800959 sec): 3 clusters Score: Raw -95811.800708 + Penalty 2458.714467 = -93353.086242 nChanged 88 SP:Iteration 5Q (1186.823175 sec): 3 clusters Score: Raw -95908.306756 + Penalty 2458.714467 = -93449.592290 nChanged 99 SP:Iteration 6F (1186.867724 sec): 3 clusters Score: Raw -96060.217820 + Penalty 2458.714467 = -93601.503353 nChanged 100 SP:Iteration 7F (1186.917732 sec): 3 clusters Score: Raw -96223.527564 + Penalty 2458.714467 = -93764.813097 nChanged 100 SP:Iteration 8F (1186.960086 sec): 3 clusters Score: Raw -96357.130200 + Penalty 2458.714467 = -93898.415733 nChanged 86 SP:Iteration 9Q (1186.994616 sec): 3 clusters Score: Raw -96459.700004 + Penalty 2458.714467 = -94000.985538 nChanged 69 SP:Iteration 10Q (1187.033886 sec): 3 clusters Score: Raw -96540.967923 + Penalty 2458.714467 = -94082.253456 nChanged 41 SP:Iteration 11Q (1187.078341 sec): 3 clusters Score: Raw -96587.329877 + Penalty 2458.714467 = -94128.615411 nChanged 33 SP:Iteration 12Q (1187.132845 sec): 3 clusters Score: Raw -96620.533143 + Penalty 2458.714467 = -94161.818677 nChanged 22 SP:Iteration 13Q (1187.176701 sec): 3 clusters Score: Raw -96643.939187 + Penalty 2458.714467 = -94185.224721 nChanged 13 SP:Iteration 14Q (1187.217874 sec): 3 clusters Score: Raw -96655.616000 + Penalty 2458.714467 = -94196.901534 nChanged 9 SP:Iteration 15Q (1187.269084 sec): 3 clusters Score: Raw -96664.574524 + Penalty 2458.714467 = -94205.860058 nChanged 11 SP:Iteration 16Q (1187.309395 sec): 3 clusters Score: Raw -96677.096958 + Penalty 2458.714467 = -94218.382492 nChanged 11 SP:Iteration 17Q (1187.355047 sec): 3 clusters Score: Raw -96686.643945 + Penalty 2458.714467 = -94227.929478 nChanged 11 SP:Iteration 18Q (1187.398331 sec): 3 clusters Score: Raw -96694.584574 + Penalty 2458.714467 = -94235.870107 nChanged 5 SP:Iteration 19Q (1187.437217 sec): 3 clusters Score: Raw -96701.790611 + Penalty 2458.714467 = -94243.076145 nChanged 2 SP:Iteration 20F (1187.483127 sec): 3 clusters Score: Raw -96703.322144 + Penalty 2458.714467 = -94244.607677 nChanged 4 SP:Iteration 21Q (1187.537880 sec): 3 clusters Score: Raw -96708.916002 + Penalty 2458.714467 = -94250.201536 nChanged 2 SP:Iteration 22Q (1187.576117 sec): 3 clusters Score: Raw -96710.102568 + Penalty 2458.714467 = -94251.388101 nChanged 1 SP:Iteration 23Q (1187.615593 sec): 3 clusters Score: Raw -96710.312242 + Penalty 2458.714467 = -94251.597775 nChanged 2 SP:Iteration 24Q (1187.659213 sec): 3 clusters Score: Raw -96714.029779 + Penalty 2458.714467 = -94255.315313 nChanged 2 SP:Iteration 25Q (1187.704244 sec): 3 clusters Score: Raw -96714.943107 + Penalty 2458.714467 = -94256.228641 nChanged 0 SP:Iteration 26F (1187.746937 sec): 3 clusters Score: Raw -96714.943107 + Penalty 2458.714467 = -94256.228641 nChanged 0 Trying to split cluster 14 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1187.768353 sec): 2 clusters Score: Raw -27680.938579 + Penalty 1029.446316 = -26651.492263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1187.807704 sec): 3 clusters Score: Raw -27629.526894 + Penalty 2058.892632 = -25570.634262 nChanged 148 SP:Iteration 1F (1187.836632 sec): 3 clusters Score: Raw -27815.063666 + Penalty 2058.892632 = -25756.171034 nChanged 33 SP:Iteration 2F (1187.883429 sec): 3 clusters Score: Raw -27890.056933 + Penalty 2058.892632 = -25831.164302 nChanged 20 SP:Iteration 3Q (1187.930303 sec): 3 clusters Score: Raw -27921.958431 + Penalty 2058.892632 = -25863.065799 nChanged 12 SP:Iteration 4Q (1187.973060 sec): 3 clusters Score: Raw -27938.664913 + Penalty 2058.892632 = -25879.772281 nChanged 10 SP:Iteration 5Q (1188.020221 sec): 3 clusters Score: Raw -27967.465406 + Penalty 2058.892632 = -25908.572774 nChanged 11 SP:Iteration 6Q (1188.064771 sec): 3 clusters Score: Raw -28011.558347 + Penalty 2058.892632 = -25952.665715 nChanged 13 SP:Iteration 7Q (1188.115984 sec): 3 clusters Score: Raw -28067.634673 + Penalty 2058.892632 = -26008.742041 nChanged 12 SP:Iteration 8Q (1188.157482 sec): 3 clusters Score: Raw -28096.083701 + Penalty 2058.892632 = -26037.191070 nChanged 14 SP:Iteration 9Q (1188.196139 sec): 3 clusters Score: Raw -28114.905913 + Penalty 2058.892632 = -26056.013281 nChanged 7 SP:Iteration 10Q (1188.230437 sec): 3 clusters Score: Raw -28125.135666 + Penalty 2058.892632 = -26066.243034 nChanged 7 SP:Iteration 11Q (1188.278835 sec): 3 clusters Score: Raw -28152.093937 + Penalty 2058.892632 = -26093.201305 nChanged 9 SP:Iteration 12Q (1188.317933 sec): 3 clusters Score: Raw -28168.155758 + Penalty 2058.892632 = -26109.263126 nChanged 4 SP:Iteration 13Q (1188.364322 sec): 3 clusters Score: Raw -28175.803203 + Penalty 2058.892632 = -26116.910571 nChanged 1 SP:Iteration 14Q (1188.401092 sec): 3 clusters Score: Raw -28178.168750 + Penalty 2058.892632 = -26119.276119 nChanged 2 SP:Iteration 15Q (1188.429474 sec): 3 clusters Score: Raw -28179.929493 + Penalty 2058.892632 = -26121.036861 nChanged 3 SP:Iteration 16Q (1188.484709 sec): 3 clusters Score: Raw -28182.287139 + Penalty 2058.892632 = -26123.394507 nChanged 1 SP:Iteration 17Q (1188.526808 sec): 3 clusters Score: Raw -28183.277054 + Penalty 2058.892632 = -26124.384422 nChanged 1 SP:Iteration 18Q (1188.570309 sec): 3 clusters Score: Raw -28183.887547 + Penalty 2058.892632 = -26124.994916 nChanged 2 SP:Iteration 19Q (1188.612587 sec): 3 clusters Score: Raw -28186.121839 + Penalty 2058.892632 = -26127.229207 nChanged 5 SP:Iteration 20F (1188.643500 sec): 3 clusters Score: Raw -28194.206416 + Penalty 2058.892632 = -26135.313785 nChanged 5 SP:Iteration 21Q (1188.680128 sec): 3 clusters Score: Raw -28201.376048 + Penalty 2058.892632 = -26142.483416 nChanged 5 SP:Iteration 22Q (1188.721703 sec): 3 clusters Score: Raw -28219.409154 + Penalty 2058.892632 = -26160.516522 nChanged 6 SP:Iteration 23Q (1188.766272 sec): 3 clusters Score: Raw -28226.026337 + Penalty 2058.892632 = -26167.133705 nChanged 3 SP:Iteration 24Q (1188.808188 sec): 3 clusters Score: Raw -28229.307305 + Penalty 2058.892632 = -26170.414673 nChanged 2 SP:Iteration 25Q (1188.855070 sec): 3 clusters Score: Raw -28232.855419 + Penalty 2058.892632 = -26173.962788 nChanged 1 SP:Iteration 26Q (1188.897784 sec): 3 clusters Score: Raw -28234.425764 + Penalty 2058.892632 = -26175.533132 nChanged 1 SP:Iteration 27Q (1188.934499 sec): 3 clusters Score: Raw -28235.016120 + Penalty 2058.892632 = -26176.123488 nChanged 0 SP:Iteration 28F (1188.978361 sec): 3 clusters Score: Raw -28235.016120 + Penalty 2058.892632 = -26176.123488 nChanged 0 Trying to split cluster 15 (842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1188.999634 sec): 2 clusters Score: Raw -41974.992020 + Penalty 1094.564252 = -40880.427768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1189.041573 sec): 3 clusters Score: Raw -41767.644262 + Penalty 2189.128505 = -39578.515757 nChanged 236 SP:Iteration 1F (1189.074839 sec): 3 clusters Score: Raw -42012.968659 + Penalty 2189.128505 = -39823.840155 nChanged 66 SP:Iteration 2F (1189.108200 sec): 3 clusters Score: Raw -42102.592317 + Penalty 2189.128505 = -39913.463813 nChanged 33 SP:Iteration 3Q (1189.161268 sec): 3 clusters Score: Raw -42141.808365 + Penalty 2189.128505 = -39952.679860 nChanged 20 SP:Iteration 4Q (1189.194290 sec): 3 clusters Score: Raw -42179.839842 + Penalty 2189.128505 = -39990.711338 nChanged 21 SP:Iteration 5Q (1189.235453 sec): 3 clusters Score: Raw -42209.374675 + Penalty 2189.128505 = -40020.246170 nChanged 16 SP:Iteration 6Q (1189.291075 sec): 3 clusters Score: Raw -42224.360335 + Penalty 2189.128505 = -40035.231831 nChanged 15 SP:Iteration 7Q (1189.326919 sec): 3 clusters Score: Raw -42241.848802 + Penalty 2189.128505 = -40052.720297 nChanged 13 SP:Iteration 8Q (1189.358182 sec): 3 clusters Score: Raw -42263.524063 + Penalty 2189.128505 = -40074.395558 nChanged 17 SP:Iteration 9Q (1189.399925 sec): 3 clusters Score: Raw -42285.819987 + Penalty 2189.128505 = -40096.691482 nChanged 17 SP:Iteration 10Q (1189.443178 sec): 3 clusters Score: Raw -42301.109129 + Penalty 2189.128505 = -40111.980625 nChanged 7 SP:Iteration 11Q (1189.480440 sec): 3 clusters Score: Raw -42309.625951 + Penalty 2189.128505 = -40120.497446 nChanged 7 SP:Iteration 12Q (1189.520058 sec): 3 clusters Score: Raw -42313.975759 + Penalty 2189.128505 = -40124.847254 nChanged 5 SP:Iteration 13Q (1189.571239 sec): 3 clusters Score: Raw -42318.195929 + Penalty 2189.128505 = -40129.067425 nChanged 5 SP:Iteration 14Q (1189.608559 sec): 3 clusters Score: Raw -42322.185376 + Penalty 2189.128505 = -40133.056871 nChanged 7 SP:Iteration 15Q (1189.657563 sec): 3 clusters Score: Raw -42326.822452 + Penalty 2189.128505 = -40137.693947 nChanged 3 SP:Iteration 16Q (1189.693699 sec): 3 clusters Score: Raw -42329.963415 + Penalty 2189.128505 = -40140.834910 nChanged 2 SP:Iteration 17Q (1189.739120 sec): 3 clusters Score: Raw -42331.753025 + Penalty 2189.128505 = -40142.624521 nChanged 0 SP:Iteration 18F (1189.789979 sec): 3 clusters Score: Raw -42331.753025 + Penalty 2189.128505 = -40142.624521 nChanged 0 Trying to split cluster 16 (5549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1189.824416 sec): 2 clusters Score: Raw -288164.388125 + Penalty 1400.973114 = -286763.415011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1189.868413 sec): 3 clusters Score: Raw -285339.311024 + Penalty 2801.946228 = -282537.364796 nChanged 2257 SP:Iteration 1F (1189.920954 sec): 3 clusters Score: Raw -286633.272112 + Penalty 2801.946228 = -283831.325883 nChanged 398 SP:Iteration 2F (1189.970987 sec): 3 clusters Score: Raw -286844.174253 + Penalty 2801.946228 = -284042.228025 nChanged 290 SP:Iteration 3F (1190.033729 sec): 3 clusters Score: Raw -287017.606586 + Penalty 2801.946228 = -284215.660357 nChanged 258 SP:Iteration 4Q (1190.076739 sec): 3 clusters Score: Raw -287182.434297 + Penalty 2801.946228 = -284380.488069 nChanged 265 SP:Iteration 5Q (1190.129052 sec): 3 clusters Score: Raw -287385.186915 + Penalty 2801.946228 = -284583.240687 nChanged 257 SP:Iteration 6Q (1190.183976 sec): 3 clusters Score: Raw -287598.977893 + Penalty 2801.946228 = -284797.031665 nChanged 275 SP:Iteration 7Q (1190.226232 sec): 3 clusters Score: Raw -287866.840408 + Penalty 2801.946228 = -285064.894179 nChanged 301 SP:Iteration 8F (1190.272256 sec): 3 clusters Score: Raw -288181.220608 + Penalty 2801.946228 = -285379.274379 nChanged 307 SP:Iteration 9F (1190.324212 sec): 3 clusters Score: Raw -288485.636298 + Penalty 2801.946228 = -285683.690070 nChanged 258 SP:Iteration 10Q (1190.378502 sec): 3 clusters Score: Raw -288731.596730 + Penalty 2801.946228 = -285929.650502 nChanged 203 SP:Iteration 11Q (1190.440157 sec): 3 clusters Score: Raw -288852.985881 + Penalty 2801.946228 = -286051.039653 nChanged 134 SP:Iteration 12Q (1190.486561 sec): 3 clusters Score: Raw -288915.463210 + Penalty 2801.946228 = -286113.516981 nChanged 89 SP:Iteration 13Q (1190.536505 sec): 3 clusters Score: Raw -288948.206595 + Penalty 2801.946228 = -286146.260367 nChanged 52 SP:Iteration 14Q (1190.588238 sec): 3 clusters Score: Raw -288967.722575 + Penalty 2801.946228 = -286165.776346 nChanged 46 SP:Iteration 15Q (1190.636567 sec): 3 clusters Score: Raw -288982.240515 + Penalty 2801.946228 = -286180.294287 nChanged 37 SP:Iteration 16Q (1190.684140 sec): 3 clusters Score: Raw -288996.059928 + Penalty 2801.946228 = -286194.113700 nChanged 33 SP:Iteration 17Q (1190.737799 sec): 3 clusters Score: Raw -289005.600874 + Penalty 2801.946228 = -286203.654646 nChanged 32 SP:Iteration 18Q (1190.795227 sec): 3 clusters Score: Raw -289015.507905 + Penalty 2801.946228 = -286213.561676 nChanged 35 SP:Iteration 19Q (1190.845599 sec): 3 clusters Score: Raw -289027.913548 + Penalty 2801.946228 = -286225.967319 nChanged 25 SP:Iteration 20F (1190.887149 sec): 3 clusters Score: Raw -289033.324283 + Penalty 2801.946228 = -286231.378054 nChanged 17 SP:Iteration 21Q (1190.944004 sec): 3 clusters Score: Raw -289036.358979 + Penalty 2801.946228 = -286234.412751 nChanged 10 SP:Iteration 22Q (1190.997066 sec): 3 clusters Score: Raw -289038.097651 + Penalty 2801.946228 = -286236.151423 nChanged 10 SP:Iteration 23Q (1191.042714 sec): 3 clusters Score: Raw -289039.599486 + Penalty 2801.946228 = -286237.653258 nChanged 7 SP:Iteration 24Q (1191.089975 sec): 3 clusters Score: Raw -289040.968654 + Penalty 2801.946228 = -286239.022426 nChanged 4 SP:Iteration 25Q (1191.139155 sec): 3 clusters Score: Raw -289042.016184 + Penalty 2801.946228 = -286240.069956 nChanged 7 SP:Iteration 26Q (1191.202047 sec): 3 clusters Score: Raw -289043.257362 + Penalty 2801.946228 = -286241.311134 nChanged 8 SP:Iteration 27Q (1191.235550 sec): 3 clusters Score: Raw -289044.817821 + Penalty 2801.946228 = -286242.871593 nChanged 9 SP:Iteration 28Q (1191.297011 sec): 3 clusters Score: Raw -289046.235408 + Penalty 2801.946228 = -286244.289179 nChanged 7 SP:Iteration 29Q (1191.355372 sec): 3 clusters Score: Raw -289047.646408 + Penalty 2801.946228 = -286245.700180 nChanged 6 SP:Iteration 30Q (1191.402932 sec): 3 clusters Score: Raw -289049.361143 + Penalty 2801.946228 = -286247.414915 nChanged 6 SP:Iteration 31Q (1191.441609 sec): 3 clusters Score: Raw -289050.525036 + Penalty 2801.946228 = -286248.578807 nChanged 8 SP:Iteration 32Q (1191.509694 sec): 3 clusters Score: Raw -289051.744978 + Penalty 2801.946228 = -286249.798750 nChanged 6 SP:Iteration 33Q (1191.560902 sec): 3 clusters Score: Raw -289052.902639 + Penalty 2801.946228 = -286250.956411 nChanged 8 SP:Iteration 34Q (1191.602211 sec): 3 clusters Score: Raw -289054.247878 + Penalty 2801.946228 = -286252.301650 nChanged 7 SP:Iteration 35Q (1191.660186 sec): 3 clusters Score: Raw -289056.338754 + Penalty 2801.946228 = -286254.392526 nChanged 6 SP:Iteration 36Q (1191.697782 sec): 3 clusters Score: Raw -289057.471104 + Penalty 2801.946228 = -286255.524876 nChanged 4 SP:Iteration 37Q (1191.748540 sec): 3 clusters Score: Raw -289057.868582 + Penalty 2801.946228 = -286255.922354 nChanged 2 SP:Iteration 38Q (1191.800286 sec): 3 clusters Score: Raw -289058.427703 + Penalty 2801.946228 = -286256.481475 nChanged 1 SP:Iteration 39Q (1191.858836 sec): 3 clusters Score: Raw -289058.524537 + Penalty 2801.946228 = -286256.578309 nChanged 3 SP:Iteration 40F (1191.902762 sec): 3 clusters Score: Raw -289059.034667 + Penalty 2801.946228 = -286257.088439 nChanged 3 SP:Iteration 41Q (1191.951528 sec): 3 clusters Score: Raw -289059.582904 + Penalty 2801.946228 = -286257.636676 nChanged 1 SP:Iteration 42Q (1192.001342 sec): 3 clusters Score: Raw -289059.685387 + Penalty 2801.946228 = -286257.739158 nChanged 2 SP:Iteration 43Q (1192.056024 sec): 3 clusters Score: Raw -289060.018234 + Penalty 2801.946228 = -286258.072006 nChanged 1 SP:Iteration 44Q (1192.097425 sec): 3 clusters Score: Raw -289060.177475 + Penalty 2801.946228 = -286258.231246 nChanged 2 SP:Iteration 45Q (1192.160803 sec): 3 clusters Score: Raw -289060.413954 + Penalty 2801.946228 = -286258.467726 nChanged 0 SP:Iteration 46F (1192.213882 sec): 3 clusters Score: Raw -289060.413954 + Penalty 2801.946228 = -286258.467726 nChanged 0 Trying to split cluster 17 (1928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1192.240953 sec): 2 clusters Score: Raw -103489.011226 + Penalty 1229.188752 = -102259.822474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1192.281396 sec): 3 clusters Score: Raw -102727.183817 + Penalty 2458.377504 = -100268.806313 nChanged 692 SP:Iteration 1F (1192.326715 sec): 3 clusters Score: Raw -103202.467379 + Penalty 2458.377504 = -100744.089874 nChanged 150 SP:Iteration 2F (1192.372545 sec): 3 clusters Score: Raw -103332.985276 + Penalty 2458.377504 = -100874.607772 nChanged 106 SP:Iteration 3F (1192.425346 sec): 3 clusters Score: Raw -103426.629403 + Penalty 2458.377504 = -100968.251898 nChanged 86 SP:Iteration 4Q (1192.462027 sec): 3 clusters Score: Raw -103512.444397 + Penalty 2458.377504 = -101054.066892 nChanged 76 SP:Iteration 5Q (1192.514019 sec): 3 clusters Score: Raw -103581.703367 + Penalty 2458.377504 = -101123.325863 nChanged 64 SP:Iteration 6Q (1192.558687 sec): 3 clusters Score: Raw -103639.293291 + Penalty 2458.377504 = -101180.915786 nChanged 62 SP:Iteration 7Q (1192.592669 sec): 3 clusters Score: Raw -103700.476710 + Penalty 2458.377504 = -101242.099205 nChanged 52 SP:Iteration 8Q (1192.627217 sec): 3 clusters Score: Raw -103748.157771 + Penalty 2458.377504 = -101289.780266 nChanged 41 SP:Iteration 9Q (1192.681741 sec): 3 clusters Score: Raw -103778.920064 + Penalty 2458.377504 = -101320.542559 nChanged 33 SP:Iteration 10Q (1192.728504 sec): 3 clusters Score: Raw -103801.055261 + Penalty 2458.377504 = -101342.677756 nChanged 24 SP:Iteration 11Q (1192.782761 sec): 3 clusters Score: Raw -103813.611297 + Penalty 2458.377504 = -101355.233792 nChanged 20 SP:Iteration 12Q (1192.829269 sec): 3 clusters Score: Raw -103823.780629 + Penalty 2458.377504 = -101365.403124 nChanged 15 SP:Iteration 13Q (1192.871034 sec): 3 clusters Score: Raw -103831.982635 + Penalty 2458.377504 = -101373.605130 nChanged 6 SP:Iteration 14Q (1192.918047 sec): 3 clusters Score: Raw -103836.197056 + Penalty 2458.377504 = -101377.819552 nChanged 9 SP:Iteration 15Q (1192.972763 sec): 3 clusters Score: Raw -103840.083843 + Penalty 2458.377504 = -101381.706338 nChanged 6 SP:Iteration 16Q (1193.015948 sec): 3 clusters Score: Raw -103843.697712 + Penalty 2458.377504 = -101385.320208 nChanged 3 SP:Iteration 17Q (1193.070659 sec): 3 clusters Score: Raw -103846.308781 + Penalty 2458.377504 = -101387.931276 nChanged 7 SP:Iteration 18Q (1193.124374 sec): 3 clusters Score: Raw -103849.998256 + Penalty 2458.377504 = -101391.620751 nChanged 7 SP:Iteration 19Q (1193.167675 sec): 3 clusters Score: Raw -103855.871406 + Penalty 2458.377504 = -101397.493902 nChanged 6 SP:Iteration 20F (1193.217631 sec): 3 clusters Score: Raw -103860.888244 + Penalty 2458.377504 = -101402.510739 nChanged 5 SP:Iteration 21Q (1193.262516 sec): 3 clusters Score: Raw -103862.337356 + Penalty 2458.377504 = -101403.959852 nChanged 5 SP:Iteration 22Q (1193.305984 sec): 3 clusters Score: Raw -103864.543949 + Penalty 2458.377504 = -101406.166444 nChanged 4 SP:Iteration 23Q (1193.343459 sec): 3 clusters Score: Raw -103866.721817 + Penalty 2458.377504 = -101408.344313 nChanged 2 SP:Iteration 24Q (1193.391925 sec): 3 clusters Score: Raw -103867.990685 + Penalty 2458.377504 = -101409.613180 nChanged 3 SP:Iteration 25Q (1193.439240 sec): 3 clusters Score: Raw -103869.901332 + Penalty 2458.377504 = -101411.523827 nChanged 5 SP:Iteration 26Q (1193.485203 sec): 3 clusters Score: Raw -103871.254858 + Penalty 2458.377504 = -101412.877354 nChanged 0 SP:Iteration 27F (1193.527524 sec): 3 clusters Score: Raw -103871.254858 + Penalty 2458.377504 = -101412.877354 nChanged 0 Trying to split cluster 18 (6710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1193.560290 sec): 2 clusters Score: Raw -368937.006511 + Penalty 1431.845062 = -367505.161448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1193.616252 sec): 3 clusters Score: Raw -365279.186690 + Penalty 2863.690125 = -362415.496565 nChanged 2772 SP:Iteration 1F (1193.679180 sec): 3 clusters Score: Raw -366759.868893 + Penalty 2863.690125 = -363896.178768 nChanged 428 SP:Iteration 2F (1193.720854 sec): 3 clusters Score: Raw -366944.846314 + Penalty 2863.690125 = -364081.156190 nChanged 325 SP:Iteration 3Q (1193.776084 sec): 3 clusters Score: Raw -367070.198244 + Penalty 2863.690125 = -364206.508119 nChanged 258 SP:Iteration 4Q (1193.825408 sec): 3 clusters Score: Raw -367175.695784 + Penalty 2863.690125 = -364312.005659 nChanged 232 SP:Iteration 5Q (1193.883416 sec): 3 clusters Score: Raw -367259.296763 + Penalty 2863.690125 = -364395.606638 nChanged 198 SP:Iteration 6Q (1193.933853 sec): 3 clusters Score: Raw -367335.728178 + Penalty 2863.690125 = -364472.038053 nChanged 198 SP:Iteration 7Q (1193.986987 sec): 3 clusters Score: Raw -367432.590757 + Penalty 2863.690125 = -364568.900632 nChanged 207 SP:Iteration 8Q (1194.056160 sec): 3 clusters Score: Raw -367544.765850 + Penalty 2863.690125 = -364681.075725 nChanged 220 SP:Iteration 9Q (1194.107452 sec): 3 clusters Score: Raw -367680.298807 + Penalty 2863.690125 = -364816.608683 nChanged 219 SP:Iteration 10Q (1194.150799 sec): 3 clusters Score: Raw -367827.309648 + Penalty 2863.690125 = -364963.619524 nChanged 220 SP:Iteration 11Q (1194.215735 sec): 3 clusters Score: Raw -367971.081013 + Penalty 2863.690125 = -365107.390888 nChanged 217 SP:Iteration 12Q (1194.263782 sec): 3 clusters Score: Raw -368130.258007 + Penalty 2863.690125 = -365266.567883 nChanged 215 SP:Iteration 13Q (1194.313384 sec): 3 clusters Score: Raw -368290.265443 + Penalty 2863.690125 = -365426.575318 nChanged 206 SP:Iteration 14Q (1194.378024 sec): 3 clusters Score: Raw -368438.015884 + Penalty 2863.690125 = -365574.325759 nChanged 204 SP:Iteration 15Q (1194.422141 sec): 3 clusters Score: Raw -368585.733470 + Penalty 2863.690125 = -365722.043345 nChanged 165 SP:Iteration 16Q (1194.473327 sec): 3 clusters Score: Raw -368693.812444 + Penalty 2863.690125 = -365830.122319 nChanged 138 SP:Iteration 17Q (1194.526613 sec): 3 clusters Score: Raw -368785.521359 + Penalty 2863.690125 = -365921.831234 nChanged 127 SP:Iteration 18Q (1194.582404 sec): 3 clusters Score: Raw -368881.327118 + Penalty 2863.690125 = -366017.636994 nChanged 118 SP:Iteration 19Q (1194.638000 sec): 3 clusters Score: Raw -368952.930849 + Penalty 2863.690125 = -366089.240724 nChanged 88 SP:Iteration 20F (1194.685722 sec): 3 clusters Score: Raw -369018.108975 + Penalty 2863.690125 = -366154.418850 nChanged 70 SP:Iteration 21Q (1194.742694 sec): 3 clusters Score: Raw -369064.599133 + Penalty 2863.690125 = -366200.909008 nChanged 49 SP:Iteration 22Q (1194.795985 sec): 3 clusters Score: Raw -369095.669395 + Penalty 2863.690125 = -366231.979270 nChanged 38 SP:Iteration 23Q (1194.853551 sec): 3 clusters Score: Raw -369116.935475 + Penalty 2863.690125 = -366253.245350 nChanged 35 SP:Iteration 24Q (1194.912764 sec): 3 clusters Score: Raw -369131.876884 + Penalty 2863.690125 = -366268.186759 nChanged 25 SP:Iteration 25Q (1194.956869 sec): 3 clusters Score: Raw -369146.775802 + Penalty 2863.690125 = -366283.085677 nChanged 16 SP:Iteration 26Q (1195.005294 sec): 3 clusters Score: Raw -369157.631705 + Penalty 2863.690125 = -366293.941580 nChanged 15 SP:Iteration 27Q (1195.056241 sec): 3 clusters Score: Raw -369163.932251 + Penalty 2863.690125 = -366300.242126 nChanged 9 SP:Iteration 28Q (1195.107763 sec): 3 clusters Score: Raw -369167.314328 + Penalty 2863.690125 = -366303.624203 nChanged 4 SP:Iteration 29Q (1195.162466 sec): 3 clusters Score: Raw -369169.530691 + Penalty 2863.690125 = -366305.840566 nChanged 6 SP:Iteration 30Q (1195.211797 sec): 3 clusters Score: Raw -369172.017244 + Penalty 2863.690125 = -366308.327119 nChanged 6 SP:Iteration 31Q (1195.252854 sec): 3 clusters Score: Raw -369175.207585 + Penalty 2863.690125 = -366311.517461 nChanged 6 SP:Iteration 32Q (1195.299083 sec): 3 clusters Score: Raw -369178.485534 + Penalty 2863.690125 = -366314.795410 nChanged 9 SP:Iteration 33Q (1195.350550 sec): 3 clusters Score: Raw -369182.666482 + Penalty 2863.690125 = -366318.976357 nChanged 8 SP:Iteration 34Q (1195.397853 sec): 3 clusters Score: Raw -369187.538001 + Penalty 2863.690125 = -366323.847876 nChanged 3 SP:Iteration 35Q (1195.447958 sec): 3 clusters Score: Raw -369188.361220 + Penalty 2863.690125 = -366324.671095 nChanged 6 SP:Iteration 36Q (1195.501971 sec): 3 clusters Score: Raw -369189.784726 + Penalty 2863.690125 = -366326.094601 nChanged 1 SP:Iteration 37Q (1195.560729 sec): 3 clusters Score: Raw -369190.036384 + Penalty 2863.690125 = -366326.346260 nChanged 2 SP:Iteration 38Q (1195.602067 sec): 3 clusters Score: Raw -369191.193216 + Penalty 2863.690125 = -366327.503091 nChanged 5 SP:Iteration 39Q (1195.652550 sec): 3 clusters Score: Raw -369193.528527 + Penalty 2863.690125 = -366329.838402 nChanged 7 SP:Iteration 40F (1195.712432 sec): 3 clusters Score: Raw -369197.252506 + Penalty 2863.690125 = -366333.562381 nChanged 6 SP:Iteration 41Q (1195.766332 sec): 3 clusters Score: Raw -369200.522022 + Penalty 2863.690125 = -366336.831897 nChanged 4 SP:Iteration 42Q (1195.814143 sec): 3 clusters Score: Raw -369201.861337 + Penalty 2863.690125 = -366338.171212 nChanged 3 SP:Iteration 43Q (1195.869781 sec): 3 clusters Score: Raw -369203.294205 + Penalty 2863.690125 = -366339.604081 nChanged 3 SP:Iteration 44Q (1195.925167 sec): 3 clusters Score: Raw -369204.170957 + Penalty 2863.690125 = -366340.480832 nChanged 1 SP:Iteration 45Q (1195.973255 sec): 3 clusters Score: Raw -369204.604799 + Penalty 2863.690125 = -366340.914675 nChanged 1 SP:Iteration 46Q (1196.018828 sec): 3 clusters Score: Raw -369204.949495 + Penalty 2863.690125 = -366341.259370 nChanged 0 SP:Iteration 47F (1196.072629 sec): 3 clusters Score: Raw -369204.949495 + Penalty 2863.690125 = -366341.259370 nChanged 0 Trying to split cluster 19 (4850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1196.098654 sec): 2 clusters Score: Raw -255780.336671 + Penalty 1379.094272 = -254401.242399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1196.158268 sec): 3 clusters Score: Raw -253391.355436 + Penalty 2758.188545 = -250633.166891 nChanged 1932 SP:Iteration 1F (1196.210952 sec): 3 clusters Score: Raw -254701.853309 + Penalty 2758.188545 = -251943.664764 nChanged 420 SP:Iteration 2F (1196.258776 sec): 3 clusters Score: Raw -255056.375580 + Penalty 2758.188545 = -252298.187036 nChanged 334 SP:Iteration 3F (1196.301189 sec): 3 clusters Score: Raw -255369.060508 + Penalty 2758.188545 = -252610.871963 nChanged 364 SP:Iteration 4F (1196.346203 sec): 3 clusters Score: Raw -255695.951285 + Penalty 2758.188545 = -252937.762740 nChanged 288 SP:Iteration 5F (1196.395402 sec): 3 clusters Score: Raw -255966.209222 + Penalty 2758.188545 = -253208.020677 nChanged 260 SP:Iteration 6F (1196.440612 sec): 3 clusters Score: Raw -256159.554453 + Penalty 2758.188545 = -253401.365908 nChanged 184 SP:Iteration 7Q (1196.501242 sec): 3 clusters Score: Raw -256255.466897 + Penalty 2758.188545 = -253497.278352 nChanged 118 SP:Iteration 8Q (1196.550240 sec): 3 clusters Score: Raw -256315.180994 + Penalty 2758.188545 = -253556.992449 nChanged 95 SP:Iteration 9Q (1196.604714 sec): 3 clusters Score: Raw -256352.910957 + Penalty 2758.188545 = -253594.722412 nChanged 71 SP:Iteration 10Q (1196.650079 sec): 3 clusters Score: Raw -256379.335400 + Penalty 2758.188545 = -253621.146855 nChanged 54 SP:Iteration 11Q (1196.696864 sec): 3 clusters Score: Raw -256401.662619 + Penalty 2758.188545 = -253643.474074 nChanged 53 SP:Iteration 12Q (1196.751404 sec): 3 clusters Score: Raw -256425.351461 + Penalty 2758.188545 = -253667.162917 nChanged 54 SP:Iteration 13Q (1196.805944 sec): 3 clusters Score: Raw -256447.122890 + Penalty 2758.188545 = -253688.934345 nChanged 49 SP:Iteration 14Q (1196.858002 sec): 3 clusters Score: Raw -256465.036042 + Penalty 2758.188545 = -253706.847497 nChanged 44 SP:Iteration 15Q (1196.904674 sec): 3 clusters Score: Raw -256482.811368 + Penalty 2758.188545 = -253724.622823 nChanged 44 SP:Iteration 16Q (1196.941823 sec): 3 clusters Score: Raw -256499.759214 + Penalty 2758.188545 = -253741.570670 nChanged 36 SP:Iteration 17Q (1197.001192 sec): 3 clusters Score: Raw -256513.415537 + Penalty 2758.188545 = -253755.226993 nChanged 33 SP:Iteration 18Q (1197.047052 sec): 3 clusters Score: Raw -256525.127708 + Penalty 2758.188545 = -253766.939164 nChanged 42 SP:Iteration 19Q (1197.100896 sec): 3 clusters Score: Raw -256542.614383 + Penalty 2758.188545 = -253784.425838 nChanged 43 SP:Iteration 20F (1197.137347 sec): 3 clusters Score: Raw -256555.547734 + Penalty 2758.188545 = -253797.359189 nChanged 39 SP:Iteration 21Q (1197.180003 sec): 3 clusters Score: Raw -256570.515216 + Penalty 2758.188545 = -253812.326671 nChanged 46 SP:Iteration 22Q (1197.233120 sec): 3 clusters Score: Raw -256584.736978 + Penalty 2758.188545 = -253826.548433 nChanged 35 SP:Iteration 23Q (1197.285680 sec): 3 clusters Score: Raw -256595.812632 + Penalty 2758.188545 = -253837.624087 nChanged 31 SP:Iteration 24Q (1197.341347 sec): 3 clusters Score: Raw -256605.305829 + Penalty 2758.188545 = -253847.117284 nChanged 27 SP:Iteration 25Q (1197.389676 sec): 3 clusters Score: Raw -256612.707019 + Penalty 2758.188545 = -253854.518474 nChanged 35 SP:Iteration 26Q (1197.434081 sec): 3 clusters Score: Raw -256624.101459 + Penalty 2758.188545 = -253865.912914 nChanged 31 SP:Iteration 27Q (1197.495876 sec): 3 clusters Score: Raw -256636.658587 + Penalty 2758.188545 = -253878.470042 nChanged 39 SP:Iteration 28Q (1197.515594 sec): 3 clusters Score: Raw -256651.099885 + Penalty 2758.188545 = -253892.911340 nChanged 35 SP:Iteration 29Q (1197.561011 sec): 3 clusters Score: Raw -256664.825255 + Penalty 2758.188545 = -253906.636710 nChanged 35 SP:Iteration 30Q (1197.616539 sec): 3 clusters Score: Raw -256679.046070 + Penalty 2758.188545 = -253920.857525 nChanged 35 SP:Iteration 31Q (1197.666546 sec): 3 clusters Score: Raw -256694.713261 + Penalty 2758.188545 = -253936.524717 nChanged 42 SP:Iteration 32Q (1197.717354 sec): 3 clusters Score: Raw -256715.474235 + Penalty 2758.188545 = -253957.285690 nChanged 47 SP:Iteration 33Q (1197.764985 sec): 3 clusters Score: Raw -256734.720442 + Penalty 2758.188545 = -253976.531897 nChanged 34 SP:Iteration 34Q (1197.808663 sec): 3 clusters Score: Raw -256751.205244 + Penalty 2758.188545 = -253993.016699 nChanged 38 SP:Iteration 35Q (1197.864416 sec): 3 clusters Score: Raw -256769.797218 + Penalty 2758.188545 = -254011.608673 nChanged 33 SP:Iteration 36Q (1197.911902 sec): 3 clusters Score: Raw -256780.056750 + Penalty 2758.188545 = -254021.868205 nChanged 16 SP:Iteration 37Q (1197.952841 sec): 3 clusters Score: Raw -256783.857995 + Penalty 2758.188545 = -254025.669450 nChanged 12 SP:Iteration 38Q (1198.004364 sec): 3 clusters Score: Raw -256786.464444 + Penalty 2758.188545 = -254028.275899 nChanged 12 SP:Iteration 39Q (1198.056780 sec): 3 clusters Score: Raw -256789.847670 + Penalty 2758.188545 = -254031.659125 nChanged 8 SP:Iteration 40F (1198.102628 sec): 3 clusters Score: Raw -256791.802181 + Penalty 2758.188545 = -254033.613637 nChanged 9 SP:Iteration 41Q (1198.158414 sec): 3 clusters Score: Raw -256793.507368 + Penalty 2758.188545 = -254035.318824 nChanged 6 SP:Iteration 42Q (1198.203853 sec): 3 clusters Score: Raw -256794.294158 + Penalty 2758.188545 = -254036.105614 nChanged 7 SP:Iteration 43Q (1198.249208 sec): 3 clusters Score: Raw -256795.233370 + Penalty 2758.188545 = -254037.044825 nChanged 3 SP:Iteration 44Q (1198.298217 sec): 3 clusters Score: Raw -256795.450187 + Penalty 2758.188545 = -254037.261642 nChanged 0 SP:Iteration 45F (1198.351189 sec): 3 clusters Score: Raw -256795.450187 + Penalty 2758.188545 = -254037.261642 nChanged 0 Trying to split cluster 20 (897 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1198.373670 sec): 2 clusters Score: Raw -46102.005228 + Penalty 1104.846578 = -44997.158650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1198.426372 sec): 3 clusters Score: Raw -45829.460816 + Penalty 2209.693155 = -43619.767661 nChanged 273 SP:Iteration 1F (1198.462064 sec): 3 clusters Score: Raw -46095.380256 + Penalty 2209.693155 = -43885.687101 nChanged 65 SP:Iteration 2F (1198.513014 sec): 3 clusters Score: Raw -46172.049865 + Penalty 2209.693155 = -43962.356710 nChanged 36 SP:Iteration 3Q (1198.558452 sec): 3 clusters Score: Raw -46224.988566 + Penalty 2209.693155 = -44015.295411 nChanged 28 SP:Iteration 4Q (1198.596997 sec): 3 clusters Score: Raw -46260.731513 + Penalty 2209.693155 = -44051.038358 nChanged 19 SP:Iteration 5Q (1198.646202 sec): 3 clusters Score: Raw -46283.812633 + Penalty 2209.693155 = -44074.119478 nChanged 21 SP:Iteration 6Q (1198.684304 sec): 3 clusters Score: Raw -46314.351572 + Penalty 2209.693155 = -44104.658416 nChanged 26 SP:Iteration 7Q (1198.723990 sec): 3 clusters Score: Raw -46339.094851 + Penalty 2209.693155 = -44129.401696 nChanged 22 SP:Iteration 8Q (1198.767875 sec): 3 clusters Score: Raw -46369.168440 + Penalty 2209.693155 = -44159.475285 nChanged 17 SP:Iteration 9Q (1198.808556 sec): 3 clusters Score: Raw -46388.804352 + Penalty 2209.693155 = -44179.111197 nChanged 16 SP:Iteration 10Q (1198.849199 sec): 3 clusters Score: Raw -46406.212028 + Penalty 2209.693155 = -44196.518873 nChanged 13 SP:Iteration 11Q (1198.876050 sec): 3 clusters Score: Raw -46421.500029 + Penalty 2209.693155 = -44211.806874 nChanged 13 SP:Iteration 12Q (1198.921238 sec): 3 clusters Score: Raw -46447.194104 + Penalty 2209.693155 = -44237.500949 nChanged 13 SP:Iteration 13Q (1198.968817 sec): 3 clusters Score: Raw -46473.449318 + Penalty 2209.693155 = -44263.756163 nChanged 17 SP:Iteration 14Q (1199.014241 sec): 3 clusters Score: Raw -46506.069455 + Penalty 2209.693155 = -44296.376300 nChanged 17 SP:Iteration 15Q (1199.046514 sec): 3 clusters Score: Raw -46538.199188 + Penalty 2209.693155 = -44328.506032 nChanged 13 SP:Iteration 16Q (1199.095320 sec): 3 clusters Score: Raw -46563.445815 + Penalty 2209.693155 = -44353.752660 nChanged 16 SP:Iteration 17Q (1199.135405 sec): 3 clusters Score: Raw -46596.395077 + Penalty 2209.693155 = -44386.701922 nChanged 20 SP:Iteration 18Q (1199.170397 sec): 3 clusters Score: Raw -46639.500166 + Penalty 2209.693155 = -44429.807011 nChanged 24 SP:Iteration 19Q (1199.222380 sec): 3 clusters Score: Raw -46706.910924 + Penalty 2209.693155 = -44497.217769 nChanged 23 SP:Iteration 20F (1199.261659 sec): 3 clusters Score: Raw -46751.607069 + Penalty 2209.693155 = -44541.913914 nChanged 21 SP:Iteration 21Q (1199.298040 sec): 3 clusters Score: Raw -46786.748363 + Penalty 2209.693155 = -44577.055207 nChanged 12 SP:Iteration 22Q (1199.327348 sec): 3 clusters Score: Raw -46808.389757 + Penalty 2209.693155 = -44598.696602 nChanged 8 SP:Iteration 23Q (1199.370713 sec): 3 clusters Score: Raw -46823.042163 + Penalty 2209.693155 = -44613.349008 nChanged 9 SP:Iteration 24Q (1199.417680 sec): 3 clusters Score: Raw -46839.218025 + Penalty 2209.693155 = -44629.524870 nChanged 9 SP:Iteration 25Q (1199.460368 sec): 3 clusters Score: Raw -46854.082317 + Penalty 2209.693155 = -44644.389161 nChanged 6 SP:Iteration 26Q (1199.503064 sec): 3 clusters Score: Raw -46859.072736 + Penalty 2209.693155 = -44649.379581 nChanged 5 SP:Iteration 27Q (1199.557816 sec): 3 clusters Score: Raw -46863.538878 + Penalty 2209.693155 = -44653.845722 nChanged 4 SP:Iteration 28Q (1199.605612 sec): 3 clusters Score: Raw -46870.140422 + Penalty 2209.693155 = -44660.447267 nChanged 4 SP:Iteration 29Q (1199.642160 sec): 3 clusters Score: Raw -46875.777348 + Penalty 2209.693155 = -44666.084192 nChanged 1 SP:Iteration 30Q (1199.695338 sec): 3 clusters Score: Raw -46876.798970 + Penalty 2209.693155 = -44667.105815 nChanged 3 SP:Iteration 31Q (1199.728608 sec): 3 clusters Score: Raw -46881.195980 + Penalty 2209.693155 = -44671.502825 nChanged 1 SP:Iteration 32Q (1199.733806 sec): 3 clusters Score: Raw -46883.280933 + Penalty 2209.693155 = -44673.587778 nChanged 2 SP:Iteration 33Q (1199.738507 sec): 3 clusters Score: Raw -46886.703210 + Penalty 2209.693155 = -44677.010055 nChanged 4 SP:Iteration 34Q (1199.743157 sec): 3 clusters Score: Raw -46896.305761 + Penalty 2209.693155 = -44686.612606 nChanged 5 SP:Iteration 35Q (1199.768335 sec): 3 clusters Score: Raw -46905.731129 + Penalty 2209.693155 = -44696.037974 nChanged 6 SP:Iteration 36Q (1199.773431 sec): 3 clusters Score: Raw -46915.394844 + Penalty 2209.693155 = -44705.701689 nChanged 4 SP:Iteration 37Q (1199.778060 sec): 3 clusters Score: Raw -46919.903737 + Penalty 2209.693155 = -44710.210582 nChanged 1 SP:Iteration 38Q (1199.782727 sec): 3 clusters Score: Raw -46920.893839 + Penalty 2209.693155 = -44711.200684 nChanged 0 SP:Iteration 39F (1199.811544 sec): 3 clusters Score: Raw -46920.893839 + Penalty 2209.693155 = -44711.200684 nChanged 0 Trying to split cluster 21 (4108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1199.829730 sec): 2 clusters Score: Raw -225671.235447 + Penalty 1352.112380 = -224319.123066 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1199.883528 sec): 3 clusters Score: Raw -223629.691063 + Penalty 2704.224761 = -220925.466303 nChanged 1617 SP:Iteration 1F (1199.932303 sec): 3 clusters Score: Raw -224509.618168 + Penalty 2704.224761 = -221805.393407 nChanged 294 SP:Iteration 2F (1199.981123 sec): 3 clusters Score: Raw -224688.129407 + Penalty 2704.224761 = -221983.904646 nChanged 233 SP:Iteration 3F (1200.026207 sec): 3 clusters Score: Raw -224825.253082 + Penalty 2704.224761 = -222121.028322 nChanged 208 SP:Iteration 4F (1200.080414 sec): 3 clusters Score: Raw -224983.700267 + Penalty 2704.224761 = -222279.475507 nChanged 203 SP:Iteration 5Q (1200.128922 sec): 3 clusters Score: Raw -225132.165925 + Penalty 2704.224761 = -222427.941165 nChanged 185 SP:Iteration 6Q (1200.173942 sec): 3 clusters Score: Raw -225285.147721 + Penalty 2704.224761 = -222580.922961 nChanged 178 SP:Iteration 7Q (1200.217716 sec): 3 clusters Score: Raw -225416.154368 + Penalty 2704.224761 = -222711.929608 nChanged 150 SP:Iteration 8Q (1200.264155 sec): 3 clusters Score: Raw -225529.890426 + Penalty 2704.224761 = -222825.665666 nChanged 157 SP:Iteration 9Q (1200.319022 sec): 3 clusters Score: Raw -225623.202849 + Penalty 2704.224761 = -222918.978088 nChanged 121 SP:Iteration 10Q (1200.360685 sec): 3 clusters Score: Raw -225697.298358 + Penalty 2704.224761 = -222993.073597 nChanged 112 SP:Iteration 11Q (1200.410680 sec): 3 clusters Score: Raw -225752.070160 + Penalty 2704.224761 = -223047.845399 nChanged 78 SP:Iteration 12Q (1200.458714 sec): 3 clusters Score: Raw -225787.371828 + Penalty 2704.224761 = -223083.147067 nChanged 59 SP:Iteration 13Q (1200.505994 sec): 3 clusters Score: Raw -225812.569565 + Penalty 2704.224761 = -223108.344804 nChanged 53 SP:Iteration 14Q (1200.554662 sec): 3 clusters Score: Raw -225835.915443 + Penalty 2704.224761 = -223131.690682 nChanged 46 SP:Iteration 15Q (1200.601537 sec): 3 clusters Score: Raw -225855.069127 + Penalty 2704.224761 = -223150.844366 nChanged 43 SP:Iteration 16Q (1200.648374 sec): 3 clusters Score: Raw -225871.167598 + Penalty 2704.224761 = -223166.942838 nChanged 37 SP:Iteration 17Q (1200.703869 sec): 3 clusters Score: Raw -225882.256528 + Penalty 2704.224761 = -223178.031767 nChanged 24 SP:Iteration 18Q (1200.747945 sec): 3 clusters Score: Raw -225888.795294 + Penalty 2704.224761 = -223184.570533 nChanged 19 SP:Iteration 19Q (1200.796975 sec): 3 clusters Score: Raw -225893.432965 + Penalty 2704.224761 = -223189.208205 nChanged 16 SP:Iteration 20F (1200.843090 sec): 3 clusters Score: Raw -225898.600276 + Penalty 2704.224761 = -223194.375516 nChanged 16 SP:Iteration 21Q (1200.904542 sec): 3 clusters Score: Raw -225901.975101 + Penalty 2704.224761 = -223197.750340 nChanged 12 SP:Iteration 22Q (1200.947594 sec): 3 clusters Score: Raw -225904.783990 + Penalty 2704.224761 = -223200.559229 nChanged 11 SP:Iteration 23Q (1200.996872 sec): 3 clusters Score: Raw -225907.730126 + Penalty 2704.224761 = -223203.505366 nChanged 9 SP:Iteration 24Q (1201.037897 sec): 3 clusters Score: Raw -225909.712055 + Penalty 2704.224761 = -223205.487295 nChanged 10 SP:Iteration 25Q (1201.088520 sec): 3 clusters Score: Raw -225911.580646 + Penalty 2704.224761 = -223207.355886 nChanged 10 SP:Iteration 26Q (1201.131968 sec): 3 clusters Score: Raw -225914.720151 + Penalty 2704.224761 = -223210.495390 nChanged 15 SP:Iteration 27Q (1201.172266 sec): 3 clusters Score: Raw -225918.917762 + Penalty 2704.224761 = -223214.693001 nChanged 14 SP:Iteration 28Q (1201.232803 sec): 3 clusters Score: Raw -225922.443014 + Penalty 2704.224761 = -223218.218254 nChanged 11 SP:Iteration 29Q (1201.274095 sec): 3 clusters Score: Raw -225926.799408 + Penalty 2704.224761 = -223222.574647 nChanged 14 SP:Iteration 30Q (1201.315665 sec): 3 clusters Score: Raw -225930.892863 + Penalty 2704.224761 = -223226.668102 nChanged 15 SP:Iteration 31Q (1201.365005 sec): 3 clusters Score: Raw -225937.151067 + Penalty 2704.224761 = -223232.926307 nChanged 18 SP:Iteration 32Q (1201.409468 sec): 3 clusters Score: Raw -225943.581239 + Penalty 2704.224761 = -223239.356478 nChanged 19 SP:Iteration 33Q (1201.466572 sec): 3 clusters Score: Raw -225948.483492 + Penalty 2704.224761 = -223244.258731 nChanged 20 SP:Iteration 34Q (1201.511932 sec): 3 clusters Score: Raw -225953.827589 + Penalty 2704.224761 = -223249.602829 nChanged 14 SP:Iteration 35Q (1201.552897 sec): 3 clusters Score: Raw -225959.514162 + Penalty 2704.224761 = -223255.289402 nChanged 25 SP:Iteration 36Q (1201.609253 sec): 3 clusters Score: Raw -225966.437730 + Penalty 2704.224761 = -223262.212969 nChanged 19 SP:Iteration 37Q (1201.654012 sec): 3 clusters Score: Raw -225971.387649 + Penalty 2704.224761 = -223267.162889 nChanged 15 SP:Iteration 38Q (1201.703862 sec): 3 clusters Score: Raw -225977.092117 + Penalty 2704.224761 = -223272.867357 nChanged 21 SP:Iteration 39Q (1201.753319 sec): 3 clusters Score: Raw -225985.603503 + Penalty 2704.224761 = -223281.378742 nChanged 26 SP:Iteration 40F (1201.797085 sec): 3 clusters Score: Raw -225992.947220 + Penalty 2704.224761 = -223288.722459 nChanged 24 SP:Iteration 41Q (1201.849651 sec): 3 clusters Score: Raw -226000.958705 + Penalty 2704.224761 = -223296.733945 nChanged 22 SP:Iteration 42Q (1201.896377 sec): 3 clusters Score: Raw -226008.838163 + Penalty 2704.224761 = -223304.613402 nChanged 18 SP:Iteration 43Q (1201.939930 sec): 3 clusters Score: Raw -226016.515987 + Penalty 2704.224761 = -223312.291226 nChanged 25 SP:Iteration 44Q (1201.991036 sec): 3 clusters Score: Raw -226026.184023 + Penalty 2704.224761 = -223321.959262 nChanged 30 SP:Iteration 45Q (1202.039522 sec): 3 clusters Score: Raw -226038.378768 + Penalty 2704.224761 = -223334.154007 nChanged 31 SP:Iteration 46Q (1202.083358 sec): 3 clusters Score: Raw -226048.524503 + Penalty 2704.224761 = -223344.299742 nChanged 23 SP:Iteration 47Q (1202.128496 sec): 3 clusters Score: Raw -226056.698911 + Penalty 2704.224761 = -223352.474151 nChanged 27 SP:Iteration 48Q (1202.181358 sec): 3 clusters Score: Raw -226068.131889 + Penalty 2704.224761 = -223363.907128 nChanged 26 SP:Iteration 49Q (1202.219416 sec): 3 clusters Score: Raw -226078.611550 + Penalty 2704.224761 = -223374.386789 nChanged 24 SP:Iteration 50Q (1202.267117 sec): 3 clusters Score: Raw -226087.886706 + Penalty 2704.224761 = -223383.661946 nChanged 15 SP:Iteration 51Q (1202.324466 sec): 3 clusters Score: Raw -226093.759765 + Penalty 2704.224761 = -223389.535005 nChanged 12 SP:Iteration 52Q (1202.362199 sec): 3 clusters Score: Raw -226097.948874 + Penalty 2704.224761 = -223393.724113 nChanged 6 SP:Iteration 53Q (1202.423147 sec): 3 clusters Score: Raw -226100.541087 + Penalty 2704.224761 = -223396.316326 nChanged 9 SP:Iteration 54Q (1202.463355 sec): 3 clusters Score: Raw -226102.158275 + Penalty 2704.224761 = -223397.933514 nChanged 6 SP:Iteration 55Q (1202.513576 sec): 3 clusters Score: Raw -226103.836517 + Penalty 2704.224761 = -223399.611756 nChanged 8 SP:Iteration 56Q (1202.569166 sec): 3 clusters Score: Raw -226106.140584 + Penalty 2704.224761 = -223401.915823 nChanged 6 SP:Iteration 57Q (1202.609268 sec): 3 clusters Score: Raw -226108.182597 + Penalty 2704.224761 = -223403.957836 nChanged 6 SP:Iteration 58Q (1202.668435 sec): 3 clusters Score: Raw -226109.498545 + Penalty 2704.224761 = -223405.273785 nChanged 3 SP:Iteration 59Q (1202.721818 sec): 3 clusters Score: Raw -226110.699507 + Penalty 2704.224761 = -223406.474746 nChanged 3 SP:Iteration 60F (1202.774526 sec): 3 clusters Score: Raw -226111.610040 + Penalty 2704.224761 = -223407.385280 nChanged 4 SP:Iteration 61Q (1202.822440 sec): 3 clusters Score: Raw -226113.157713 + Penalty 2704.224761 = -223408.932952 nChanged 6 SP:Iteration 62Q (1202.879076 sec): 3 clusters Score: Raw -226115.614310 + Penalty 2704.224761 = -223411.389549 nChanged 4 SP:Iteration 63Q (1202.922549 sec): 3 clusters Score: Raw -226116.261383 + Penalty 2704.224761 = -223412.036623 nChanged 4 SP:Iteration 64Q (1202.984505 sec): 3 clusters Score: Raw -226116.745201 + Penalty 2704.224761 = -223412.520440 nChanged 1 SP:Iteration 65Q (1203.038521 sec): 3 clusters Score: Raw -226116.876319 + Penalty 2704.224761 = -223412.651558 nChanged 1 SP:Iteration 66Q (1203.079023 sec): 3 clusters Score: Raw -226117.185700 + Penalty 2704.224761 = -223412.960940 nChanged 0 SP:Iteration 67F (1203.131009 sec): 3 clusters Score: Raw -226117.185700 + Penalty 2704.224761 = -223412.960940 nChanged 0 Trying to split cluster 22 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1203.157487 sec): 2 clusters Score: Raw -41828.441832 + Penalty 1082.551395 = -40745.890437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1203.199408 sec): 3 clusters Score: Raw -41632.352904 + Penalty 2165.102791 = -39467.250113 nChanged 212 SP:Iteration 1F (1203.244620 sec): 3 clusters Score: Raw -41835.715905 + Penalty 2165.102791 = -39670.613115 nChanged 46 SP:Iteration 2F (1203.268745 sec): 3 clusters Score: Raw -41887.558801 + Penalty 2165.102791 = -39722.456010 nChanged 26 SP:Iteration 3Q (1203.311187 sec): 3 clusters Score: Raw -41920.915004 + Penalty 2165.102791 = -39755.812214 nChanged 20 SP:Iteration 4Q (1203.344345 sec): 3 clusters Score: Raw -41953.067748 + Penalty 2165.102791 = -39787.964958 nChanged 16 SP:Iteration 5Q (1203.376824 sec): 3 clusters Score: Raw -41979.110227 + Penalty 2165.102791 = -39814.007436 nChanged 10 SP:Iteration 6Q (1203.416836 sec): 3 clusters Score: Raw -41988.757048 + Penalty 2165.102791 = -39823.654257 nChanged 8 SP:Iteration 7Q (1203.459591 sec): 3 clusters Score: Raw -41996.141628 + Penalty 2165.102791 = -39831.038837 nChanged 7 SP:Iteration 8Q (1203.510764 sec): 3 clusters Score: Raw -42009.164447 + Penalty 2165.102791 = -39844.061656 nChanged 7 SP:Iteration 9Q (1203.548130 sec): 3 clusters Score: Raw -42017.440230 + Penalty 2165.102791 = -39852.337439 nChanged 4 SP:Iteration 10Q (1203.595234 sec): 3 clusters Score: Raw -42022.134085 + Penalty 2165.102791 = -39857.031294 nChanged 3 SP:Iteration 11Q (1203.635603 sec): 3 clusters Score: Raw -42030.213529 + Penalty 2165.102791 = -39865.110738 nChanged 9 SP:Iteration 12Q (1203.685804 sec): 3 clusters Score: Raw -42043.205468 + Penalty 2165.102791 = -39878.102677 nChanged 12 SP:Iteration 13Q (1203.724044 sec): 3 clusters Score: Raw -42057.307721 + Penalty 2165.102791 = -39892.204930 nChanged 9 SP:Iteration 14Q (1203.773461 sec): 3 clusters Score: Raw -42066.294672 + Penalty 2165.102791 = -39901.191882 nChanged 7 SP:Iteration 15Q (1203.811599 sec): 3 clusters Score: Raw -42076.000664 + Penalty 2165.102791 = -39910.897873 nChanged 7 SP:Iteration 16Q (1203.859881 sec): 3 clusters Score: Raw -42085.721039 + Penalty 2165.102791 = -39920.618248 nChanged 7 SP:Iteration 17Q (1203.899466 sec): 3 clusters Score: Raw -42094.573228 + Penalty 2165.102791 = -39929.470438 nChanged 4 SP:Iteration 18Q (1203.949882 sec): 3 clusters Score: Raw -42098.956931 + Penalty 2165.102791 = -39933.854141 nChanged 1 SP:Iteration 19Q (1203.990912 sec): 3 clusters Score: Raw -42099.398654 + Penalty 2165.102791 = -39934.295863 nChanged 0 SP:Iteration 20F (1204.037982 sec): 3 clusters Score: Raw -42099.398654 + Penalty 2165.102791 = -39934.295863 nChanged 0 Trying to split cluster 23 (2975 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1204.063108 sec): 2 clusters Score: Raw -131157.529026 + Penalty 1299.674889 = -129857.854136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1204.111214 sec): 3 clusters Score: Raw -129830.738424 + Penalty 2599.349778 = -127231.388646 nChanged 1140 SP:Iteration 1F (1204.165092 sec): 3 clusters Score: Raw -130659.343540 + Penalty 2599.349778 = -128059.993761 nChanged 270 SP:Iteration 2F (1204.210577 sec): 3 clusters Score: Raw -130896.636915 + Penalty 2599.349778 = -128297.287136 nChanged 188 SP:Iteration 3F (1204.240399 sec): 3 clusters Score: Raw -131046.423340 + Penalty 2599.349778 = -128447.073562 nChanged 125 SP:Iteration 4Q (1204.278076 sec): 3 clusters Score: Raw -131125.264406 + Penalty 2599.349778 = -128525.914628 nChanged 84 SP:Iteration 5Q (1204.319038 sec): 3 clusters Score: Raw -131171.604875 + Penalty 2599.349778 = -128572.255096 nChanged 67 SP:Iteration 6Q (1204.372810 sec): 3 clusters Score: Raw -131209.750169 + Penalty 2599.349778 = -128610.400391 nChanged 59 SP:Iteration 7Q (1204.414433 sec): 3 clusters Score: Raw -131247.620352 + Penalty 2599.349778 = -128648.270574 nChanged 60 SP:Iteration 8Q (1204.454192 sec): 3 clusters Score: Raw -131292.790167 + Penalty 2599.349778 = -128693.440388 nChanged 71 SP:Iteration 9Q (1204.494953 sec): 3 clusters Score: Raw -131357.927252 + Penalty 2599.349778 = -128758.577473 nChanged 80 SP:Iteration 10Q (1204.541668 sec): 3 clusters Score: Raw -131440.125280 + Penalty 2599.349778 = -128840.775501 nChanged 86 SP:Iteration 11Q (1204.588155 sec): 3 clusters Score: Raw -131513.753869 + Penalty 2599.349778 = -128914.404091 nChanged 71 SP:Iteration 12Q (1204.631133 sec): 3 clusters Score: Raw -131560.848163 + Penalty 2599.349778 = -128961.498384 nChanged 50 SP:Iteration 13Q (1204.676960 sec): 3 clusters Score: Raw -131589.655355 + Penalty 2599.349778 = -128990.305576 nChanged 38 SP:Iteration 14Q (1204.715093 sec): 3 clusters Score: Raw -131608.435640 + Penalty 2599.349778 = -129009.085862 nChanged 23 SP:Iteration 15Q (1204.773859 sec): 3 clusters Score: Raw -131620.096370 + Penalty 2599.349778 = -129020.746592 nChanged 20 SP:Iteration 16Q (1204.821258 sec): 3 clusters Score: Raw -131627.977911 + Penalty 2599.349778 = -129028.628133 nChanged 12 SP:Iteration 17Q (1204.864702 sec): 3 clusters Score: Raw -131631.868887 + Penalty 2599.349778 = -129032.519108 nChanged 6 SP:Iteration 18Q (1204.916075 sec): 3 clusters Score: Raw -131634.240526 + Penalty 2599.349778 = -129034.890747 nChanged 7 SP:Iteration 19Q (1204.960752 sec): 3 clusters Score: Raw -131636.197446 + Penalty 2599.349778 = -129036.847667 nChanged 1 SP:Iteration 20F (1204.997761 sec): 3 clusters Score: Raw -131637.100928 + Penalty 2599.349778 = -129037.751149 nChanged 2 SP:Iteration 21Q (1205.035603 sec): 3 clusters Score: Raw -131637.733390 + Penalty 2599.349778 = -129038.383611 nChanged 1 SP:Iteration 22Q (1205.075602 sec): 3 clusters Score: Raw -131637.940476 + Penalty 2599.349778 = -129038.590698 nChanged 1 SP:Iteration 23Q (1205.118365 sec): 3 clusters Score: Raw -131638.038379 + Penalty 2599.349778 = -129038.688601 nChanged 0 SP:Iteration 24F (1205.162640 sec): 3 clusters Score: Raw -131638.038379 + Penalty 2599.349778 = -129038.688601 nChanged 0 Trying to split cluster 24 (1676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1205.195361 sec): 2 clusters Score: Raw -90871.284215 + Penalty 1206.426858 = -89664.857357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1205.230942 sec): 3 clusters Score: Raw -90158.347404 + Penalty 2412.853716 = -87745.493688 nChanged 593 SP:Iteration 1F (1205.276754 sec): 3 clusters Score: Raw -90558.606217 + Penalty 2412.853716 = -88145.752500 nChanged 133 SP:Iteration 2F (1205.333210 sec): 3 clusters Score: Raw -90656.025155 + Penalty 2412.853716 = -88243.171438 nChanged 72 SP:Iteration 3Q (1205.379276 sec): 3 clusters Score: Raw -90714.346395 + Penalty 2412.853716 = -88301.492679 nChanged 49 SP:Iteration 4Q (1205.417751 sec): 3 clusters Score: Raw -90746.153476 + Penalty 2412.853716 = -88333.299759 nChanged 40 SP:Iteration 5Q (1205.466869 sec): 3 clusters Score: Raw -90767.205343 + Penalty 2412.853716 = -88354.351626 nChanged 23 SP:Iteration 6Q (1205.504439 sec): 3 clusters Score: Raw -90782.425935 + Penalty 2412.853716 = -88369.572218 nChanged 22 SP:Iteration 7Q (1205.555668 sec): 3 clusters Score: Raw -90794.871348 + Penalty 2412.853716 = -88382.017632 nChanged 13 SP:Iteration 8Q (1205.596618 sec): 3 clusters Score: Raw -90801.685057 + Penalty 2412.853716 = -88388.831341 nChanged 11 SP:Iteration 9Q (1205.641617 sec): 3 clusters Score: Raw -90807.459997 + Penalty 2412.853716 = -88394.606280 nChanged 11 SP:Iteration 10Q (1205.694489 sec): 3 clusters Score: Raw -90815.273331 + Penalty 2412.853716 = -88402.419615 nChanged 15 SP:Iteration 11Q (1205.734887 sec): 3 clusters Score: Raw -90827.319106 + Penalty 2412.853716 = -88414.465390 nChanged 17 SP:Iteration 12Q (1205.775649 sec): 3 clusters Score: Raw -90835.209574 + Penalty 2412.853716 = -88422.355857 nChanged 13 SP:Iteration 13Q (1205.814884 sec): 3 clusters Score: Raw -90843.436632 + Penalty 2412.853716 = -88430.582916 nChanged 10 SP:Iteration 14Q (1205.845014 sec): 3 clusters Score: Raw -90849.420705 + Penalty 2412.853716 = -88436.566989 nChanged 2 SP:Iteration 15Q (1205.878848 sec): 3 clusters Score: Raw -90850.429053 + Penalty 2412.853716 = -88437.575337 nChanged 1 SP:Iteration 16Q (1205.914689 sec): 3 clusters Score: Raw -90850.701947 + Penalty 2412.853716 = -88437.848231 nChanged 0 SP:Iteration 17F (1205.944512 sec): 3 clusters Score: Raw -90850.701947 + Penalty 2412.853716 = -88437.848231 nChanged 0 Trying to split cluster 25 (4665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1205.976104 sec): 2 clusters Score: Raw -249440.485091 + Penalty 1372.774506 = -248067.710585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1206.031883 sec): 3 clusters Score: Raw -247069.604712 + Penalty 2745.549012 = -244324.055701 nChanged 1900 SP:Iteration 1F (1206.081860 sec): 3 clusters Score: Raw -248099.983079 + Penalty 2745.549012 = -245354.434067 nChanged 354 SP:Iteration 2F (1206.132999 sec): 3 clusters Score: Raw -248295.289224 + Penalty 2745.549012 = -245549.740213 nChanged 246 SP:Iteration 3F (1206.191438 sec): 3 clusters Score: Raw -248408.843423 + Penalty 2745.549012 = -245663.294411 nChanged 163 SP:Iteration 4Q (1206.229617 sec): 3 clusters Score: Raw -248488.332869 + Penalty 2745.549012 = -245742.783857 nChanged 145 SP:Iteration 5Q (1206.274984 sec): 3 clusters Score: Raw -248559.047507 + Penalty 2745.549012 = -245813.498495 nChanged 142 SP:Iteration 6Q (1206.334321 sec): 3 clusters Score: Raw -248637.537214 + Penalty 2745.549012 = -245891.988202 nChanged 164 SP:Iteration 7Q (1206.385307 sec): 3 clusters Score: Raw -248741.480025 + Penalty 2745.549012 = -245995.931013 nChanged 181 SP:Iteration 8Q (1206.433578 sec): 3 clusters Score: Raw -248883.760804 + Penalty 2745.549012 = -246138.211792 nChanged 217 SP:Iteration 9Q (1206.469462 sec): 3 clusters Score: Raw -249085.449684 + Penalty 2745.549012 = -246339.900672 nChanged 239 SP:Iteration 10F (1206.522098 sec): 3 clusters Score: Raw -249341.096340 + Penalty 2745.549012 = -246595.547328 nChanged 257 SP:Iteration 11F (1206.574431 sec): 3 clusters Score: Raw -249628.632128 + Penalty 2745.549012 = -246883.083116 nChanged 240 SP:Iteration 12F (1206.631294 sec): 3 clusters Score: Raw -249908.681779 + Penalty 2745.549012 = -247163.132767 nChanged 186 SP:Iteration 13Q (1206.677038 sec): 3 clusters Score: Raw -250103.089492 + Penalty 2745.549012 = -247357.540480 nChanged 127 SP:Iteration 14Q (1206.736613 sec): 3 clusters Score: Raw -250223.484928 + Penalty 2745.549012 = -247477.935916 nChanged 69 SP:Iteration 15Q (1206.783327 sec): 3 clusters Score: Raw -250274.611282 + Penalty 2745.549012 = -247529.062270 nChanged 52 SP:Iteration 16Q (1206.824473 sec): 3 clusters Score: Raw -250304.405029 + Penalty 2745.549012 = -247558.856018 nChanged 25 SP:Iteration 17Q (1206.881968 sec): 3 clusters Score: Raw -250314.033603 + Penalty 2745.549012 = -247568.484592 nChanged 22 SP:Iteration 18Q (1206.921466 sec): 3 clusters Score: Raw -250323.792730 + Penalty 2745.549012 = -247578.243718 nChanged 17 SP:Iteration 19Q (1206.975833 sec): 3 clusters Score: Raw -250331.868142 + Penalty 2745.549012 = -247586.319130 nChanged 15 SP:Iteration 20F (1207.017573 sec): 3 clusters Score: Raw -250336.609236 + Penalty 2745.549012 = -247591.060224 nChanged 3 SP:Iteration 21Q (1207.069442 sec): 3 clusters Score: Raw -250337.889594 + Penalty 2745.549012 = -247592.340582 nChanged 3 SP:Iteration 22Q (1207.111486 sec): 3 clusters Score: Raw -250338.931316 + Penalty 2745.549012 = -247593.382304 nChanged 3 SP:Iteration 23Q (1207.162517 sec): 3 clusters Score: Raw -250340.009455 + Penalty 2745.549012 = -247594.460443 nChanged 0 SP:Iteration 24F (1207.215240 sec): 3 clusters Score: Raw -250340.009455 + Penalty 2745.549012 = -247594.460443 nChanged 0 Trying to split cluster 26 (1730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1207.237477 sec): 2 clusters Score: Raw -77356.849977 + Penalty 1211.579962 = -76145.270015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1207.283945 sec): 3 clusters Score: Raw -76685.176107 + Penalty 2423.159923 = -74262.016183 nChanged 617 SP:Iteration 1F (1207.316435 sec): 3 clusters Score: Raw -77161.459326 + Penalty 2423.159923 = -74738.299402 nChanged 154 SP:Iteration 2F (1207.363233 sec): 3 clusters Score: Raw -77303.729416 + Penalty 2423.159923 = -74880.569493 nChanged 93 SP:Iteration 3F (1207.405150 sec): 3 clusters Score: Raw -77385.978504 + Penalty 2423.159923 = -74962.818581 nChanged 66 SP:Iteration 4Q (1207.451550 sec): 3 clusters Score: Raw -77449.017072 + Penalty 2423.159923 = -75025.857149 nChanged 49 SP:Iteration 5Q (1207.498492 sec): 3 clusters Score: Raw -77495.572359 + Penalty 2423.159923 = -75072.412435 nChanged 61 SP:Iteration 6Q (1207.545307 sec): 3 clusters Score: Raw -77547.283883 + Penalty 2423.159923 = -75124.123960 nChanged 46 SP:Iteration 7Q (1207.581676 sec): 3 clusters Score: Raw -77589.983406 + Penalty 2423.159923 = -75166.823483 nChanged 31 SP:Iteration 8Q (1207.614992 sec): 3 clusters Score: Raw -77620.217667 + Penalty 2423.159923 = -75197.057743 nChanged 34 SP:Iteration 9Q (1207.661518 sec): 3 clusters Score: Raw -77649.126095 + Penalty 2423.159923 = -75225.966171 nChanged 24 SP:Iteration 10Q (1207.695564 sec): 3 clusters Score: Raw -77666.155560 + Penalty 2423.159923 = -75242.995636 nChanged 20 SP:Iteration 11Q (1207.738516 sec): 3 clusters Score: Raw -77682.909694 + Penalty 2423.159923 = -75259.749770 nChanged 15 SP:Iteration 12Q (1207.780068 sec): 3 clusters Score: Raw -77691.839757 + Penalty 2423.159923 = -75268.679834 nChanged 18 SP:Iteration 13Q (1207.828578 sec): 3 clusters Score: Raw -77705.090252 + Penalty 2423.159923 = -75281.930329 nChanged 19 SP:Iteration 14Q (1207.867623 sec): 3 clusters Score: Raw -77718.216567 + Penalty 2423.159923 = -75295.056644 nChanged 15 SP:Iteration 15Q (1207.907068 sec): 3 clusters Score: Raw -77727.103517 + Penalty 2423.159923 = -75303.943593 nChanged 10 SP:Iteration 16Q (1207.952333 sec): 3 clusters Score: Raw -77732.973709 + Penalty 2423.159923 = -75309.813785 nChanged 6 SP:Iteration 17Q (1207.996420 sec): 3 clusters Score: Raw -77737.069528 + Penalty 2423.159923 = -75313.909604 nChanged 9 SP:Iteration 18Q (1208.030670 sec): 3 clusters Score: Raw -77741.947849 + Penalty 2423.159923 = -75318.787925 nChanged 11 SP:Iteration 19Q (1208.072544 sec): 3 clusters Score: Raw -77750.293800 + Penalty 2423.159923 = -75327.133877 nChanged 8 SP:Iteration 20F (1208.112142 sec): 3 clusters Score: Raw -77754.244911 + Penalty 2423.159923 = -75331.084987 nChanged 6 SP:Iteration 21Q (1208.153999 sec): 3 clusters Score: Raw -77756.347512 + Penalty 2423.159923 = -75333.187588 nChanged 6 SP:Iteration 22Q (1208.194181 sec): 3 clusters Score: Raw -77759.943970 + Penalty 2423.159923 = -75336.784046 nChanged 11 SP:Iteration 23Q (1208.249057 sec): 3 clusters Score: Raw -77766.555730 + Penalty 2423.159923 = -75343.395806 nChanged 7 SP:Iteration 24Q (1208.284288 sec): 3 clusters Score: Raw -77769.915326 + Penalty 2423.159923 = -75346.755403 nChanged 7 SP:Iteration 25Q (1208.329525 sec): 3 clusters Score: Raw -77776.713161 + Penalty 2423.159923 = -75353.553238 nChanged 12 SP:Iteration 26Q (1208.378837 sec): 3 clusters Score: Raw -77784.050849 + Penalty 2423.159923 = -75360.890925 nChanged 6 SP:Iteration 27Q (1208.422095 sec): 3 clusters Score: Raw -77787.171158 + Penalty 2423.159923 = -75364.011234 nChanged 3 SP:Iteration 28Q (1208.463430 sec): 3 clusters Score: Raw -77789.528764 + Penalty 2423.159923 = -75366.368840 nChanged 3 SP:Iteration 29Q (1208.513095 sec): 3 clusters Score: Raw -77791.800520 + Penalty 2423.159923 = -75368.640597 nChanged 4 SP:Iteration 30Q (1208.558953 sec): 3 clusters Score: Raw -77794.403617 + Penalty 2423.159923 = -75371.243693 nChanged 3 SP:Iteration 31Q (1208.605992 sec): 3 clusters Score: Raw -77795.831386 + Penalty 2423.159923 = -75372.671462 nChanged 0 SP:Iteration 32F (1208.653892 sec): 3 clusters Score: Raw -77795.831386 + Penalty 2423.159923 = -75372.671462 nChanged 0 Trying to split cluster 27 (9317 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.678590 sec): 2 clusters Score: Raw -521738.829422 + Penalty 1485.184345 = -520253.645077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.744440 sec): 3 clusters Score: Raw -516432.501319 + Penalty 2970.368689 = -513462.132629 nChanged 4020 SP:Iteration 1F (1208.806493 sec): 3 clusters Score: Raw -518588.330069 + Penalty 2970.368689 = -515617.961380 nChanged 603 SP:Iteration 2F (1208.858120 sec): 3 clusters Score: Raw -518887.131457 + Penalty 2970.368689 = -515916.762767 nChanged 528 SP:Iteration 3F (1208.915792 sec): 3 clusters Score: Raw -519165.310457 + Penalty 2970.368689 = -516194.941767 nChanged 491 SP:Iteration 4F (1208.986574 sec): 3 clusters Score: Raw -519400.683684 + Penalty 2970.368689 = -516430.314995 nChanged 476 SP:Iteration 5F (1209.040904 sec): 3 clusters Score: Raw -519627.245033 + Penalty 2970.368689 = -516656.876344 nChanged 452 SP:Iteration 6Q (1209.111218 sec): 3 clusters Score: Raw -519844.640995 + Penalty 2970.368689 = -516874.272305 nChanged 411 SP:Iteration 7Q (1209.169277 sec): 3 clusters Score: Raw -520034.884827 + Penalty 2970.368689 = -517064.516138 nChanged 375 SP:Iteration 8Q (1209.210741 sec): 3 clusters Score: Raw -520195.996146 + Penalty 2970.368689 = -517225.627457 nChanged 316 SP:Iteration 9Q (1209.269721 sec): 3 clusters Score: Raw -520325.119597 + Penalty 2970.368689 = -517354.750907 nChanged 277 SP:Iteration 10Q (1209.329024 sec): 3 clusters Score: Raw -520431.348709 + Penalty 2970.368689 = -517460.980019 nChanged 250 SP:Iteration 11Q (1209.388575 sec): 3 clusters Score: Raw -520521.692044 + Penalty 2970.368689 = -517551.323354 nChanged 227 SP:Iteration 12Q (1209.439291 sec): 3 clusters Score: Raw -520598.885296 + Penalty 2970.368689 = -517628.516607 nChanged 180 SP:Iteration 13Q (1209.498803 sec): 3 clusters Score: Raw -520653.269860 + Penalty 2970.368689 = -517682.901171 nChanged 143 SP:Iteration 14Q (1209.557368 sec): 3 clusters Score: Raw -520694.538614 + Penalty 2970.368689 = -517724.169925 nChanged 138 SP:Iteration 15Q (1209.610592 sec): 3 clusters Score: Raw -520734.736461 + Penalty 2970.368689 = -517764.367772 nChanged 126 SP:Iteration 16Q (1209.673168 sec): 3 clusters Score: Raw -520774.384821 + Penalty 2970.368689 = -517804.016132 nChanged 125 SP:Iteration 17Q (1209.732715 sec): 3 clusters Score: Raw -520814.416969 + Penalty 2970.368689 = -517844.048279 nChanged 117 SP:Iteration 18Q (1209.777884 sec): 3 clusters Score: Raw -520848.734597 + Penalty 2970.368689 = -517878.365908 nChanged 118 SP:Iteration 19Q (1209.837164 sec): 3 clusters Score: Raw -520886.495322 + Penalty 2970.368689 = -517916.126633 nChanged 120 SP:Iteration 20F (1209.904341 sec): 3 clusters Score: Raw -520924.203255 + Penalty 2970.368689 = -517953.834566 nChanged 131 SP:Iteration 21Q (1209.961453 sec): 3 clusters Score: Raw -520967.003428 + Penalty 2970.368689 = -517996.634739 nChanged 123 SP:Iteration 22Q (1210.022747 sec): 3 clusters Score: Raw -521014.745860 + Penalty 2970.368689 = -518044.377170 nChanged 132 SP:Iteration 23Q (1210.092613 sec): 3 clusters Score: Raw -521077.605311 + Penalty 2970.368689 = -518107.236622 nChanged 158 SP:Iteration 24Q (1210.141836 sec): 3 clusters Score: Raw -521157.880439 + Penalty 2970.368689 = -518187.511749 nChanged 169 SP:Iteration 25Q (1210.194949 sec): 3 clusters Score: Raw -521233.623564 + Penalty 2970.368689 = -518263.254874 nChanged 138 SP:Iteration 26Q (1210.255262 sec): 3 clusters Score: Raw -521295.955393 + Penalty 2970.368689 = -518325.586704 nChanged 144 SP:Iteration 27Q (1210.314004 sec): 3 clusters Score: Raw -521362.476448 + Penalty 2970.368689 = -518392.107759 nChanged 137 SP:Iteration 28Q (1210.366357 sec): 3 clusters Score: Raw -521415.818136 + Penalty 2970.368689 = -518445.449447 nChanged 116 SP:Iteration 29Q (1210.422138 sec): 3 clusters Score: Raw -521459.578361 + Penalty 2970.368689 = -518489.209672 nChanged 96 SP:Iteration 30Q (1210.482558 sec): 3 clusters Score: Raw -521489.758393 + Penalty 2970.368689 = -518519.389703 nChanged 86 SP:Iteration 31Q (1210.532487 sec): 3 clusters Score: Raw -521519.927108 + Penalty 2970.368689 = -518549.558418 nChanged 86 SP:Iteration 32Q (1210.594089 sec): 3 clusters Score: Raw -521550.683539 + Penalty 2970.368689 = -518580.314850 nChanged 90 SP:Iteration 33Q (1210.640852 sec): 3 clusters Score: Raw -521583.293845 + Penalty 2970.368689 = -518612.925155 nChanged 75 SP:Iteration 34Q (1210.691619 sec): 3 clusters Score: Raw -521615.648582 + Penalty 2970.368689 = -518645.279893 nChanged 84 SP:Iteration 35Q (1210.740232 sec): 3 clusters Score: Raw -521645.586671 + Penalty 2970.368689 = -518675.217982 nChanged 69 SP:Iteration 36Q (1210.802747 sec): 3 clusters Score: Raw -521668.822407 + Penalty 2970.368689 = -518698.453717 nChanged 58 SP:Iteration 37Q (1210.862214 sec): 3 clusters Score: Raw -521690.656304 + Penalty 2970.368689 = -518720.287615 nChanged 76 SP:Iteration 38Q (1210.918957 sec): 3 clusters Score: Raw -521717.603726 + Penalty 2970.368689 = -518747.235037 nChanged 65 SP:Iteration 39Q (1210.978581 sec): 3 clusters Score: Raw -521739.975750 + Penalty 2970.368689 = -518769.607061 nChanged 55 SP:Iteration 40F (1211.044919 sec): 3 clusters Score: Raw -521759.425243 + Penalty 2970.368689 = -518789.056554 nChanged 42 SP:Iteration 41Q (1211.091843 sec): 3 clusters Score: Raw -521774.656545 + Penalty 2970.368689 = -518804.287855 nChanged 39 SP:Iteration 42Q (1211.138491 sec): 3 clusters Score: Raw -521788.533518 + Penalty 2970.368689 = -518818.164828 nChanged 38 SP:Iteration 43Q (1211.206148 sec): 3 clusters Score: Raw -521801.092188 + Penalty 2970.368689 = -518830.723499 nChanged 37 SP:Iteration 44Q (1211.258599 sec): 3 clusters Score: Raw -521812.195316 + Penalty 2970.368689 = -518841.826627 nChanged 32 SP:Iteration 45Q (1211.315833 sec): 3 clusters Score: Raw -521821.100002 + Penalty 2970.368689 = -518850.731312 nChanged 27 SP:Iteration 46Q (1211.382770 sec): 3 clusters Score: Raw -521827.471357 + Penalty 2970.368689 = -518857.102668 nChanged 30 SP:Iteration 47Q (1211.433985 sec): 3 clusters Score: Raw -521836.493347 + Penalty 2970.368689 = -518866.124658 nChanged 30 SP:Iteration 48Q (1211.497874 sec): 3 clusters Score: Raw -521844.697708 + Penalty 2970.368689 = -518874.329018 nChanged 30 SP:Iteration 49Q (1211.540607 sec): 3 clusters Score: Raw -521852.403992 + Penalty 2970.368689 = -518882.035302 nChanged 19 SP:Iteration 50Q (1211.609767 sec): 3 clusters Score: Raw -521858.325958 + Penalty 2970.368689 = -518887.957268 nChanged 18 SP:Iteration 51Q (1211.665359 sec): 3 clusters Score: Raw -521863.594202 + Penalty 2970.368689 = -518893.225513 nChanged 18 SP:Iteration 52Q (1211.715653 sec): 3 clusters Score: Raw -521869.035068 + Penalty 2970.368689 = -518898.666378 nChanged 18 SP:Iteration 53Q (1211.769039 sec): 3 clusters Score: Raw -521875.369760 + Penalty 2970.368689 = -518905.001070 nChanged 23 SP:Iteration 54Q (1211.824903 sec): 3 clusters Score: Raw -521885.379411 + Penalty 2970.368689 = -518915.010721 nChanged 28 SP:Iteration 55Q (1211.883333 sec): 3 clusters Score: Raw -521897.634540 + Penalty 2970.368689 = -518927.265851 nChanged 31 SP:Iteration 56Q (1211.945143 sec): 3 clusters Score: Raw -521909.369695 + Penalty 2970.368689 = -518939.001006 nChanged 31 SP:Iteration 57Q (1211.993904 sec): 3 clusters Score: Raw -521919.813096 + Penalty 2970.368689 = -518949.444406 nChanged 23 SP:Iteration 58Q (1212.051712 sec): 3 clusters Score: Raw -521927.147738 + Penalty 2970.368689 = -518956.779048 nChanged 21 SP:Iteration 59Q (1212.115123 sec): 3 clusters Score: Raw -521933.929419 + Penalty 2970.368689 = -518963.560730 nChanged 19 SP:Iteration 60F (1212.174349 sec): 3 clusters Score: Raw -521940.035550 + Penalty 2970.368689 = -518969.666861 nChanged 18 SP:Iteration 61Q (1212.236796 sec): 3 clusters Score: Raw -521946.797897 + Penalty 2970.368689 = -518976.429208 nChanged 19 SP:Iteration 62Q (1212.295768 sec): 3 clusters Score: Raw -521954.704704 + Penalty 2970.368689 = -518984.336014 nChanged 21 SP:Iteration 63Q (1212.333768 sec): 3 clusters Score: Raw -521963.019207 + Penalty 2970.368689 = -518992.650518 nChanged 14 SP:Iteration 64Q (1212.396360 sec): 3 clusters Score: Raw -521967.188542 + Penalty 2970.368689 = -518996.819853 nChanged 14 SP:Iteration 65Q (1212.446310 sec): 3 clusters Score: Raw -521970.639582 + Penalty 2970.368689 = -519000.270893 nChanged 13 SP:Iteration 66Q (1212.502821 sec): 3 clusters Score: Raw -521975.948338 + Penalty 2970.368689 = -519005.579649 nChanged 16 SP:Iteration 67Q (1212.561349 sec): 3 clusters Score: Raw -521980.652898 + Penalty 2970.368689 = -519010.284208 nChanged 20 SP:Iteration 68Q (1212.616450 sec): 3 clusters Score: Raw -521989.115543 + Penalty 2970.368689 = -519018.746854 nChanged 12 SP:Iteration 69Q (1212.678914 sec): 3 clusters Score: Raw -521993.761646 + Penalty 2970.368689 = -519023.392957 nChanged 11 SP:Iteration 70Q (1212.735375 sec): 3 clusters Score: Raw -522000.102124 + Penalty 2970.368689 = -519029.733434 nChanged 10 SP:Iteration 71Q (1212.780317 sec): 3 clusters Score: Raw -522003.324176 + Penalty 2970.368689 = -519032.955487 nChanged 9 SP:Iteration 72Q (1212.835527 sec): 3 clusters Score: Raw -522007.309369 + Penalty 2970.368689 = -519036.940680 nChanged 14 SP:Iteration 73Q (1212.896810 sec): 3 clusters Score: Raw -522012.512178 + Penalty 2970.368689 = -519042.143489 nChanged 12 SP:Iteration 74Q (1212.951523 sec): 3 clusters Score: Raw -522017.647848 + Penalty 2970.368689 = -519047.279158 nChanged 11 SP:Iteration 75Q (1212.998581 sec): 3 clusters Score: Raw -522021.675159 + Penalty 2970.368689 = -519051.306470 nChanged 14 SP:Iteration 76Q (1213.052364 sec): 3 clusters Score: Raw -522027.443544 + Penalty 2970.368689 = -519057.074855 nChanged 10 SP:Iteration 77Q (1213.115571 sec): 3 clusters Score: Raw -522032.617902 + Penalty 2970.368689 = -519062.249213 nChanged 8 SP:Iteration 78Q (1213.173310 sec): 3 clusters Score: Raw -522034.270561 + Penalty 2970.368689 = -519063.901871 nChanged 6 SP:Iteration 79Q (1213.220003 sec): 3 clusters Score: Raw -522035.649246 + Penalty 2970.368689 = -519065.280556 nChanged 5 SP:Iteration 80F (1213.284573 sec): 3 clusters Score: Raw -522036.960265 + Penalty 2970.368689 = -519066.591575 nChanged 6 SP:Iteration 81Q (1213.339740 sec): 3 clusters Score: Raw -522038.508425 + Penalty 2970.368689 = -519068.139736 nChanged 5 SP:Iteration 82Q (1213.403051 sec): 3 clusters Score: Raw -522040.030294 + Penalty 2970.368689 = -519069.661604 nChanged 4 SP:Iteration 83Q (1213.458741 sec): 3 clusters Score: Raw -522042.598993 + Penalty 2970.368689 = -519072.230303 nChanged 5 SP:Iteration 84Q (1213.507725 sec): 3 clusters Score: Raw -522044.292543 + Penalty 2970.368689 = -519073.923853 nChanged 4 SP:Iteration 85Q (1213.560772 sec): 3 clusters Score: Raw -522045.198775 + Penalty 2970.368689 = -519074.830085 nChanged 1 SP:Iteration 86Q (1213.615471 sec): 3 clusters Score: Raw -522045.449771 + Penalty 2970.368689 = -519075.081082 nChanged 2 SP:Iteration 87Q (1213.670857 sec): 3 clusters Score: Raw -522046.301870 + Penalty 2970.368689 = -519075.933181 nChanged 3 SP:Iteration 88Q (1213.725936 sec): 3 clusters Score: Raw -522046.775745 + Penalty 2970.368689 = -519076.407055 nChanged 3 SP:Iteration 89Q (1213.780967 sec): 3 clusters Score: Raw -522047.802925 + Penalty 2970.368689 = -519077.434236 nChanged 1 SP:Iteration 90Q (1213.838005 sec): 3 clusters Score: Raw -522048.470084 + Penalty 2970.368689 = -519078.101394 nChanged 1 SP:Iteration 91Q (1213.892233 sec): 3 clusters Score: Raw -522049.853629 + Penalty 2970.368689 = -519079.484940 nChanged 2 SP:Iteration 92Q (1213.959644 sec): 3 clusters Score: Raw -522050.554697 + Penalty 2970.368689 = -519080.186007 nChanged 2 SP:Iteration 93Q (1214.008985 sec): 3 clusters Score: Raw -522051.098234 + Penalty 2970.368689 = -519080.729545 nChanged 0 SP:Iteration 94F (1214.082631 sec): 3 clusters Score: Raw -522051.098234 + Penalty 2970.368689 = -519080.729545 nChanged 0 Trying to split cluster 28 (3186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1214.109921 sec): 2 clusters Score: Raw -162957.210168 + Penalty 1310.809742 = -161646.400425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1214.144227 sec): 3 clusters Score: Raw -161402.514058 + Penalty 2621.619484 = -158780.894574 nChanged 1237 SP:Iteration 1F (1214.179382 sec): 3 clusters Score: Raw -162051.661300 + Penalty 2621.619484 = -159430.041815 nChanged 264 SP:Iteration 2F (1214.219001 sec): 3 clusters Score: Raw -162202.678903 + Penalty 2621.619484 = -159581.059418 nChanged 173 SP:Iteration 3F (1214.262322 sec): 3 clusters Score: Raw -162311.360609 + Penalty 2621.619484 = -159689.741124 nChanged 141 SP:Iteration 4Q (1214.304695 sec): 3 clusters Score: Raw -162423.098382 + Penalty 2621.619484 = -159801.478898 nChanged 149 SP:Iteration 5Q (1214.342390 sec): 3 clusters Score: Raw -162569.198146 + Penalty 2621.619484 = -159947.578661 nChanged 171 SP:Iteration 6F (1214.387475 sec): 3 clusters Score: Raw -162750.527590 + Penalty 2621.619484 = -160128.908105 nChanged 183 SP:Iteration 7F (1214.436032 sec): 3 clusters Score: Raw -162930.469606 + Penalty 2621.619484 = -160308.850121 nChanged 165 SP:Iteration 8F (1214.476914 sec): 3 clusters Score: Raw -163077.389955 + Penalty 2621.619484 = -160455.770471 nChanged 127 SP:Iteration 9Q (1214.514678 sec): 3 clusters Score: Raw -163202.746964 + Penalty 2621.619484 = -160581.127480 nChanged 135 SP:Iteration 10Q (1214.562558 sec): 3 clusters Score: Raw -163327.781356 + Penalty 2621.619484 = -160706.161872 nChanged 106 SP:Iteration 11Q (1214.614424 sec): 3 clusters Score: Raw -163427.853710 + Penalty 2621.619484 = -160806.234226 nChanged 95 SP:Iteration 12Q (1214.658402 sec): 3 clusters Score: Raw -163517.298368 + Penalty 2621.619484 = -160895.678883 nChanged 83 SP:Iteration 13Q (1214.708616 sec): 3 clusters Score: Raw -163582.105373 + Penalty 2621.619484 = -160960.485888 nChanged 63 SP:Iteration 14Q (1214.762556 sec): 3 clusters Score: Raw -163615.123604 + Penalty 2621.619484 = -160993.504120 nChanged 35 SP:Iteration 15Q (1214.809414 sec): 3 clusters Score: Raw -163640.935440 + Penalty 2621.619484 = -161019.315956 nChanged 31 SP:Iteration 16Q (1214.850830 sec): 3 clusters Score: Raw -163666.242956 + Penalty 2621.619484 = -161044.623471 nChanged 26 SP:Iteration 17Q (1214.892124 sec): 3 clusters Score: Raw -163680.021805 + Penalty 2621.619484 = -161058.402321 nChanged 26 SP:Iteration 18Q (1214.930871 sec): 3 clusters Score: Raw -163698.146468 + Penalty 2621.619484 = -161076.526984 nChanged 25 SP:Iteration 19Q (1214.980080 sec): 3 clusters Score: Raw -163706.290694 + Penalty 2621.619484 = -161084.671210 nChanged 17 SP:Iteration 20F (1215.019356 sec): 3 clusters Score: Raw -163713.526828 + Penalty 2621.619484 = -161091.907344 nChanged 14 SP:Iteration 21Q (1215.067668 sec): 3 clusters Score: Raw -163720.337020 + Penalty 2621.619484 = -161098.717536 nChanged 8 SP:Iteration 22Q (1215.111906 sec): 3 clusters Score: Raw -163723.425240 + Penalty 2621.619484 = -161101.805756 nChanged 9 SP:Iteration 23Q (1215.151266 sec): 3 clusters Score: Raw -163726.280286 + Penalty 2621.619484 = -161104.660802 nChanged 5 SP:Iteration 24Q (1215.193106 sec): 3 clusters Score: Raw -163728.005641 + Penalty 2621.619484 = -161106.386157 nChanged 7 SP:Iteration 25Q (1215.240724 sec): 3 clusters Score: Raw -163729.885408 + Penalty 2621.619484 = -161108.265923 nChanged 9 SP:Iteration 26Q (1215.291554 sec): 3 clusters Score: Raw -163733.065646 + Penalty 2621.619484 = -161111.446162 nChanged 8 SP:Iteration 27Q (1215.326030 sec): 3 clusters Score: Raw -163737.001409 + Penalty 2621.619484 = -161115.381925 nChanged 8 SP:Iteration 28Q (1215.372349 sec): 3 clusters Score: Raw -163740.364113 + Penalty 2621.619484 = -161118.744628 nChanged 6 SP:Iteration 29Q (1215.399881 sec): 3 clusters Score: Raw -163742.206692 + Penalty 2621.619484 = -161120.587208 nChanged 4 SP:Iteration 30Q (1215.415133 sec): 3 clusters Score: Raw -163743.741560 + Penalty 2621.619484 = -161122.122076 nChanged 2 SP:Iteration 31Q (1215.430051 sec): 3 clusters Score: Raw -163744.417303 + Penalty 2621.619484 = -161122.797818 nChanged 4 SP:Iteration 32Q (1215.485552 sec): 3 clusters Score: Raw -163745.767047 + Penalty 2621.619484 = -161124.147562 nChanged 2 SP:Iteration 33Q (1215.523018 sec): 3 clusters Score: Raw -163747.207687 + Penalty 2621.619484 = -161125.588202 nChanged 0 SP:Iteration 34F (1215.562399 sec): 3 clusters Score: Raw -163747.207687 + Penalty 2621.619484 = -161125.588202 nChanged 0 Trying to split cluster 29 (1005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1215.583511 sec): 2 clusters Score: Raw -49729.306344 + Penalty 1123.320708 = -48605.985636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1215.623214 sec): 3 clusters Score: Raw -49427.579255 + Penalty 2246.641417 = -47180.937838 nChanged 289 SP:Iteration 1F (1215.662969 sec): 3 clusters Score: Raw -49710.318152 + Penalty 2246.641417 = -47463.676736 nChanged 85 SP:Iteration 2F (1215.712883 sec): 3 clusters Score: Raw -49846.111046 + Penalty 2246.641417 = -47599.469630 nChanged 58 SP:Iteration 3F (1215.757648 sec): 3 clusters Score: Raw -49935.514489 + Penalty 2246.641417 = -47688.873072 nChanged 42 SP:Iteration 4Q (1215.802394 sec): 3 clusters Score: Raw -49997.350845 + Penalty 2246.641417 = -47750.709428 nChanged 36 SP:Iteration 5Q (1215.840934 sec): 3 clusters Score: Raw -50044.947795 + Penalty 2246.641417 = -47798.306379 nChanged 30 SP:Iteration 6Q (1215.882168 sec): 3 clusters Score: Raw -50076.493392 + Penalty 2246.641417 = -47829.851975 nChanged 25 SP:Iteration 7Q (1215.914858 sec): 3 clusters Score: Raw -50104.013148 + Penalty 2246.641417 = -47857.371731 nChanged 12 SP:Iteration 8Q (1215.960678 sec): 3 clusters Score: Raw -50112.406180 + Penalty 2246.641417 = -47865.764763 nChanged 3 SP:Iteration 9Q (1215.991089 sec): 3 clusters Score: Raw -50114.155161 + Penalty 2246.641417 = -47867.513744 nChanged 2 SP:Iteration 10Q (1216.035636 sec): 3 clusters Score: Raw -50115.435997 + Penalty 2246.641417 = -47868.794581 nChanged 2 SP:Iteration 11Q (1216.075997 sec): 3 clusters Score: Raw -50116.344355 + Penalty 2246.641417 = -47869.702938 nChanged 1 SP:Iteration 12Q (1216.117539 sec): 3 clusters Score: Raw -50116.714464 + Penalty 2246.641417 = -47870.073047 nChanged 2 SP:Iteration 13Q (1216.160946 sec): 3 clusters Score: Raw -50117.291353 + Penalty 2246.641417 = -47870.649936 nChanged 1 SP:Iteration 14Q (1216.216560 sec): 3 clusters Score: Raw -50118.016250 + Penalty 2246.641417 = -47871.374834 nChanged 1 SP:Iteration 15Q (1216.255420 sec): 3 clusters Score: Raw -50118.939028 + Penalty 2246.641417 = -47872.297611 nChanged 0 SP:Iteration 16F (1216.304687 sec): 3 clusters Score: Raw -50118.939028 + Penalty 2246.641417 = -47872.297611 nChanged 0 Trying to split cluster 30 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1216.329823 sec): 2 clusters Score: Raw -53746.304764 + Penalty 1129.195799 = -52617.108965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1216.365091 sec): 3 clusters Score: Raw -53392.156763 + Penalty 2258.391597 = -51133.765166 nChanged 312 SP:Iteration 1F (1216.405706 sec): 3 clusters Score: Raw -53693.434800 + Penalty 2258.391597 = -51435.043203 nChanged 87 SP:Iteration 2F (1216.450977 sec): 3 clusters Score: Raw -53800.493759 + Penalty 2258.391597 = -51542.102162 nChanged 50 SP:Iteration 3Q (1216.501707 sec): 3 clusters Score: Raw -53858.282194 + Penalty 2258.391597 = -51599.890597 nChanged 32 SP:Iteration 4Q (1216.550765 sec): 3 clusters Score: Raw -53897.684896 + Penalty 2258.391597 = -51639.293298 nChanged 25 SP:Iteration 5Q (1216.583363 sec): 3 clusters Score: Raw -53928.390762 + Penalty 2258.391597 = -51669.999165 nChanged 20 SP:Iteration 6Q (1216.641878 sec): 3 clusters Score: Raw -53954.447393 + Penalty 2258.391597 = -51696.055796 nChanged 13 SP:Iteration 7Q (1216.688731 sec): 3 clusters Score: Raw -53969.176628 + Penalty 2258.391597 = -51710.785031 nChanged 12 SP:Iteration 8Q (1216.738764 sec): 3 clusters Score: Raw -53976.788292 + Penalty 2258.391597 = -51718.396695 nChanged 3 SP:Iteration 9Q (1216.775258 sec): 3 clusters Score: Raw -53980.261182 + Penalty 2258.391597 = -51721.869585 nChanged 3 SP:Iteration 10Q (1216.812291 sec): 3 clusters Score: Raw -53982.296335 + Penalty 2258.391597 = -51723.904738 nChanged 4 SP:Iteration 11Q (1216.864489 sec): 3 clusters Score: Raw -53986.804236 + Penalty 2258.391597 = -51728.412638 nChanged 5 SP:Iteration 12Q (1216.913558 sec): 3 clusters Score: Raw -53990.351037 + Penalty 2258.391597 = -51731.959440 nChanged 4 SP:Iteration 13Q (1216.947547 sec): 3 clusters Score: Raw -53995.613331 + Penalty 2258.391597 = -51737.221734 nChanged 5 SP:Iteration 14Q (1216.985125 sec): 3 clusters Score: Raw -53999.171356 + Penalty 2258.391597 = -51740.779759 nChanged 3 SP:Iteration 15Q (1217.022216 sec): 3 clusters Score: Raw -54000.904200 + Penalty 2258.391597 = -51742.512602 nChanged 5 SP:Iteration 16Q (1217.063986 sec): 3 clusters Score: Raw -54009.723924 + Penalty 2258.391597 = -51751.332327 nChanged 6 SP:Iteration 17Q (1217.118168 sec): 3 clusters Score: Raw -54012.044090 + Penalty 2258.391597 = -51753.652493 nChanged 2 SP:Iteration 18Q (1217.163943 sec): 3 clusters Score: Raw -54013.527190 + Penalty 2258.391597 = -51755.135593 nChanged 1 SP:Iteration 19Q (1217.214233 sec): 3 clusters Score: Raw -54014.206194 + Penalty 2258.391597 = -51755.814597 nChanged 2 SP:Iteration 20F (1217.247012 sec): 3 clusters Score: Raw -54016.075184 + Penalty 2258.391597 = -51757.683587 nChanged 2 SP:Iteration 21Q (1217.296407 sec): 3 clusters Score: Raw -54018.644514 + Penalty 2258.391597 = -51760.252917 nChanged 1 SP:Iteration 22Q (1217.340741 sec): 3 clusters Score: Raw -54019.001080 + Penalty 2258.391597 = -51760.609483 nChanged 2 SP:Iteration 23Q (1217.387379 sec): 3 clusters Score: Raw -54020.266158 + Penalty 2258.391597 = -51761.874561 nChanged 1 SP:Iteration 24Q (1217.444357 sec): 3 clusters Score: Raw -54021.111337 + Penalty 2258.391597 = -51762.719740 nChanged 2 SP:Iteration 25Q (1217.482424 sec): 3 clusters Score: Raw -54022.968875 + Penalty 2258.391597 = -51764.577277 nChanged 1 SP:Iteration 26Q (1217.521880 sec): 3 clusters Score: Raw -54023.359474 + Penalty 2258.391597 = -51764.967877 nChanged 1 SP:Iteration 27Q (1217.557796 sec): 3 clusters Score: Raw -54023.774394 + Penalty 2258.391597 = -51765.382797 nChanged 1 SP:Iteration 28Q (1217.591903 sec): 3 clusters Score: Raw -54024.005973 + Penalty 2258.391597 = -51765.614376 nChanged 0 SP:Iteration 29F (1217.641507 sec): 3 clusters Score: Raw -54024.005973 + Penalty 2258.391597 = -51765.614376 nChanged 0 Trying to split cluster 31 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1217.666322 sec): 2 clusters Score: Raw -78096.434691 + Penalty 1182.665018 = -76913.769673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1217.703167 sec): 3 clusters Score: Raw -77522.667550 + Penalty 2365.330036 = -75157.337514 nChanged 480 SP:Iteration 1F (1217.754861 sec): 3 clusters Score: Raw -77895.153789 + Penalty 2365.330036 = -75529.823753 nChanged 111 SP:Iteration 2F (1217.794235 sec): 3 clusters Score: Raw -77993.804323 + Penalty 2365.330036 = -75628.474287 nChanged 56 SP:Iteration 3Q (1217.846280 sec): 3 clusters Score: Raw -78048.955609 + Penalty 2365.330036 = -75683.625573 nChanged 53 SP:Iteration 4Q (1217.883648 sec): 3 clusters Score: Raw -78093.246120 + Penalty 2365.330036 = -75727.916084 nChanged 37 SP:Iteration 5Q (1217.930521 sec): 3 clusters Score: Raw -78116.002831 + Penalty 2365.330036 = -75750.672795 nChanged 20 SP:Iteration 6Q (1217.972801 sec): 3 clusters Score: Raw -78129.576828 + Penalty 2365.330036 = -75764.246792 nChanged 19 SP:Iteration 7Q (1218.025726 sec): 3 clusters Score: Raw -78141.938210 + Penalty 2365.330036 = -75776.608174 nChanged 19 SP:Iteration 8Q (1218.065882 sec): 3 clusters Score: Raw -78154.691698 + Penalty 2365.330036 = -75789.361662 nChanged 12 SP:Iteration 9Q (1218.115021 sec): 3 clusters Score: Raw -78160.174689 + Penalty 2365.330036 = -75794.844653 nChanged 8 SP:Iteration 10Q (1218.160201 sec): 3 clusters Score: Raw -78164.347924 + Penalty 2365.330036 = -75799.017888 nChanged 5 SP:Iteration 11Q (1218.204554 sec): 3 clusters Score: Raw -78167.886040 + Penalty 2365.330036 = -75802.556004 nChanged 3 SP:Iteration 12Q (1218.252854 sec): 3 clusters Score: Raw -78169.128875 + Penalty 2365.330036 = -75803.798839 nChanged 2 SP:Iteration 13Q (1218.302134 sec): 3 clusters Score: Raw -78169.936589 + Penalty 2365.330036 = -75804.606553 nChanged 2 SP:Iteration 14Q (1218.337751 sec): 3 clusters Score: Raw -78170.890741 + Penalty 2365.330036 = -75805.560705 nChanged 1 SP:Iteration 15Q (1218.374730 sec): 3 clusters Score: Raw -78171.502504 + Penalty 2365.330036 = -75806.172467 nChanged 1 SP:Iteration 16Q (1218.418031 sec): 3 clusters Score: Raw -78172.202911 + Penalty 2365.330036 = -75806.872875 nChanged 0 SP:Iteration 17F (1218.458692 sec): 3 clusters Score: Raw -78172.202911 + Penalty 2365.330036 = -75806.872875 nChanged 0 Trying to split cluster 32 (4728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1218.490359 sec): 2 clusters Score: Raw -264874.290357 + Penalty 1374.954353 = -263499.336004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1218.533057 sec): 3 clusters Score: Raw -262462.580433 + Penalty 2749.908707 = -259712.671726 nChanged 1904 SP:Iteration 1F (1218.594127 sec): 3 clusters Score: Raw -263526.033176 + Penalty 2749.908707 = -260776.124469 nChanged 341 SP:Iteration 2F (1218.631447 sec): 3 clusters Score: Raw -263739.750846 + Penalty 2749.908707 = -260989.842139 nChanged 275 SP:Iteration 3F (1218.686204 sec): 3 clusters Score: Raw -263918.409496 + Penalty 2749.908707 = -261168.500789 nChanged 254 SP:Iteration 4F (1218.738595 sec): 3 clusters Score: Raw -264110.698148 + Penalty 2749.908707 = -261360.789442 nChanged 259 SP:Iteration 5F (1218.786006 sec): 3 clusters Score: Raw -264287.946186 + Penalty 2749.908707 = -261538.037479 nChanged 235 SP:Iteration 6Q (1218.834671 sec): 3 clusters Score: Raw -264465.285929 + Penalty 2749.908707 = -261715.377222 nChanged 227 SP:Iteration 7Q (1218.878134 sec): 3 clusters Score: Raw -264657.838525 + Penalty 2749.908707 = -261907.929818 nChanged 228 SP:Iteration 8Q (1218.929919 sec): 3 clusters Score: Raw -264868.814760 + Penalty 2749.908707 = -262118.906053 nChanged 229 SP:Iteration 9Q (1218.980116 sec): 3 clusters Score: Raw -265056.989022 + Penalty 2749.908707 = -262307.080315 nChanged 198 SP:Iteration 10Q (1219.022212 sec): 3 clusters Score: Raw -265215.358038 + Penalty 2749.908707 = -262465.449332 nChanged 166 SP:Iteration 11Q (1219.070751 sec): 3 clusters Score: Raw -265369.228467 + Penalty 2749.908707 = -262619.319761 nChanged 150 SP:Iteration 12Q (1219.119724 sec): 3 clusters Score: Raw -265490.863608 + Penalty 2749.908707 = -262740.954901 nChanged 118 SP:Iteration 13Q (1219.179484 sec): 3 clusters Score: Raw -265576.464050 + Penalty 2749.908707 = -262826.555343 nChanged 96 SP:Iteration 14Q (1219.221554 sec): 3 clusters Score: Raw -265631.809967 + Penalty 2749.908707 = -262881.901261 nChanged 71 SP:Iteration 15Q (1219.271440 sec): 3 clusters Score: Raw -265665.004726 + Penalty 2749.908707 = -262915.096019 nChanged 56 SP:Iteration 16Q (1219.314611 sec): 3 clusters Score: Raw -265685.390983 + Penalty 2749.908707 = -262935.482276 nChanged 27 SP:Iteration 17Q (1219.370872 sec): 3 clusters Score: Raw -265696.187513 + Penalty 2749.908707 = -262946.278806 nChanged 25 SP:Iteration 18Q (1219.412050 sec): 3 clusters Score: Raw -265703.741323 + Penalty 2749.908707 = -262953.832616 nChanged 20 SP:Iteration 19Q (1219.468859 sec): 3 clusters Score: Raw -265708.518715 + Penalty 2749.908707 = -262958.610008 nChanged 6 SP:Iteration 20F (1219.525006 sec): 3 clusters Score: Raw -265709.727018 + Penalty 2749.908707 = -262959.818311 nChanged 7 SP:Iteration 21Q (1219.567971 sec): 3 clusters Score: Raw -265710.742999 + Penalty 2749.908707 = -262960.834293 nChanged 5 SP:Iteration 22Q (1219.612922 sec): 3 clusters Score: Raw -265711.844267 + Penalty 2749.908707 = -262961.935560 nChanged 2 SP:Iteration 23Q (1219.670570 sec): 3 clusters Score: Raw -265712.225149 + Penalty 2749.908707 = -262962.316442 nChanged 3 SP:Iteration 24Q (1219.717225 sec): 3 clusters Score: Raw -265712.532863 + Penalty 2749.908707 = -262962.624156 nChanged 2 SP:Iteration 25Q (1219.757248 sec): 3 clusters Score: Raw -265712.860690 + Penalty 2749.908707 = -262962.951983 nChanged 1 SP:Iteration 26Q (1219.816170 sec): 3 clusters Score: Raw -265713.238924 + Penalty 2749.908707 = -262963.330217 nChanged 2 SP:Iteration 27Q (1219.864253 sec): 3 clusters Score: Raw -265713.548539 + Penalty 2749.908707 = -262963.639832 nChanged 2 SP:Iteration 28Q (1219.916047 sec): 3 clusters Score: Raw -265713.776460 + Penalty 2749.908707 = -262963.867754 nChanged 2 SP:Iteration 29Q (1219.968012 sec): 3 clusters Score: Raw -265714.316953 + Penalty 2749.908707 = -262964.408246 nChanged 1 SP:Iteration 30Q (1220.010213 sec): 3 clusters Score: Raw -265714.705434 + Penalty 2749.908707 = -262964.796728 nChanged 3 SP:Iteration 31Q (1220.057946 sec): 3 clusters Score: Raw -265715.650934 + Penalty 2749.908707 = -262965.742227 nChanged 4 SP:Iteration 32Q (1220.107792 sec): 3 clusters Score: Raw -265716.436043 + Penalty 2749.908707 = -262966.527336 nChanged 6 SP:Iteration 33Q (1220.156424 sec): 3 clusters Score: Raw -265717.271269 + Penalty 2749.908707 = -262967.362562 nChanged 4 SP:Iteration 34Q (1220.214676 sec): 3 clusters Score: Raw -265718.094918 + Penalty 2749.908707 = -262968.186211 nChanged 5 SP:Iteration 35Q (1220.266814 sec): 3 clusters Score: Raw -265718.914240 + Penalty 2749.908707 = -262969.005533 nChanged 4 SP:Iteration 36Q (1220.314185 sec): 3 clusters Score: Raw -265719.522935 + Penalty 2749.908707 = -262969.614228 nChanged 1 SP:Iteration 37Q (1220.358240 sec): 3 clusters Score: Raw -265719.690155 + Penalty 2749.908707 = -262969.781448 nChanged 1 SP:Iteration 38Q (1220.409458 sec): 3 clusters Score: Raw -265719.734706 + Penalty 2749.908707 = -262969.826000 nChanged 0 SP:Iteration 39F (1220.457803 sec): 3 clusters Score: Raw -265719.734706 + Penalty 2749.908707 = -262969.826000 nChanged 0 Trying to split cluster 33 (3777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1220.479637 sec): 2 clusters Score: Raw -207667.347381 + Penalty 1338.461365 = -206328.886017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1220.542657 sec): 3 clusters Score: Raw -205778.165488 + Penalty 2676.922730 = -203101.242758 nChanged 1505 SP:Iteration 1F (1220.587401 sec): 3 clusters Score: Raw -206673.300311 + Penalty 2676.922730 = -203996.377581 nChanged 292 SP:Iteration 2F (1220.636586 sec): 3 clusters Score: Raw -206850.665662 + Penalty 2676.922730 = -204173.742932 nChanged 199 SP:Iteration 3F (1220.684613 sec): 3 clusters Score: Raw -206961.536265 + Penalty 2676.922730 = -204284.613536 nChanged 143 SP:Iteration 4Q (1220.727723 sec): 3 clusters Score: Raw -207041.884427 + Penalty 2676.922730 = -204364.961697 nChanged 135 SP:Iteration 5Q (1220.770055 sec): 3 clusters Score: Raw -207120.352687 + Penalty 2676.922730 = -204443.429957 nChanged 119 SP:Iteration 6Q (1220.811134 sec): 3 clusters Score: Raw -207193.978852 + Penalty 2676.922730 = -204517.056122 nChanged 118 SP:Iteration 7Q (1220.865622 sec): 3 clusters Score: Raw -207271.707261 + Penalty 2676.922730 = -204594.784531 nChanged 110 SP:Iteration 8Q (1220.905273 sec): 3 clusters Score: Raw -207341.503360 + Penalty 2676.922730 = -204664.580630 nChanged 115 SP:Iteration 9Q (1220.957572 sec): 3 clusters Score: Raw -207425.314651 + Penalty 2676.922730 = -204748.391921 nChanged 103 SP:Iteration 10Q (1220.997617 sec): 3 clusters Score: Raw -207495.034705 + Penalty 2676.922730 = -204818.111975 nChanged 77 SP:Iteration 11Q (1221.042370 sec): 3 clusters Score: Raw -207551.758511 + Penalty 2676.922730 = -204874.835781 nChanged 79 SP:Iteration 12Q (1221.087198 sec): 3 clusters Score: Raw -207606.697180 + Penalty 2676.922730 = -204929.774451 nChanged 56 SP:Iteration 13Q (1221.134798 sec): 3 clusters Score: Raw -207648.832219 + Penalty 2676.922730 = -204971.909489 nChanged 55 SP:Iteration 14Q (1221.176000 sec): 3 clusters Score: Raw -207694.197077 + Penalty 2676.922730 = -205017.274347 nChanged 46 SP:Iteration 15Q (1221.222208 sec): 3 clusters Score: Raw -207730.041786 + Penalty 2676.922730 = -205053.119056 nChanged 41 SP:Iteration 16Q (1221.266746 sec): 3 clusters Score: Raw -207758.945960 + Penalty 2676.922730 = -205082.023230 nChanged 29 SP:Iteration 17Q (1221.325240 sec): 3 clusters Score: Raw -207782.834674 + Penalty 2676.922730 = -205105.911945 nChanged 29 SP:Iteration 18Q (1221.365968 sec): 3 clusters Score: Raw -207801.324114 + Penalty 2676.922730 = -205124.401384 nChanged 14 SP:Iteration 19Q (1221.411912 sec): 3 clusters Score: Raw -207813.871453 + Penalty 2676.922730 = -205136.948724 nChanged 14 SP:Iteration 20F (1221.455360 sec): 3 clusters Score: Raw -207825.593639 + Penalty 2676.922730 = -205148.670909 nChanged 8 SP:Iteration 21Q (1221.496541 sec): 3 clusters Score: Raw -207833.047627 + Penalty 2676.922730 = -205156.124897 nChanged 9 SP:Iteration 22Q (1221.535654 sec): 3 clusters Score: Raw -207843.116621 + Penalty 2676.922730 = -205166.193891 nChanged 7 SP:Iteration 23Q (1221.584362 sec): 3 clusters Score: Raw -207849.879351 + Penalty 2676.922730 = -205172.956621 nChanged 7 SP:Iteration 24Q (1221.630817 sec): 3 clusters Score: Raw -207856.134129 + Penalty 2676.922730 = -205179.211400 nChanged 7 SP:Iteration 25Q (1221.674348 sec): 3 clusters Score: Raw -207861.383867 + Penalty 2676.922730 = -205184.461137 nChanged 5 SP:Iteration 26Q (1221.729711 sec): 3 clusters Score: Raw -207866.325381 + Penalty 2676.922730 = -205189.402651 nChanged 3 SP:Iteration 27Q (1221.768386 sec): 3 clusters Score: Raw -207869.213253 + Penalty 2676.922730 = -205192.290523 nChanged 1 SP:Iteration 28Q (1221.818282 sec): 3 clusters Score: Raw -207871.445436 + Penalty 2676.922730 = -205194.522706 nChanged 1 SP:Iteration 29Q (1221.864610 sec): 3 clusters Score: Raw -207872.643837 + Penalty 2676.922730 = -205195.721107 nChanged 3 SP:Iteration 30Q (1221.904154 sec): 3 clusters Score: Raw -207874.855651 + Penalty 2676.922730 = -205197.932921 nChanged 2 SP:Iteration 31Q (1221.953316 sec): 3 clusters Score: Raw -207876.064577 + Penalty 2676.922730 = -205199.141847 nChanged 1 SP:Iteration 32Q (1222.001317 sec): 3 clusters Score: Raw -207878.011246 + Penalty 2676.922730 = -205201.088516 nChanged 5 SP:Iteration 33Q (1222.041609 sec): 3 clusters Score: Raw -207881.798454 + Penalty 2676.922730 = -205204.875724 nChanged 3 SP:Iteration 34Q (1222.085077 sec): 3 clusters Score: Raw -207884.530222 + Penalty 2676.922730 = -205207.607492 nChanged 3 SP:Iteration 35Q (1222.130278 sec): 3 clusters Score: Raw -207887.341964 + Penalty 2676.922730 = -205210.419234 nChanged 5 SP:Iteration 36Q (1222.177752 sec): 3 clusters Score: Raw -207890.847886 + Penalty 2676.922730 = -205213.925156 nChanged 2 SP:Iteration 37Q (1222.226281 sec): 3 clusters Score: Raw -207892.416414 + Penalty 2676.922730 = -205215.493684 nChanged 2 SP:Iteration 38Q (1222.281444 sec): 3 clusters Score: Raw -207895.247352 + Penalty 2676.922730 = -205218.324622 nChanged 3 SP:Iteration 39Q (1222.333960 sec): 3 clusters Score: Raw -207899.945888 + Penalty 2676.922730 = -205223.023158 nChanged 0 SP:Iteration 40F (1222.375271 sec): 3 clusters Score: Raw -207899.945888 + Penalty 2676.922730 = -205223.023158 nChanged 0 Trying to split cluster 34 (1183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1222.398080 sec): 2 clusters Score: Raw -38508.148301 + Penalty 1149.818940 = -37358.329360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1222.434804 sec): 3 clusters Score: Raw -38184.541443 + Penalty 2299.637881 = -35884.903562 nChanged 410 SP:Iteration 1F (1222.482598 sec): 3 clusters Score: Raw -39055.654175 + Penalty 2299.637881 = -36756.016294 nChanged 158 SP:Iteration 2F (1222.524531 sec): 3 clusters Score: Raw -39458.197623 + Penalty 2299.637881 = -37158.559742 nChanged 86 SP:Iteration 3F (1222.573444 sec): 3 clusters Score: Raw -39629.583482 + Penalty 2299.637881 = -37329.945601 nChanged 36 SP:Iteration 4Q (1222.602183 sec): 3 clusters Score: Raw -39681.742644 + Penalty 2299.637881 = -37382.104763 nChanged 17 SP:Iteration 5Q (1222.641924 sec): 3 clusters Score: Raw -39697.185854 + Penalty 2299.637881 = -37397.547973 nChanged 14 SP:Iteration 6Q (1222.696042 sec): 3 clusters Score: Raw -39714.805490 + Penalty 2299.637881 = -37415.167609 nChanged 9 SP:Iteration 7Q (1222.741431 sec): 3 clusters Score: Raw -39728.837040 + Penalty 2299.637881 = -37429.199159 nChanged 6 SP:Iteration 8Q (1222.779938 sec): 3 clusters Score: Raw -39735.663116 + Penalty 2299.637881 = -37436.025235 nChanged 7 SP:Iteration 9Q (1222.828750 sec): 3 clusters Score: Raw -39743.682568 + Penalty 2299.637881 = -37444.044687 nChanged 8 SP:Iteration 10Q (1222.860059 sec): 3 clusters Score: Raw -39751.458218 + Penalty 2299.637881 = -37451.820337 nChanged 6 SP:Iteration 11Q (1222.902925 sec): 3 clusters Score: Raw -39756.572125 + Penalty 2299.637881 = -37456.934244 nChanged 2 SP:Iteration 12Q (1222.950975 sec): 3 clusters Score: Raw -39758.753157 + Penalty 2299.637881 = -37459.115276 nChanged 2 SP:Iteration 13Q (1223.005347 sec): 3 clusters Score: Raw -39762.083339 + Penalty 2299.637881 = -37462.445458 nChanged 2 SP:Iteration 14Q (1223.037466 sec): 3 clusters Score: Raw -39764.994093 + Penalty 2299.637881 = -37465.356212 nChanged 1 SP:Iteration 15Q (1223.092528 sec): 3 clusters Score: Raw -39765.564038 + Penalty 2299.637881 = -37465.926157 nChanged 1 SP:Iteration 16Q (1223.143347 sec): 3 clusters Score: Raw -39767.608220 + Penalty 2299.637881 = -37467.970339 nChanged 2 SP:Iteration 17Q (1223.186028 sec): 3 clusters Score: Raw -39770.768441 + Penalty 2299.637881 = -37471.130561 nChanged 2 SP:Iteration 18Q (1223.223547 sec): 3 clusters Score: Raw -39776.265704 + Penalty 2299.637881 = -37476.627823 nChanged 4 SP:Iteration 19Q (1223.265107 sec): 3 clusters Score: Raw -39781.999613 + Penalty 2299.637881 = -37482.361732 nChanged 7 SP:Iteration 20F (1223.310184 sec): 3 clusters Score: Raw -39788.438154 + Penalty 2299.637881 = -37488.800274 nChanged 6 SP:Iteration 21Q (1223.355328 sec): 3 clusters Score: Raw -39795.867808 + Penalty 2299.637881 = -37496.229927 nChanged 5 SP:Iteration 22Q (1223.384691 sec): 3 clusters Score: Raw -39805.062486 + Penalty 2299.637881 = -37505.424605 nChanged 6 SP:Iteration 23Q (1223.426182 sec): 3 clusters Score: Raw -39820.627507 + Penalty 2299.637881 = -37520.989626 nChanged 2 SP:Iteration 24Q (1223.476059 sec): 3 clusters Score: Raw -39821.434706 + Penalty 2299.637881 = -37521.796825 nChanged 0 SP:Iteration 25F (1223.512992 sec): 3 clusters Score: Raw -39821.434706 + Penalty 2299.637881 = -37521.796825 nChanged 0 Score: Raw -12085055.884050 + Penalty 96784.636220 = -11988271.247830 Splitting cluster 34 changes total score from -11988972.828768 to -11988271.247830 So it's not getting split. Trying to split cluster 35 (1117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1231.730534 sec): 2 clusters Score: Raw -59481.523319 + Penalty 1140.490292 = -58341.033027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1231.767231 sec): 3 clusters Score: Raw -59085.536187 + Penalty 2280.980585 = -56804.555602 nChanged 355 SP:Iteration 1F (1231.815440 sec): 3 clusters Score: Raw -59337.272967 + Penalty 2280.980585 = -57056.292382 nChanged 76 SP:Iteration 2F (1231.854078 sec): 3 clusters Score: Raw -59410.932883 + Penalty 2280.980585 = -57129.952298 nChanged 43 SP:Iteration 3Q (1231.904734 sec): 3 clusters Score: Raw -59453.342117 + Penalty 2280.980585 = -57172.361532 nChanged 30 SP:Iteration 4Q (1231.950715 sec): 3 clusters Score: Raw -59480.000320 + Penalty 2280.980585 = -57199.019735 nChanged 22 SP:Iteration 5Q (1231.995565 sec): 3 clusters Score: Raw -59497.293771 + Penalty 2280.980585 = -57216.313186 nChanged 11 SP:Iteration 6Q (1232.044608 sec): 3 clusters Score: Raw -59503.648389 + Penalty 2280.980585 = -57222.667804 nChanged 6 SP:Iteration 7Q (1232.081625 sec): 3 clusters Score: Raw -59506.803033 + Penalty 2280.980585 = -57225.822448 nChanged 0 SP:Iteration 8F (1232.116729 sec): 3 clusters Score: Raw -59506.803033 + Penalty 2280.980585 = -57225.822448 nChanged 0 Trying to split cluster 36 (14691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1232.160311 sec): 2 clusters Score: Raw -790824.429785 + Penalty 1559.185930 = -789265.243855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1232.231639 sec): 3 clusters Score: Raw -782182.285780 + Penalty 3118.371861 = -779063.913919 nChanged 6492 SP:Iteration 1F (1232.302868 sec): 3 clusters Score: Raw -785890.540812 + Penalty 3118.371861 = -782772.168952 nChanged 986 SP:Iteration 2F (1232.374165 sec): 3 clusters Score: Raw -786511.258157 + Penalty 3118.371861 = -783392.886296 nChanged 1077 SP:Iteration 3F (1232.448323 sec): 3 clusters Score: Raw -787306.863352 + Penalty 3118.371861 = -784188.491492 nChanged 1086 SP:Iteration 4F (1232.507895 sec): 3 clusters Score: Raw -788185.194833 + Penalty 3118.371861 = -785066.822973 nChanged 967 SP:Iteration 5F (1232.572218 sec): 3 clusters Score: Raw -789003.647036 + Penalty 3118.371861 = -785885.275176 nChanged 808 SP:Iteration 6F (1232.638647 sec): 3 clusters Score: Raw -789698.150258 + Penalty 3118.371861 = -786579.778398 nChanged 608 SP:Iteration 7Q (1232.702074 sec): 3 clusters Score: Raw -790197.018685 + Penalty 3118.371861 = -787078.646824 nChanged 446 SP:Iteration 8Q (1232.765258 sec): 3 clusters Score: Raw -790563.205918 + Penalty 3118.371861 = -787444.834058 nChanged 306 SP:Iteration 9Q (1232.830092 sec): 3 clusters Score: Raw -790784.873159 + Penalty 3118.371861 = -787666.501299 nChanged 186 SP:Iteration 10Q (1232.897349 sec): 3 clusters Score: Raw -790912.430404 + Penalty 3118.371861 = -787794.058543 nChanged 115 SP:Iteration 11Q (1232.968311 sec): 3 clusters Score: Raw -790988.079380 + Penalty 3118.371861 = -787869.707519 nChanged 76 SP:Iteration 12Q (1233.026370 sec): 3 clusters Score: Raw -791040.278301 + Penalty 3118.371861 = -787921.906440 nChanged 50 SP:Iteration 13Q (1233.101604 sec): 3 clusters Score: Raw -791074.107799 + Penalty 3118.371861 = -787955.735939 nChanged 43 SP:Iteration 14Q (1233.171993 sec): 3 clusters Score: Raw -791097.199035 + Penalty 3118.371861 = -787978.827175 nChanged 31 SP:Iteration 15Q (1233.225573 sec): 3 clusters Score: Raw -791110.043415 + Penalty 3118.371861 = -787991.671555 nChanged 21 SP:Iteration 16Q (1233.293047 sec): 3 clusters Score: Raw -791125.717291 + Penalty 3118.371861 = -788007.345430 nChanged 17 SP:Iteration 17Q (1233.364957 sec): 3 clusters Score: Raw -791135.353521 + Penalty 3118.371861 = -788016.981661 nChanged 17 SP:Iteration 18Q (1233.422086 sec): 3 clusters Score: Raw -791142.240452 + Penalty 3118.371861 = -788023.868592 nChanged 14 SP:Iteration 19Q (1233.494681 sec): 3 clusters Score: Raw -791151.495077 + Penalty 3118.371861 = -788033.123216 nChanged 21 SP:Iteration 20F (1233.549750 sec): 3 clusters Score: Raw -791162.082964 + Penalty 3118.371861 = -788043.711104 nChanged 10 SP:Iteration 21Q (1233.616145 sec): 3 clusters Score: Raw -791167.995893 + Penalty 3118.371861 = -788049.624032 nChanged 11 SP:Iteration 22Q (1233.681465 sec): 3 clusters Score: Raw -791174.206845 + Penalty 3118.371861 = -788055.834984 nChanged 9 SP:Iteration 23Q (1233.740253 sec): 3 clusters Score: Raw -791177.936892 + Penalty 3118.371861 = -788059.565031 nChanged 8 SP:Iteration 24Q (1233.807192 sec): 3 clusters Score: Raw -791183.879066 + Penalty 3118.371861 = -788065.507206 nChanged 9 SP:Iteration 25Q (1233.865413 sec): 3 clusters Score: Raw -791188.820171 + Penalty 3118.371861 = -788070.448311 nChanged 4 SP:Iteration 26Q (1233.930199 sec): 3 clusters Score: Raw -791190.291125 + Penalty 3118.371861 = -788071.919265 nChanged 0 SP:Iteration 27F (1234.004316 sec): 3 clusters Score: Raw -791190.291125 + Penalty 3118.371861 = -788071.919265 nChanged 0 Trying to split cluster 37 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1234.029414 sec): 2 clusters Score: Raw -86450.638848 + Penalty 1188.289943 = -85262.348905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1234.072431 sec): 3 clusters Score: Raw -85871.877784 + Penalty 2376.579887 = -83495.297898 nChanged 502 SP:Iteration 1F (1234.115207 sec): 3 clusters Score: Raw -86202.555427 + Penalty 2376.579887 = -83825.975540 nChanged 92 SP:Iteration 2F (1234.146107 sec): 3 clusters Score: Raw -86272.666019 + Penalty 2376.579887 = -83896.086132 nChanged 58 SP:Iteration 3Q (1234.204869 sec): 3 clusters Score: Raw -86313.460115 + Penalty 2376.579887 = -83936.880228 nChanged 33 SP:Iteration 4Q (1234.233487 sec): 3 clusters Score: Raw -86339.023014 + Penalty 2376.579887 = -83962.443127 nChanged 31 SP:Iteration 5Q (1234.279692 sec): 3 clusters Score: Raw -86361.367938 + Penalty 2376.579887 = -83984.788051 nChanged 15 SP:Iteration 6Q (1234.322867 sec): 3 clusters Score: Raw -86371.952159 + Penalty 2376.579887 = -83995.372272 nChanged 12 SP:Iteration 7Q (1234.361405 sec): 3 clusters Score: Raw -86380.680904 + Penalty 2376.579887 = -84004.101017 nChanged 12 SP:Iteration 8Q (1234.404719 sec): 3 clusters Score: Raw -86390.252421 + Penalty 2376.579887 = -84013.672534 nChanged 11 SP:Iteration 9Q (1234.454630 sec): 3 clusters Score: Raw -86396.206505 + Penalty 2376.579887 = -84019.626619 nChanged 7 SP:Iteration 10Q (1234.487608 sec): 3 clusters Score: Raw -86399.748008 + Penalty 2376.579887 = -84023.168121 nChanged 5 SP:Iteration 11Q (1234.527122 sec): 3 clusters Score: Raw -86402.465331 + Penalty 2376.579887 = -84025.885444 nChanged 3 SP:Iteration 12Q (1234.574659 sec): 3 clusters Score: Raw -86403.919240 + Penalty 2376.579887 = -84027.339353 nChanged 3 SP:Iteration 13Q (1234.613251 sec): 3 clusters Score: Raw -86405.270499 + Penalty 2376.579887 = -84028.690612 nChanged 2 SP:Iteration 14Q (1234.666748 sec): 3 clusters Score: Raw -86405.801812 + Penalty 2376.579887 = -84029.221925 nChanged 2 SP:Iteration 15Q (1234.699804 sec): 3 clusters Score: Raw -86407.074964 + Penalty 2376.579887 = -84030.495077 nChanged 3 SP:Iteration 16Q (1234.737481 sec): 3 clusters Score: Raw -86407.699507 + Penalty 2376.579887 = -84031.119620 nChanged 2 SP:Iteration 17Q (1234.770722 sec): 3 clusters Score: Raw -86408.558515 + Penalty 2376.579887 = -84031.978628 nChanged 2 SP:Iteration 18Q (1234.801776 sec): 3 clusters Score: Raw -86409.350691 + Penalty 2376.579887 = -84032.770804 nChanged 2 SP:Iteration 19Q (1234.849716 sec): 3 clusters Score: Raw -86410.166004 + Penalty 2376.579887 = -84033.586117 nChanged 1 SP:Iteration 20F (1234.909837 sec): 3 clusters Score: Raw -86410.503207 + Penalty 2376.579887 = -84033.923320 nChanged 1 SP:Iteration 21Q (1234.942482 sec): 3 clusters Score: Raw -86411.312520 + Penalty 2376.579887 = -84034.732634 nChanged 1 SP:Iteration 22Q (1234.994586 sec): 3 clusters Score: Raw -86411.534330 + Penalty 2376.579887 = -84034.954443 nChanged 0 SP:Iteration 23F (1235.033745 sec): 3 clusters Score: Raw -86411.534330 + Penalty 2376.579887 = -84034.954443 nChanged 0 Trying to split cluster 38 (4189 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1235.061162 sec): 2 clusters Score: Raw -177981.344136 + Penalty 1355.285315 = -176626.058821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1235.107392 sec): 3 clusters Score: Raw -175885.165250 + Penalty 2710.570629 = -173174.594621 nChanged 1622 SP:Iteration 1F (1235.155800 sec): 3 clusters Score: Raw -176965.809805 + Penalty 2710.570629 = -174255.239175 nChanged 386 SP:Iteration 2F (1235.207691 sec): 3 clusters Score: Raw -177367.460274 + Penalty 2710.570629 = -174656.889645 nChanged 326 SP:Iteration 3F (1235.260255 sec): 3 clusters Score: Raw -177706.617314 + Penalty 2710.570629 = -174996.046684 nChanged 305 SP:Iteration 4F (1235.303305 sec): 3 clusters Score: Raw -177979.109279 + Penalty 2710.570629 = -175268.538649 nChanged 245 SP:Iteration 5F (1235.362917 sec): 3 clusters Score: Raw -178172.519581 + Penalty 2710.570629 = -175461.948952 nChanged 210 SP:Iteration 6F (1235.405375 sec): 3 clusters Score: Raw -178336.916320 + Penalty 2710.570629 = -175626.345690 nChanged 181 SP:Iteration 7Q (1235.446633 sec): 3 clusters Score: Raw -178469.672018 + Penalty 2710.570629 = -175759.101388 nChanged 124 SP:Iteration 8Q (1235.492615 sec): 3 clusters Score: Raw -178557.380358 + Penalty 2710.570629 = -175846.809729 nChanged 90 SP:Iteration 9Q (1235.544849 sec): 3 clusters Score: Raw -178615.735623 + Penalty 2710.570629 = -175905.164994 nChanged 66 SP:Iteration 10Q (1235.594775 sec): 3 clusters Score: Raw -178645.748122 + Penalty 2710.570629 = -175935.177493 nChanged 60 SP:Iteration 11Q (1235.644732 sec): 3 clusters Score: Raw -178673.332996 + Penalty 2710.570629 = -175962.762367 nChanged 46 SP:Iteration 12Q (1235.687428 sec): 3 clusters Score: Raw -178694.008963 + Penalty 2710.570629 = -175983.438334 nChanged 40 SP:Iteration 13Q (1235.732225 sec): 3 clusters Score: Raw -178710.611617 + Penalty 2710.570629 = -176000.040987 nChanged 26 SP:Iteration 14Q (1235.781101 sec): 3 clusters Score: Raw -178719.122032 + Penalty 2710.570629 = -176008.551403 nChanged 15 SP:Iteration 15Q (1235.825044 sec): 3 clusters Score: Raw -178724.075517 + Penalty 2710.570629 = -176013.504888 nChanged 16 SP:Iteration 16Q (1235.874123 sec): 3 clusters Score: Raw -178728.784040 + Penalty 2710.570629 = -176018.213411 nChanged 15 SP:Iteration 17Q (1235.913258 sec): 3 clusters Score: Raw -178736.073678 + Penalty 2710.570629 = -176025.503049 nChanged 11 SP:Iteration 18Q (1235.964973 sec): 3 clusters Score: Raw -178739.350776 + Penalty 2710.570629 = -176028.780147 nChanged 9 SP:Iteration 19Q (1236.013798 sec): 3 clusters Score: Raw -178741.532224 + Penalty 2710.570629 = -176030.961594 nChanged 12 SP:Iteration 20F (1236.075403 sec): 3 clusters Score: Raw -178745.821190 + Penalty 2710.570629 = -176035.250561 nChanged 8 SP:Iteration 21Q (1236.121096 sec): 3 clusters Score: Raw -178748.814630 + Penalty 2710.570629 = -176038.244001 nChanged 8 SP:Iteration 22Q (1236.169848 sec): 3 clusters Score: Raw -178751.462201 + Penalty 2710.570629 = -176040.891572 nChanged 6 SP:Iteration 23Q (1236.221851 sec): 3 clusters Score: Raw -178753.145941 + Penalty 2710.570629 = -176042.575311 nChanged 2 SP:Iteration 24Q (1236.266393 sec): 3 clusters Score: Raw -178753.688560 + Penalty 2710.570629 = -176043.117931 nChanged 2 SP:Iteration 25Q (1236.313424 sec): 3 clusters Score: Raw -178754.345933 + Penalty 2710.570629 = -176043.775303 nChanged 6 SP:Iteration 26Q (1236.364097 sec): 3 clusters Score: Raw -178756.134372 + Penalty 2710.570629 = -176045.563743 nChanged 4 SP:Iteration 27Q (1236.409815 sec): 3 clusters Score: Raw -178757.295578 + Penalty 2710.570629 = -176046.724949 nChanged 5 SP:Iteration 28Q (1236.456350 sec): 3 clusters Score: Raw -178758.433346 + Penalty 2710.570629 = -176047.862716 nChanged 4 SP:Iteration 29Q (1236.490188 sec): 3 clusters Score: Raw -178759.241429 + Penalty 2710.570629 = -176048.670799 nChanged 4 SP:Iteration 30Q (1236.547154 sec): 3 clusters Score: Raw -178760.005202 + Penalty 2710.570629 = -176049.434573 nChanged 3 SP:Iteration 31Q (1236.601073 sec): 3 clusters Score: Raw -178760.522879 + Penalty 2710.570629 = -176049.952250 nChanged 0 SP:Iteration 32F (1236.648784 sec): 3 clusters Score: Raw -178760.522879 + Penalty 2710.570629 = -176049.952250 nChanged 0 Trying to split cluster 39 (1977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1236.666276 sec): 2 clusters Score: Raw -108564.920445 + Penalty 1233.267071 = -107331.653374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1236.711234 sec): 3 clusters Score: Raw -107693.830965 + Penalty 2466.534143 = -105227.296822 nChanged 704 SP:Iteration 1F (1236.766482 sec): 3 clusters Score: Raw -108115.507479 + Penalty 2466.534143 = -105648.973336 nChanged 162 SP:Iteration 2F (1236.799012 sec): 3 clusters Score: Raw -108228.462919 + Penalty 2466.534143 = -105761.928777 nChanged 103 SP:Iteration 3F (1236.840800 sec): 3 clusters Score: Raw -108300.293888 + Penalty 2466.534143 = -105833.759746 nChanged 71 SP:Iteration 4Q (1236.891228 sec): 3 clusters Score: Raw -108343.820555 + Penalty 2466.534143 = -105877.286413 nChanged 44 SP:Iteration 5Q (1236.940820 sec): 3 clusters Score: Raw -108369.704483 + Penalty 2466.534143 = -105903.170341 nChanged 37 SP:Iteration 6Q (1236.978643 sec): 3 clusters Score: Raw -108391.848883 + Penalty 2466.534143 = -105925.314740 nChanged 33 SP:Iteration 7Q (1237.028910 sec): 3 clusters Score: Raw -108416.080301 + Penalty 2466.534143 = -105949.546159 nChanged 33 SP:Iteration 8Q (1237.067265 sec): 3 clusters Score: Raw -108435.231580 + Penalty 2466.534143 = -105968.697437 nChanged 31 SP:Iteration 9Q (1237.117484 sec): 3 clusters Score: Raw -108450.495244 + Penalty 2466.534143 = -105983.961102 nChanged 19 SP:Iteration 10Q (1237.163595 sec): 3 clusters Score: Raw -108460.916390 + Penalty 2466.534143 = -105994.382248 nChanged 19 SP:Iteration 11Q (1237.210685 sec): 3 clusters Score: Raw -108475.918134 + Penalty 2466.534143 = -106009.383992 nChanged 16 SP:Iteration 12Q (1237.248597 sec): 3 clusters Score: Raw -108484.734148 + Penalty 2466.534143 = -106018.200005 nChanged 14 SP:Iteration 13Q (1237.298048 sec): 3 clusters Score: Raw -108491.568661 + Penalty 2466.534143 = -106025.034519 nChanged 10 SP:Iteration 14Q (1237.335257 sec): 3 clusters Score: Raw -108494.639360 + Penalty 2466.534143 = -106028.105218 nChanged 9 SP:Iteration 15Q (1237.388123 sec): 3 clusters Score: Raw -108498.234938 + Penalty 2466.534143 = -106031.700796 nChanged 6 SP:Iteration 16Q (1237.424894 sec): 3 clusters Score: Raw -108501.830914 + Penalty 2466.534143 = -106035.296771 nChanged 7 SP:Iteration 17Q (1237.462000 sec): 3 clusters Score: Raw -108504.869491 + Penalty 2466.534143 = -106038.335349 nChanged 11 SP:Iteration 18Q (1237.515110 sec): 3 clusters Score: Raw -108509.870267 + Penalty 2466.534143 = -106043.336124 nChanged 6 SP:Iteration 19Q (1237.552992 sec): 3 clusters Score: Raw -108511.202042 + Penalty 2466.534143 = -106044.667900 nChanged 2 SP:Iteration 20F (1237.590755 sec): 3 clusters Score: Raw -108511.603834 + Penalty 2466.534143 = -106045.069691 nChanged 2 SP:Iteration 21Q (1237.642107 sec): 3 clusters Score: Raw -108512.570679 + Penalty 2466.534143 = -106046.036537 nChanged 3 SP:Iteration 22Q (1237.687089 sec): 3 clusters Score: Raw -108514.024491 + Penalty 2466.534143 = -106047.490348 nChanged 5 SP:Iteration 23Q (1237.738353 sec): 3 clusters Score: Raw -108517.050882 + Penalty 2466.534143 = -106050.516740 nChanged 6 SP:Iteration 24Q (1237.790557 sec): 3 clusters Score: Raw -108519.864083 + Penalty 2466.534143 = -106053.329941 nChanged 2 SP:Iteration 25Q (1237.829900 sec): 3 clusters Score: Raw -108520.484421 + Penalty 2466.534143 = -106053.950279 nChanged 1 SP:Iteration 26Q (1237.865193 sec): 3 clusters Score: Raw -108520.839484 + Penalty 2466.534143 = -106054.305342 nChanged 0 SP:Iteration 27F (1237.905891 sec): 3 clusters Score: Raw -108520.839484 + Penalty 2466.534143 = -106054.305342 nChanged 0 Trying to split cluster 40 (1810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1237.939097 sec): 2 clusters Score: Raw -98919.973027 + Penalty 1218.925845 = -97701.047182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1237.973377 sec): 3 clusters Score: Raw -98144.054458 + Penalty 2437.851690 = -95706.202767 nChanged 635 SP:Iteration 1F (1238.016300 sec): 3 clusters Score: Raw -98566.237628 + Penalty 2437.851690 = -96128.385937 nChanged 158 SP:Iteration 2F (1238.051265 sec): 3 clusters Score: Raw -98694.100942 + Penalty 2437.851690 = -96256.249252 nChanged 86 SP:Iteration 3Q (1238.110330 sec): 3 clusters Score: Raw -98765.336529 + Penalty 2437.851690 = -96327.484839 nChanged 90 SP:Iteration 4Q (1238.160087 sec): 3 clusters Score: Raw -98835.673584 + Penalty 2437.851690 = -96397.821894 nChanged 56 SP:Iteration 5Q (1238.206006 sec): 3 clusters Score: Raw -98884.328012 + Penalty 2437.851690 = -96446.476322 nChanged 56 SP:Iteration 6Q (1238.251351 sec): 3 clusters Score: Raw -98934.766884 + Penalty 2437.851690 = -96496.915194 nChanged 44 SP:Iteration 7Q (1238.286527 sec): 3 clusters Score: Raw -98975.124125 + Penalty 2437.851690 = -96537.272434 nChanged 45 SP:Iteration 8Q (1238.332518 sec): 3 clusters Score: Raw -99029.961137 + Penalty 2437.851690 = -96592.109447 nChanged 61 SP:Iteration 9Q (1238.387272 sec): 3 clusters Score: Raw -99091.738290 + Penalty 2437.851690 = -96653.886600 nChanged 55 SP:Iteration 10Q (1238.429502 sec): 3 clusters Score: Raw -99136.775260 + Penalty 2437.851690 = -96698.923570 nChanged 40 SP:Iteration 11Q (1238.473071 sec): 3 clusters Score: Raw -99169.402088 + Penalty 2437.851690 = -96731.550397 nChanged 46 SP:Iteration 12Q (1238.510587 sec): 3 clusters Score: Raw -99217.562495 + Penalty 2437.851690 = -96779.710805 nChanged 44 SP:Iteration 13Q (1238.554120 sec): 3 clusters Score: Raw -99256.550515 + Penalty 2437.851690 = -96818.698825 nChanged 37 SP:Iteration 14Q (1238.596163 sec): 3 clusters Score: Raw -99288.089420 + Penalty 2437.851690 = -96850.237729 nChanged 29 SP:Iteration 15Q (1238.638972 sec): 3 clusters Score: Raw -99304.973322 + Penalty 2437.851690 = -96867.121631 nChanged 15 SP:Iteration 16Q (1238.694096 sec): 3 clusters Score: Raw -99317.065727 + Penalty 2437.851690 = -96879.214037 nChanged 22 SP:Iteration 17Q (1238.732963 sec): 3 clusters Score: Raw -99332.723055 + Penalty 2437.851690 = -96894.871364 nChanged 22 SP:Iteration 18Q (1238.772864 sec): 3 clusters Score: Raw -99352.383652 + Penalty 2437.851690 = -96914.531962 nChanged 24 SP:Iteration 19Q (1238.815680 sec): 3 clusters Score: Raw -99370.713789 + Penalty 2437.851690 = -96932.862099 nChanged 21 SP:Iteration 20F (1238.867580 sec): 3 clusters Score: Raw -99384.488180 + Penalty 2437.851690 = -96946.636489 nChanged 16 SP:Iteration 21Q (1238.909330 sec): 3 clusters Score: Raw -99394.650262 + Penalty 2437.851690 = -96956.798572 nChanged 13 SP:Iteration 22Q (1238.955371 sec): 3 clusters Score: Raw -99403.689913 + Penalty 2437.851690 = -96965.838223 nChanged 12 SP:Iteration 23Q (1238.991519 sec): 3 clusters Score: Raw -99411.103751 + Penalty 2437.851690 = -96973.252061 nChanged 7 SP:Iteration 24Q (1239.046142 sec): 3 clusters Score: Raw -99416.092391 + Penalty 2437.851690 = -96978.240701 nChanged 9 SP:Iteration 25Q (1239.084842 sec): 3 clusters Score: Raw -99422.735226 + Penalty 2437.851690 = -96984.883536 nChanged 4 SP:Iteration 26Q (1239.136239 sec): 3 clusters Score: Raw -99424.270796 + Penalty 2437.851690 = -96986.419106 nChanged 1 SP:Iteration 27Q (1239.175442 sec): 3 clusters Score: Raw -99424.723999 + Penalty 2437.851690 = -96986.872309 nChanged 1 SP:Iteration 28Q (1239.223998 sec): 3 clusters Score: Raw -99424.984857 + Penalty 2437.851690 = -96987.133167 nChanged 2 SP:Iteration 29Q (1239.261890 sec): 3 clusters Score: Raw -99426.031991 + Penalty 2437.851690 = -96988.180301 nChanged 1 SP:Iteration 30Q (1239.307231 sec): 3 clusters Score: Raw -99427.862384 + Penalty 2437.851690 = -96990.010693 nChanged 5 SP:Iteration 31Q (1239.346695 sec): 3 clusters Score: Raw -99430.512450 + Penalty 2437.851690 = -96992.660759 nChanged 4 SP:Iteration 32Q (1239.384976 sec): 3 clusters Score: Raw -99432.609141 + Penalty 2437.851690 = -96994.757450 nChanged 2 SP:Iteration 33Q (1239.432222 sec): 3 clusters Score: Raw -99433.134420 + Penalty 2437.851690 = -96995.282730 nChanged 1 SP:Iteration 34Q (1239.484174 sec): 3 clusters Score: Raw -99433.347653 + Penalty 2437.851690 = -96995.495962 nChanged 0 SP:Iteration 35F (1239.517354 sec): 3 clusters Score: Raw -99433.347653 + Penalty 2437.851690 = -96995.495962 nChanged 0 Trying to split cluster 41 (9569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1239.550620 sec): 2 clusters Score: Raw -484030.712383 + Penalty 1489.521148 = -482541.191235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1239.605533 sec): 3 clusters Score: Raw -478620.402615 + Penalty 2979.042295 = -475641.360320 nChanged 4153 SP:Iteration 1F (1239.675174 sec): 3 clusters Score: Raw -480905.624681 + Penalty 2979.042295 = -477926.582385 nChanged 594 SP:Iteration 2F (1239.729331 sec): 3 clusters Score: Raw -481164.657212 + Penalty 2979.042295 = -478185.614917 nChanged 473 SP:Iteration 3Q (1239.780557 sec): 3 clusters Score: Raw -481355.298195 + Penalty 2979.042295 = -478376.255900 nChanged 374 SP:Iteration 4Q (1239.837843 sec): 3 clusters Score: Raw -481510.568933 + Penalty 2979.042295 = -478531.526638 nChanged 370 SP:Iteration 5Q (1239.912952 sec): 3 clusters Score: Raw -481683.487578 + Penalty 2979.042295 = -478704.445282 nChanged 378 SP:Iteration 6Q (1239.971800 sec): 3 clusters Score: Raw -481860.714558 + Penalty 2979.042295 = -478881.672263 nChanged 351 SP:Iteration 7Q (1240.021083 sec): 3 clusters Score: Raw -482040.427972 + Penalty 2979.042295 = -479061.385676 nChanged 379 SP:Iteration 8Q (1240.078840 sec): 3 clusters Score: Raw -482252.968219 + Penalty 2979.042295 = -479273.925923 nChanged 400 SP:Iteration 9Q (1240.144747 sec): 3 clusters Score: Raw -482488.828855 + Penalty 2979.042295 = -479509.786560 nChanged 393 SP:Iteration 10Q (1240.211263 sec): 3 clusters Score: Raw -482718.415163 + Penalty 2979.042295 = -479739.372868 nChanged 363 SP:Iteration 11Q (1240.263668 sec): 3 clusters Score: Raw -482926.949245 + Penalty 2979.042295 = -479947.906949 nChanged 361 SP:Iteration 12Q (1240.329816 sec): 3 clusters Score: Raw -483115.726514 + Penalty 2979.042295 = -480136.684219 nChanged 304 SP:Iteration 13Q (1240.380823 sec): 3 clusters Score: Raw -483265.380776 + Penalty 2979.042295 = -480286.338481 nChanged 238 SP:Iteration 14Q (1240.449181 sec): 3 clusters Score: Raw -483375.216740 + Penalty 2979.042295 = -480396.174445 nChanged 201 SP:Iteration 15Q (1240.495768 sec): 3 clusters Score: Raw -483469.077833 + Penalty 2979.042295 = -480490.035538 nChanged 174 SP:Iteration 16Q (1240.557540 sec): 3 clusters Score: Raw -483545.989284 + Penalty 2979.042295 = -480566.946988 nChanged 162 SP:Iteration 17Q (1240.609431 sec): 3 clusters Score: Raw -483612.732289 + Penalty 2979.042295 = -480633.689993 nChanged 140 SP:Iteration 18Q (1240.669830 sec): 3 clusters Score: Raw -483668.048083 + Penalty 2979.042295 = -480689.005788 nChanged 126 SP:Iteration 19Q (1240.715993 sec): 3 clusters Score: Raw -483719.579657 + Penalty 2979.042295 = -480740.537361 nChanged 135 SP:Iteration 20F (1240.778963 sec): 3 clusters Score: Raw -483772.883374 + Penalty 2979.042295 = -480793.841078 nChanged 129 SP:Iteration 21Q (1240.838957 sec): 3 clusters Score: Raw -483823.817588 + Penalty 2979.042295 = -480844.775292 nChanged 123 SP:Iteration 22Q (1240.899987 sec): 3 clusters Score: Raw -483870.909594 + Penalty 2979.042295 = -480891.867298 nChanged 119 SP:Iteration 23Q (1240.966617 sec): 3 clusters Score: Raw -483919.038319 + Penalty 2979.042295 = -480939.996024 nChanged 112 SP:Iteration 24Q (1241.019343 sec): 3 clusters Score: Raw -483968.866027 + Penalty 2979.042295 = -480989.823732 nChanged 120 SP:Iteration 25Q (1241.081852 sec): 3 clusters Score: Raw -484016.712964 + Penalty 2979.042295 = -481037.670668 nChanged 116 SP:Iteration 26Q (1241.144026 sec): 3 clusters Score: Raw -484061.218046 + Penalty 2979.042295 = -481082.175751 nChanged 95 SP:Iteration 27Q (1241.192747 sec): 3 clusters Score: Raw -484088.843924 + Penalty 2979.042295 = -481109.801628 nChanged 75 SP:Iteration 28Q (1241.257670 sec): 3 clusters Score: Raw -484112.224870 + Penalty 2979.042295 = -481133.182575 nChanged 72 SP:Iteration 29Q (1241.312544 sec): 3 clusters Score: Raw -484136.064575 + Penalty 2979.042295 = -481157.022279 nChanged 69 SP:Iteration 30Q (1241.376556 sec): 3 clusters Score: Raw -484155.409652 + Penalty 2979.042295 = -481176.367357 nChanged 50 SP:Iteration 31Q (1241.423003 sec): 3 clusters Score: Raw -484169.177404 + Penalty 2979.042295 = -481190.135108 nChanged 50 SP:Iteration 32Q (1241.475587 sec): 3 clusters Score: Raw -484182.145122 + Penalty 2979.042295 = -481203.102827 nChanged 39 SP:Iteration 33Q (1241.533831 sec): 3 clusters Score: Raw -484192.106605 + Penalty 2979.042295 = -481213.064310 nChanged 34 SP:Iteration 34Q (1241.590321 sec): 3 clusters Score: Raw -484199.444583 + Penalty 2979.042295 = -481220.402287 nChanged 32 SP:Iteration 35Q (1241.653566 sec): 3 clusters Score: Raw -484206.774979 + Penalty 2979.042295 = -481227.732683 nChanged 28 SP:Iteration 36Q (1241.711138 sec): 3 clusters Score: Raw -484213.097723 + Penalty 2979.042295 = -481234.055428 nChanged 31 SP:Iteration 37Q (1241.754950 sec): 3 clusters Score: Raw -484218.736606 + Penalty 2979.042295 = -481239.694311 nChanged 27 SP:Iteration 38Q (1241.808831 sec): 3 clusters Score: Raw -484224.558928 + Penalty 2979.042295 = -481245.516632 nChanged 23 SP:Iteration 39Q (1241.868158 sec): 3 clusters Score: Raw -484229.537885 + Penalty 2979.042295 = -481250.495590 nChanged 26 SP:Iteration 40F (1241.914216 sec): 3 clusters Score: Raw -484233.510449 + Penalty 2979.042295 = -481254.468154 nChanged 18 SP:Iteration 41Q (1241.976262 sec): 3 clusters Score: Raw -484235.969728 + Penalty 2979.042295 = -481256.927433 nChanged 10 SP:Iteration 42Q (1242.040335 sec): 3 clusters Score: Raw -484237.220806 + Penalty 2979.042295 = -481258.178510 nChanged 3 SP:Iteration 43Q (1242.083299 sec): 3 clusters Score: Raw -484237.389450 + Penalty 2979.042295 = -481258.347154 nChanged 2 SP:Iteration 44Q (1242.148524 sec): 3 clusters Score: Raw -484237.512794 + Penalty 2979.042295 = -481258.470499 nChanged 1 SP:Iteration 45Q (1242.197493 sec): 3 clusters Score: Raw -484237.601914 + Penalty 2979.042295 = -481258.559619 nChanged 1 SP:Iteration 46Q (1242.260644 sec): 3 clusters Score: Raw -484237.652329 + Penalty 2979.042295 = -481258.610033 nChanged 0 SP:Iteration 47F (1242.320347 sec): 3 clusters Score: Raw -484237.652329 + Penalty 2979.042295 = -481258.610033 nChanged 0 Trying to split cluster 42 (1521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1242.343132 sec): 2 clusters Score: Raw -82388.658862 + Penalty 1190.657535 = -81198.001327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1242.386956 sec): 3 clusters Score: Raw -81808.365993 + Penalty 2381.315070 = -79427.050924 nChanged 479 SP:Iteration 1F (1242.423682 sec): 3 clusters Score: Raw -82192.608380 + Penalty 2381.315070 = -79811.293310 nChanged 133 SP:Iteration 2F (1242.459071 sec): 3 clusters Score: Raw -82343.832210 + Penalty 2381.315070 = -79962.517140 nChanged 77 SP:Iteration 3F (1242.493113 sec): 3 clusters Score: Raw -82423.577129 + Penalty 2381.315070 = -80042.262059 nChanged 63 SP:Iteration 4Q (1242.535044 sec): 3 clusters Score: Raw -82483.822467 + Penalty 2381.315070 = -80102.507397 nChanged 49 SP:Iteration 5Q (1242.580673 sec): 3 clusters Score: Raw -82530.623489 + Penalty 2381.315070 = -80149.308419 nChanged 34 SP:Iteration 6Q (1242.628085 sec): 3 clusters Score: Raw -82557.530438 + Penalty 2381.315070 = -80176.215368 nChanged 21 SP:Iteration 7Q (1242.669091 sec): 3 clusters Score: Raw -82573.214109 + Penalty 2381.315070 = -80191.899039 nChanged 18 SP:Iteration 8Q (1242.704795 sec): 3 clusters Score: Raw -82584.466464 + Penalty 2381.315070 = -80203.151394 nChanged 12 SP:Iteration 9Q (1242.742857 sec): 3 clusters Score: Raw -82593.458695 + Penalty 2381.315070 = -80212.143625 nChanged 11 SP:Iteration 10Q (1242.781525 sec): 3 clusters Score: Raw -82602.665753 + Penalty 2381.315070 = -80221.350683 nChanged 11 SP:Iteration 11Q (1242.816255 sec): 3 clusters Score: Raw -82609.630186 + Penalty 2381.315070 = -80228.315116 nChanged 11 SP:Iteration 12Q (1242.856356 sec): 3 clusters Score: Raw -82617.949224 + Penalty 2381.315070 = -80236.634154 nChanged 13 SP:Iteration 13Q (1242.892989 sec): 3 clusters Score: Raw -82625.289004 + Penalty 2381.315070 = -80243.973934 nChanged 4 SP:Iteration 14Q (1242.934894 sec): 3 clusters Score: Raw -82626.786438 + Penalty 2381.315070 = -80245.471368 nChanged 4 SP:Iteration 15Q (1242.970020 sec): 3 clusters Score: Raw -82629.520745 + Penalty 2381.315070 = -80248.205675 nChanged 2 SP:Iteration 16Q (1243.016211 sec): 3 clusters Score: Raw -82630.447282 + Penalty 2381.315070 = -80249.132212 nChanged 2 SP:Iteration 17Q (1243.053397 sec): 3 clusters Score: Raw -82631.142356 + Penalty 2381.315070 = -80249.827286 nChanged 1 SP:Iteration 18Q (1243.108977 sec): 3 clusters Score: Raw -82631.443508 + Penalty 2381.315070 = -80250.128438 nChanged 1 SP:Iteration 19Q (1243.144318 sec): 3 clusters Score: Raw -82631.946747 + Penalty 2381.315070 = -80250.631677 nChanged 1 SP:Iteration 20F (1243.188021 sec): 3 clusters Score: Raw -82632.513312 + Penalty 2381.315070 = -80251.198242 nChanged 2 SP:Iteration 21Q (1243.241579 sec): 3 clusters Score: Raw -82633.226079 + Penalty 2381.315070 = -80251.911009 nChanged 2 SP:Iteration 22Q (1243.280162 sec): 3 clusters Score: Raw -82634.128997 + Penalty 2381.315070 = -80252.813927 nChanged 1 SP:Iteration 23Q (1243.310994 sec): 3 clusters Score: Raw -82635.118264 + Penalty 2381.315070 = -80253.803194 nChanged 3 SP:Iteration 24Q (1243.368354 sec): 3 clusters Score: Raw -82636.788436 + Penalty 2381.315070 = -80255.473366 nChanged 2 SP:Iteration 25Q (1243.414361 sec): 3 clusters Score: Raw -82637.538225 + Penalty 2381.315070 = -80256.223155 nChanged 5 SP:Iteration 26Q (1243.453328 sec): 3 clusters Score: Raw -82640.877499 + Penalty 2381.315070 = -80259.562429 nChanged 5 SP:Iteration 27Q (1243.505130 sec): 3 clusters Score: Raw -82644.449904 + Penalty 2381.315070 = -80263.134834 nChanged 5 SP:Iteration 28Q (1243.538790 sec): 3 clusters Score: Raw -82649.110549 + Penalty 2381.315070 = -80267.795479 nChanged 8 SP:Iteration 29Q (1243.580127 sec): 3 clusters Score: Raw -82652.372964 + Penalty 2381.315070 = -80271.057894 nChanged 3 SP:Iteration 30Q (1243.634927 sec): 3 clusters Score: Raw -82654.167022 + Penalty 2381.315070 = -80272.851952 nChanged 5 SP:Iteration 31Q (1243.679774 sec): 3 clusters Score: Raw -82657.902979 + Penalty 2381.315070 = -80276.587909 nChanged 8 SP:Iteration 32Q (1243.716981 sec): 3 clusters Score: Raw -82663.362318 + Penalty 2381.315070 = -80282.047248 nChanged 5 SP:Iteration 33Q (1243.772287 sec): 3 clusters Score: Raw -82666.463770 + Penalty 2381.315070 = -80285.148700 nChanged 5 SP:Iteration 34Q (1243.819479 sec): 3 clusters Score: Raw -82672.143870 + Penalty 2381.315070 = -80290.828800 nChanged 4 SP:Iteration 35Q (1243.854815 sec): 3 clusters Score: Raw -82673.641783 + Penalty 2381.315070 = -80292.326713 nChanged 5 SP:Iteration 36Q (1243.894980 sec): 3 clusters Score: Raw -82676.575718 + Penalty 2381.315070 = -80295.260648 nChanged 6 SP:Iteration 37Q (1243.951644 sec): 3 clusters Score: Raw -82681.732017 + Penalty 2381.315070 = -80300.416947 nChanged 5 SP:Iteration 38Q (1243.990963 sec): 3 clusters Score: Raw -82685.391625 + Penalty 2381.315070 = -80304.076555 nChanged 3 SP:Iteration 39Q (1244.048363 sec): 3 clusters Score: Raw -82688.431132 + Penalty 2381.315070 = -80307.116062 nChanged 3 SP:Iteration 40F (1244.084703 sec): 3 clusters Score: Raw -82691.394341 + Penalty 2381.315070 = -80310.079271 nChanged 6 SP:Iteration 41Q (1244.136395 sec): 3 clusters Score: Raw -82694.760733 + Penalty 2381.315070 = -80313.445663 nChanged 1 SP:Iteration 42Q (1244.195654 sec): 3 clusters Score: Raw -82695.089397 + Penalty 2381.315070 = -80313.774327 nChanged 1 SP:Iteration 43Q (1244.237607 sec): 3 clusters Score: Raw -82695.910991 + Penalty 2381.315070 = -80314.595921 nChanged 1 SP:Iteration 44Q (1244.281878 sec): 3 clusters Score: Raw -82696.569558 + Penalty 2381.315070 = -80315.254488 nChanged 1 SP:Iteration 45Q (1244.326096 sec): 3 clusters Score: Raw -82697.502156 + Penalty 2381.315070 = -80316.187086 nChanged 2 SP:Iteration 46Q (1244.372459 sec): 3 clusters Score: Raw -82698.576439 + Penalty 2381.315070 = -80317.261369 nChanged 0 SP:Iteration 47F (1244.413598 sec): 3 clusters Score: Raw -82698.576439 + Penalty 2381.315070 = -80317.261369 nChanged 0 Trying to split cluster 43 (2299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1244.446125 sec): 2 clusters Score: Raw -126243.037292 + Penalty 1257.787298 = -124985.249994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1244.496452 sec): 3 clusters Score: Raw -125197.629324 + Penalty 2515.574596 = -122682.054728 nChanged 843 SP:Iteration 1F (1244.533695 sec): 3 clusters Score: Raw -125708.209788 + Penalty 2515.574596 = -123192.635192 nChanged 191 SP:Iteration 2F (1244.580229 sec): 3 clusters Score: Raw -125826.008489 + Penalty 2515.574596 = -123310.433894 nChanged 91 SP:Iteration 3Q (1244.624566 sec): 3 clusters Score: Raw -125879.812736 + Penalty 2515.574596 = -123364.238141 nChanged 67 SP:Iteration 4Q (1244.679790 sec): 3 clusters Score: Raw -125914.245482 + Penalty 2515.574596 = -123398.670886 nChanged 49 SP:Iteration 5Q (1244.724629 sec): 3 clusters Score: Raw -125935.709997 + Penalty 2515.574596 = -123420.135401 nChanged 40 SP:Iteration 6Q (1244.768766 sec): 3 clusters Score: Raw -125953.749811 + Penalty 2515.574596 = -123438.175216 nChanged 29 SP:Iteration 7Q (1244.813109 sec): 3 clusters Score: Raw -125969.099083 + Penalty 2515.574596 = -123453.524488 nChanged 29 SP:Iteration 8Q (1244.851253 sec): 3 clusters Score: Raw -125984.235216 + Penalty 2515.574596 = -123468.660621 nChanged 29 SP:Iteration 9Q (1244.903549 sec): 3 clusters Score: Raw -126000.367425 + Penalty 2515.574596 = -123484.792830 nChanged 26 SP:Iteration 10Q (1244.950069 sec): 3 clusters Score: Raw -126013.835584 + Penalty 2515.574596 = -123498.260989 nChanged 20 SP:Iteration 11Q (1244.995370 sec): 3 clusters Score: Raw -126022.509264 + Penalty 2515.574596 = -123506.934669 nChanged 14 SP:Iteration 12Q (1245.039867 sec): 3 clusters Score: Raw -126030.291551 + Penalty 2515.574596 = -123514.716956 nChanged 17 SP:Iteration 13Q (1245.096393 sec): 3 clusters Score: Raw -126040.023398 + Penalty 2515.574596 = -123524.448802 nChanged 18 SP:Iteration 14Q (1245.138552 sec): 3 clusters Score: Raw -126050.012538 + Penalty 2515.574596 = -123534.437942 nChanged 19 SP:Iteration 15Q (1245.171907 sec): 3 clusters Score: Raw -126057.433515 + Penalty 2515.574596 = -123541.858919 nChanged 19 SP:Iteration 16Q (1245.220193 sec): 3 clusters Score: Raw -126064.696520 + Penalty 2515.574596 = -123549.121924 nChanged 17 SP:Iteration 17Q (1245.266817 sec): 3 clusters Score: Raw -126071.026266 + Penalty 2515.574596 = -123555.451670 nChanged 15 SP:Iteration 18Q (1245.329429 sec): 3 clusters Score: Raw -126079.923120 + Penalty 2515.574596 = -123564.348524 nChanged 11 SP:Iteration 19Q (1245.366224 sec): 3 clusters Score: Raw -126084.275540 + Penalty 2515.574596 = -123568.700944 nChanged 11 SP:Iteration 20F (1245.424215 sec): 3 clusters Score: Raw -126090.449859 + Penalty 2515.574596 = -123574.875264 nChanged 17 SP:Iteration 21Q (1245.462736 sec): 3 clusters Score: Raw -126098.742831 + Penalty 2515.574596 = -123583.168236 nChanged 17 SP:Iteration 22Q (1245.500635 sec): 3 clusters Score: Raw -126106.908154 + Penalty 2515.574596 = -123591.333559 nChanged 8 SP:Iteration 23Q (1245.557961 sec): 3 clusters Score: Raw -126111.151632 + Penalty 2515.574596 = -123595.577037 nChanged 11 SP:Iteration 24Q (1245.594348 sec): 3 clusters Score: Raw -126114.442627 + Penalty 2515.574596 = -123598.868032 nChanged 7 SP:Iteration 25Q (1245.644595 sec): 3 clusters Score: Raw -126116.461047 + Penalty 2515.574596 = -123600.886451 nChanged 7 SP:Iteration 26Q (1245.686176 sec): 3 clusters Score: Raw -126118.119537 + Penalty 2515.574596 = -123602.544942 nChanged 4 SP:Iteration 27Q (1245.725984 sec): 3 clusters Score: Raw -126119.759128 + Penalty 2515.574596 = -123604.184533 nChanged 2 SP:Iteration 28Q (1245.783976 sec): 3 clusters Score: Raw -126120.337955 + Penalty 2515.574596 = -123604.763359 nChanged 2 SP:Iteration 29Q (1245.825697 sec): 3 clusters Score: Raw -126121.011468 + Penalty 2515.574596 = -123605.436873 nChanged 4 SP:Iteration 30Q (1245.881043 sec): 3 clusters Score: Raw -126123.020453 + Penalty 2515.574596 = -123607.445857 nChanged 4 SP:Iteration 31Q (1245.923478 sec): 3 clusters Score: Raw -126125.077822 + Penalty 2515.574596 = -123609.503226 nChanged 7 SP:Iteration 32Q (1245.962304 sec): 3 clusters Score: Raw -126127.363406 + Penalty 2515.574596 = -123611.788810 nChanged 4 SP:Iteration 33Q (1246.008825 sec): 3 clusters Score: Raw -126128.257316 + Penalty 2515.574596 = -123612.682721 nChanged 2 SP:Iteration 34Q (1246.058557 sec): 3 clusters Score: Raw -126128.543329 + Penalty 2515.574596 = -123612.968733 nChanged 1 SP:Iteration 35Q (1246.108400 sec): 3 clusters Score: Raw -126128.793760 + Penalty 2515.574596 = -123613.219165 nChanged 2 SP:Iteration 36Q (1246.145507 sec): 3 clusters Score: Raw -126129.707929 + Penalty 2515.574596 = -123614.133333 nChanged 7 SP:Iteration 37Q (1246.182508 sec): 3 clusters Score: Raw -126134.202280 + Penalty 2515.574596 = -123618.627685 nChanged 5 SP:Iteration 38Q (1246.225089 sec): 3 clusters Score: Raw -126136.374996 + Penalty 2515.574596 = -123620.800401 nChanged 3 SP:Iteration 39Q (1246.271630 sec): 3 clusters Score: Raw -126137.368619 + Penalty 2515.574596 = -123621.794024 nChanged 4 SP:Iteration 40F (1246.316391 sec): 3 clusters Score: Raw -126139.163392 + Penalty 2515.574596 = -123623.588796 nChanged 2 SP:Iteration 41Q (1246.370172 sec): 3 clusters Score: Raw -126141.035406 + Penalty 2515.574596 = -123625.460810 nChanged 2 SP:Iteration 42Q (1246.409698 sec): 3 clusters Score: Raw -126141.651522 + Penalty 2515.574596 = -123626.076927 nChanged 1 SP:Iteration 43Q (1246.456491 sec): 3 clusters Score: Raw -126141.894799 + Penalty 2515.574596 = -123626.320204 nChanged 1 SP:Iteration 44Q (1246.503959 sec): 3 clusters Score: Raw -126142.577655 + Penalty 2515.574596 = -123627.003059 nChanged 1 SP:Iteration 45Q (1246.553460 sec): 3 clusters Score: Raw -126142.917493 + Penalty 2515.574596 = -123627.342898 nChanged 2 SP:Iteration 46Q (1246.591893 sec): 3 clusters Score: Raw -126143.951576 + Penalty 2515.574596 = -123628.376981 nChanged 3 SP:Iteration 47Q (1246.644000 sec): 3 clusters Score: Raw -126145.288107 + Penalty 2515.574596 = -123629.713512 nChanged 0 SP:Iteration 48F (1246.689501 sec): 3 clusters Score: Raw -126145.288107 + Penalty 2515.574596 = -123629.713512 nChanged 0 Trying to split cluster 44 (5441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1246.713937 sec): 2 clusters Score: Raw -301888.495826 + Penalty 1397.779199 = -300490.716628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1246.760986 sec): 3 clusters Score: Raw -299002.292180 + Penalty 2795.558398 = -296206.733782 nChanged 2230 SP:Iteration 1F (1246.818628 sec): 3 clusters Score: Raw -300174.408129 + Penalty 2795.558398 = -297378.849731 nChanged 327 SP:Iteration 2F (1246.883931 sec): 3 clusters Score: Raw -300336.209222 + Penalty 2795.558398 = -297540.650824 nChanged 249 SP:Iteration 3Q (1246.927253 sec): 3 clusters Score: Raw -300451.597342 + Penalty 2795.558398 = -297656.038944 nChanged 217 SP:Iteration 4Q (1246.980238 sec): 3 clusters Score: Raw -300557.028480 + Penalty 2795.558398 = -297761.470082 nChanged 218 SP:Iteration 5Q (1247.039503 sec): 3 clusters Score: Raw -300659.372080 + Penalty 2795.558398 = -297863.813683 nChanged 191 SP:Iteration 6Q (1247.093974 sec): 3 clusters Score: Raw -300754.906853 + Penalty 2795.558398 = -297959.348455 nChanged 189 SP:Iteration 7Q (1247.137929 sec): 3 clusters Score: Raw -300848.439813 + Penalty 2795.558398 = -298052.881415 nChanged 179 SP:Iteration 8Q (1247.200271 sec): 3 clusters Score: Raw -300945.724258 + Penalty 2795.558398 = -298150.165860 nChanged 181 SP:Iteration 9Q (1247.247214 sec): 3 clusters Score: Raw -301054.708502 + Penalty 2795.558398 = -298259.150104 nChanged 180 SP:Iteration 10Q (1247.290237 sec): 3 clusters Score: Raw -301153.592446 + Penalty 2795.558398 = -298358.034049 nChanged 178 SP:Iteration 11Q (1247.349642 sec): 3 clusters Score: Raw -301243.705743 + Penalty 2795.558398 = -298448.147346 nChanged 183 SP:Iteration 12Q (1247.393234 sec): 3 clusters Score: Raw -301341.121258 + Penalty 2795.558398 = -298545.562861 nChanged 166 SP:Iteration 13Q (1247.446662 sec): 3 clusters Score: Raw -301431.017258 + Penalty 2795.558398 = -298635.458860 nChanged 162 SP:Iteration 14Q (1247.502340 sec): 3 clusters Score: Raw -301526.033494 + Penalty 2795.558398 = -298730.475096 nChanged 160 SP:Iteration 15Q (1247.544760 sec): 3 clusters Score: Raw -301613.826224 + Penalty 2795.558398 = -298818.267827 nChanged 155 SP:Iteration 16Q (1247.596799 sec): 3 clusters Score: Raw -301692.617377 + Penalty 2795.558398 = -298897.058979 nChanged 150 SP:Iteration 17Q (1247.637236 sec): 3 clusters Score: Raw -301771.897863 + Penalty 2795.558398 = -298976.339466 nChanged 140 SP:Iteration 18Q (1247.686722 sec): 3 clusters Score: Raw -301841.261329 + Penalty 2795.558398 = -299045.702931 nChanged 132 SP:Iteration 19Q (1247.745337 sec): 3 clusters Score: Raw -301905.774456 + Penalty 2795.558398 = -299110.216059 nChanged 102 SP:Iteration 20F (1247.786464 sec): 3 clusters Score: Raw -301949.776011 + Penalty 2795.558398 = -299154.217613 nChanged 91 SP:Iteration 21Q (1247.841122 sec): 3 clusters Score: Raw -301992.575637 + Penalty 2795.558398 = -299197.017240 nChanged 92 SP:Iteration 22Q (1247.889698 sec): 3 clusters Score: Raw -302038.813625 + Penalty 2795.558398 = -299243.255228 nChanged 84 SP:Iteration 23Q (1247.942066 sec): 3 clusters Score: Raw -302089.971474 + Penalty 2795.558398 = -299294.413076 nChanged 73 SP:Iteration 24Q (1247.994473 sec): 3 clusters Score: Raw -302121.606121 + Penalty 2795.558398 = -299326.047724 nChanged 58 SP:Iteration 25Q (1248.038044 sec): 3 clusters Score: Raw -302145.762712 + Penalty 2795.558398 = -299350.204315 nChanged 46 SP:Iteration 26Q (1248.081573 sec): 3 clusters Score: Raw -302163.932289 + Penalty 2795.558398 = -299368.373891 nChanged 32 SP:Iteration 27Q (1248.131376 sec): 3 clusters Score: Raw -302176.770759 + Penalty 2795.558398 = -299381.212361 nChanged 28 SP:Iteration 28Q (1248.174134 sec): 3 clusters Score: Raw -302186.777586 + Penalty 2795.558398 = -299391.219188 nChanged 25 SP:Iteration 29Q (1248.239743 sec): 3 clusters Score: Raw -302194.776098 + Penalty 2795.558398 = -299399.217700 nChanged 15 SP:Iteration 30Q (1248.290675 sec): 3 clusters Score: Raw -302200.561531 + Penalty 2795.558398 = -299405.003133 nChanged 16 SP:Iteration 31Q (1248.344192 sec): 3 clusters Score: Raw -302206.153354 + Penalty 2795.558398 = -299410.594956 nChanged 15 SP:Iteration 32Q (1248.395482 sec): 3 clusters Score: Raw -302210.907102 + Penalty 2795.558398 = -299415.348705 nChanged 15 SP:Iteration 33Q (1248.444255 sec): 3 clusters Score: Raw -302215.572982 + Penalty 2795.558398 = -299420.014585 nChanged 12 SP:Iteration 34Q (1248.487470 sec): 3 clusters Score: Raw -302219.306382 + Penalty 2795.558398 = -299423.747984 nChanged 9 SP:Iteration 35Q (1248.537422 sec): 3 clusters Score: Raw -302221.459715 + Penalty 2795.558398 = -299425.901318 nChanged 7 SP:Iteration 36Q (1248.591943 sec): 3 clusters Score: Raw -302223.314172 + Penalty 2795.558398 = -299427.755775 nChanged 3 SP:Iteration 37Q (1248.639746 sec): 3 clusters Score: Raw -302223.961121 + Penalty 2795.558398 = -299428.402723 nChanged 1 SP:Iteration 38Q (1248.688639 sec): 3 clusters Score: Raw -302224.171216 + Penalty 2795.558398 = -299428.612818 nChanged 2 SP:Iteration 39Q (1248.736246 sec): 3 clusters Score: Raw -302224.591338 + Penalty 2795.558398 = -299429.032940 nChanged 2 SP:Iteration 40F (1248.792124 sec): 3 clusters Score: Raw -302225.191475 + Penalty 2795.558398 = -299429.633077 nChanged 1 SP:Iteration 41Q (1248.844867 sec): 3 clusters Score: Raw -302225.368822 + Penalty 2795.558398 = -299429.810424 nChanged 0 SP:Iteration 42F (1248.895410 sec): 3 clusters Score: Raw -302225.368822 + Penalty 2795.558398 = -299429.810424 nChanged 0 Trying to split cluster 45 (2949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1248.919026 sec): 2 clusters Score: Raw -149366.035369 + Penalty 1298.248479 = -148067.786890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1248.962682 sec): 3 clusters Score: Raw -147968.418786 + Penalty 2596.496958 = -145371.921828 nChanged 1117 SP:Iteration 1F (1249.016298 sec): 3 clusters Score: Raw -148643.225004 + Penalty 2596.496958 = -146046.728046 nChanged 233 SP:Iteration 2F (1249.048286 sec): 3 clusters Score: Raw -148890.572849 + Penalty 2596.496958 = -146294.075891 nChanged 200 SP:Iteration 3F (1249.094563 sec): 3 clusters Score: Raw -149104.174477 + Penalty 2596.496958 = -146507.677519 nChanged 179 SP:Iteration 4F (1249.145854 sec): 3 clusters Score: Raw -149273.599433 + Penalty 2596.496958 = -146677.102475 nChanged 147 SP:Iteration 5Q (1249.200313 sec): 3 clusters Score: Raw -149395.334041 + Penalty 2596.496958 = -146798.837083 nChanged 150 SP:Iteration 6F (1249.244816 sec): 3 clusters Score: Raw -149524.751898 + Penalty 2596.496958 = -146928.254940 nChanged 128 SP:Iteration 7Q (1249.284704 sec): 3 clusters Score: Raw -149620.087049 + Penalty 2596.496958 = -147023.590092 nChanged 92 SP:Iteration 8Q (1249.331185 sec): 3 clusters Score: Raw -149689.075086 + Penalty 2596.496958 = -147092.578128 nChanged 82 SP:Iteration 9Q (1249.382236 sec): 3 clusters Score: Raw -149747.193345 + Penalty 2596.496958 = -147150.696388 nChanged 67 SP:Iteration 10Q (1249.423263 sec): 3 clusters Score: Raw -149793.506769 + Penalty 2596.496958 = -147197.009811 nChanged 42 SP:Iteration 11Q (1249.458208 sec): 3 clusters Score: Raw -149822.428961 + Penalty 2596.496958 = -147225.932003 nChanged 32 SP:Iteration 12Q (1249.505497 sec): 3 clusters Score: Raw -149848.963390 + Penalty 2596.496958 = -147252.466432 nChanged 27 SP:Iteration 13Q (1249.549696 sec): 3 clusters Score: Raw -149865.741855 + Penalty 2596.496958 = -147269.244898 nChanged 16 SP:Iteration 14Q (1249.601763 sec): 3 clusters Score: Raw -149877.506881 + Penalty 2596.496958 = -147281.009923 nChanged 21 SP:Iteration 15Q (1249.637058 sec): 3 clusters Score: Raw -149890.533769 + Penalty 2596.496958 = -147294.036811 nChanged 12 SP:Iteration 16Q (1249.680780 sec): 3 clusters Score: Raw -149895.585733 + Penalty 2596.496958 = -147299.088775 nChanged 6 SP:Iteration 17Q (1249.723888 sec): 3 clusters Score: Raw -149899.212967 + Penalty 2596.496958 = -147302.716009 nChanged 7 SP:Iteration 18Q (1249.773465 sec): 3 clusters Score: Raw -149903.651937 + Penalty 2596.496958 = -147307.154979 nChanged 6 SP:Iteration 19Q (1249.824130 sec): 3 clusters Score: Raw -149905.657575 + Penalty 2596.496958 = -147309.160617 nChanged 6 SP:Iteration 20F (1249.860398 sec): 3 clusters Score: Raw -149908.460754 + Penalty 2596.496958 = -147311.963797 nChanged 7 SP:Iteration 21Q (1249.903480 sec): 3 clusters Score: Raw -149910.239545 + Penalty 2596.496958 = -147313.742587 nChanged 4 SP:Iteration 22Q (1249.949399 sec): 3 clusters Score: Raw -149911.920514 + Penalty 2596.496958 = -147315.423556 nChanged 4 SP:Iteration 23Q (1250.004803 sec): 3 clusters Score: Raw -149913.012176 + Penalty 2596.496958 = -147316.515218 nChanged 3 SP:Iteration 24Q (1250.035851 sec): 3 clusters Score: Raw -149914.925474 + Penalty 2596.496958 = -147318.428516 nChanged 4 SP:Iteration 25Q (1250.089895 sec): 3 clusters Score: Raw -149916.404252 + Penalty 2596.496958 = -147319.907294 nChanged 0 SP:Iteration 26F (1250.136163 sec): 3 clusters Score: Raw -149916.404252 + Penalty 2596.496958 = -147319.907294 nChanged 0 Trying to split cluster 46 (3945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1250.160827 sec): 2 clusters Score: Raw -225152.133096 + Penalty 1345.533188 = -223806.599908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1250.201734 sec): 3 clusters Score: Raw -223197.926859 + Penalty 2691.066376 = -220506.860483 nChanged 1582 SP:Iteration 1F (1250.251788 sec): 3 clusters Score: Raw -224120.522349 + Penalty 2691.066376 = -221429.455973 nChanged 284 SP:Iteration 2F (1250.301395 sec): 3 clusters Score: Raw -224283.187238 + Penalty 2691.066376 = -221592.120862 nChanged 168 SP:Iteration 3Q (1250.339907 sec): 3 clusters Score: Raw -224382.632883 + Penalty 2691.066376 = -221691.566507 nChanged 144 SP:Iteration 4Q (1250.390407 sec): 3 clusters Score: Raw -224448.615114 + Penalty 2691.066376 = -221757.548739 nChanged 107 SP:Iteration 5Q (1250.445692 sec): 3 clusters Score: Raw -224496.386242 + Penalty 2691.066376 = -221805.319867 nChanged 98 SP:Iteration 6Q (1250.486434 sec): 3 clusters Score: Raw -224539.234466 + Penalty 2691.066376 = -221848.168090 nChanged 80 SP:Iteration 7Q (1250.539511 sec): 3 clusters Score: Raw -224573.353434 + Penalty 2691.066376 = -221882.287058 nChanged 75 SP:Iteration 8Q (1250.587647 sec): 3 clusters Score: Raw -224603.381908 + Penalty 2691.066376 = -221912.315533 nChanged 70 SP:Iteration 9Q (1250.627915 sec): 3 clusters Score: Raw -224632.146570 + Penalty 2691.066376 = -221941.080194 nChanged 69 SP:Iteration 10Q (1250.680010 sec): 3 clusters Score: Raw -224660.124409 + Penalty 2691.066376 = -221969.058033 nChanged 60 SP:Iteration 11Q (1250.721514 sec): 3 clusters Score: Raw -224692.384225 + Penalty 2691.066376 = -222001.317849 nChanged 65 SP:Iteration 12Q (1250.773392 sec): 3 clusters Score: Raw -224730.736189 + Penalty 2691.066376 = -222039.669813 nChanged 88 SP:Iteration 13Q (1250.824902 sec): 3 clusters Score: Raw -224777.511939 + Penalty 2691.066376 = -222086.445563 nChanged 84 SP:Iteration 14Q (1250.871890 sec): 3 clusters Score: Raw -224828.290130 + Penalty 2691.066376 = -222137.223755 nChanged 93 SP:Iteration 15Q (1250.912619 sec): 3 clusters Score: Raw -224887.769944 + Penalty 2691.066376 = -222196.703568 nChanged 104 SP:Iteration 16Q (1250.967128 sec): 3 clusters Score: Raw -224966.511936 + Penalty 2691.066376 = -222275.445561 nChanged 109 SP:Iteration 17Q (1251.006199 sec): 3 clusters Score: Raw -225050.442607 + Penalty 2691.066376 = -222359.376231 nChanged 109 SP:Iteration 18Q (1251.057761 sec): 3 clusters Score: Raw -225124.200372 + Penalty 2691.066376 = -222433.133996 nChanged 96 SP:Iteration 19Q (1251.103029 sec): 3 clusters Score: Raw -225183.007211 + Penalty 2691.066376 = -222491.940835 nChanged 76 SP:Iteration 20F (1251.153988 sec): 3 clusters Score: Raw -225232.725773 + Penalty 2691.066376 = -222541.659397 nChanged 63 SP:Iteration 21Q (1251.208687 sec): 3 clusters Score: Raw -225280.654156 + Penalty 2691.066376 = -222589.587780 nChanged 60 SP:Iteration 22Q (1251.255255 sec): 3 clusters Score: Raw -225314.491983 + Penalty 2691.066376 = -222623.425607 nChanged 53 SP:Iteration 23Q (1251.302321 sec): 3 clusters Score: Raw -225345.156033 + Penalty 2691.066376 = -222654.089657 nChanged 40 SP:Iteration 24Q (1251.340429 sec): 3 clusters Score: Raw -225367.882937 + Penalty 2691.066376 = -222676.816561 nChanged 31 SP:Iteration 25Q (1251.389126 sec): 3 clusters Score: Raw -225383.400765 + Penalty 2691.066376 = -222692.334389 nChanged 28 SP:Iteration 26Q (1251.432438 sec): 3 clusters Score: Raw -225399.956949 + Penalty 2691.066376 = -222708.890573 nChanged 16 SP:Iteration 27Q (1251.487351 sec): 3 clusters Score: Raw -225406.934851 + Penalty 2691.066376 = -222715.868476 nChanged 11 SP:Iteration 28Q (1251.527099 sec): 3 clusters Score: Raw -225411.620727 + Penalty 2691.066376 = -222720.554351 nChanged 12 SP:Iteration 29Q (1251.583087 sec): 3 clusters Score: Raw -225415.384778 + Penalty 2691.066376 = -222724.318403 nChanged 10 SP:Iteration 30Q (1251.626274 sec): 3 clusters Score: Raw -225417.805617 + Penalty 2691.066376 = -222726.739242 nChanged 3 SP:Iteration 31Q (1251.671110 sec): 3 clusters Score: Raw -225418.571171 + Penalty 2691.066376 = -222727.504796 nChanged 2 SP:Iteration 32Q (1251.720825 sec): 3 clusters Score: Raw -225418.994841 + Penalty 2691.066376 = -222727.928465 nChanged 3 SP:Iteration 33Q (1251.777030 sec): 3 clusters Score: Raw -225419.771652 + Penalty 2691.066376 = -222728.705276 nChanged 3 SP:Iteration 34Q (1251.821038 sec): 3 clusters Score: Raw -225421.136775 + Penalty 2691.066376 = -222730.070399 nChanged 3 SP:Iteration 35Q (1251.856926 sec): 3 clusters Score: Raw -225422.013282 + Penalty 2691.066376 = -222730.946906 nChanged 2 SP:Iteration 36Q (1251.900205 sec): 3 clusters Score: Raw -225422.810902 + Penalty 2691.066376 = -222731.744527 nChanged 5 SP:Iteration 37Q (1251.952865 sec): 3 clusters Score: Raw -225424.721862 + Penalty 2691.066376 = -222733.655486 nChanged 6 SP:Iteration 38Q (1252.004539 sec): 3 clusters Score: Raw -225426.589707 + Penalty 2691.066376 = -222735.523332 nChanged 3 SP:Iteration 39Q (1252.058265 sec): 3 clusters Score: Raw -225428.411394 + Penalty 2691.066376 = -222737.345018 nChanged 5 SP:Iteration 40F (1252.114648 sec): 3 clusters Score: Raw -225432.295232 + Penalty 2691.066376 = -222741.228857 nChanged 10 SP:Iteration 41Q (1252.157270 sec): 3 clusters Score: Raw -225438.158751 + Penalty 2691.066376 = -222747.092376 nChanged 8 SP:Iteration 42Q (1252.207129 sec): 3 clusters Score: Raw -225440.616809 + Penalty 2691.066376 = -222749.550434 nChanged 4 SP:Iteration 43Q (1252.272468 sec): 3 clusters Score: Raw -225442.250635 + Penalty 2691.066376 = -222751.184260 nChanged 6 SP:Iteration 44Q (1252.319097 sec): 3 clusters Score: Raw -225446.523487 + Penalty 2691.066376 = -222755.457111 nChanged 8 SP:Iteration 45Q (1252.364826 sec): 3 clusters Score: Raw -225450.735469 + Penalty 2691.066376 = -222759.669093 nChanged 5 SP:Iteration 46Q (1252.400456 sec): 3 clusters Score: Raw -225452.778923 + Penalty 2691.066376 = -222761.712547 nChanged 9 SP:Iteration 47Q (1252.447977 sec): 3 clusters Score: Raw -225458.749885 + Penalty 2691.066376 = -222767.683509 nChanged 5 SP:Iteration 48Q (1252.490791 sec): 3 clusters Score: Raw -225460.967835 + Penalty 2691.066376 = -222769.901459 nChanged 8 SP:Iteration 49Q (1252.546411 sec): 3 clusters Score: Raw -225463.378718 + Penalty 2691.066376 = -222772.312342 nChanged 3 SP:Iteration 50Q (1252.582800 sec): 3 clusters Score: Raw -225464.263958 + Penalty 2691.066376 = -222773.197582 nChanged 0 SP:Iteration 51F (1252.640067 sec): 3 clusters Score: Raw -225464.263958 + Penalty 2691.066376 = -222773.197582 nChanged 0 Trying to split cluster 47 (1829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1252.668069 sec): 2 clusters Score: Raw -101756.698428 + Penalty 1220.622755 = -100536.075672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1252.706282 sec): 3 clusters Score: Raw -101008.805866 + Penalty 2441.245511 = -98567.560356 nChanged 625 SP:Iteration 1F (1252.754245 sec): 3 clusters Score: Raw -101401.483366 + Penalty 2441.245511 = -98960.237855 nChanged 126 SP:Iteration 2F (1252.783560 sec): 3 clusters Score: Raw -101484.744921 + Penalty 2441.245511 = -99043.499410 nChanged 69 SP:Iteration 3Q (1252.820480 sec): 3 clusters Score: Raw -101540.589462 + Penalty 2441.245511 = -99099.343951 nChanged 59 SP:Iteration 4Q (1252.857878 sec): 3 clusters Score: Raw -101580.824129 + Penalty 2441.245511 = -99139.578618 nChanged 43 SP:Iteration 5Q (1252.900915 sec): 3 clusters Score: Raw -101611.014416 + Penalty 2441.245511 = -99169.768905 nChanged 38 SP:Iteration 6Q (1252.950652 sec): 3 clusters Score: Raw -101635.760695 + Penalty 2441.245511 = -99194.515184 nChanged 27 SP:Iteration 7Q (1252.988188 sec): 3 clusters Score: Raw -101653.118279 + Penalty 2441.245511 = -99211.872768 nChanged 26 SP:Iteration 8Q (1253.033284 sec): 3 clusters Score: Raw -101666.397904 + Penalty 2441.245511 = -99225.152393 nChanged 15 SP:Iteration 9Q (1253.067298 sec): 3 clusters Score: Raw -101674.297562 + Penalty 2441.245511 = -99233.052051 nChanged 12 SP:Iteration 10Q (1253.111979 sec): 3 clusters Score: Raw -101679.820214 + Penalty 2441.245511 = -99238.574703 nChanged 8 SP:Iteration 11Q (1253.155531 sec): 3 clusters Score: Raw -101685.227599 + Penalty 2441.245511 = -99243.982088 nChanged 7 SP:Iteration 12Q (1253.203823 sec): 3 clusters Score: Raw -101689.741280 + Penalty 2441.245511 = -99248.495770 nChanged 6 SP:Iteration 13Q (1253.249714 sec): 3 clusters Score: Raw -101693.705156 + Penalty 2441.245511 = -99252.459645 nChanged 6 SP:Iteration 14Q (1253.279821 sec): 3 clusters Score: Raw -101697.357342 + Penalty 2441.245511 = -99256.111831 nChanged 5 SP:Iteration 15Q (1253.317858 sec): 3 clusters Score: Raw -101700.412516 + Penalty 2441.245511 = -99259.167006 nChanged 7 SP:Iteration 16Q (1253.352821 sec): 3 clusters Score: Raw -101702.594969 + Penalty 2441.245511 = -99261.349458 nChanged 3 SP:Iteration 17Q (1253.393830 sec): 3 clusters Score: Raw -101704.003948 + Penalty 2441.245511 = -99262.758437 nChanged 4 SP:Iteration 18Q (1253.433518 sec): 3 clusters Score: Raw -101705.093515 + Penalty 2441.245511 = -99263.848004 nChanged 5 SP:Iteration 19Q (1253.473873 sec): 3 clusters Score: Raw -101707.097278 + Penalty 2441.245511 = -99265.851768 nChanged 3 SP:Iteration 20F (1253.517615 sec): 3 clusters Score: Raw -101708.249695 + Penalty 2441.245511 = -99267.004184 nChanged 1 SP:Iteration 21Q (1253.561840 sec): 3 clusters Score: Raw -101708.859705 + Penalty 2441.245511 = -99267.614194 nChanged 2 SP:Iteration 22Q (1253.597228 sec): 3 clusters Score: Raw -101709.812397 + Penalty 2441.245511 = -99268.566887 nChanged 2 SP:Iteration 23Q (1253.642285 sec): 3 clusters Score: Raw -101710.567212 + Penalty 2441.245511 = -99269.321701 nChanged 2 SP:Iteration 24Q (1253.683737 sec): 3 clusters Score: Raw -101711.675242 + Penalty 2441.245511 = -99270.429732 nChanged 1 SP:Iteration 25Q (1253.725759 sec): 3 clusters Score: Raw -101712.202996 + Penalty 2441.245511 = -99270.957485 nChanged 0 SP:Iteration 26F (1253.772815 sec): 3 clusters Score: Raw -101712.202996 + Penalty 2441.245511 = -99270.957485 nChanged 0 Iteration 179Q (1257.173543 sec): 48 clusters Score: Raw -12083742.890943 + Penalty 94768.289632 = -11988974.601311 nChanged 19 Iteration 180F (1264.769249 sec): 48 clusters Score: Raw -12083744.811033 + Penalty 94768.289632 = -11988976.521401 nChanged 20 Iteration 181Q (1268.387301 sec): 48 clusters Score: Raw -12083746.082516 + Penalty 94768.289632 = -11988977.792884 nChanged 14 Iteration 182Q (1271.984267 sec): 48 clusters Score: Raw -12083747.358646 + Penalty 94768.289632 = -11988979.069014 nChanged 13 Iteration 183Q (1275.545211 sec): 48 clusters Score: Raw -12083748.297527 + Penalty 94768.289632 = -11988980.007895 nChanged 11 Iteration 184Q (1279.186638 sec): 48 clusters Score: Raw -12083749.129989 + Penalty 94768.289632 = -11988980.840357 nChanged 10 Iteration 185Q (1282.764899 sec): 48 clusters Score: Raw -12083749.861233 + Penalty 94768.289632 = -11988981.571601 nChanged 11 Iteration 186Q (1286.322514 sec): 48 clusters Score: Raw -12083750.882805 + Penalty 94768.289632 = -11988982.593173 nChanged 13 Iteration 187Q (1289.928199 sec): 48 clusters Score: Raw -12083751.880024 + Penalty 94768.289632 = -11988983.590392 nChanged 8 Iteration 188Q (1293.541668 sec): 48 clusters Score: Raw -12083752.189325 + Penalty 94768.289632 = -11988983.899693 nChanged 7 Iteration 189Q (1297.163029 sec): 48 clusters Score: Raw -12083752.514336 + Penalty 94768.289632 = -11988984.224704 nChanged 12 Iteration 190Q (1300.784322 sec): 48 clusters Score: Raw -12083753.102548 + Penalty 94768.289632 = -11988984.812916 nChanged 7 Iteration 191Q (1304.392864 sec): 48 clusters Score: Raw -12083753.382636 + Penalty 94768.289632 = -11988985.093004 nChanged 5 Iteration 192Q (1307.955039 sec): 48 clusters Score: Raw -12083753.632588 + Penalty 94768.289632 = -11988985.342956 nChanged 5 Iteration 193Q (1311.498028 sec): 48 clusters Score: Raw -12083753.934096 + Penalty 94768.289632 = -11988985.644464 nChanged 4 Iteration 194Q (1315.053313 sec): 48 clusters Score: Raw -12083754.115047 + Penalty 94768.289632 = -11988985.825415 nChanged 4 Iteration 195Q (1318.631492 sec): 48 clusters Score: Raw -12083754.444785 + Penalty 94768.289632 = -11988986.155153 nChanged 5 Iteration 196Q (1322.166479 sec): 48 clusters Score: Raw -12083755.077124 + Penalty 94768.289632 = -11988986.787492 nChanged 4 Iteration 197Q (1325.700522 sec): 48 clusters Score: Raw -12083755.437158 + Penalty 94768.289632 = -11988987.147526 nChanged 2 Iteration 198Q (1329.277624 sec): 48 clusters Score: Raw -12083755.633605 + Penalty 94768.289632 = -11988987.343973 nChanged 3 Iteration 199Q (1332.906910 sec): 48 clusters Score: Raw -12083755.873674 + Penalty 94768.289632 = -11988987.584042 nChanged 4 Iteration 200F (1340.492923 sec): 48 clusters Score: Raw -12083756.029301 + Penalty 94768.289632 = -11988987.739669 nChanged 1 Iteration 201Q (1344.133169 sec): 48 clusters Score: Raw -12083756.076526 + Penalty 94768.289632 = -11988987.786894 nChanged 0 Iteration 202F (1351.744857 sec): 48 clusters Score: Raw -12083756.076526 + Penalty 94768.289632 = -11988987.786894 nChanged 0 Compute initial score before splitting: Score: Raw -12083756.076526 + Penalty 94768.289632 = -11988987.786894 Trying to split cluster 1 (14190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1351.812805 sec): 2 clusters Score: Raw -762826.291534 + Penalty 1553.547575 = -761272.743959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1351.885285 sec): 3 clusters Score: Raw -754614.683173 + Penalty 3107.095150 = -751507.588023 nChanged 6321 SP:Iteration 1F (1351.943223 sec): 3 clusters Score: Raw -757990.306885 + Penalty 3107.095150 = -754883.211735 nChanged 919 SP:Iteration 2F (1352.003476 sec): 3 clusters Score: Raw -758519.070397 + Penalty 3107.095150 = -755411.975247 nChanged 871 SP:Iteration 3F (1352.069042 sec): 3 clusters Score: Raw -759082.261774 + Penalty 3107.095150 = -755975.166623 nChanged 908 SP:Iteration 4F (1352.136628 sec): 3 clusters Score: Raw -759712.766118 + Penalty 3107.095150 = -756605.670968 nChanged 918 SP:Iteration 5F (1352.214208 sec): 3 clusters Score: Raw -760391.993474 + Penalty 3107.095150 = -757284.898324 nChanged 902 SP:Iteration 6F (1352.269784 sec): 3 clusters Score: Raw -761055.944949 + Penalty 3107.095150 = -757948.849799 nChanged 845 SP:Iteration 7F (1352.339254 sec): 3 clusters Score: Raw -761713.872202 + Penalty 3107.095150 = -758606.777052 nChanged 794 SP:Iteration 8F (1352.397741 sec): 3 clusters Score: Raw -762262.268129 + Penalty 3107.095150 = -759155.172979 nChanged 601 SP:Iteration 9Q (1352.461448 sec): 3 clusters Score: Raw -762628.090971 + Penalty 3107.095150 = -759520.995821 nChanged 461 SP:Iteration 10Q (1352.535595 sec): 3 clusters Score: Raw -762884.783650 + Penalty 3107.095150 = -759777.688500 nChanged 357 SP:Iteration 11Q (1352.593642 sec): 3 clusters Score: Raw -763077.454880 + Penalty 3107.095150 = -759970.359730 nChanged 323 SP:Iteration 12Q (1352.660796 sec): 3 clusters Score: Raw -763252.169515 + Penalty 3107.095150 = -760145.074365 nChanged 278 SP:Iteration 13Q (1352.722686 sec): 3 clusters Score: Raw -763373.501432 + Penalty 3107.095150 = -760266.406281 nChanged 232 SP:Iteration 14Q (1352.790574 sec): 3 clusters Score: Raw -763451.916306 + Penalty 3107.095150 = -760344.821156 nChanged 175 SP:Iteration 15Q (1352.858623 sec): 3 clusters Score: Raw -763509.668423 + Penalty 3107.095150 = -760402.573273 nChanged 165 SP:Iteration 16Q (1352.929138 sec): 3 clusters Score: Raw -763562.919376 + Penalty 3107.095150 = -760455.824226 nChanged 135 SP:Iteration 17Q (1352.999490 sec): 3 clusters Score: Raw -763606.309716 + Penalty 3107.095150 = -760499.214566 nChanged 136 SP:Iteration 18Q (1353.054530 sec): 3 clusters Score: Raw -763651.259306 + Penalty 3107.095150 = -760544.164156 nChanged 127 SP:Iteration 19Q (1353.122334 sec): 3 clusters Score: Raw -763688.761511 + Penalty 3107.095150 = -760581.666360 nChanged 114 SP:Iteration 20F (1353.178093 sec): 3 clusters Score: Raw -763726.332379 + Penalty 3107.095150 = -760619.237229 nChanged 122 SP:Iteration 21Q (1353.242551 sec): 3 clusters Score: Raw -763758.303884 + Penalty 3107.095150 = -760651.208733 nChanged 98 SP:Iteration 22Q (1353.311293 sec): 3 clusters Score: Raw -763784.077353 + Penalty 3107.095150 = -760676.982202 nChanged 111 SP:Iteration 23Q (1353.382371 sec): 3 clusters Score: Raw -763813.437432 + Penalty 3107.095150 = -760706.342281 nChanged 100 SP:Iteration 24Q (1353.450149 sec): 3 clusters Score: Raw -763838.963299 + Penalty 3107.095150 = -760731.868149 nChanged 95 SP:Iteration 25Q (1353.519515 sec): 3 clusters Score: Raw -763861.635914 + Penalty 3107.095150 = -760754.540764 nChanged 76 SP:Iteration 26Q (1353.593959 sec): 3 clusters Score: Raw -763879.539508 + Penalty 3107.095150 = -760772.444357 nChanged 59 SP:Iteration 27Q (1353.647341 sec): 3 clusters Score: Raw -763892.073698 + Penalty 3107.095150 = -760784.978548 nChanged 67 SP:Iteration 28Q (1353.713313 sec): 3 clusters Score: Raw -763906.025872 + Penalty 3107.095150 = -760798.930722 nChanged 70 SP:Iteration 29Q (1353.774212 sec): 3 clusters Score: Raw -763919.692591 + Penalty 3107.095150 = -760812.597441 nChanged 65 SP:Iteration 30Q (1353.840137 sec): 3 clusters Score: Raw -763934.623618 + Penalty 3107.095150 = -760827.528467 nChanged 71 SP:Iteration 31Q (1353.909511 sec): 3 clusters Score: Raw -763948.869624 + Penalty 3107.095150 = -760841.774474 nChanged 70 SP:Iteration 32Q (1353.970684 sec): 3 clusters Score: Raw -763964.495832 + Penalty 3107.095150 = -760857.400682 nChanged 72 SP:Iteration 33Q (1354.039433 sec): 3 clusters Score: Raw -763980.482221 + Penalty 3107.095150 = -760873.387071 nChanged 73 SP:Iteration 34Q (1354.094469 sec): 3 clusters Score: Raw -763996.399023 + Penalty 3107.095150 = -760889.303873 nChanged 70 SP:Iteration 35Q (1354.166582 sec): 3 clusters Score: Raw -764010.946951 + Penalty 3107.095150 = -760903.851801 nChanged 54 SP:Iteration 36Q (1354.233502 sec): 3 clusters Score: Raw -764019.899886 + Penalty 3107.095150 = -760912.804736 nChanged 47 SP:Iteration 37Q (1354.285669 sec): 3 clusters Score: Raw -764027.816767 + Penalty 3107.095150 = -760920.721617 nChanged 41 SP:Iteration 38Q (1354.347288 sec): 3 clusters Score: Raw -764036.168487 + Penalty 3107.095150 = -760929.073337 nChanged 41 SP:Iteration 39Q (1354.415665 sec): 3 clusters Score: Raw -764046.186776 + Penalty 3107.095150 = -760939.091625 nChanged 52 SP:Iteration 40F (1354.477931 sec): 3 clusters Score: Raw -764054.757779 + Penalty 3107.095150 = -760947.662629 nChanged 47 SP:Iteration 41Q (1354.541415 sec): 3 clusters Score: Raw -764062.692082 + Penalty 3107.095150 = -760955.596932 nChanged 39 SP:Iteration 42Q (1354.605474 sec): 3 clusters Score: Raw -764070.821297 + Penalty 3107.095150 = -760963.726147 nChanged 41 SP:Iteration 43Q (1354.675581 sec): 3 clusters Score: Raw -764077.843497 + Penalty 3107.095150 = -760970.748347 nChanged 29 SP:Iteration 44Q (1354.733477 sec): 3 clusters Score: Raw -764082.985935 + Penalty 3107.095150 = -760975.890784 nChanged 36 SP:Iteration 45Q (1354.781759 sec): 3 clusters Score: Raw -764089.871675 + Penalty 3107.095150 = -760982.776525 nChanged 32 SP:Iteration 46Q (1354.860533 sec): 3 clusters Score: Raw -764095.534116 + Penalty 3107.095150 = -760988.438966 nChanged 32 SP:Iteration 47Q (1354.917972 sec): 3 clusters Score: Raw -764100.458535 + Penalty 3107.095150 = -760993.363385 nChanged 24 SP:Iteration 48Q (1354.985883 sec): 3 clusters Score: Raw -764102.947539 + Penalty 3107.095150 = -760995.852388 nChanged 16 SP:Iteration 49Q (1355.046674 sec): 3 clusters Score: Raw -764104.374251 + Penalty 3107.095150 = -760997.279100 nChanged 17 SP:Iteration 50Q (1355.114423 sec): 3 clusters Score: Raw -764106.312367 + Penalty 3107.095150 = -760999.217217 nChanged 16 SP:Iteration 51Q (1355.177236 sec): 3 clusters Score: Raw -764107.969272 + Penalty 3107.095150 = -761000.874121 nChanged 17 SP:Iteration 52Q (1355.238167 sec): 3 clusters Score: Raw -764109.455728 + Penalty 3107.095150 = -761002.360578 nChanged 18 SP:Iteration 53Q (1355.304290 sec): 3 clusters Score: Raw -764111.321736 + Penalty 3107.095150 = -761004.226586 nChanged 18 SP:Iteration 54Q (1355.365378 sec): 3 clusters Score: Raw -764113.299199 + Penalty 3107.095150 = -761006.204048 nChanged 21 SP:Iteration 55Q (1355.430570 sec): 3 clusters Score: Raw -764115.799287 + Penalty 3107.095150 = -761008.704137 nChanged 22 SP:Iteration 56Q (1355.495244 sec): 3 clusters Score: Raw -764118.587178 + Penalty 3107.095150 = -761011.492027 nChanged 19 SP:Iteration 57Q (1355.563795 sec): 3 clusters Score: Raw -764121.442680 + Penalty 3107.095150 = -761014.347530 nChanged 18 SP:Iteration 58Q (1355.629078 sec): 3 clusters Score: Raw -764123.414505 + Penalty 3107.095150 = -761016.319354 nChanged 12 SP:Iteration 59Q (1355.699229 sec): 3 clusters Score: Raw -764124.524213 + Penalty 3107.095150 = -761017.429062 nChanged 7 SP:Iteration 60F (1355.759564 sec): 3 clusters Score: Raw -764125.064031 + Penalty 3107.095150 = -761017.968881 nChanged 5 SP:Iteration 61Q (1355.830288 sec): 3 clusters Score: Raw -764125.342894 + Penalty 3107.095150 = -761018.247744 nChanged 1 SP:Iteration 62Q (1355.889869 sec): 3 clusters Score: Raw -764125.379082 + Penalty 3107.095150 = -761018.283931 nChanged 0 SP:Iteration 63F (1355.958886 sec): 3 clusters Score: Raw -764125.379082 + Penalty 3107.095150 = -761018.283931 nChanged 0 Trying to split cluster 2 (6514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1355.993586 sec): 2 clusters Score: Raw -350548.890433 + Penalty 1427.027710 = -349121.862723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1356.044229 sec): 3 clusters Score: Raw -347061.686678 + Penalty 2854.055420 = -344207.631258 nChanged 2680 SP:Iteration 1F (1356.096407 sec): 3 clusters Score: Raw -348550.404236 + Penalty 2854.055420 = -345696.348816 nChanged 433 SP:Iteration 2F (1356.151987 sec): 3 clusters Score: Raw -348773.241474 + Penalty 2854.055420 = -345919.186053 nChanged 360 SP:Iteration 3F (1356.198358 sec): 3 clusters Score: Raw -348980.455417 + Penalty 2854.055420 = -346126.399997 nChanged 316 SP:Iteration 4Q (1356.261925 sec): 3 clusters Score: Raw -349177.730625 + Penalty 2854.055420 = -346323.675205 nChanged 326 SP:Iteration 5F (1356.310082 sec): 3 clusters Score: Raw -349378.892370 + Penalty 2854.055420 = -346524.836950 nChanged 306 SP:Iteration 6Q (1356.352761 sec): 3 clusters Score: Raw -349551.736515 + Penalty 2854.055420 = -346697.681095 nChanged 253 SP:Iteration 7Q (1356.412468 sec): 3 clusters Score: Raw -349698.362534 + Penalty 2854.055420 = -346844.307114 nChanged 247 SP:Iteration 8Q (1356.456927 sec): 3 clusters Score: Raw -349857.740217 + Penalty 2854.055420 = -347003.684796 nChanged 246 SP:Iteration 9Q (1356.513828 sec): 3 clusters Score: Raw -350011.611045 + Penalty 2854.055420 = -347157.555624 nChanged 235 SP:Iteration 10Q (1356.576561 sec): 3 clusters Score: Raw -350169.102685 + Penalty 2854.055420 = -347315.047265 nChanged 218 SP:Iteration 11Q (1356.624564 sec): 3 clusters Score: Raw -350319.876486 + Penalty 2854.055420 = -347465.821065 nChanged 197 SP:Iteration 12Q (1356.667259 sec): 3 clusters Score: Raw -350438.229802 + Penalty 2854.055420 = -347584.174382 nChanged 150 SP:Iteration 13Q (1356.727152 sec): 3 clusters Score: Raw -350515.628193 + Penalty 2854.055420 = -347661.572773 nChanged 117 SP:Iteration 14Q (1356.780225 sec): 3 clusters Score: Raw -350573.242586 + Penalty 2854.055420 = -347719.187166 nChanged 85 SP:Iteration 15Q (1356.834684 sec): 3 clusters Score: Raw -350609.105855 + Penalty 2854.055420 = -347755.050434 nChanged 64 SP:Iteration 16Q (1356.876217 sec): 3 clusters Score: Raw -350634.643017 + Penalty 2854.055420 = -347780.587597 nChanged 73 SP:Iteration 17Q (1356.941722 sec): 3 clusters Score: Raw -350667.964365 + Penalty 2854.055420 = -347813.908945 nChanged 65 SP:Iteration 18Q (1356.991843 sec): 3 clusters Score: Raw -350697.118407 + Penalty 2854.055420 = -347843.062987 nChanged 54 SP:Iteration 19Q (1357.044270 sec): 3 clusters Score: Raw -350718.580562 + Penalty 2854.055420 = -347864.525142 nChanged 43 SP:Iteration 20F (1357.098347 sec): 3 clusters Score: Raw -350733.381007 + Penalty 2854.055420 = -347879.325587 nChanged 31 SP:Iteration 21Q (1357.137258 sec): 3 clusters Score: Raw -350742.209795 + Penalty 2854.055420 = -347888.154375 nChanged 28 SP:Iteration 22Q (1357.199138 sec): 3 clusters Score: Raw -350749.729955 + Penalty 2854.055420 = -347895.674534 nChanged 27 SP:Iteration 23Q (1357.249845 sec): 3 clusters Score: Raw -350757.279819 + Penalty 2854.055420 = -347903.224399 nChanged 25 SP:Iteration 24Q (1357.296080 sec): 3 clusters Score: Raw -350764.701385 + Penalty 2854.055420 = -347910.645965 nChanged 29 SP:Iteration 25Q (1357.357487 sec): 3 clusters Score: Raw -350773.912840 + Penalty 2854.055420 = -347919.857420 nChanged 26 SP:Iteration 26Q (1357.404841 sec): 3 clusters Score: Raw -350782.150829 + Penalty 2854.055420 = -347928.095409 nChanged 14 SP:Iteration 27Q (1357.450917 sec): 3 clusters Score: Raw -350785.357896 + Penalty 2854.055420 = -347931.302476 nChanged 12 SP:Iteration 28Q (1357.512370 sec): 3 clusters Score: Raw -350788.211330 + Penalty 2854.055420 = -347934.155910 nChanged 11 SP:Iteration 29Q (1357.555928 sec): 3 clusters Score: Raw -350790.734682 + Penalty 2854.055420 = -347936.679262 nChanged 15 SP:Iteration 30Q (1357.609087 sec): 3 clusters Score: Raw -350793.903811 + Penalty 2854.055420 = -347939.848390 nChanged 15 SP:Iteration 31Q (1357.666031 sec): 3 clusters Score: Raw -350796.585263 + Penalty 2854.055420 = -347942.529843 nChanged 16 SP:Iteration 32Q (1357.718345 sec): 3 clusters Score: Raw -350800.828306 + Penalty 2854.055420 = -347946.772885 nChanged 16 SP:Iteration 33Q (1357.769644 sec): 3 clusters Score: Raw -350805.093200 + Penalty 2854.055420 = -347951.037780 nChanged 16 SP:Iteration 34Q (1357.825926 sec): 3 clusters Score: Raw -350809.004482 + Penalty 2854.055420 = -347954.949062 nChanged 17 SP:Iteration 35Q (1357.882596 sec): 3 clusters Score: Raw -350812.303625 + Penalty 2854.055420 = -347958.248204 nChanged 12 SP:Iteration 36Q (1357.934150 sec): 3 clusters Score: Raw -350815.363511 + Penalty 2854.055420 = -347961.308091 nChanged 12 SP:Iteration 37Q (1357.970615 sec): 3 clusters Score: Raw -350817.621056 + Penalty 2854.055420 = -347963.565636 nChanged 10 SP:Iteration 38Q (1358.023387 sec): 3 clusters Score: Raw -350819.854734 + Penalty 2854.055420 = -347965.799313 nChanged 9 SP:Iteration 39Q (1358.084945 sec): 3 clusters Score: Raw -350821.753811 + Penalty 2854.055420 = -347967.698390 nChanged 8 SP:Iteration 40F (1358.135121 sec): 3 clusters Score: Raw -350823.111008 + Penalty 2854.055420 = -347969.055587 nChanged 7 SP:Iteration 41Q (1358.182959 sec): 3 clusters Score: Raw -350825.452690 + Penalty 2854.055420 = -347971.397270 nChanged 14 SP:Iteration 42Q (1358.247325 sec): 3 clusters Score: Raw -350830.515034 + Penalty 2854.055420 = -347976.459613 nChanged 12 SP:Iteration 43Q (1358.291621 sec): 3 clusters Score: Raw -350833.593774 + Penalty 2854.055420 = -347979.538354 nChanged 16 SP:Iteration 44Q (1358.339557 sec): 3 clusters Score: Raw -350838.357490 + Penalty 2854.055420 = -347984.302069 nChanged 15 SP:Iteration 45Q (1358.386224 sec): 3 clusters Score: Raw -350842.982916 + Penalty 2854.055420 = -347988.927495 nChanged 11 SP:Iteration 46Q (1358.437157 sec): 3 clusters Score: Raw -350846.804326 + Penalty 2854.055420 = -347992.748906 nChanged 16 SP:Iteration 47Q (1358.489741 sec): 3 clusters Score: Raw -350852.129502 + Penalty 2854.055420 = -347998.074082 nChanged 17 SP:Iteration 48Q (1358.536888 sec): 3 clusters Score: Raw -350858.743731 + Penalty 2854.055420 = -348004.688310 nChanged 17 SP:Iteration 49Q (1358.586870 sec): 3 clusters Score: Raw -350864.529354 + Penalty 2854.055420 = -348010.473934 nChanged 19 SP:Iteration 50Q (1358.647413 sec): 3 clusters Score: Raw -350871.763644 + Penalty 2854.055420 = -348017.708224 nChanged 18 SP:Iteration 51Q (1358.693484 sec): 3 clusters Score: Raw -350877.555617 + Penalty 2854.055420 = -348023.500196 nChanged 14 SP:Iteration 52Q (1358.741340 sec): 3 clusters Score: Raw -350881.745804 + Penalty 2854.055420 = -348027.690383 nChanged 13 SP:Iteration 53Q (1358.805830 sec): 3 clusters Score: Raw -350885.728553 + Penalty 2854.055420 = -348031.673133 nChanged 15 SP:Iteration 54Q (1358.856693 sec): 3 clusters Score: Raw -350890.677316 + Penalty 2854.055420 = -348036.621896 nChanged 18 SP:Iteration 55Q (1358.902296 sec): 3 clusters Score: Raw -350897.050712 + Penalty 2854.055420 = -348042.995291 nChanged 26 SP:Iteration 56Q (1358.954835 sec): 3 clusters Score: Raw -350908.989612 + Penalty 2854.055420 = -348054.934192 nChanged 28 SP:Iteration 57Q (1359.005933 sec): 3 clusters Score: Raw -350921.125475 + Penalty 2854.055420 = -348067.070054 nChanged 32 SP:Iteration 58Q (1359.060657 sec): 3 clusters Score: Raw -350934.528146 + Penalty 2854.055420 = -348080.472725 nChanged 26 SP:Iteration 59Q (1359.106319 sec): 3 clusters Score: Raw -350946.670155 + Penalty 2854.055420 = -348092.614735 nChanged 23 SP:Iteration 60F (1359.170576 sec): 3 clusters Score: Raw -350956.747848 + Penalty 2854.055420 = -348102.692427 nChanged 16 SP:Iteration 61Q (1359.209947 sec): 3 clusters Score: Raw -350962.158549 + Penalty 2854.055420 = -348108.103128 nChanged 12 SP:Iteration 62Q (1359.269791 sec): 3 clusters Score: Raw -350965.157176 + Penalty 2854.055420 = -348111.101755 nChanged 8 SP:Iteration 63Q (1359.309954 sec): 3 clusters Score: Raw -350966.965402 + Penalty 2854.055420 = -348112.909982 nChanged 6 SP:Iteration 64Q (1359.364376 sec): 3 clusters Score: Raw -350969.052180 + Penalty 2854.055420 = -348114.996760 nChanged 9 SP:Iteration 65Q (1359.417898 sec): 3 clusters Score: Raw -350972.611315 + Penalty 2854.055420 = -348118.555895 nChanged 11 SP:Iteration 66Q (1359.472761 sec): 3 clusters Score: Raw -350976.606949 + Penalty 2854.055420 = -348122.551529 nChanged 9 SP:Iteration 67Q (1359.518165 sec): 3 clusters Score: Raw -350979.575501 + Penalty 2854.055420 = -348125.520081 nChanged 5 SP:Iteration 68Q (1359.564883 sec): 3 clusters Score: Raw -350981.774977 + Penalty 2854.055420 = -348127.719556 nChanged 8 SP:Iteration 69Q (1359.624599 sec): 3 clusters Score: Raw -350984.383062 + Penalty 2854.055420 = -348130.327642 nChanged 5 SP:Iteration 70Q (1359.685493 sec): 3 clusters Score: Raw -350986.812974 + Penalty 2854.055420 = -348132.757554 nChanged 7 SP:Iteration 71Q (1359.737262 sec): 3 clusters Score: Raw -350990.412316 + Penalty 2854.055420 = -348136.356896 nChanged 10 SP:Iteration 72Q (1359.793930 sec): 3 clusters Score: Raw -350995.748454 + Penalty 2854.055420 = -348141.693034 nChanged 10 SP:Iteration 73Q (1359.840330 sec): 3 clusters Score: Raw -350999.152796 + Penalty 2854.055420 = -348145.097376 nChanged 11 SP:Iteration 74Q (1359.897590 sec): 3 clusters Score: Raw -351002.745155 + Penalty 2854.055420 = -348148.689735 nChanged 9 SP:Iteration 75Q (1359.938158 sec): 3 clusters Score: Raw -351005.139624 + Penalty 2854.055420 = -348151.084203 nChanged 10 SP:Iteration 76Q (1359.990611 sec): 3 clusters Score: Raw -351010.315710 + Penalty 2854.055420 = -348156.260290 nChanged 14 SP:Iteration 77Q (1360.045249 sec): 3 clusters Score: Raw -351016.447889 + Penalty 2854.055420 = -348162.392468 nChanged 13 SP:Iteration 78Q (1360.090263 sec): 3 clusters Score: Raw -351020.697370 + Penalty 2854.055420 = -348166.641950 nChanged 8 SP:Iteration 79Q (1360.124000 sec): 3 clusters Score: Raw -351022.347214 + Penalty 2854.055420 = -348168.291793 nChanged 5 SP:Iteration 80F (1360.167315 sec): 3 clusters Score: Raw -351023.296903 + Penalty 2854.055420 = -348169.241482 nChanged 2 SP:Iteration 81Q (1360.225091 sec): 3 clusters Score: Raw -351023.759822 + Penalty 2854.055420 = -348169.704402 nChanged 2 SP:Iteration 82Q (1360.276249 sec): 3 clusters Score: Raw -351024.153757 + Penalty 2854.055420 = -348170.098337 nChanged 1 SP:Iteration 83Q (1360.339040 sec): 3 clusters Score: Raw -351024.343255 + Penalty 2854.055420 = -348170.287835 nChanged 0 SP:Iteration 84F (1360.385096 sec): 3 clusters Score: Raw -351024.343255 + Penalty 2854.055420 = -348170.287835 nChanged 0 Trying to split cluster 3 (16642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1360.426599 sec): 2 clusters Score: Raw -883033.462406 + Penalty 1579.448796 = -881454.013610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1360.492562 sec): 3 clusters Score: Raw -873221.441390 + Penalty 3158.897592 = -870062.543798 nChanged 7465 SP:Iteration 1F (1360.559628 sec): 3 clusters Score: Raw -877254.539676 + Penalty 3158.897592 = -874095.642084 nChanged 889 SP:Iteration 2F (1360.631673 sec): 3 clusters Score: Raw -877668.386631 + Penalty 3158.897592 = -874509.489038 nChanged 943 SP:Iteration 3F (1360.696921 sec): 3 clusters Score: Raw -878208.270039 + Penalty 3158.897592 = -875049.372447 nChanged 1020 SP:Iteration 4F (1360.757182 sec): 3 clusters Score: Raw -878913.837767 + Penalty 3158.897592 = -875754.940175 nChanged 1157 SP:Iteration 5F (1360.829702 sec): 3 clusters Score: Raw -879731.351705 + Penalty 3158.897592 = -876572.454113 nChanged 1115 SP:Iteration 6F (1360.894359 sec): 3 clusters Score: Raw -880400.217055 + Penalty 3158.897592 = -877241.319463 nChanged 966 SP:Iteration 7F (1360.966874 sec): 3 clusters Score: Raw -880859.905490 + Penalty 3158.897592 = -877701.007897 nChanged 756 SP:Iteration 8Q (1361.034734 sec): 3 clusters Score: Raw -881183.428153 + Penalty 3158.897592 = -878024.530561 nChanged 596 SP:Iteration 9Q (1361.106101 sec): 3 clusters Score: Raw -881397.181783 + Penalty 3158.897592 = -878238.284191 nChanged 459 SP:Iteration 10Q (1361.184397 sec): 3 clusters Score: Raw -881554.046047 + Penalty 3158.897592 = -878395.148455 nChanged 422 SP:Iteration 11Q (1361.248315 sec): 3 clusters Score: Raw -881680.436227 + Penalty 3158.897592 = -878521.538634 nChanged 339 SP:Iteration 12Q (1361.322912 sec): 3 clusters Score: Raw -881768.671915 + Penalty 3158.897592 = -878609.774323 nChanged 280 SP:Iteration 13Q (1361.394439 sec): 3 clusters Score: Raw -881839.560897 + Penalty 3158.897592 = -878680.663305 nChanged 269 SP:Iteration 14Q (1361.470379 sec): 3 clusters Score: Raw -881906.809856 + Penalty 3158.897592 = -878747.912263 nChanged 273 SP:Iteration 15Q (1361.540789 sec): 3 clusters Score: Raw -881975.264804 + Penalty 3158.897592 = -878816.367212 nChanged 285 SP:Iteration 16Q (1361.616016 sec): 3 clusters Score: Raw -882056.259583 + Penalty 3158.897592 = -878897.361990 nChanged 296 SP:Iteration 17Q (1361.681891 sec): 3 clusters Score: Raw -882143.246602 + Penalty 3158.897592 = -878984.349010 nChanged 280 SP:Iteration 18Q (1361.753486 sec): 3 clusters Score: Raw -882220.204123 + Penalty 3158.897592 = -879061.306531 nChanged 263 SP:Iteration 19Q (1361.829486 sec): 3 clusters Score: Raw -882300.647888 + Penalty 3158.897592 = -879141.750296 nChanged 255 SP:Iteration 20F (1361.900565 sec): 3 clusters Score: Raw -882384.300597 + Penalty 3158.897592 = -879225.403005 nChanged 262 SP:Iteration 21Q (1361.977054 sec): 3 clusters Score: Raw -882470.910475 + Penalty 3158.897592 = -879312.012882 nChanged 258 SP:Iteration 22Q (1362.046760 sec): 3 clusters Score: Raw -882557.080949 + Penalty 3158.897592 = -879398.183357 nChanged 240 SP:Iteration 23Q (1362.126019 sec): 3 clusters Score: Raw -882633.899053 + Penalty 3158.897592 = -879475.001461 nChanged 198 SP:Iteration 24Q (1362.195932 sec): 3 clusters Score: Raw -882697.976400 + Penalty 3158.897592 = -879539.078808 nChanged 164 SP:Iteration 25Q (1362.269597 sec): 3 clusters Score: Raw -882753.236165 + Penalty 3158.897592 = -879594.338572 nChanged 162 SP:Iteration 26Q (1362.333845 sec): 3 clusters Score: Raw -882809.451316 + Penalty 3158.897592 = -879650.553723 nChanged 149 SP:Iteration 27Q (1362.408940 sec): 3 clusters Score: Raw -882857.010700 + Penalty 3158.897592 = -879698.113108 nChanged 124 SP:Iteration 28Q (1362.496795 sec): 3 clusters Score: Raw -882897.960206 + Penalty 3158.897592 = -879739.062614 nChanged 118 SP:Iteration 29Q (1362.561099 sec): 3 clusters Score: Raw -882937.265548 + Penalty 3158.897592 = -879778.367956 nChanged 89 SP:Iteration 30Q (1362.639457 sec): 3 clusters Score: Raw -882966.247888 + Penalty 3158.897592 = -879807.350295 nChanged 93 SP:Iteration 31Q (1362.708467 sec): 3 clusters Score: Raw -883000.307393 + Penalty 3158.897592 = -879841.409800 nChanged 90 SP:Iteration 32Q (1362.773885 sec): 3 clusters Score: Raw -883031.735988 + Penalty 3158.897592 = -879872.838395 nChanged 84 SP:Iteration 33Q (1362.846103 sec): 3 clusters Score: Raw -883061.502117 + Penalty 3158.897592 = -879902.604525 nChanged 74 SP:Iteration 34Q (1362.921093 sec): 3 clusters Score: Raw -883085.515468 + Penalty 3158.897592 = -879926.617875 nChanged 70 SP:Iteration 35Q (1362.999023 sec): 3 clusters Score: Raw -883106.439495 + Penalty 3158.897592 = -879947.541902 nChanged 53 SP:Iteration 36Q (1363.064216 sec): 3 clusters Score: Raw -883127.119290 + Penalty 3158.897592 = -879968.221698 nChanged 51 SP:Iteration 37Q (1363.131337 sec): 3 clusters Score: Raw -883143.521907 + Penalty 3158.897592 = -879984.624315 nChanged 45 SP:Iteration 38Q (1363.206088 sec): 3 clusters Score: Raw -883158.299693 + Penalty 3158.897592 = -879999.402101 nChanged 51 SP:Iteration 39Q (1363.268398 sec): 3 clusters Score: Raw -883174.524170 + Penalty 3158.897592 = -880015.626577 nChanged 49 SP:Iteration 40F (1363.343280 sec): 3 clusters Score: Raw -883189.913348 + Penalty 3158.897592 = -880031.015755 nChanged 46 SP:Iteration 41Q (1363.419872 sec): 3 clusters Score: Raw -883207.501409 + Penalty 3158.897592 = -880048.603817 nChanged 40 SP:Iteration 42Q (1363.484849 sec): 3 clusters Score: Raw -883221.681852 + Penalty 3158.897592 = -880062.784259 nChanged 40 SP:Iteration 43Q (1363.557477 sec): 3 clusters Score: Raw -883238.590317 + Penalty 3158.897592 = -880079.692725 nChanged 35 SP:Iteration 44Q (1363.626197 sec): 3 clusters Score: Raw -883254.289040 + Penalty 3158.897592 = -880095.391447 nChanged 32 SP:Iteration 45Q (1363.702058 sec): 3 clusters Score: Raw -883267.509843 + Penalty 3158.897592 = -880108.612251 nChanged 36 SP:Iteration 46Q (1363.770840 sec): 3 clusters Score: Raw -883281.858327 + Penalty 3158.897592 = -880122.960734 nChanged 34 SP:Iteration 47Q (1363.838065 sec): 3 clusters Score: Raw -883295.587147 + Penalty 3158.897592 = -880136.689555 nChanged 27 SP:Iteration 48Q (1363.911270 sec): 3 clusters Score: Raw -883306.050296 + Penalty 3158.897592 = -880147.152704 nChanged 24 SP:Iteration 49Q (1363.977909 sec): 3 clusters Score: Raw -883314.564870 + Penalty 3158.897592 = -880155.667278 nChanged 16 SP:Iteration 50Q (1364.043467 sec): 3 clusters Score: Raw -883319.425257 + Penalty 3158.897592 = -880160.527665 nChanged 8 SP:Iteration 51Q (1364.114333 sec): 3 clusters Score: Raw -883321.893361 + Penalty 3158.897592 = -880162.995769 nChanged 9 SP:Iteration 52Q (1364.186008 sec): 3 clusters Score: Raw -883325.556376 + Penalty 3158.897592 = -880166.658784 nChanged 11 SP:Iteration 53Q (1364.244433 sec): 3 clusters Score: Raw -883330.332930 + Penalty 3158.897592 = -880171.435338 nChanged 8 SP:Iteration 54Q (1364.314537 sec): 3 clusters Score: Raw -883332.765939 + Penalty 3158.897592 = -880173.868347 nChanged 6 SP:Iteration 55Q (1364.382392 sec): 3 clusters Score: Raw -883335.154225 + Penalty 3158.897592 = -880176.256632 nChanged 5 SP:Iteration 56Q (1364.453743 sec): 3 clusters Score: Raw -883337.107768 + Penalty 3158.897592 = -880178.210176 nChanged 4 SP:Iteration 57Q (1364.517454 sec): 3 clusters Score: Raw -883338.683852 + Penalty 3158.897592 = -880179.786259 nChanged 5 SP:Iteration 58Q (1364.588321 sec): 3 clusters Score: Raw -883340.872023 + Penalty 3158.897592 = -880181.974431 nChanged 4 SP:Iteration 59Q (1364.656830 sec): 3 clusters Score: Raw -883342.183765 + Penalty 3158.897592 = -880183.286173 nChanged 3 SP:Iteration 60F (1364.728104 sec): 3 clusters Score: Raw -883343.677724 + Penalty 3158.897592 = -880184.780132 nChanged 4 SP:Iteration 61Q (1364.805449 sec): 3 clusters Score: Raw -883345.561977 + Penalty 3158.897592 = -880186.664384 nChanged 3 SP:Iteration 62Q (1364.866145 sec): 3 clusters Score: Raw -883346.364699 + Penalty 3158.897592 = -880187.467106 nChanged 1 SP:Iteration 63Q (1364.941270 sec): 3 clusters Score: Raw -883346.458636 + Penalty 3158.897592 = -880187.561044 nChanged 1 SP:Iteration 64Q (1365.015649 sec): 3 clusters Score: Raw -883346.583214 + Penalty 3158.897592 = -880187.685622 nChanged 0 SP:Iteration 65F (1365.075955 sec): 3 clusters Score: Raw -883346.583214 + Penalty 3158.897592 = -880187.685622 nChanged 0 Trying to split cluster 4 (9405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1365.107336 sec): 2 clusters Score: Raw -496474.324493 + Penalty 1486.711971 = -494987.612523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1365.174773 sec): 3 clusters Score: Raw -491207.837673 + Penalty 2973.423941 = -488234.413732 nChanged 4116 SP:Iteration 1F (1365.219078 sec): 3 clusters Score: Raw -493454.199656 + Penalty 2973.423941 = -490480.775715 nChanged 730 SP:Iteration 2F (1365.286156 sec): 3 clusters Score: Raw -493939.102362 + Penalty 2973.423941 = -490965.678421 nChanged 711 SP:Iteration 3F (1365.342260 sec): 3 clusters Score: Raw -494479.308672 + Penalty 2973.423941 = -491505.884731 nChanged 671 SP:Iteration 4F (1365.395452 sec): 3 clusters Score: Raw -494961.935634 + Penalty 2973.423941 = -491988.511693 nChanged 619 SP:Iteration 5F (1365.458515 sec): 3 clusters Score: Raw -495385.644829 + Penalty 2973.423941 = -492412.220888 nChanged 558 SP:Iteration 6F (1365.501737 sec): 3 clusters Score: Raw -495721.397344 + Penalty 2973.423941 = -492747.973403 nChanged 393 SP:Iteration 7Q (1365.561939 sec): 3 clusters Score: Raw -495928.781380 + Penalty 2973.423941 = -492955.357439 nChanged 281 SP:Iteration 8Q (1365.629023 sec): 3 clusters Score: Raw -496068.516554 + Penalty 2973.423941 = -493095.092613 nChanged 239 SP:Iteration 9Q (1365.688847 sec): 3 clusters Score: Raw -496186.188532 + Penalty 2973.423941 = -493212.764591 nChanged 193 SP:Iteration 10Q (1365.738039 sec): 3 clusters Score: Raw -496277.293591 + Penalty 2973.423941 = -493303.869650 nChanged 170 SP:Iteration 11Q (1365.791388 sec): 3 clusters Score: Raw -496353.629063 + Penalty 2973.423941 = -493380.205122 nChanged 146 SP:Iteration 12Q (1365.848114 sec): 3 clusters Score: Raw -496418.941473 + Penalty 2973.423941 = -493445.517532 nChanged 125 SP:Iteration 13Q (1365.905227 sec): 3 clusters Score: Raw -496473.413330 + Penalty 2973.423941 = -493499.989389 nChanged 106 SP:Iteration 14Q (1365.965818 sec): 3 clusters Score: Raw -496520.473532 + Penalty 2973.423941 = -493547.049591 nChanged 89 SP:Iteration 15Q (1366.023000 sec): 3 clusters Score: Raw -496553.578728 + Penalty 2973.423941 = -493580.154787 nChanged 72 SP:Iteration 16Q (1366.070725 sec): 3 clusters Score: Raw -496581.099355 + Penalty 2973.423941 = -493607.675414 nChanged 65 SP:Iteration 17Q (1366.131261 sec): 3 clusters Score: Raw -496599.708816 + Penalty 2973.423941 = -493626.284875 nChanged 47 SP:Iteration 18Q (1366.193548 sec): 3 clusters Score: Raw -496613.951820 + Penalty 2973.423941 = -493640.527878 nChanged 39 SP:Iteration 19Q (1366.256207 sec): 3 clusters Score: Raw -496625.269087 + Penalty 2973.423941 = -493651.845146 nChanged 43 SP:Iteration 20F (1366.302761 sec): 3 clusters Score: Raw -496635.515288 + Penalty 2973.423941 = -493662.091347 nChanged 28 SP:Iteration 21Q (1366.358333 sec): 3 clusters Score: Raw -496643.897943 + Penalty 2973.423941 = -493670.474002 nChanged 30 SP:Iteration 22Q (1366.420962 sec): 3 clusters Score: Raw -496651.802268 + Penalty 2973.423941 = -493678.378327 nChanged 21 SP:Iteration 23Q (1366.464759 sec): 3 clusters Score: Raw -496659.145338 + Penalty 2973.423941 = -493685.721397 nChanged 27 SP:Iteration 24Q (1366.524461 sec): 3 clusters Score: Raw -496668.738815 + Penalty 2973.423941 = -493695.314874 nChanged 33 SP:Iteration 25Q (1366.574389 sec): 3 clusters Score: Raw -496679.214671 + Penalty 2973.423941 = -493705.790730 nChanged 35 SP:Iteration 26Q (1366.627178 sec): 3 clusters Score: Raw -496693.792218 + Penalty 2973.423941 = -493720.368277 nChanged 38 SP:Iteration 27Q (1366.692453 sec): 3 clusters Score: Raw -496711.021398 + Penalty 2973.423941 = -493737.597457 nChanged 47 SP:Iteration 28Q (1366.738243 sec): 3 clusters Score: Raw -496745.728689 + Penalty 2973.423941 = -493772.304748 nChanged 55 SP:Iteration 29Q (1366.799047 sec): 3 clusters Score: Raw -496774.266182 + Penalty 2973.423941 = -493800.842241 nChanged 47 SP:Iteration 30Q (1366.855986 sec): 3 clusters Score: Raw -496796.508301 + Penalty 2973.423941 = -493823.084360 nChanged 48 SP:Iteration 31Q (1366.919859 sec): 3 clusters Score: Raw -496817.270197 + Penalty 2973.423941 = -493843.846256 nChanged 43 SP:Iteration 32Q (1366.975114 sec): 3 clusters Score: Raw -496836.654619 + Penalty 2973.423941 = -493863.230678 nChanged 35 SP:Iteration 33Q (1367.027613 sec): 3 clusters Score: Raw -496850.628079 + Penalty 2973.423941 = -493877.204138 nChanged 36 SP:Iteration 34Q (1367.060672 sec): 3 clusters Score: Raw -496868.538204 + Penalty 2973.423941 = -493895.114263 nChanged 37 SP:Iteration 35Q (1367.128344 sec): 3 clusters Score: Raw -496884.892267 + Penalty 2973.423941 = -493911.468326 nChanged 29 SP:Iteration 36Q (1367.190704 sec): 3 clusters Score: Raw -496897.134151 + Penalty 2973.423941 = -493923.710210 nChanged 22 SP:Iteration 37Q (1367.239617 sec): 3 clusters Score: Raw -496901.905143 + Penalty 2973.423941 = -493928.481202 nChanged 15 SP:Iteration 38Q (1367.298616 sec): 3 clusters Score: Raw -496907.390451 + Penalty 2973.423941 = -493933.966510 nChanged 17 SP:Iteration 39Q (1367.350787 sec): 3 clusters Score: Raw -496913.111973 + Penalty 2973.423941 = -493939.688032 nChanged 14 SP:Iteration 40F (1367.419614 sec): 3 clusters Score: Raw -496917.087931 + Penalty 2973.423941 = -493943.663990 nChanged 16 SP:Iteration 41Q (1367.482383 sec): 3 clusters Score: Raw -496923.091051 + Penalty 2973.423941 = -493949.667110 nChanged 16 SP:Iteration 42Q (1367.533466 sec): 3 clusters Score: Raw -496928.382066 + Penalty 2973.423941 = -493954.958124 nChanged 16 SP:Iteration 43Q (1367.584379 sec): 3 clusters Score: Raw -496933.871161 + Penalty 2973.423941 = -493960.447220 nChanged 16 SP:Iteration 44Q (1367.641388 sec): 3 clusters Score: Raw -496940.899382 + Penalty 2973.423941 = -493967.475441 nChanged 21 SP:Iteration 45Q (1367.706703 sec): 3 clusters Score: Raw -496950.162287 + Penalty 2973.423941 = -493976.738346 nChanged 21 SP:Iteration 46Q (1367.757299 sec): 3 clusters Score: Raw -496959.164406 + Penalty 2973.423941 = -493985.740465 nChanged 21 SP:Iteration 47Q (1367.812908 sec): 3 clusters Score: Raw -496968.245566 + Penalty 2973.423941 = -493994.821625 nChanged 20 SP:Iteration 48Q (1367.857676 sec): 3 clusters Score: Raw -496975.223528 + Penalty 2973.423941 = -494001.799587 nChanged 13 SP:Iteration 49Q (1367.924353 sec): 3 clusters Score: Raw -496979.752300 + Penalty 2973.423941 = -494006.328359 nChanged 11 SP:Iteration 50Q (1367.985687 sec): 3 clusters Score: Raw -496983.820523 + Penalty 2973.423941 = -494010.396581 nChanged 12 SP:Iteration 51Q (1368.042791 sec): 3 clusters Score: Raw -496992.185977 + Penalty 2973.423941 = -494018.762036 nChanged 25 SP:Iteration 52Q (1368.093145 sec): 3 clusters Score: Raw -497010.391662 + Penalty 2973.423941 = -494036.967721 nChanged 24 SP:Iteration 53Q (1368.157779 sec): 3 clusters Score: Raw -497025.608173 + Penalty 2973.423941 = -494052.184232 nChanged 31 SP:Iteration 54Q (1368.215064 sec): 3 clusters Score: Raw -497040.811545 + Penalty 2973.423941 = -494067.387604 nChanged 22 SP:Iteration 55Q (1368.262172 sec): 3 clusters Score: Raw -497052.179705 + Penalty 2973.423941 = -494078.755764 nChanged 22 SP:Iteration 56Q (1368.317562 sec): 3 clusters Score: Raw -497063.362706 + Penalty 2973.423941 = -494089.938765 nChanged 21 SP:Iteration 57Q (1368.368552 sec): 3 clusters Score: Raw -497081.193478 + Penalty 2973.423941 = -494107.769537 nChanged 24 SP:Iteration 58Q (1368.425123 sec): 3 clusters Score: Raw -497103.983102 + Penalty 2973.423941 = -494130.559161 nChanged 30 SP:Iteration 59Q (1368.490342 sec): 3 clusters Score: Raw -497124.867163 + Penalty 2973.423941 = -494151.443222 nChanged 30 SP:Iteration 60F (1368.554075 sec): 3 clusters Score: Raw -497142.793075 + Penalty 2973.423941 = -494169.369134 nChanged 31 SP:Iteration 61Q (1368.610579 sec): 3 clusters Score: Raw -497160.984917 + Penalty 2973.423941 = -494187.560976 nChanged 32 SP:Iteration 62Q (1368.657402 sec): 3 clusters Score: Raw -497173.832733 + Penalty 2973.423941 = -494200.408792 nChanged 31 SP:Iteration 63Q (1368.711712 sec): 3 clusters Score: Raw -497186.660459 + Penalty 2973.423941 = -494213.236517 nChanged 22 SP:Iteration 64Q (1368.766211 sec): 3 clusters Score: Raw -497198.726567 + Penalty 2973.423941 = -494225.302626 nChanged 17 SP:Iteration 65Q (1368.833359 sec): 3 clusters Score: Raw -497206.913601 + Penalty 2973.423941 = -494233.489660 nChanged 19 SP:Iteration 66Q (1368.877886 sec): 3 clusters Score: Raw -497214.999541 + Penalty 2973.423941 = -494241.575599 nChanged 21 SP:Iteration 67Q (1368.934163 sec): 3 clusters Score: Raw -497221.876460 + Penalty 2973.423941 = -494248.452519 nChanged 16 SP:Iteration 68Q (1368.990464 sec): 3 clusters Score: Raw -497226.442649 + Penalty 2973.423941 = -494253.018708 nChanged 11 SP:Iteration 69Q (1369.041468 sec): 3 clusters Score: Raw -497231.109238 + Penalty 2973.423941 = -494257.685297 nChanged 17 SP:Iteration 70Q (1369.100499 sec): 3 clusters Score: Raw -497238.602311 + Penalty 2973.423941 = -494265.178370 nChanged 17 SP:Iteration 71Q (1369.159542 sec): 3 clusters Score: Raw -497247.330594 + Penalty 2973.423941 = -494273.906653 nChanged 16 SP:Iteration 72Q (1369.216847 sec): 3 clusters Score: Raw -497254.587266 + Penalty 2973.423941 = -494281.163325 nChanged 13 SP:Iteration 73Q (1369.275844 sec): 3 clusters Score: Raw -497260.592957 + Penalty 2973.423941 = -494287.169016 nChanged 14 SP:Iteration 74Q (1369.322467 sec): 3 clusters Score: Raw -497265.345573 + Penalty 2973.423941 = -494291.921632 nChanged 12 SP:Iteration 75Q (1369.380131 sec): 3 clusters Score: Raw -497268.334612 + Penalty 2973.423941 = -494294.910670 nChanged 3 SP:Iteration 76Q (1369.447593 sec): 3 clusters Score: Raw -497268.904301 + Penalty 2973.423941 = -494295.480360 nChanged 0 SP:Iteration 77F (1369.498016 sec): 3 clusters Score: Raw -497268.904301 + Penalty 2973.423941 = -494295.480360 nChanged 0 Trying to split cluster 5 (6583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1369.528523 sec): 2 clusters Score: Raw -354929.741344 + Penalty 1428.739950 = -353501.001394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1369.586308 sec): 3 clusters Score: Raw -351422.713889 + Penalty 2857.479900 = -348565.233988 nChanged 2711 SP:Iteration 1F (1369.636981 sec): 3 clusters Score: Raw -352790.873420 + Penalty 2857.479900 = -349933.393519 nChanged 437 SP:Iteration 2F (1369.699231 sec): 3 clusters Score: Raw -353016.432897 + Penalty 2857.479900 = -350158.952997 nChanged 366 SP:Iteration 3F (1369.752932 sec): 3 clusters Score: Raw -353205.357876 + Penalty 2857.479900 = -350347.877976 nChanged 329 SP:Iteration 4Q (1369.810499 sec): 3 clusters Score: Raw -353374.600275 + Penalty 2857.479900 = -350517.120374 nChanged 295 SP:Iteration 5Q (1369.857398 sec): 3 clusters Score: Raw -353528.821281 + Penalty 2857.479900 = -350671.341381 nChanged 281 SP:Iteration 6Q (1369.900498 sec): 3 clusters Score: Raw -353696.023689 + Penalty 2857.479900 = -350838.543789 nChanged 301 SP:Iteration 7Q (1369.952609 sec): 3 clusters Score: Raw -353880.804521 + Penalty 2857.479900 = -351023.324620 nChanged 295 SP:Iteration 8Q (1370.001650 sec): 3 clusters Score: Raw -354079.605265 + Penalty 2857.479900 = -351222.125365 nChanged 308 SP:Iteration 9Q (1370.059183 sec): 3 clusters Score: Raw -354294.865540 + Penalty 2857.479900 = -351437.385639 nChanged 296 SP:Iteration 10Q (1370.110970 sec): 3 clusters Score: Raw -354494.042463 + Penalty 2857.479900 = -351636.562562 nChanged 257 SP:Iteration 11Q (1370.173076 sec): 3 clusters Score: Raw -354669.125551 + Penalty 2857.479900 = -351811.645650 nChanged 215 SP:Iteration 12Q (1370.217414 sec): 3 clusters Score: Raw -354805.368518 + Penalty 2857.479900 = -351947.888618 nChanged 175 SP:Iteration 13Q (1370.270326 sec): 3 clusters Score: Raw -354897.788845 + Penalty 2857.479900 = -352040.308945 nChanged 133 SP:Iteration 14Q (1370.317743 sec): 3 clusters Score: Raw -354959.241286 + Penalty 2857.479900 = -352101.761385 nChanged 101 SP:Iteration 15Q (1370.375279 sec): 3 clusters Score: Raw -354996.097943 + Penalty 2857.479900 = -352138.618043 nChanged 74 SP:Iteration 16Q (1370.421217 sec): 3 clusters Score: Raw -355022.127695 + Penalty 2857.479900 = -352164.647795 nChanged 71 SP:Iteration 17Q (1370.479470 sec): 3 clusters Score: Raw -355053.520848 + Penalty 2857.479900 = -352196.040947 nChanged 73 SP:Iteration 18Q (1370.535647 sec): 3 clusters Score: Raw -355081.679207 + Penalty 2857.479900 = -352224.199307 nChanged 62 SP:Iteration 19Q (1370.582040 sec): 3 clusters Score: Raw -355104.535885 + Penalty 2857.479900 = -352247.055985 nChanged 54 SP:Iteration 20F (1370.646949 sec): 3 clusters Score: Raw -355120.775521 + Penalty 2857.479900 = -352263.295621 nChanged 48 SP:Iteration 21Q (1370.693444 sec): 3 clusters Score: Raw -355135.087081 + Penalty 2857.479900 = -352277.607181 nChanged 34 SP:Iteration 22Q (1370.753963 sec): 3 clusters Score: Raw -355142.815007 + Penalty 2857.479900 = -352285.335106 nChanged 36 SP:Iteration 23Q (1370.803336 sec): 3 clusters Score: Raw -355151.793191 + Penalty 2857.479900 = -352294.313291 nChanged 32 SP:Iteration 24Q (1370.870738 sec): 3 clusters Score: Raw -355162.668507 + Penalty 2857.479900 = -352305.188606 nChanged 37 SP:Iteration 25Q (1370.918532 sec): 3 clusters Score: Raw -355172.259068 + Penalty 2857.479900 = -352314.779168 nChanged 30 SP:Iteration 26Q (1370.964564 sec): 3 clusters Score: Raw -355180.105740 + Penalty 2857.479900 = -352322.625839 nChanged 21 SP:Iteration 27Q (1371.014770 sec): 3 clusters Score: Raw -355185.152470 + Penalty 2857.479900 = -352327.672569 nChanged 22 SP:Iteration 28Q (1371.062581 sec): 3 clusters Score: Raw -355190.407959 + Penalty 2857.479900 = -352332.928059 nChanged 21 SP:Iteration 29Q (1371.128064 sec): 3 clusters Score: Raw -355194.923518 + Penalty 2857.479900 = -352337.443617 nChanged 12 SP:Iteration 30Q (1371.170631 sec): 3 clusters Score: Raw -355197.302068 + Penalty 2857.479900 = -352339.822167 nChanged 14 SP:Iteration 31Q (1371.222672 sec): 3 clusters Score: Raw -355200.009610 + Penalty 2857.479900 = -352342.529710 nChanged 16 SP:Iteration 32Q (1371.288227 sec): 3 clusters Score: Raw -355203.430964 + Penalty 2857.479900 = -352345.951063 nChanged 20 SP:Iteration 33Q (1371.329606 sec): 3 clusters Score: Raw -355207.205251 + Penalty 2857.479900 = -352349.725350 nChanged 9 SP:Iteration 34Q (1371.382024 sec): 3 clusters Score: Raw -355208.712198 + Penalty 2857.479900 = -352351.232297 nChanged 9 SP:Iteration 35Q (1371.441970 sec): 3 clusters Score: Raw -355209.845339 + Penalty 2857.479900 = -352352.365438 nChanged 10 SP:Iteration 36Q (1371.488392 sec): 3 clusters Score: Raw -355211.220652 + Penalty 2857.479900 = -352353.740752 nChanged 5 SP:Iteration 37Q (1371.549823 sec): 3 clusters Score: Raw -355211.830490 + Penalty 2857.479900 = -352354.350589 nChanged 5 SP:Iteration 38Q (1371.606396 sec): 3 clusters Score: Raw -355212.927687 + Penalty 2857.479900 = -352355.447786 nChanged 4 SP:Iteration 39Q (1371.644505 sec): 3 clusters Score: Raw -355213.382694 + Penalty 2857.479900 = -352355.902794 nChanged 2 SP:Iteration 40F (1371.691629 sec): 3 clusters Score: Raw -355213.684984 + Penalty 2857.479900 = -352356.205084 nChanged 2 SP:Iteration 41Q (1371.750620 sec): 3 clusters Score: Raw -355213.975511 + Penalty 2857.479900 = -352356.495611 nChanged 1 SP:Iteration 42Q (1371.803120 sec): 3 clusters Score: Raw -355214.056528 + Penalty 2857.479900 = -352356.576628 nChanged 3 SP:Iteration 43Q (1371.858173 sec): 3 clusters Score: Raw -355214.663443 + Penalty 2857.479900 = -352357.183543 nChanged 3 SP:Iteration 44Q (1371.913228 sec): 3 clusters Score: Raw -355215.209178 + Penalty 2857.479900 = -352357.729278 nChanged 1 SP:Iteration 45Q (1371.956039 sec): 3 clusters Score: Raw -355215.273817 + Penalty 2857.479900 = -352357.793917 nChanged 0 SP:Iteration 46F (1372.014376 sec): 3 clusters Score: Raw -355215.273817 + Penalty 2857.479900 = -352357.793917 nChanged 0 Trying to split cluster 6 (5385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1372.046527 sec): 2 clusters Score: Raw -278281.900429 + Penalty 1396.098046 = -276885.802383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1372.089354 sec): 3 clusters Score: Raw -275616.779249 + Penalty 2792.196092 = -272824.583157 nChanged 2167 SP:Iteration 1F (1372.129937 sec): 3 clusters Score: Raw -277140.280097 + Penalty 2792.196092 = -274348.084006 nChanged 472 SP:Iteration 2F (1372.178040 sec): 3 clusters Score: Raw -277555.368614 + Penalty 2792.196092 = -274763.172522 nChanged 393 SP:Iteration 3F (1372.228206 sec): 3 clusters Score: Raw -277910.708943 + Penalty 2792.196092 = -275118.512851 nChanged 356 SP:Iteration 4F (1372.285354 sec): 3 clusters Score: Raw -278262.569164 + Penalty 2792.196092 = -275470.373072 nChanged 329 SP:Iteration 5F (1372.326194 sec): 3 clusters Score: Raw -278560.971610 + Penalty 2792.196092 = -275768.775518 nChanged 282 SP:Iteration 6F (1372.376171 sec): 3 clusters Score: Raw -278789.998277 + Penalty 2792.196092 = -275997.802185 nChanged 235 SP:Iteration 7Q (1372.427007 sec): 3 clusters Score: Raw -278967.941482 + Penalty 2792.196092 = -276175.745390 nChanged 181 SP:Iteration 8Q (1372.477642 sec): 3 clusters Score: Raw -279091.237647 + Penalty 2792.196092 = -276299.041556 nChanged 132 SP:Iteration 9Q (1372.538760 sec): 3 clusters Score: Raw -279161.591790 + Penalty 2792.196092 = -276369.395698 nChanged 88 SP:Iteration 10Q (1372.576636 sec): 3 clusters Score: Raw -279200.336979 + Penalty 2792.196092 = -276408.140888 nChanged 67 SP:Iteration 11Q (1372.639188 sec): 3 clusters Score: Raw -279225.733677 + Penalty 2792.196092 = -276433.537586 nChanged 42 SP:Iteration 12Q (1372.685550 sec): 3 clusters Score: Raw -279238.535663 + Penalty 2792.196092 = -276446.339571 nChanged 27 SP:Iteration 13Q (1372.735769 sec): 3 clusters Score: Raw -279247.001387 + Penalty 2792.196092 = -276454.805296 nChanged 23 SP:Iteration 14Q (1372.774051 sec): 3 clusters Score: Raw -279253.132339 + Penalty 2792.196092 = -276460.936247 nChanged 16 SP:Iteration 15Q (1372.816949 sec): 3 clusters Score: Raw -279255.792508 + Penalty 2792.196092 = -276463.596417 nChanged 12 SP:Iteration 16Q (1372.863350 sec): 3 clusters Score: Raw -279258.796064 + Penalty 2792.196092 = -276466.599972 nChanged 12 SP:Iteration 17Q (1372.917334 sec): 3 clusters Score: Raw -279261.870920 + Penalty 2792.196092 = -276469.674829 nChanged 7 SP:Iteration 18Q (1372.975006 sec): 3 clusters Score: Raw -279263.402416 + Penalty 2792.196092 = -276471.206325 nChanged 6 SP:Iteration 19Q (1373.029185 sec): 3 clusters Score: Raw -279264.852479 + Penalty 2792.196092 = -276472.656387 nChanged 3 SP:Iteration 20F (1373.082763 sec): 3 clusters Score: Raw -279265.474754 + Penalty 2792.196092 = -276473.278662 nChanged 1 SP:Iteration 21Q (1373.117513 sec): 3 clusters Score: Raw -279265.607411 + Penalty 2792.196092 = -276473.411320 nChanged 0 SP:Iteration 22F (1373.169311 sec): 3 clusters Score: Raw -279265.607411 + Penalty 2792.196092 = -276473.411320 nChanged 0 Trying to split cluster 7 (2737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1373.197233 sec): 2 clusters Score: Raw -110912.000632 + Penalty 1286.125378 = -109625.875254 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1373.243436 sec): 3 clusters Score: Raw -109663.488091 + Penalty 2572.250755 = -107091.237336 nChanged 1036 SP:Iteration 1F (1373.280605 sec): 3 clusters Score: Raw -110449.694253 + Penalty 2572.250755 = -107877.443497 nChanged 263 SP:Iteration 2F (1373.327404 sec): 3 clusters Score: Raw -110707.070360 + Penalty 2572.250755 = -108134.819605 nChanged 199 SP:Iteration 3F (1373.373143 sec): 3 clusters Score: Raw -110919.997693 + Penalty 2572.250755 = -108347.746937 nChanged 168 SP:Iteration 4F (1373.421522 sec): 3 clusters Score: Raw -111103.062541 + Penalty 2572.250755 = -108530.811785 nChanged 145 SP:Iteration 5F (1373.468912 sec): 3 clusters Score: Raw -111275.675890 + Penalty 2572.250755 = -108703.425135 nChanged 123 SP:Iteration 6Q (1373.513485 sec): 3 clusters Score: Raw -111423.105115 + Penalty 2572.250755 = -108850.854359 nChanged 113 SP:Iteration 7Q (1373.563640 sec): 3 clusters Score: Raw -111548.634179 + Penalty 2572.250755 = -108976.383423 nChanged 98 SP:Iteration 8Q (1373.622301 sec): 3 clusters Score: Raw -111657.218262 + Penalty 2572.250755 = -109084.967506 nChanged 90 SP:Iteration 9Q (1373.668041 sec): 3 clusters Score: Raw -111777.516227 + Penalty 2572.250755 = -109205.265471 nChanged 86 SP:Iteration 10Q (1373.721309 sec): 3 clusters Score: Raw -111920.153305 + Penalty 2572.250755 = -109347.902550 nChanged 92 SP:Iteration 11Q (1373.766358 sec): 3 clusters Score: Raw -112096.490055 + Penalty 2572.250755 = -109524.239299 nChanged 94 SP:Iteration 12Q (1373.807633 sec): 3 clusters Score: Raw -112220.993858 + Penalty 2572.250755 = -109648.743103 nChanged 59 SP:Iteration 13Q (1373.849810 sec): 3 clusters Score: Raw -112287.683183 + Penalty 2572.250755 = -109715.432427 nChanged 38 SP:Iteration 14Q (1373.904373 sec): 3 clusters Score: Raw -112330.206405 + Penalty 2572.250755 = -109757.955650 nChanged 26 SP:Iteration 15Q (1373.943290 sec): 3 clusters Score: Raw -112356.576861 + Penalty 2572.250755 = -109784.326105 nChanged 19 SP:Iteration 16Q (1373.986233 sec): 3 clusters Score: Raw -112369.477692 + Penalty 2572.250755 = -109797.226936 nChanged 14 SP:Iteration 17Q (1374.020502 sec): 3 clusters Score: Raw -112376.751880 + Penalty 2572.250755 = -109804.501124 nChanged 11 SP:Iteration 18Q (1374.058929 sec): 3 clusters Score: Raw -112382.575946 + Penalty 2572.250755 = -109810.325191 nChanged 13 SP:Iteration 19Q (1374.097161 sec): 3 clusters Score: Raw -112390.689002 + Penalty 2572.250755 = -109818.438247 nChanged 5 SP:Iteration 20F (1374.137872 sec): 3 clusters Score: Raw -112397.970423 + Penalty 2572.250755 = -109825.719668 nChanged 7 SP:Iteration 21Q (1374.176848 sec): 3 clusters Score: Raw -112406.024892 + Penalty 2572.250755 = -109833.774136 nChanged 12 SP:Iteration 22Q (1374.230775 sec): 3 clusters Score: Raw -112411.359907 + Penalty 2572.250755 = -109839.109152 nChanged 9 SP:Iteration 23Q (1374.275303 sec): 3 clusters Score: Raw -112417.057172 + Penalty 2572.250755 = -109844.806417 nChanged 7 SP:Iteration 24Q (1374.313024 sec): 3 clusters Score: Raw -112420.371579 + Penalty 2572.250755 = -109848.120824 nChanged 6 SP:Iteration 25Q (1374.361534 sec): 3 clusters Score: Raw -112422.604511 + Penalty 2572.250755 = -109850.353755 nChanged 5 SP:Iteration 26Q (1374.404740 sec): 3 clusters Score: Raw -112424.293080 + Penalty 2572.250755 = -109852.042324 nChanged 0 SP:Iteration 27F (1374.437978 sec): 3 clusters Score: Raw -112424.293080 + Penalty 2572.250755 = -109852.042324 nChanged 0 Score: Raw -12085268.368974 + Penalty 96784.636220 = -11988483.732754 Splitting cluster 7 changes total score from -11988987.786894 to -11988483.732754 So it's not getting split. Trying to split cluster 8 (2474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1382.555640 sec): 2 clusters Score: Raw -132607.960203 + Penalty 1269.708627 = -131338.251575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1382.594229 sec): 3 clusters Score: Raw -131494.134943 + Penalty 2539.417255 = -128954.717689 nChanged 889 SP:Iteration 1F (1382.641447 sec): 3 clusters Score: Raw -132026.753806 + Penalty 2539.417255 = -129487.336551 nChanged 193 SP:Iteration 2F (1382.692937 sec): 3 clusters Score: Raw -132126.481369 + Penalty 2539.417255 = -129587.064114 nChanged 100 SP:Iteration 3Q (1382.739713 sec): 3 clusters Score: Raw -132184.883714 + Penalty 2539.417255 = -129645.466460 nChanged 83 SP:Iteration 4Q (1382.788824 sec): 3 clusters Score: Raw -132231.431336 + Penalty 2539.417255 = -129692.014081 nChanged 61 SP:Iteration 5Q (1382.831092 sec): 3 clusters Score: Raw -132266.750441 + Penalty 2539.417255 = -129727.333186 nChanged 56 SP:Iteration 6Q (1382.865529 sec): 3 clusters Score: Raw -132297.765483 + Penalty 2539.417255 = -129758.348229 nChanged 52 SP:Iteration 7Q (1382.912533 sec): 3 clusters Score: Raw -132321.566785 + Penalty 2539.417255 = -129782.149530 nChanged 34 SP:Iteration 8Q (1382.955777 sec): 3 clusters Score: Raw -132338.083651 + Penalty 2539.417255 = -129798.666397 nChanged 34 SP:Iteration 9Q (1382.981983 sec): 3 clusters Score: Raw -132355.910936 + Penalty 2539.417255 = -129816.493682 nChanged 22 SP:Iteration 10Q (1382.994891 sec): 3 clusters Score: Raw -132362.947513 + Penalty 2539.417255 = -129823.530258 nChanged 20 SP:Iteration 11Q (1383.041060 sec): 3 clusters Score: Raw -132371.555413 + Penalty 2539.417255 = -129832.138158 nChanged 23 SP:Iteration 12Q (1383.097718 sec): 3 clusters Score: Raw -132383.435026 + Penalty 2539.417255 = -129844.017771 nChanged 21 SP:Iteration 13Q (1383.129874 sec): 3 clusters Score: Raw -132394.766348 + Penalty 2539.417255 = -129855.349094 nChanged 32 SP:Iteration 14Q (1383.177701 sec): 3 clusters Score: Raw -132412.747198 + Penalty 2539.417255 = -129873.329943 nChanged 28 SP:Iteration 15Q (1383.218910 sec): 3 clusters Score: Raw -132431.285603 + Penalty 2539.417255 = -129891.868348 nChanged 30 SP:Iteration 16Q (1383.255672 sec): 3 clusters Score: Raw -132448.732377 + Penalty 2539.417255 = -129909.315123 nChanged 30 SP:Iteration 17Q (1383.302630 sec): 3 clusters Score: Raw -132464.782264 + Penalty 2539.417255 = -129925.365009 nChanged 27 SP:Iteration 18Q (1383.345454 sec): 3 clusters Score: Raw -132478.473466 + Penalty 2539.417255 = -129939.056212 nChanged 26 SP:Iteration 19Q (1383.385388 sec): 3 clusters Score: Raw -132492.246510 + Penalty 2539.417255 = -129952.829256 nChanged 27 SP:Iteration 20F (1383.428395 sec): 3 clusters Score: Raw -132507.605457 + Penalty 2539.417255 = -129968.188203 nChanged 33 SP:Iteration 21Q (1383.479965 sec): 3 clusters Score: Raw -132529.123608 + Penalty 2539.417255 = -129989.706354 nChanged 32 SP:Iteration 22Q (1383.517982 sec): 3 clusters Score: Raw -132553.831097 + Penalty 2539.417255 = -130014.413843 nChanged 38 SP:Iteration 23Q (1383.570219 sec): 3 clusters Score: Raw -132580.410143 + Penalty 2539.417255 = -130040.992889 nChanged 27 SP:Iteration 24Q (1383.617816 sec): 3 clusters Score: Raw -132594.905918 + Penalty 2539.417255 = -130055.488664 nChanged 31 SP:Iteration 25Q (1383.668778 sec): 3 clusters Score: Raw -132607.466057 + Penalty 2539.417255 = -130068.048802 nChanged 23 SP:Iteration 26Q (1383.712978 sec): 3 clusters Score: Raw -132618.419955 + Penalty 2539.417255 = -130079.002700 nChanged 23 SP:Iteration 27Q (1383.765674 sec): 3 clusters Score: Raw -132628.400354 + Penalty 2539.417255 = -130088.983100 nChanged 24 SP:Iteration 28Q (1383.813618 sec): 3 clusters Score: Raw -132640.660788 + Penalty 2539.417255 = -130101.243534 nChanged 27 SP:Iteration 29Q (1383.840757 sec): 3 clusters Score: Raw -132656.210959 + Penalty 2539.417255 = -130116.793705 nChanged 23 SP:Iteration 30Q (1383.879119 sec): 3 clusters Score: Raw -132668.247010 + Penalty 2539.417255 = -130128.829756 nChanged 13 SP:Iteration 31Q (1383.915486 sec): 3 clusters Score: Raw -132673.788595 + Penalty 2539.417255 = -130134.371340 nChanged 12 SP:Iteration 32Q (1383.953907 sec): 3 clusters Score: Raw -132678.352103 + Penalty 2539.417255 = -130138.934848 nChanged 11 SP:Iteration 33Q (1384.011022 sec): 3 clusters Score: Raw -132682.342313 + Penalty 2539.417255 = -130142.925058 nChanged 9 SP:Iteration 34Q (1384.047782 sec): 3 clusters Score: Raw -132686.814178 + Penalty 2539.417255 = -130147.396923 nChanged 11 SP:Iteration 35Q (1384.081170 sec): 3 clusters Score: Raw -132692.535605 + Penalty 2539.417255 = -130153.118350 nChanged 8 SP:Iteration 36Q (1384.110534 sec): 3 clusters Score: Raw -132694.890120 + Penalty 2539.417255 = -130155.472865 nChanged 9 SP:Iteration 37Q (1384.146505 sec): 3 clusters Score: Raw -132699.482443 + Penalty 2539.417255 = -130160.065188 nChanged 7 SP:Iteration 38Q (1384.178082 sec): 3 clusters Score: Raw -132701.974109 + Penalty 2539.417255 = -130162.556855 nChanged 7 SP:Iteration 39Q (1384.214623 sec): 3 clusters Score: Raw -132705.708323 + Penalty 2539.417255 = -130166.291069 nChanged 12 SP:Iteration 40F (1384.250836 sec): 3 clusters Score: Raw -132710.757126 + Penalty 2539.417255 = -130171.339871 nChanged 9 SP:Iteration 41Q (1384.287112 sec): 3 clusters Score: Raw -132714.843400 + Penalty 2539.417255 = -130175.426145 nChanged 11 SP:Iteration 42Q (1384.322193 sec): 3 clusters Score: Raw -132721.196696 + Penalty 2539.417255 = -130181.779441 nChanged 9 SP:Iteration 43Q (1384.374432 sec): 3 clusters Score: Raw -132726.144877 + Penalty 2539.417255 = -130186.727622 nChanged 7 SP:Iteration 44Q (1384.420509 sec): 3 clusters Score: Raw -132729.502050 + Penalty 2539.417255 = -130190.084796 nChanged 9 SP:Iteration 45Q (1384.468265 sec): 3 clusters Score: Raw -132733.126869 + Penalty 2539.417255 = -130193.709614 nChanged 8 SP:Iteration 46Q (1384.519800 sec): 3 clusters Score: Raw -132736.723916 + Penalty 2539.417255 = -130197.306662 nChanged 11 SP:Iteration 47Q (1384.568954 sec): 3 clusters Score: Raw -132742.658607 + Penalty 2539.417255 = -130203.241352 nChanged 5 SP:Iteration 48Q (1384.604665 sec): 3 clusters Score: Raw -132744.550006 + Penalty 2539.417255 = -130205.132752 nChanged 4 SP:Iteration 49Q (1384.643651 sec): 3 clusters Score: Raw -132745.860970 + Penalty 2539.417255 = -130206.443715 nChanged 1 SP:Iteration 50Q (1384.687577 sec): 3 clusters Score: Raw -132746.523866 + Penalty 2539.417255 = -130207.106611 nChanged 2 SP:Iteration 51Q (1384.731764 sec): 3 clusters Score: Raw -132747.064631 + Penalty 2539.417255 = -130207.647376 nChanged 1 SP:Iteration 52Q (1384.777383 sec): 3 clusters Score: Raw -132747.279646 + Penalty 2539.417255 = -130207.862391 nChanged 0 SP:Iteration 53F (1384.835858 sec): 3 clusters Score: Raw -132747.279646 + Penalty 2539.417255 = -130207.862391 nChanged 0 Trying to split cluster 9 (2578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1384.862659 sec): 2 clusters Score: Raw -137703.771289 + Penalty 1276.399992 = -136427.371296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1384.906807 sec): 3 clusters Score: Raw -136512.054399 + Penalty 2552.799985 = -133959.254414 nChanged 968 SP:Iteration 1F (1384.954032 sec): 3 clusters Score: Raw -137120.447551 + Penalty 2552.799985 = -134567.647567 nChanged 221 SP:Iteration 2F (1384.997547 sec): 3 clusters Score: Raw -137274.798753 + Penalty 2552.799985 = -134721.998769 nChanged 143 SP:Iteration 3F (1385.044113 sec): 3 clusters Score: Raw -137373.159021 + Penalty 2552.799985 = -134820.359036 nChanged 113 SP:Iteration 4Q (1385.093173 sec): 3 clusters Score: Raw -137461.486671 + Penalty 2552.799985 = -134908.686686 nChanged 104 SP:Iteration 5Q (1385.139364 sec): 3 clusters Score: Raw -137558.197708 + Penalty 2552.799985 = -135005.397723 nChanged 88 SP:Iteration 6Q (1385.182215 sec): 3 clusters Score: Raw -137640.789240 + Penalty 2552.799985 = -135087.989256 nChanged 82 SP:Iteration 7Q (1385.218611 sec): 3 clusters Score: Raw -137733.098988 + Penalty 2552.799985 = -135180.299004 nChanged 91 SP:Iteration 8Q (1385.258394 sec): 3 clusters Score: Raw -137831.346612 + Penalty 2552.799985 = -135278.546627 nChanged 99 SP:Iteration 9Q (1385.298417 sec): 3 clusters Score: Raw -137941.866795 + Penalty 2552.799985 = -135389.066811 nChanged 91 SP:Iteration 10Q (1385.339603 sec): 3 clusters Score: Raw -138054.943001 + Penalty 2552.799985 = -135502.143016 nChanged 89 SP:Iteration 11Q (1385.385155 sec): 3 clusters Score: Raw -138180.411821 + Penalty 2552.799985 = -135627.611836 nChanged 98 SP:Iteration 12Q (1385.436881 sec): 3 clusters Score: Raw -138346.925197 + Penalty 2552.799985 = -135794.125212 nChanged 87 SP:Iteration 13Q (1385.497398 sec): 3 clusters Score: Raw -138517.959465 + Penalty 2552.799985 = -135965.159481 nChanged 96 SP:Iteration 14Q (1385.543528 sec): 3 clusters Score: Raw -138677.111339 + Penalty 2552.799985 = -136124.311355 nChanged 85 SP:Iteration 15Q (1385.587111 sec): 3 clusters Score: Raw -138827.705014 + Penalty 2552.799985 = -136274.905029 nChanged 89 SP:Iteration 16Q (1385.632612 sec): 3 clusters Score: Raw -139040.364159 + Penalty 2552.799985 = -136487.564175 nChanged 76 SP:Iteration 17Q (1385.676039 sec): 3 clusters Score: Raw -139251.613340 + Penalty 2552.799985 = -136698.813355 nChanged 42 SP:Iteration 18Q (1385.718978 sec): 3 clusters Score: Raw -139306.450824 + Penalty 2552.799985 = -136753.650839 nChanged 22 SP:Iteration 19Q (1385.757769 sec): 3 clusters Score: Raw -139323.000733 + Penalty 2552.799985 = -136770.200748 nChanged 11 SP:Iteration 20F (1385.812346 sec): 3 clusters Score: Raw -139328.359464 + Penalty 2552.799985 = -136775.559480 nChanged 3 SP:Iteration 21Q (1385.849827 sec): 3 clusters Score: Raw -139330.929096 + Penalty 2552.799985 = -136778.129112 nChanged 0 SP:Iteration 22F (1385.899410 sec): 3 clusters Score: Raw -139330.929096 + Penalty 2552.799985 = -136778.129112 nChanged 0 Score: Raw -12085383.234334 + Penalty 96784.636220 = -11988598.598114 Splitting cluster 9 changes total score from -11988987.786894 to -11988598.598114 So it's not getting split. Trying to split cluster 10 (25372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1393.602591 sec): 2 clusters Score: Raw -1356345.891132 + Penalty 1647.977741 = -1354697.913391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1393.681073 sec): 3 clusters Score: Raw -1340724.433823 + Penalty 3295.955482 = -1337428.478341 nChanged 11677 SP:Iteration 1F (1393.765098 sec): 3 clusters Score: Raw -1347023.570542 + Penalty 3295.955482 = -1343727.615060 nChanged 1207 SP:Iteration 2Q (1393.852188 sec): 3 clusters Score: Raw -1347461.613839 + Penalty 3295.955482 = -1344165.658357 nChanged 1212 SP:Iteration 3Q (1393.928515 sec): 3 clusters Score: Raw -1347953.247474 + Penalty 3295.955482 = -1344657.291992 nChanged 1295 SP:Iteration 4F (1394.014075 sec): 3 clusters Score: Raw -1348583.425017 + Penalty 3295.955482 = -1345287.469535 nChanged 1389 SP:Iteration 5F (1394.087824 sec): 3 clusters Score: Raw -1349355.389532 + Penalty 3295.955482 = -1346059.434050 nChanged 1513 SP:Iteration 6F (1394.163992 sec): 3 clusters Score: Raw -1350306.795070 + Penalty 3295.955482 = -1347010.839589 nChanged 1572 SP:Iteration 7F (1394.239432 sec): 3 clusters Score: Raw -1351425.447354 + Penalty 3295.955482 = -1348129.491872 nChanged 1516 SP:Iteration 8F (1394.323655 sec): 3 clusters Score: Raw -1352464.967749 + Penalty 3295.955482 = -1349169.012267 nChanged 1259 SP:Iteration 9Q (1394.407390 sec): 3 clusters Score: Raw -1353216.353522 + Penalty 3295.955482 = -1349920.398040 nChanged 1014 SP:Iteration 10Q (1394.493674 sec): 3 clusters Score: Raw -1353692.342039 + Penalty 3295.955482 = -1350396.386557 nChanged 665 SP:Iteration 11Q (1394.570519 sec): 3 clusters Score: Raw -1353915.930537 + Penalty 3295.955482 = -1350619.975055 nChanged 443 SP:Iteration 12Q (1394.654455 sec): 3 clusters Score: Raw -1354029.925807 + Penalty 3295.955482 = -1350733.970325 nChanged 325 SP:Iteration 13Q (1394.739822 sec): 3 clusters Score: Raw -1354106.588636 + Penalty 3295.955482 = -1350810.633155 nChanged 280 SP:Iteration 14Q (1394.826163 sec): 3 clusters Score: Raw -1354170.663966 + Penalty 3295.955482 = -1350874.708484 nChanged 231 SP:Iteration 15Q (1394.912012 sec): 3 clusters Score: Raw -1354223.527560 + Penalty 3295.955482 = -1350927.572078 nChanged 224 SP:Iteration 16Q (1394.995650 sec): 3 clusters Score: Raw -1354274.661949 + Penalty 3295.955482 = -1350978.706467 nChanged 217 SP:Iteration 17Q (1395.069278 sec): 3 clusters Score: Raw -1354321.170866 + Penalty 3295.955482 = -1351025.215384 nChanged 199 SP:Iteration 18Q (1395.150370 sec): 3 clusters Score: Raw -1354357.329022 + Penalty 3295.955482 = -1351061.373540 nChanged 182 SP:Iteration 19Q (1395.237576 sec): 3 clusters Score: Raw -1354393.838104 + Penalty 3295.955482 = -1351097.882622 nChanged 165 SP:Iteration 20F (1395.322301 sec): 3 clusters Score: Raw -1354426.079259 + Penalty 3295.955482 = -1351130.123777 nChanged 173 SP:Iteration 21Q (1395.402805 sec): 3 clusters Score: Raw -1354459.890414 + Penalty 3295.955482 = -1351163.934933 nChanged 175 SP:Iteration 22Q (1395.479218 sec): 3 clusters Score: Raw -1354492.251753 + Penalty 3295.955482 = -1351196.296272 nChanged 165 SP:Iteration 23Q (1395.557700 sec): 3 clusters Score: Raw -1354524.300390 + Penalty 3295.955482 = -1351228.344908 nChanged 172 SP:Iteration 24Q (1395.647299 sec): 3 clusters Score: Raw -1354557.138277 + Penalty 3295.955482 = -1351261.182795 nChanged 174 SP:Iteration 25Q (1395.727601 sec): 3 clusters Score: Raw -1354591.548031 + Penalty 3295.955482 = -1351295.592549 nChanged 169 SP:Iteration 26Q (1395.812841 sec): 3 clusters Score: Raw -1354623.904943 + Penalty 3295.955482 = -1351327.949461 nChanged 179 SP:Iteration 27Q (1395.888644 sec): 3 clusters Score: Raw -1354659.897932 + Penalty 3295.955482 = -1351363.942450 nChanged 175 SP:Iteration 28Q (1395.968139 sec): 3 clusters Score: Raw -1354695.030455 + Penalty 3295.955482 = -1351399.074974 nChanged 186 SP:Iteration 29Q (1396.046501 sec): 3 clusters Score: Raw -1354730.269673 + Penalty 3295.955482 = -1351434.314191 nChanged 167 SP:Iteration 30Q (1396.133517 sec): 3 clusters Score: Raw -1354759.656265 + Penalty 3295.955482 = -1351463.700783 nChanged 183 SP:Iteration 31Q (1396.205267 sec): 3 clusters Score: Raw -1354796.686651 + Penalty 3295.955482 = -1351500.731169 nChanged 205 SP:Iteration 32Q (1396.287166 sec): 3 clusters Score: Raw -1354836.740018 + Penalty 3295.955482 = -1351540.784536 nChanged 193 SP:Iteration 33Q (1396.373240 sec): 3 clusters Score: Raw -1354874.246793 + Penalty 3295.955482 = -1351578.291312 nChanged 203 SP:Iteration 34Q (1396.455682 sec): 3 clusters Score: Raw -1354916.050709 + Penalty 3295.955482 = -1351620.095227 nChanged 201 SP:Iteration 35Q (1396.537255 sec): 3 clusters Score: Raw -1354955.142191 + Penalty 3295.955482 = -1351659.186709 nChanged 180 SP:Iteration 36Q (1396.623449 sec): 3 clusters Score: Raw -1354989.919179 + Penalty 3295.955482 = -1351693.963697 nChanged 201 SP:Iteration 37Q (1396.691373 sec): 3 clusters Score: Raw -1355029.720613 + Penalty 3295.955482 = -1351733.765131 nChanged 194 SP:Iteration 38Q (1396.770884 sec): 3 clusters Score: Raw -1355070.363441 + Penalty 3295.955482 = -1351774.407959 nChanged 193 SP:Iteration 39Q (1396.852279 sec): 3 clusters Score: Raw -1355110.062248 + Penalty 3295.955482 = -1351814.106766 nChanged 178 SP:Iteration 40F (1396.937955 sec): 3 clusters Score: Raw -1355145.060382 + Penalty 3295.955482 = -1351849.104900 nChanged 177 SP:Iteration 41Q (1397.027190 sec): 3 clusters Score: Raw -1355181.432176 + Penalty 3295.955482 = -1351885.476694 nChanged 204 SP:Iteration 42Q (1397.106227 sec): 3 clusters Score: Raw -1355229.343705 + Penalty 3295.955482 = -1351933.388223 nChanged 205 SP:Iteration 43Q (1397.179453 sec): 3 clusters Score: Raw -1355273.594806 + Penalty 3295.955482 = -1351977.639324 nChanged 192 SP:Iteration 44Q (1397.259114 sec): 3 clusters Score: Raw -1355317.383177 + Penalty 3295.955482 = -1352021.427695 nChanged 203 SP:Iteration 45Q (1397.354810 sec): 3 clusters Score: Raw -1355369.400886 + Penalty 3295.955482 = -1352073.445404 nChanged 195 SP:Iteration 46Q (1397.433999 sec): 3 clusters Score: Raw -1355422.554272 + Penalty 3295.955482 = -1352126.598790 nChanged 193 SP:Iteration 47Q (1397.514442 sec): 3 clusters Score: Raw -1355474.395693 + Penalty 3295.955482 = -1352178.440211 nChanged 205 SP:Iteration 48Q (1397.599451 sec): 3 clusters Score: Raw -1355531.092939 + Penalty 3295.955482 = -1352235.137457 nChanged 202 SP:Iteration 49Q (1397.668106 sec): 3 clusters Score: Raw -1355589.566719 + Penalty 3295.955482 = -1352293.611237 nChanged 206 SP:Iteration 50Q (1397.748732 sec): 3 clusters Score: Raw -1355653.261817 + Penalty 3295.955482 = -1352357.306335 nChanged 212 SP:Iteration 51Q (1397.820401 sec): 3 clusters Score: Raw -1355717.762546 + Penalty 3295.955482 = -1352421.807064 nChanged 198 SP:Iteration 52Q (1397.904028 sec): 3 clusters Score: Raw -1355780.630772 + Penalty 3295.955482 = -1352484.675291 nChanged 186 SP:Iteration 53Q (1397.988340 sec): 3 clusters Score: Raw -1355839.970017 + Penalty 3295.955482 = -1352544.014535 nChanged 179 SP:Iteration 54Q (1398.052616 sec): 3 clusters Score: Raw -1355897.066477 + Penalty 3295.955482 = -1352601.110995 nChanged 177 SP:Iteration 55Q (1398.137099 sec): 3 clusters Score: Raw -1355950.686822 + Penalty 3295.955482 = -1352654.731340 nChanged 159 SP:Iteration 56Q (1398.214810 sec): 3 clusters Score: Raw -1355998.667125 + Penalty 3295.955482 = -1352702.711644 nChanged 153 SP:Iteration 57Q (1398.288759 sec): 3 clusters Score: Raw -1356047.445614 + Penalty 3295.955482 = -1352751.490132 nChanged 166 SP:Iteration 58Q (1398.365984 sec): 3 clusters Score: Raw -1356099.762156 + Penalty 3295.955482 = -1352803.806674 nChanged 178 SP:Iteration 59Q (1398.444252 sec): 3 clusters Score: Raw -1356155.971042 + Penalty 3295.955482 = -1352860.015560 nChanged 146 SP:Iteration 60F (1398.524424 sec): 3 clusters Score: Raw -1356202.454838 + Penalty 3295.955482 = -1352906.499356 nChanged 131 SP:Iteration 61Q (1398.597119 sec): 3 clusters Score: Raw -1356244.818452 + Penalty 3295.955482 = -1352948.862970 nChanged 123 SP:Iteration 62Q (1398.668938 sec): 3 clusters Score: Raw -1356285.875685 + Penalty 3295.955482 = -1352989.920203 nChanged 109 SP:Iteration 63Q (1398.758955 sec): 3 clusters Score: Raw -1356324.676231 + Penalty 3295.955482 = -1353028.720749 nChanged 106 SP:Iteration 64Q (1398.835569 sec): 3 clusters Score: Raw -1356361.166169 + Penalty 3295.955482 = -1353065.210687 nChanged 100 SP:Iteration 65Q (1398.911088 sec): 3 clusters Score: Raw -1356397.792767 + Penalty 3295.955482 = -1353101.837285 nChanged 81 SP:Iteration 66Q (1398.991807 sec): 3 clusters Score: Raw -1356425.809175 + Penalty 3295.955482 = -1353129.853693 nChanged 80 SP:Iteration 67Q (1399.061494 sec): 3 clusters Score: Raw -1356456.870577 + Penalty 3295.955482 = -1353160.915095 nChanged 66 SP:Iteration 68Q (1399.135469 sec): 3 clusters Score: Raw -1356481.643703 + Penalty 3295.955482 = -1353185.688221 nChanged 72 SP:Iteration 69Q (1399.216519 sec): 3 clusters Score: Raw -1356507.719848 + Penalty 3295.955482 = -1353211.764366 nChanged 68 SP:Iteration 70Q (1399.290150 sec): 3 clusters Score: Raw -1356534.038303 + Penalty 3295.955482 = -1353238.082821 nChanged 55 SP:Iteration 71Q (1399.374751 sec): 3 clusters Score: Raw -1356550.981680 + Penalty 3295.955482 = -1353255.026198 nChanged 47 SP:Iteration 72Q (1399.440650 sec): 3 clusters Score: Raw -1356564.667021 + Penalty 3295.955482 = -1353268.711539 nChanged 41 SP:Iteration 73Q (1399.527771 sec): 3 clusters Score: Raw -1356576.382032 + Penalty 3295.955482 = -1353280.426550 nChanged 38 SP:Iteration 74Q (1399.599725 sec): 3 clusters Score: Raw -1356589.914435 + Penalty 3295.955482 = -1353293.958954 nChanged 25 SP:Iteration 75Q (1399.670660 sec): 3 clusters Score: Raw -1356598.371893 + Penalty 3295.955482 = -1353302.416411 nChanged 25 SP:Iteration 76Q (1399.749322 sec): 3 clusters Score: Raw -1356606.379389 + Penalty 3295.955482 = -1353310.423907 nChanged 25 SP:Iteration 77Q (1399.828030 sec): 3 clusters Score: Raw -1356615.809698 + Penalty 3295.955482 = -1353319.854216 nChanged 20 SP:Iteration 78Q (1399.906017 sec): 3 clusters Score: Raw -1356622.178102 + Penalty 3295.955482 = -1353326.222620 nChanged 17 SP:Iteration 79Q (1399.992661 sec): 3 clusters Score: Raw -1356628.628505 + Penalty 3295.955482 = -1353332.673024 nChanged 22 SP:Iteration 80F (1400.066348 sec): 3 clusters Score: Raw -1356636.414409 + Penalty 3295.955482 = -1353340.458928 nChanged 21 SP:Iteration 81Q (1400.145730 sec): 3 clusters Score: Raw -1356641.748805 + Penalty 3295.955482 = -1353345.793323 nChanged 17 SP:Iteration 82Q (1400.221109 sec): 3 clusters Score: Raw -1356646.552128 + Penalty 3295.955482 = -1353350.596646 nChanged 14 SP:Iteration 83Q (1400.299620 sec): 3 clusters Score: Raw -1356650.037764 + Penalty 3295.955482 = -1353354.082282 nChanged 10 SP:Iteration 84Q (1400.377940 sec): 3 clusters Score: Raw -1356652.361473 + Penalty 3295.955482 = -1353356.405991 nChanged 9 SP:Iteration 85Q (1400.454765 sec): 3 clusters Score: Raw -1356654.610083 + Penalty 3295.955482 = -1353358.654601 nChanged 9 SP:Iteration 86Q (1400.528409 sec): 3 clusters Score: Raw -1356657.146475 + Penalty 3295.955482 = -1353361.190993 nChanged 7 SP:Iteration 87Q (1400.603254 sec): 3 clusters Score: Raw -1356659.342985 + Penalty 3295.955482 = -1353363.387503 nChanged 9 SP:Iteration 88Q (1400.670887 sec): 3 clusters Score: Raw -1356662.167977 + Penalty 3295.955482 = -1353366.212495 nChanged 14 SP:Iteration 89Q (1400.753068 sec): 3 clusters Score: Raw -1356665.869905 + Penalty 3295.955482 = -1353369.914423 nChanged 11 SP:Iteration 90Q (1400.831556 sec): 3 clusters Score: Raw -1356668.987981 + Penalty 3295.955482 = -1353373.032499 nChanged 12 SP:Iteration 91Q (1400.896214 sec): 3 clusters Score: Raw -1356672.998593 + Penalty 3295.955482 = -1353377.043111 nChanged 13 SP:Iteration 92Q (1400.976958 sec): 3 clusters Score: Raw -1356675.511900 + Penalty 3295.955482 = -1353379.556419 nChanged 2 SP:Iteration 93Q (1401.047099 sec): 3 clusters Score: Raw -1356675.776914 + Penalty 3295.955482 = -1353379.821432 nChanged 1 SP:Iteration 94Q (1401.122151 sec): 3 clusters Score: Raw -1356676.020981 + Penalty 3295.955482 = -1353380.065499 nChanged 0 SP:Iteration 95F (1401.197403 sec): 3 clusters Score: Raw -1356676.020981 + Penalty 3295.955482 = -1353380.065499 nChanged 0 Trying to split cluster 11 (29944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1401.249678 sec): 2 clusters Score: Raw -1573529.826805 + Penalty 1674.901191 = -1571854.925615 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1401.351974 sec): 3 clusters Score: Raw -1555376.265143 + Penalty 3349.802381 = -1552026.462761 nChanged 13664 SP:Iteration 1F (1401.435188 sec): 3 clusters Score: Raw -1563603.688183 + Penalty 3349.802381 = -1560253.885802 nChanged 1766 SP:Iteration 2F (1401.526963 sec): 3 clusters Score: Raw -1564532.725318 + Penalty 3349.802381 = -1561182.922937 nChanged 1825 SP:Iteration 3F (1401.629887 sec): 3 clusters Score: Raw -1565598.146928 + Penalty 3349.802381 = -1562248.344547 nChanged 1893 SP:Iteration 4F (1401.726509 sec): 3 clusters Score: Raw -1566827.604755 + Penalty 3349.802381 = -1563477.802374 nChanged 1989 SP:Iteration 5F (1401.815178 sec): 3 clusters Score: Raw -1568262.467304 + Penalty 3349.802381 = -1564912.664923 nChanged 1850 SP:Iteration 6F (1401.901730 sec): 3 clusters Score: Raw -1569548.377916 + Penalty 3349.802381 = -1566198.575535 nChanged 1594 SP:Iteration 7F (1401.992772 sec): 3 clusters Score: Raw -1570476.705313 + Penalty 3349.802381 = -1567126.902932 nChanged 1292 SP:Iteration 8Q (1402.083942 sec): 3 clusters Score: Raw -1571107.260816 + Penalty 3349.802381 = -1567757.458435 nChanged 994 SP:Iteration 9Q (1402.180883 sec): 3 clusters Score: Raw -1571543.866655 + Penalty 3349.802381 = -1568194.064274 nChanged 789 SP:Iteration 10Q (1402.274327 sec): 3 clusters Score: Raw -1571817.505117 + Penalty 3349.802381 = -1568467.702736 nChanged 616 SP:Iteration 11Q (1402.367258 sec): 3 clusters Score: Raw -1572024.961081 + Penalty 3349.802381 = -1568675.158700 nChanged 556 SP:Iteration 12Q (1402.445647 sec): 3 clusters Score: Raw -1572202.659766 + Penalty 3349.802381 = -1568852.857385 nChanged 513 SP:Iteration 13Q (1402.535256 sec): 3 clusters Score: Raw -1572367.991427 + Penalty 3349.802381 = -1569018.189046 nChanged 506 SP:Iteration 14Q (1402.626146 sec): 3 clusters Score: Raw -1572520.128368 + Penalty 3349.802381 = -1569170.325987 nChanged 463 SP:Iteration 15Q (1402.703596 sec): 3 clusters Score: Raw -1572643.166331 + Penalty 3349.802381 = -1569293.363950 nChanged 416 SP:Iteration 16Q (1402.793387 sec): 3 clusters Score: Raw -1572758.881309 + Penalty 3349.802381 = -1569409.078928 nChanged 465 SP:Iteration 17Q (1402.881307 sec): 3 clusters Score: Raw -1572896.562938 + Penalty 3349.802381 = -1569546.760557 nChanged 439 SP:Iteration 18Q (1402.961828 sec): 3 clusters Score: Raw -1573021.575929 + Penalty 3349.802381 = -1569671.773548 nChanged 406 SP:Iteration 19Q (1403.053642 sec): 3 clusters Score: Raw -1573139.143844 + Penalty 3349.802381 = -1569789.341463 nChanged 391 SP:Iteration 20F (1403.152186 sec): 3 clusters Score: Raw -1573248.395838 + Penalty 3349.802381 = -1569898.593457 nChanged 377 SP:Iteration 21Q (1403.238999 sec): 3 clusters Score: Raw -1573357.470667 + Penalty 3349.802381 = -1570007.668286 nChanged 363 SP:Iteration 22Q (1403.331000 sec): 3 clusters Score: Raw -1573461.552399 + Penalty 3349.802381 = -1570111.750018 nChanged 344 SP:Iteration 23Q (1403.406101 sec): 3 clusters Score: Raw -1573561.860204 + Penalty 3349.802381 = -1570212.057823 nChanged 342 SP:Iteration 24Q (1403.489080 sec): 3 clusters Score: Raw -1573668.367068 + Penalty 3349.802381 = -1570318.564687 nChanged 334 SP:Iteration 25Q (1403.576776 sec): 3 clusters Score: Raw -1573772.554891 + Penalty 3349.802381 = -1570422.752510 nChanged 311 SP:Iteration 26Q (1403.668103 sec): 3 clusters Score: Raw -1573883.067444 + Penalty 3349.802381 = -1570533.265063 nChanged 284 SP:Iteration 27Q (1403.756870 sec): 3 clusters Score: Raw -1573983.154248 + Penalty 3349.802381 = -1570633.351866 nChanged 289 SP:Iteration 28Q (1403.849976 sec): 3 clusters Score: Raw -1574095.943619 + Penalty 3349.802381 = -1570746.141238 nChanged 282 SP:Iteration 29Q (1403.934736 sec): 3 clusters Score: Raw -1574222.631939 + Penalty 3349.802381 = -1570872.829558 nChanged 271 SP:Iteration 30Q (1404.021539 sec): 3 clusters Score: Raw -1574344.977334 + Penalty 3349.802381 = -1570995.174953 nChanged 266 SP:Iteration 31Q (1404.105190 sec): 3 clusters Score: Raw -1574475.085875 + Penalty 3349.802381 = -1571125.283494 nChanged 245 SP:Iteration 32Q (1404.195936 sec): 3 clusters Score: Raw -1574622.776885 + Penalty 3349.802381 = -1571272.974504 nChanged 239 SP:Iteration 33Q (1404.287451 sec): 3 clusters Score: Raw -1574761.780401 + Penalty 3349.802381 = -1571411.978020 nChanged 206 SP:Iteration 34Q (1404.372319 sec): 3 clusters Score: Raw -1574887.433949 + Penalty 3349.802381 = -1571537.631568 nChanged 190 SP:Iteration 35Q (1404.458317 sec): 3 clusters Score: Raw -1575006.104356 + Penalty 3349.802381 = -1571656.301975 nChanged 172 SP:Iteration 36Q (1404.535396 sec): 3 clusters Score: Raw -1575111.933353 + Penalty 3349.802381 = -1571762.130972 nChanged 153 SP:Iteration 37Q (1404.618633 sec): 3 clusters Score: Raw -1575185.781096 + Penalty 3349.802381 = -1571835.978714 nChanged 137 SP:Iteration 38Q (1404.700140 sec): 3 clusters Score: Raw -1575243.524433 + Penalty 3349.802381 = -1571893.722052 nChanged 121 SP:Iteration 39Q (1404.785253 sec): 3 clusters Score: Raw -1575286.322352 + Penalty 3349.802381 = -1571936.519971 nChanged 96 SP:Iteration 40F (1404.866940 sec): 3 clusters Score: Raw -1575315.976756 + Penalty 3349.802381 = -1571966.174375 nChanged 91 SP:Iteration 41Q (1404.952849 sec): 3 clusters Score: Raw -1575340.170199 + Penalty 3349.802381 = -1571990.367818 nChanged 55 SP:Iteration 42Q (1405.027486 sec): 3 clusters Score: Raw -1575352.583620 + Penalty 3349.802381 = -1572002.781238 nChanged 49 SP:Iteration 43Q (1405.100997 sec): 3 clusters Score: Raw -1575363.821338 + Penalty 3349.802381 = -1572014.018957 nChanged 54 SP:Iteration 44Q (1405.186756 sec): 3 clusters Score: Raw -1575374.562859 + Penalty 3349.802381 = -1572024.760478 nChanged 39 SP:Iteration 45Q (1405.270970 sec): 3 clusters Score: Raw -1575380.828409 + Penalty 3349.802381 = -1572031.026028 nChanged 22 SP:Iteration 46Q (1405.362936 sec): 3 clusters Score: Raw -1575383.848408 + Penalty 3349.802381 = -1572034.046027 nChanged 12 SP:Iteration 47Q (1405.451256 sec): 3 clusters Score: Raw -1575385.249363 + Penalty 3349.802381 = -1572035.446982 nChanged 9 SP:Iteration 48Q (1405.535598 sec): 3 clusters Score: Raw -1575386.636518 + Penalty 3349.802381 = -1572036.834137 nChanged 8 SP:Iteration 49Q (1405.616850 sec): 3 clusters Score: Raw -1575387.451536 + Penalty 3349.802381 = -1572037.649155 nChanged 6 SP:Iteration 50Q (1405.707721 sec): 3 clusters Score: Raw -1575388.202091 + Penalty 3349.802381 = -1572038.399710 nChanged 4 SP:Iteration 51Q (1405.786072 sec): 3 clusters Score: Raw -1575388.559221 + Penalty 3349.802381 = -1572038.756840 nChanged 2 SP:Iteration 52Q (1405.879982 sec): 3 clusters Score: Raw -1575388.686643 + Penalty 3349.802381 = -1572038.884262 nChanged 1 SP:Iteration 53Q (1405.969013 sec): 3 clusters Score: Raw -1575388.763023 + Penalty 3349.802381 = -1572038.960641 nChanged 1 SP:Iteration 54Q (1406.058871 sec): 3 clusters Score: Raw -1575388.869860 + Penalty 3349.802381 = -1572039.067479 nChanged 1 SP:Iteration 55Q (1406.141148 sec): 3 clusters Score: Raw -1575389.032801 + Penalty 3349.802381 = -1572039.230420 nChanged 2 SP:Iteration 56Q (1406.225103 sec): 3 clusters Score: Raw -1575389.707824 + Penalty 3349.802381 = -1572039.905442 nChanged 6 SP:Iteration 57Q (1406.311583 sec): 3 clusters Score: Raw -1575390.524659 + Penalty 3349.802381 = -1572040.722278 nChanged 3 SP:Iteration 58Q (1406.390790 sec): 3 clusters Score: Raw -1575390.969405 + Penalty 3349.802381 = -1572041.167024 nChanged 3 SP:Iteration 59Q (1406.482146 sec): 3 clusters Score: Raw -1575391.293440 + Penalty 3349.802381 = -1572041.491059 nChanged 2 SP:Iteration 60F (1406.567353 sec): 3 clusters Score: Raw -1575391.542351 + Penalty 3349.802381 = -1572041.739970 nChanged 1 SP:Iteration 61Q (1406.655803 sec): 3 clusters Score: Raw -1575391.573448 + Penalty 3349.802381 = -1572041.771067 nChanged 0 SP:Iteration 62F (1406.748747 sec): 3 clusters Score: Raw -1575391.573448 + Penalty 3349.802381 = -1572041.771067 nChanged 0 Score: Raw -12085617.823169 + Penalty 96784.636220 = -11988833.186949 Splitting cluster 11 changes total score from -11988987.786894 to -11988833.186949 So it's not getting split. Trying to split cluster 12 (5177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1414.938418 sec): 2 clusters Score: Raw -256264.089130 + Penalty 1389.696915 = -254874.392215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1414.978469 sec): 3 clusters Score: Raw -253567.779359 + Penalty 2779.393830 = -250788.385529 nChanged 2038 SP:Iteration 1F (1415.032821 sec): 3 clusters Score: Raw -254672.621435 + Penalty 2779.393830 = -251893.227604 nChanged 415 SP:Iteration 2F (1415.084766 sec): 3 clusters Score: Raw -254912.837033 + Penalty 2779.393830 = -252133.443203 nChanged 317 SP:Iteration 3F (1415.143681 sec): 3 clusters Score: Raw -255104.453096 + Penalty 2779.393830 = -252325.059266 nChanged 275 SP:Iteration 4F (1415.193671 sec): 3 clusters Score: Raw -255275.579096 + Penalty 2779.393830 = -252496.185265 nChanged 263 SP:Iteration 5F (1415.241958 sec): 3 clusters Score: Raw -255441.815524 + Penalty 2779.393830 = -252662.421694 nChanged 239 SP:Iteration 6Q (1415.294473 sec): 3 clusters Score: Raw -255602.217713 + Penalty 2779.393830 = -252822.823883 nChanged 211 SP:Iteration 7Q (1415.339241 sec): 3 clusters Score: Raw -255736.559939 + Penalty 2779.393830 = -252957.166109 nChanged 195 SP:Iteration 8Q (1415.398182 sec): 3 clusters Score: Raw -255846.614920 + Penalty 2779.393830 = -253067.221089 nChanged 150 SP:Iteration 9Q (1415.450496 sec): 3 clusters Score: Raw -255922.865524 + Penalty 2779.393830 = -253143.471693 nChanged 134 SP:Iteration 10Q (1415.506590 sec): 3 clusters Score: Raw -255993.411099 + Penalty 2779.393830 = -253214.017269 nChanged 110 SP:Iteration 11Q (1415.562426 sec): 3 clusters Score: Raw -256043.953573 + Penalty 2779.393830 = -253264.559743 nChanged 91 SP:Iteration 12Q (1415.602031 sec): 3 clusters Score: Raw -256091.791095 + Penalty 2779.393830 = -253312.397265 nChanged 85 SP:Iteration 13Q (1415.657150 sec): 3 clusters Score: Raw -256134.027206 + Penalty 2779.393830 = -253354.633376 nChanged 71 SP:Iteration 14Q (1415.707100 sec): 3 clusters Score: Raw -256164.929670 + Penalty 2779.393830 = -253385.535839 nChanged 71 SP:Iteration 15Q (1415.757017 sec): 3 clusters Score: Raw -256195.838887 + Penalty 2779.393830 = -253416.445057 nChanged 64 SP:Iteration 16Q (1415.810427 sec): 3 clusters Score: Raw -256225.165306 + Penalty 2779.393830 = -253445.771475 nChanged 60 SP:Iteration 17Q (1415.853669 sec): 3 clusters Score: Raw -256251.762913 + Penalty 2779.393830 = -253472.369082 nChanged 59 SP:Iteration 18Q (1415.907602 sec): 3 clusters Score: Raw -256277.751258 + Penalty 2779.393830 = -253498.357427 nChanged 51 SP:Iteration 19Q (1415.959498 sec): 3 clusters Score: Raw -256301.816418 + Penalty 2779.393830 = -253522.422587 nChanged 47 SP:Iteration 20F (1416.010467 sec): 3 clusters Score: Raw -256321.416729 + Penalty 2779.393830 = -253542.022899 nChanged 40 SP:Iteration 21Q (1416.053555 sec): 3 clusters Score: Raw -256338.026839 + Penalty 2779.393830 = -253558.633009 nChanged 33 SP:Iteration 22Q (1416.094156 sec): 3 clusters Score: Raw -256355.112497 + Penalty 2779.393830 = -253575.718666 nChanged 36 SP:Iteration 23Q (1416.158410 sec): 3 clusters Score: Raw -256369.425189 + Penalty 2779.393830 = -253590.031359 nChanged 24 SP:Iteration 24Q (1416.201686 sec): 3 clusters Score: Raw -256378.932430 + Penalty 2779.393830 = -253599.538599 nChanged 20 SP:Iteration 25Q (1416.259139 sec): 3 clusters Score: Raw -256385.347367 + Penalty 2779.393830 = -253605.953536 nChanged 16 SP:Iteration 26Q (1416.303112 sec): 3 clusters Score: Raw -256390.737616 + Penalty 2779.393830 = -253611.343785 nChanged 11 SP:Iteration 27Q (1416.343988 sec): 3 clusters Score: Raw -256394.577204 + Penalty 2779.393830 = -253615.183374 nChanged 15 SP:Iteration 28Q (1416.397039 sec): 3 clusters Score: Raw -256400.547898 + Penalty 2779.393830 = -253621.154068 nChanged 16 SP:Iteration 29Q (1416.455458 sec): 3 clusters Score: Raw -256407.962017 + Penalty 2779.393830 = -253628.568187 nChanged 22 SP:Iteration 30Q (1416.499685 sec): 3 clusters Score: Raw -256418.621333 + Penalty 2779.393830 = -253639.227503 nChanged 17 SP:Iteration 31Q (1416.553749 sec): 3 clusters Score: Raw -256426.490673 + Penalty 2779.393830 = -253647.096843 nChanged 16 SP:Iteration 32Q (1416.605541 sec): 3 clusters Score: Raw -256432.845812 + Penalty 2779.393830 = -253653.451982 nChanged 13 SP:Iteration 33Q (1416.665021 sec): 3 clusters Score: Raw -256438.552117 + Penalty 2779.393830 = -253659.158287 nChanged 18 SP:Iteration 34Q (1416.702956 sec): 3 clusters Score: Raw -256447.923576 + Penalty 2779.393830 = -253668.529746 nChanged 22 SP:Iteration 35Q (1416.749577 sec): 3 clusters Score: Raw -256461.402234 + Penalty 2779.393830 = -253682.008404 nChanged 23 SP:Iteration 36Q (1416.794973 sec): 3 clusters Score: Raw -256475.219568 + Penalty 2779.393830 = -253695.825738 nChanged 19 SP:Iteration 37Q (1416.852493 sec): 3 clusters Score: Raw -256487.542690 + Penalty 2779.393830 = -253708.148860 nChanged 18 SP:Iteration 38Q (1416.899197 sec): 3 clusters Score: Raw -256499.575978 + Penalty 2779.393830 = -253720.182148 nChanged 20 SP:Iteration 39Q (1416.947832 sec): 3 clusters Score: Raw -256515.055429 + Penalty 2779.393830 = -253735.661598 nChanged 26 SP:Iteration 40F (1416.996975 sec): 3 clusters Score: Raw -256534.274417 + Penalty 2779.393830 = -253754.880587 nChanged 29 SP:Iteration 41Q (1417.044087 sec): 3 clusters Score: Raw -256556.162085 + Penalty 2779.393830 = -253776.768254 nChanged 30 SP:Iteration 42Q (1417.092128 sec): 3 clusters Score: Raw -256579.982275 + Penalty 2779.393830 = -253800.588444 nChanged 41 SP:Iteration 43Q (1417.145907 sec): 3 clusters Score: Raw -256600.860803 + Penalty 2779.393830 = -253821.466972 nChanged 30 SP:Iteration 44Q (1417.190836 sec): 3 clusters Score: Raw -256614.656108 + Penalty 2779.393830 = -253835.262277 nChanged 20 SP:Iteration 45Q (1417.244482 sec): 3 clusters Score: Raw -256622.683663 + Penalty 2779.393830 = -253843.289832 nChanged 11 SP:Iteration 46Q (1417.297357 sec): 3 clusters Score: Raw -256626.262196 + Penalty 2779.393830 = -253846.868365 nChanged 4 SP:Iteration 47Q (1417.354296 sec): 3 clusters Score: Raw -256627.750099 + Penalty 2779.393830 = -253848.356269 nChanged 2 SP:Iteration 48Q (1417.396169 sec): 3 clusters Score: Raw -256629.154426 + Penalty 2779.393830 = -253849.760596 nChanged 2 SP:Iteration 49Q (1417.443397 sec): 3 clusters Score: Raw -256630.028539 + Penalty 2779.393830 = -253850.634709 nChanged 3 SP:Iteration 50Q (1417.491428 sec): 3 clusters Score: Raw -256630.998164 + Penalty 2779.393830 = -253851.604334 nChanged 1 SP:Iteration 51Q (1417.540455 sec): 3 clusters Score: Raw -256631.333353 + Penalty 2779.393830 = -253851.939523 nChanged 2 SP:Iteration 52Q (1417.600439 sec): 3 clusters Score: Raw -256632.077443 + Penalty 2779.393830 = -253852.683613 nChanged 1 SP:Iteration 53Q (1417.651621 sec): 3 clusters Score: Raw -256632.271917 + Penalty 2779.393830 = -253852.878087 nChanged 0 SP:Iteration 54F (1417.697712 sec): 3 clusters Score: Raw -256632.271917 + Penalty 2779.393830 = -253852.878087 nChanged 0 Trying to split cluster 13 (1930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1417.720381 sec): 2 clusters Score: Raw -95842.125376 + Penalty 1229.357233 = -94612.768143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1417.761697 sec): 3 clusters Score: Raw -95021.480398 + Penalty 2458.714467 = -92562.765931 nChanged 671 SP:Iteration 1F (1417.806827 sec): 3 clusters Score: Raw -95459.689099 + Penalty 2458.714467 = -93000.974632 nChanged 168 SP:Iteration 2F (1417.847980 sec): 3 clusters Score: Raw -95619.764715 + Penalty 2458.714467 = -93161.050248 nChanged 116 SP:Iteration 3F (1417.893242 sec): 3 clusters Score: Raw -95745.210133 + Penalty 2458.714467 = -93286.495666 nChanged 115 SP:Iteration 4F (1417.934926 sec): 3 clusters Score: Raw -95914.104276 + Penalty 2458.714467 = -93455.389809 nChanged 127 SP:Iteration 5F (1417.980588 sec): 3 clusters Score: Raw -96146.825191 + Penalty 2458.714467 = -93688.110724 nChanged 122 SP:Iteration 6F (1418.038000 sec): 3 clusters Score: Raw -96335.118959 + Penalty 2458.714467 = -93876.404492 nChanged 99 SP:Iteration 7F (1418.078064 sec): 3 clusters Score: Raw -96447.780324 + Penalty 2458.714467 = -93989.065857 nChanged 78 SP:Iteration 8Q (1418.113127 sec): 3 clusters Score: Raw -96529.040901 + Penalty 2458.714467 = -94070.326435 nChanged 70 SP:Iteration 9Q (1418.149243 sec): 3 clusters Score: Raw -96599.069086 + Penalty 2458.714467 = -94140.354620 nChanged 42 SP:Iteration 10Q (1418.185116 sec): 3 clusters Score: Raw -96644.930557 + Penalty 2458.714467 = -94186.216090 nChanged 42 SP:Iteration 11Q (1418.229838 sec): 3 clusters Score: Raw -96686.483735 + Penalty 2458.714467 = -94227.769268 nChanged 24 SP:Iteration 12Q (1418.270252 sec): 3 clusters Score: Raw -96705.829890 + Penalty 2458.714467 = -94247.115423 nChanged 11 SP:Iteration 13Q (1418.302534 sec): 3 clusters Score: Raw -96711.565012 + Penalty 2458.714467 = -94252.850545 nChanged 5 SP:Iteration 14Q (1418.345868 sec): 3 clusters Score: Raw -96715.962283 + Penalty 2458.714467 = -94257.247817 nChanged 5 SP:Iteration 15Q (1418.389462 sec): 3 clusters Score: Raw -96719.713658 + Penalty 2458.714467 = -94260.999191 nChanged 7 SP:Iteration 16Q (1418.436863 sec): 3 clusters Score: Raw -96726.879353 + Penalty 2458.714467 = -94268.164886 nChanged 10 SP:Iteration 17Q (1418.473763 sec): 3 clusters Score: Raw -96733.957361 + Penalty 2458.714467 = -94275.242895 nChanged 5 SP:Iteration 18Q (1418.510226 sec): 3 clusters Score: Raw -96739.821150 + Penalty 2458.714467 = -94281.106683 nChanged 5 SP:Iteration 19Q (1418.547055 sec): 3 clusters Score: Raw -96744.110318 + Penalty 2458.714467 = -94285.395851 nChanged 2 SP:Iteration 20F (1418.592755 sec): 3 clusters Score: Raw -96744.618285 + Penalty 2458.714467 = -94285.903818 nChanged 0 Trying to split cluster 14 (564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1418.616019 sec): 2 clusters Score: Raw -27680.938579 + Penalty 1029.446316 = -26651.492263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1418.659855 sec): 3 clusters Score: Raw -27637.621058 + Penalty 2058.892632 = -25578.728427 nChanged 158 SP:Iteration 1F (1418.702309 sec): 3 clusters Score: Raw -27909.956548 + Penalty 2058.892632 = -25851.063917 nChanged 41 SP:Iteration 2F (1418.733783 sec): 3 clusters Score: Raw -27995.574530 + Penalty 2058.892632 = -25936.681899 nChanged 28 SP:Iteration 3Q (1418.774319 sec): 3 clusters Score: Raw -28051.176693 + Penalty 2058.892632 = -25992.284061 nChanged 28 SP:Iteration 4Q (1418.819840 sec): 3 clusters Score: Raw -28120.308339 + Penalty 2058.892632 = -26061.415707 nChanged 29 SP:Iteration 5F (1418.862605 sec): 3 clusters Score: Raw -28218.552517 + Penalty 2058.892632 = -26159.659885 nChanged 23 SP:Iteration 6Q (1418.905715 sec): 3 clusters Score: Raw -28388.336172 + Penalty 2058.892632 = -26329.443541 nChanged 20 SP:Iteration 7Q (1418.945838 sec): 3 clusters Score: Raw -28517.509537 + Penalty 2058.892632 = -26458.616905 nChanged 13 SP:Iteration 8Q (1418.995830 sec): 3 clusters Score: Raw -28556.790601 + Penalty 2058.892632 = -26497.897969 nChanged 6 SP:Iteration 9Q (1419.031644 sec): 3 clusters Score: Raw -28571.784113 + Penalty 2058.892632 = -26512.891481 nChanged 4 SP:Iteration 10Q (1419.068520 sec): 3 clusters Score: Raw -28576.441543 + Penalty 2058.892632 = -26517.548912 nChanged 3 SP:Iteration 11Q (1419.115284 sec): 3 clusters Score: Raw -28581.370420 + Penalty 2058.892632 = -26522.477788 nChanged 2 SP:Iteration 12Q (1419.152160 sec): 3 clusters Score: Raw -28584.323819 + Penalty 2058.892632 = -26525.431187 nChanged 2 SP:Iteration 13Q (1419.190924 sec): 3 clusters Score: Raw -28588.190069 + Penalty 2058.892632 = -26529.297437 nChanged 2 SP:Iteration 14Q (1419.225161 sec): 3 clusters Score: Raw -28593.405638 + Penalty 2058.892632 = -26534.513006 nChanged 0 SP:Iteration 15F (1419.268499 sec): 3 clusters Score: Raw -28593.405638 + Penalty 2058.892632 = -26534.513006 nChanged 0 Trying to split cluster 15 (841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1419.285317 sec): 2 clusters Score: Raw -41927.095187 + Penalty 1094.371145 = -40832.724042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1419.342287 sec): 3 clusters Score: Raw -41712.319206 + Penalty 2188.742289 = -39523.576916 nChanged 237 SP:Iteration 1F (1419.383715 sec): 3 clusters Score: Raw -41952.255624 + Penalty 2188.742289 = -39763.513334 nChanged 67 SP:Iteration 2F (1419.418048 sec): 3 clusters Score: Raw -42069.105742 + Penalty 2188.742289 = -39880.363453 nChanged 39 SP:Iteration 3Q (1419.456015 sec): 3 clusters Score: Raw -42152.340456 + Penalty 2188.742289 = -39963.598167 nChanged 29 SP:Iteration 4Q (1419.504351 sec): 3 clusters Score: Raw -42220.052062 + Penalty 2188.742289 = -40031.309772 nChanged 40 SP:Iteration 5Q (1419.559515 sec): 3 clusters Score: Raw -42275.227377 + Penalty 2188.742289 = -40086.485087 nChanged 26 SP:Iteration 6Q (1419.606621 sec): 3 clusters Score: Raw -42318.229005 + Penalty 2188.742289 = -40129.486715 nChanged 16 SP:Iteration 7Q (1419.647406 sec): 3 clusters Score: Raw -42337.085545 + Penalty 2188.742289 = -40148.343256 nChanged 7 SP:Iteration 8Q (1419.683561 sec): 3 clusters Score: Raw -42341.937444 + Penalty 2188.742289 = -40153.195154 nChanged 3 SP:Iteration 9Q (1419.728682 sec): 3 clusters Score: Raw -42346.019319 + Penalty 2188.742289 = -40157.277030 nChanged 6 SP:Iteration 10Q (1419.768268 sec): 3 clusters Score: Raw -42352.247076 + Penalty 2188.742289 = -40163.504787 nChanged 4 SP:Iteration 11Q (1419.816363 sec): 3 clusters Score: Raw -42355.270274 + Penalty 2188.742289 = -40166.527985 nChanged 0 SP:Iteration 12F (1419.859502 sec): 3 clusters Score: Raw -42355.270274 + Penalty 2188.742289 = -40166.527985 nChanged 0 Trying to split cluster 16 (5548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1419.891764 sec): 2 clusters Score: Raw -288108.095206 + Penalty 1400.943827 = -286707.151379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1419.945497 sec): 3 clusters Score: Raw -285227.144538 + Penalty 2801.887654 = -282425.256884 nChanged 2275 SP:Iteration 1F (1419.992663 sec): 3 clusters Score: Raw -286459.235006 + Penalty 2801.887654 = -283657.347352 nChanged 399 SP:Iteration 2F (1420.040808 sec): 3 clusters Score: Raw -286650.381784 + Penalty 2801.887654 = -283848.494130 nChanged 293 SP:Iteration 3F (1420.100812 sec): 3 clusters Score: Raw -286801.116369 + Penalty 2801.887654 = -283999.228715 nChanged 245 SP:Iteration 4Q (1420.149964 sec): 3 clusters Score: Raw -286929.919626 + Penalty 2801.887654 = -284128.031972 nChanged 233 SP:Iteration 5Q (1420.195930 sec): 3 clusters Score: Raw -287056.904914 + Penalty 2801.887654 = -284255.017260 nChanged 210 SP:Iteration 6Q (1420.236514 sec): 3 clusters Score: Raw -287164.361691 + Penalty 2801.887654 = -284362.474037 nChanged 188 SP:Iteration 7Q (1420.287972 sec): 3 clusters Score: Raw -287276.355009 + Penalty 2801.887654 = -284474.467355 nChanged 193 SP:Iteration 8Q (1420.337950 sec): 3 clusters Score: Raw -287382.383911 + Penalty 2801.887654 = -284580.496257 nChanged 202 SP:Iteration 9Q (1420.385321 sec): 3 clusters Score: Raw -287530.559501 + Penalty 2801.887654 = -284728.671848 nChanged 216 SP:Iteration 10Q (1420.437177 sec): 3 clusters Score: Raw -287704.368888 + Penalty 2801.887654 = -284902.481234 nChanged 216 SP:Iteration 11Q (1420.475929 sec): 3 clusters Score: Raw -287876.893069 + Penalty 2801.887654 = -285075.005415 nChanged 204 SP:Iteration 12Q (1420.530935 sec): 3 clusters Score: Raw -288024.473875 + Penalty 2801.887654 = -285222.586221 nChanged 200 SP:Iteration 13Q (1420.591068 sec): 3 clusters Score: Raw -288195.506205 + Penalty 2801.887654 = -285393.618551 nChanged 186 SP:Iteration 14Q (1420.637437 sec): 3 clusters Score: Raw -288339.411818 + Penalty 2801.887654 = -285537.524164 nChanged 163 SP:Iteration 15Q (1420.672071 sec): 3 clusters Score: Raw -288443.422564 + Penalty 2801.887654 = -285641.534910 nChanged 134 SP:Iteration 16Q (1420.725717 sec): 3 clusters Score: Raw -288517.966255 + Penalty 2801.887654 = -285716.078602 nChanged 121 SP:Iteration 17Q (1420.774684 sec): 3 clusters Score: Raw -288596.286445 + Penalty 2801.887654 = -285794.398791 nChanged 120 SP:Iteration 18Q (1420.824318 sec): 3 clusters Score: Raw -288662.702153 + Penalty 2801.887654 = -285860.814499 nChanged 113 SP:Iteration 19Q (1420.877351 sec): 3 clusters Score: Raw -288720.358128 + Penalty 2801.887654 = -285918.470474 nChanged 89 SP:Iteration 20F (1420.923957 sec): 3 clusters Score: Raw -288765.977389 + Penalty 2801.887654 = -285964.089735 nChanged 92 SP:Iteration 21Q (1420.975774 sec): 3 clusters Score: Raw -288815.992011 + Penalty 2801.887654 = -286014.104358 nChanged 89 SP:Iteration 22Q (1421.025268 sec): 3 clusters Score: Raw -288857.506012 + Penalty 2801.887654 = -286055.618358 nChanged 76 SP:Iteration 23Q (1421.070275 sec): 3 clusters Score: Raw -288888.121789 + Penalty 2801.887654 = -286086.234135 nChanged 74 SP:Iteration 24Q (1421.115751 sec): 3 clusters Score: Raw -288917.496976 + Penalty 2801.887654 = -286115.609322 nChanged 40 SP:Iteration 25Q (1421.173851 sec): 3 clusters Score: Raw -288928.958700 + Penalty 2801.887654 = -286127.071046 nChanged 22 SP:Iteration 26Q (1421.212864 sec): 3 clusters Score: Raw -288934.037835 + Penalty 2801.887654 = -286132.150181 nChanged 20 SP:Iteration 27Q (1421.263782 sec): 3 clusters Score: Raw -288938.875972 + Penalty 2801.887654 = -286136.988318 nChanged 15 SP:Iteration 28Q (1421.316247 sec): 3 clusters Score: Raw -288941.347708 + Penalty 2801.887654 = -286139.460054 nChanged 8 SP:Iteration 29Q (1421.362419 sec): 3 clusters Score: Raw -288943.270076 + Penalty 2801.887654 = -286141.382423 nChanged 11 SP:Iteration 30Q (1421.408665 sec): 3 clusters Score: Raw -288945.747229 + Penalty 2801.887654 = -286143.859575 nChanged 11 SP:Iteration 31Q (1421.458443 sec): 3 clusters Score: Raw -288948.268360 + Penalty 2801.887654 = -286146.380706 nChanged 10 SP:Iteration 32Q (1421.498454 sec): 3 clusters Score: Raw -288950.276362 + Penalty 2801.887654 = -286148.388708 nChanged 11 SP:Iteration 33Q (1421.553139 sec): 3 clusters Score: Raw -288953.571443 + Penalty 2801.887654 = -286151.683789 nChanged 14 SP:Iteration 34Q (1421.594386 sec): 3 clusters Score: Raw -288957.595853 + Penalty 2801.887654 = -286155.708199 nChanged 15 SP:Iteration 35Q (1421.650696 sec): 3 clusters Score: Raw -288961.208100 + Penalty 2801.887654 = -286159.320446 nChanged 14 SP:Iteration 36Q (1421.695557 sec): 3 clusters Score: Raw -288965.502582 + Penalty 2801.887654 = -286163.614928 nChanged 15 SP:Iteration 37Q (1421.746045 sec): 3 clusters Score: Raw -288967.902288 + Penalty 2801.887654 = -286166.014634 nChanged 10 SP:Iteration 38Q (1421.797412 sec): 3 clusters Score: Raw -288970.100769 + Penalty 2801.887654 = -286168.213115 nChanged 8 SP:Iteration 39Q (1421.848911 sec): 3 clusters Score: Raw -288971.913824 + Penalty 2801.887654 = -286170.026170 nChanged 9 SP:Iteration 40F (1421.904898 sec): 3 clusters Score: Raw -288973.370709 + Penalty 2801.887654 = -286171.483055 nChanged 7 SP:Iteration 41Q (1421.949832 sec): 3 clusters Score: Raw -288975.383060 + Penalty 2801.887654 = -286173.495406 nChanged 15 SP:Iteration 42Q (1422.009087 sec): 3 clusters Score: Raw -288978.225249 + Penalty 2801.887654 = -286176.337595 nChanged 12 SP:Iteration 43Q (1422.053706 sec): 3 clusters Score: Raw -288981.237241 + Penalty 2801.887654 = -286179.349587 nChanged 10 SP:Iteration 44Q (1422.110227 sec): 3 clusters Score: Raw -288983.549958 + Penalty 2801.887654 = -286181.662304 nChanged 13 SP:Iteration 45Q (1422.157366 sec): 3 clusters Score: Raw -288986.412668 + Penalty 2801.887654 = -286184.525014 nChanged 6 SP:Iteration 46Q (1422.209419 sec): 3 clusters Score: Raw -288987.728257 + Penalty 2801.887654 = -286185.840603 nChanged 6 SP:Iteration 47Q (1422.249104 sec): 3 clusters Score: Raw -288989.157510 + Penalty 2801.887654 = -286187.269857 nChanged 5 SP:Iteration 48Q (1422.303009 sec): 3 clusters Score: Raw -288990.069555 + Penalty 2801.887654 = -286188.181901 nChanged 2 SP:Iteration 49Q (1422.362603 sec): 3 clusters Score: Raw -288990.339154 + Penalty 2801.887654 = -286188.451500 nChanged 0 SP:Iteration 50F (1422.401067 sec): 3 clusters Score: Raw -288990.339154 + Penalty 2801.887654 = -286188.451500 nChanged 0 Trying to split cluster 17 (1928 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1422.428747 sec): 2 clusters Score: Raw -103489.011226 + Penalty 1229.188752 = -102259.822474 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1422.487890 sec): 3 clusters Score: Raw -102652.667090 + Penalty 2458.377504 = -100194.289585 nChanged 671 SP:Iteration 1F (1422.521346 sec): 3 clusters Score: Raw -103091.577644 + Penalty 2458.377504 = -100633.200139 nChanged 160 SP:Iteration 2F (1422.562379 sec): 3 clusters Score: Raw -103201.904182 + Penalty 2458.377504 = -100743.526678 nChanged 108 SP:Iteration 3F (1422.605443 sec): 3 clusters Score: Raw -103268.909910 + Penalty 2458.377504 = -100810.532406 nChanged 63 SP:Iteration 4Q (1422.651672 sec): 3 clusters Score: Raw -103312.724360 + Penalty 2458.377504 = -100854.346856 nChanged 45 SP:Iteration 5Q (1422.695464 sec): 3 clusters Score: Raw -103343.882231 + Penalty 2458.377504 = -100885.504726 nChanged 34 SP:Iteration 6Q (1422.738069 sec): 3 clusters Score: Raw -103361.130900 + Penalty 2458.377504 = -100902.753396 nChanged 25 SP:Iteration 7Q (1422.792561 sec): 3 clusters Score: Raw -103376.705429 + Penalty 2458.377504 = -100918.327924 nChanged 23 SP:Iteration 8Q (1422.831687 sec): 3 clusters Score: Raw -103390.603905 + Penalty 2458.377504 = -100932.226400 nChanged 21 SP:Iteration 9Q (1422.874318 sec): 3 clusters Score: Raw -103401.414570 + Penalty 2458.377504 = -100943.037066 nChanged 22 SP:Iteration 10Q (1422.910496 sec): 3 clusters Score: Raw -103417.735063 + Penalty 2458.377504 = -100959.357559 nChanged 21 SP:Iteration 11Q (1422.948954 sec): 3 clusters Score: Raw -103429.211039 + Penalty 2458.377504 = -100970.833535 nChanged 21 SP:Iteration 12Q (1422.987407 sec): 3 clusters Score: Raw -103440.891926 + Penalty 2458.377504 = -100982.514421 nChanged 18 SP:Iteration 13Q (1423.039864 sec): 3 clusters Score: Raw -103453.048899 + Penalty 2458.377504 = -100994.671395 nChanged 25 SP:Iteration 14Q (1423.089926 sec): 3 clusters Score: Raw -103468.561060 + Penalty 2458.377504 = -101010.183556 nChanged 23 SP:Iteration 15Q (1423.132699 sec): 3 clusters Score: Raw -103482.342978 + Penalty 2458.377504 = -101023.965473 nChanged 18 SP:Iteration 16Q (1423.175113 sec): 3 clusters Score: Raw -103491.753491 + Penalty 2458.377504 = -101033.375987 nChanged 16 SP:Iteration 17Q (1423.232351 sec): 3 clusters Score: Raw -103499.429783 + Penalty 2458.377504 = -101041.052279 nChanged 9 SP:Iteration 18Q (1423.271007 sec): 3 clusters Score: Raw -103503.789753 + Penalty 2458.377504 = -101045.412248 nChanged 10 SP:Iteration 19Q (1423.317496 sec): 3 clusters Score: Raw -103508.527807 + Penalty 2458.377504 = -101050.150303 nChanged 8 SP:Iteration 20F (1423.368915 sec): 3 clusters Score: Raw -103511.136781 + Penalty 2458.377504 = -101052.759277 nChanged 8 SP:Iteration 21Q (1423.428733 sec): 3 clusters Score: Raw -103513.309652 + Penalty 2458.377504 = -101054.932147 nChanged 6 SP:Iteration 22Q (1423.469948 sec): 3 clusters Score: Raw -103516.307145 + Penalty 2458.377504 = -101057.929640 nChanged 5 SP:Iteration 23Q (1423.520128 sec): 3 clusters Score: Raw -103517.503670 + Penalty 2458.377504 = -101059.126165 nChanged 4 SP:Iteration 24Q (1423.567603 sec): 3 clusters Score: Raw -103518.477506 + Penalty 2458.377504 = -101060.100002 nChanged 2 SP:Iteration 25Q (1423.605378 sec): 3 clusters Score: Raw -103518.959802 + Penalty 2458.377504 = -101060.582297 nChanged 2 SP:Iteration 26Q (1423.641956 sec): 3 clusters Score: Raw -103519.669243 + Penalty 2458.377504 = -101061.291738 nChanged 3 SP:Iteration 27Q (1423.679748 sec): 3 clusters Score: Raw -103520.648337 + Penalty 2458.377504 = -101062.270833 nChanged 3 SP:Iteration 28Q (1423.717785 sec): 3 clusters Score: Raw -103521.505078 + Penalty 2458.377504 = -101063.127574 nChanged 3 SP:Iteration 29Q (1423.776561 sec): 3 clusters Score: Raw -103524.606145 + Penalty 2458.377504 = -101066.228640 nChanged 2 SP:Iteration 30Q (1423.814433 sec): 3 clusters Score: Raw -103525.859100 + Penalty 2458.377504 = -101067.481595 nChanged 6 SP:Iteration 31Q (1423.858560 sec): 3 clusters Score: Raw -103529.963647 + Penalty 2458.377504 = -101071.586143 nChanged 7 SP:Iteration 32Q (1423.891580 sec): 3 clusters Score: Raw -103534.990772 + Penalty 2458.377504 = -101076.613267 nChanged 10 SP:Iteration 33Q (1423.930168 sec): 3 clusters Score: Raw -103541.695270 + Penalty 2458.377504 = -101083.317765 nChanged 13 SP:Iteration 34Q (1423.984637 sec): 3 clusters Score: Raw -103552.890255 + Penalty 2458.377504 = -101094.512750 nChanged 20 SP:Iteration 35Q (1424.020738 sec): 3 clusters Score: Raw -103569.339832 + Penalty 2458.377504 = -101110.962328 nChanged 25 SP:Iteration 36Q (1424.064017 sec): 3 clusters Score: Raw -103590.381546 + Penalty 2458.377504 = -101132.004042 nChanged 27 SP:Iteration 37Q (1424.116747 sec): 3 clusters Score: Raw -103610.825067 + Penalty 2458.377504 = -101152.447563 nChanged 27 SP:Iteration 38Q (1424.156467 sec): 3 clusters Score: Raw -103630.478580 + Penalty 2458.377504 = -101172.101075 nChanged 24 SP:Iteration 39Q (1424.196995 sec): 3 clusters Score: Raw -103647.167295 + Penalty 2458.377504 = -101188.789791 nChanged 20 SP:Iteration 40F (1424.237462 sec): 3 clusters Score: Raw -103660.761348 + Penalty 2458.377504 = -101202.383844 nChanged 19 SP:Iteration 41Q (1424.280250 sec): 3 clusters Score: Raw -103672.777258 + Penalty 2458.377504 = -101214.399754 nChanged 14 SP:Iteration 42Q (1424.318988 sec): 3 clusters Score: Raw -103679.029060 + Penalty 2458.377504 = -101220.651555 nChanged 10 SP:Iteration 43Q (1424.352682 sec): 3 clusters Score: Raw -103686.202603 + Penalty 2458.377504 = -101227.825098 nChanged 17 SP:Iteration 44Q (1424.399152 sec): 3 clusters Score: Raw -103702.306702 + Penalty 2458.377504 = -101243.929198 nChanged 21 SP:Iteration 45Q (1424.435711 sec): 3 clusters Score: Raw -103715.210698 + Penalty 2458.377504 = -101256.833193 nChanged 18 SP:Iteration 46Q (1424.474678 sec): 3 clusters Score: Raw -103725.086986 + Penalty 2458.377504 = -101266.709482 nChanged 20 SP:Iteration 47Q (1424.518575 sec): 3 clusters Score: Raw -103735.888948 + Penalty 2458.377504 = -101277.511444 nChanged 13 SP:Iteration 48Q (1424.553397 sec): 3 clusters Score: Raw -103742.803113 + Penalty 2458.377504 = -101284.425609 nChanged 11 SP:Iteration 49Q (1424.583779 sec): 3 clusters Score: Raw -103747.871829 + Penalty 2458.377504 = -101289.494324 nChanged 8 SP:Iteration 50Q (1424.617538 sec): 3 clusters Score: Raw -103751.749097 + Penalty 2458.377504 = -101293.371593 nChanged 9 SP:Iteration 51Q (1424.664237 sec): 3 clusters Score: Raw -103755.980396 + Penalty 2458.377504 = -101297.602891 nChanged 6 SP:Iteration 52Q (1424.698578 sec): 3 clusters Score: Raw -103759.311347 + Penalty 2458.377504 = -101300.933843 nChanged 8 SP:Iteration 53Q (1424.745186 sec): 3 clusters Score: Raw -103764.561567 + Penalty 2458.377504 = -101306.184062 nChanged 7 SP:Iteration 54Q (1424.792502 sec): 3 clusters Score: Raw -103767.619153 + Penalty 2458.377504 = -101309.241648 nChanged 6 SP:Iteration 55Q (1424.832420 sec): 3 clusters Score: Raw -103770.089870 + Penalty 2458.377504 = -101311.712365 nChanged 6 SP:Iteration 56Q (1424.873590 sec): 3 clusters Score: Raw -103771.942080 + Penalty 2458.377504 = -101313.564575 nChanged 3 SP:Iteration 57Q (1424.929977 sec): 3 clusters Score: Raw -103773.779202 + Penalty 2458.377504 = -101315.401698 nChanged 2 SP:Iteration 58Q (1424.967028 sec): 3 clusters Score: Raw -103774.600200 + Penalty 2458.377504 = -101316.222695 nChanged 4 SP:Iteration 59Q (1425.013421 sec): 3 clusters Score: Raw -103776.686888 + Penalty 2458.377504 = -101318.309384 nChanged 5 SP:Iteration 60F (1425.061947 sec): 3 clusters Score: Raw -103778.768868 + Penalty 2458.377504 = -101320.391363 nChanged 5 SP:Iteration 61Q (1425.115060 sec): 3 clusters Score: Raw -103779.983022 + Penalty 2458.377504 = -101321.605518 nChanged 4 SP:Iteration 62Q (1425.140939 sec): 3 clusters Score: Raw -103782.464159 + Penalty 2458.377504 = -101324.086654 nChanged 3 SP:Iteration 63Q (1425.181487 sec): 3 clusters Score: Raw -103783.823242 + Penalty 2458.377504 = -101325.445737 nChanged 3 SP:Iteration 64Q (1425.225589 sec): 3 clusters Score: Raw -103785.226705 + Penalty 2458.377504 = -101326.849201 nChanged 4 SP:Iteration 65Q (1425.275452 sec): 3 clusters Score: Raw -103790.584075 + Penalty 2458.377504 = -101332.206570 nChanged 7 SP:Iteration 66Q (1425.322350 sec): 3 clusters Score: Raw -103795.156934 + Penalty 2458.377504 = -101336.779430 nChanged 7 SP:Iteration 67Q (1425.362575 sec): 3 clusters Score: Raw -103799.372696 + Penalty 2458.377504 = -101340.995192 nChanged 8 SP:Iteration 68Q (1425.409821 sec): 3 clusters Score: Raw -103802.192594 + Penalty 2458.377504 = -101343.815090 nChanged 4 SP:Iteration 69Q (1425.451154 sec): 3 clusters Score: Raw -103804.765475 + Penalty 2458.377504 = -101346.387970 nChanged 7 SP:Iteration 70Q (1425.498578 sec): 3 clusters Score: Raw -103808.452447 + Penalty 2458.377504 = -101350.074943 nChanged 7 SP:Iteration 71Q (1425.536522 sec): 3 clusters Score: Raw -103812.741726 + Penalty 2458.377504 = -101354.364221 nChanged 8 SP:Iteration 72Q (1425.584113 sec): 3 clusters Score: Raw -103817.915586 + Penalty 2458.377504 = -101359.538081 nChanged 7 SP:Iteration 73Q (1425.626510 sec): 3 clusters Score: Raw -103821.055098 + Penalty 2458.377504 = -101362.677594 nChanged 7 SP:Iteration 74Q (1425.678159 sec): 3 clusters Score: Raw -103827.249802 + Penalty 2458.377504 = -101368.872297 nChanged 8 SP:Iteration 75Q (1425.715273 sec): 3 clusters Score: Raw -103830.949209 + Penalty 2458.377504 = -101372.571704 nChanged 4 SP:Iteration 76Q (1425.768496 sec): 3 clusters Score: Raw -103832.986084 + Penalty 2458.377504 = -101374.608579 nChanged 3 SP:Iteration 77Q (1425.807563 sec): 3 clusters Score: Raw -103835.384405 + Penalty 2458.377504 = -101377.006900 nChanged 6 SP:Iteration 78Q (1425.844110 sec): 3 clusters Score: Raw -103837.948773 + Penalty 2458.377504 = -101379.571268 nChanged 3 SP:Iteration 79Q (1425.890716 sec): 3 clusters Score: Raw -103839.607305 + Penalty 2458.377504 = -101381.229801 nChanged 2 SP:Iteration 80F (1425.942778 sec): 3 clusters Score: Raw -103840.568436 + Penalty 2458.377504 = -101382.190931 nChanged 1 SP:Iteration 81Q (1425.978338 sec): 3 clusters Score: Raw -103841.419903 + Penalty 2458.377504 = -101383.042398 nChanged 1 SP:Iteration 82Q (1426.021963 sec): 3 clusters Score: Raw -103842.022721 + Penalty 2458.377504 = -101383.645216 nChanged 1 SP:Iteration 83Q (1426.067009 sec): 3 clusters Score: Raw -103842.253218 + Penalty 2458.377504 = -101383.875713 nChanged 1 SP:Iteration 84Q (1426.109750 sec): 3 clusters Score: Raw -103842.647409 + Penalty 2458.377504 = -101384.269905 nChanged 1 SP:Iteration 85Q (1426.152954 sec): 3 clusters Score: Raw -103842.906577 + Penalty 2458.377504 = -101384.529073 nChanged 2 SP:Iteration 86Q (1426.199727 sec): 3 clusters Score: Raw -103843.556225 + Penalty 2458.377504 = -101385.178720 nChanged 4 SP:Iteration 87Q (1426.255238 sec): 3 clusters Score: Raw -103844.841641 + Penalty 2458.377504 = -101386.464137 nChanged 2 SP:Iteration 88Q (1426.288953 sec): 3 clusters Score: Raw -103845.183291 + Penalty 2458.377504 = -101386.805787 nChanged 2 SP:Iteration 89Q (1426.330391 sec): 3 clusters Score: Raw -103845.541671 + Penalty 2458.377504 = -101387.164167 nChanged 2 SP:Iteration 90Q (1426.371855 sec): 3 clusters Score: Raw -103846.015249 + Penalty 2458.377504 = -101387.637744 nChanged 1 SP:Iteration 91Q (1426.418886 sec): 3 clusters Score: Raw -103846.320398 + Penalty 2458.377504 = -101387.942893 nChanged 1 SP:Iteration 92Q (1426.464173 sec): 3 clusters Score: Raw -103846.683020 + Penalty 2458.377504 = -101388.305515 nChanged 0 SP:Iteration 93F (1426.501051 sec): 3 clusters Score: Raw -103846.683020 + Penalty 2458.377504 = -101388.305515 nChanged 0 Trying to split cluster 18 (6711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1426.545246 sec): 2 clusters Score: Raw -368983.842235 + Penalty 1431.869278 = -367551.972957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1426.558509 sec): 3 clusters Score: Raw -365379.627844 + Penalty 2863.738556 = -362515.889288 nChanged 2787 SP:Iteration 1F (1426.611743 sec): 3 clusters Score: Raw -366906.604909 + Penalty 2863.738556 = -364042.866352 nChanged 428 SP:Iteration 2F (1426.662007 sec): 3 clusters Score: Raw -367127.474781 + Penalty 2863.738556 = -364263.736225 nChanged 374 SP:Iteration 3F (1426.717320 sec): 3 clusters Score: Raw -367306.024411 + Penalty 2863.738556 = -364442.285854 nChanged 327 SP:Iteration 4Q (1426.771769 sec): 3 clusters Score: Raw -367459.208855 + Penalty 2863.738556 = -364595.470299 nChanged 295 SP:Iteration 5Q (1426.819529 sec): 3 clusters Score: Raw -367606.739126 + Penalty 2863.738556 = -364743.000569 nChanged 259 SP:Iteration 6Q (1426.876297 sec): 3 clusters Score: Raw -367737.668948 + Penalty 2863.738556 = -364873.930391 nChanged 260 SP:Iteration 7Q (1426.930496 sec): 3 clusters Score: Raw -367891.505694 + Penalty 2863.738556 = -365027.767138 nChanged 277 SP:Iteration 8Q (1426.978370 sec): 3 clusters Score: Raw -368062.781736 + Penalty 2863.738556 = -365199.043179 nChanged 272 SP:Iteration 9Q (1427.027099 sec): 3 clusters Score: Raw -368230.657842 + Penalty 2863.738556 = -365366.919286 nChanged 264 SP:Iteration 10Q (1427.090079 sec): 3 clusters Score: Raw -368422.961097 + Penalty 2863.738556 = -365559.222541 nChanged 284 SP:Iteration 11Q (1427.132772 sec): 3 clusters Score: Raw -368648.115034 + Penalty 2863.738556 = -365784.376478 nChanged 240 SP:Iteration 12Q (1427.181713 sec): 3 clusters Score: Raw -368823.689352 + Penalty 2863.738556 = -365959.950796 nChanged 169 SP:Iteration 13Q (1427.232393 sec): 3 clusters Score: Raw -368938.570070 + Penalty 2863.738556 = -366074.831514 nChanged 126 SP:Iteration 14Q (1427.282088 sec): 3 clusters Score: Raw -369021.914213 + Penalty 2863.738556 = -366158.175657 nChanged 86 SP:Iteration 15Q (1427.331092 sec): 3 clusters Score: Raw -369078.395171 + Penalty 2863.738556 = -366214.656614 nChanged 55 SP:Iteration 16Q (1427.389145 sec): 3 clusters Score: Raw -369111.221392 + Penalty 2863.738556 = -366247.482836 nChanged 42 SP:Iteration 17Q (1427.437924 sec): 3 clusters Score: Raw -369148.427541 + Penalty 2863.738556 = -366284.688984 nChanged 36 SP:Iteration 18Q (1427.498370 sec): 3 clusters Score: Raw -369177.019725 + Penalty 2863.738556 = -366313.281169 nChanged 32 SP:Iteration 19Q (1427.544922 sec): 3 clusters Score: Raw -369197.597707 + Penalty 2863.738556 = -366333.859151 nChanged 22 SP:Iteration 20F (1427.587776 sec): 3 clusters Score: Raw -369209.726484 + Penalty 2863.738556 = -366345.987927 nChanged 18 SP:Iteration 21Q (1427.653738 sec): 3 clusters Score: Raw -369218.301208 + Penalty 2863.738556 = -366354.562651 nChanged 12 SP:Iteration 22Q (1427.695515 sec): 3 clusters Score: Raw -369226.010804 + Penalty 2863.738556 = -366362.272248 nChanged 11 SP:Iteration 23Q (1427.750559 sec): 3 clusters Score: Raw -369232.072615 + Penalty 2863.738556 = -366368.334058 nChanged 9 SP:Iteration 24Q (1427.803605 sec): 3 clusters Score: Raw -369239.370818 + Penalty 2863.738556 = -366375.632262 nChanged 12 SP:Iteration 25Q (1427.853767 sec): 3 clusters Score: Raw -369246.028340 + Penalty 2863.738556 = -366382.289784 nChanged 10 SP:Iteration 26Q (1427.904570 sec): 3 clusters Score: Raw -369252.024144 + Penalty 2863.738556 = -366388.285588 nChanged 8 SP:Iteration 27Q (1427.961449 sec): 3 clusters Score: Raw -369257.730668 + Penalty 2863.738556 = -366393.992112 nChanged 4 SP:Iteration 28Q (1428.002798 sec): 3 clusters Score: Raw -369261.164011 + Penalty 2863.738556 = -366397.425455 nChanged 5 SP:Iteration 29Q (1428.064898 sec): 3 clusters Score: Raw -369263.874261 + Penalty 2863.738556 = -366400.135705 nChanged 3 SP:Iteration 30Q (1428.110881 sec): 3 clusters Score: Raw -369265.016119 + Penalty 2863.738556 = -366401.277563 nChanged 1 SP:Iteration 31Q (1428.152651 sec): 3 clusters Score: Raw -369265.300457 + Penalty 2863.738556 = -366401.561900 nChanged 0 SP:Iteration 32F (1428.208706 sec): 3 clusters Score: Raw -369265.300457 + Penalty 2863.738556 = -366401.561900 nChanged 0 Trying to split cluster 19 (4850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1428.236273 sec): 2 clusters Score: Raw -255780.336671 + Penalty 1379.094272 = -254401.242399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1428.282332 sec): 3 clusters Score: Raw -253290.346058 + Penalty 2758.188545 = -250532.157513 nChanged 1930 SP:Iteration 1F (1428.322126 sec): 3 clusters Score: Raw -254320.503196 + Penalty 2758.188545 = -251562.314651 nChanged 367 SP:Iteration 2F (1428.380149 sec): 3 clusters Score: Raw -254554.734948 + Penalty 2758.188545 = -251796.546403 nChanged 308 SP:Iteration 3F (1428.424444 sec): 3 clusters Score: Raw -254777.338899 + Penalty 2758.188545 = -252019.150354 nChanged 299 SP:Iteration 4F (1428.485235 sec): 3 clusters Score: Raw -255058.338371 + Penalty 2758.188545 = -252300.149826 nChanged 325 SP:Iteration 5F (1428.528368 sec): 3 clusters Score: Raw -255396.849927 + Penalty 2758.188545 = -252638.661382 nChanged 322 SP:Iteration 6F (1428.577583 sec): 3 clusters Score: Raw -255701.094874 + Penalty 2758.188545 = -252942.906330 nChanged 291 SP:Iteration 7F (1428.618702 sec): 3 clusters Score: Raw -255935.524516 + Penalty 2758.188545 = -253177.335972 nChanged 242 SP:Iteration 8Q (1428.657770 sec): 3 clusters Score: Raw -256144.585639 + Penalty 2758.188545 = -253386.397094 nChanged 212 SP:Iteration 9Q (1428.707026 sec): 3 clusters Score: Raw -256306.024243 + Penalty 2758.188545 = -253547.835698 nChanged 156 SP:Iteration 10Q (1428.768792 sec): 3 clusters Score: Raw -256400.238536 + Penalty 2758.188545 = -253642.049991 nChanged 109 SP:Iteration 11Q (1428.805493 sec): 3 clusters Score: Raw -256452.519287 + Penalty 2758.188545 = -253694.330742 nChanged 83 SP:Iteration 12Q (1428.851824 sec): 3 clusters Score: Raw -256492.854224 + Penalty 2758.188545 = -253734.665679 nChanged 58 SP:Iteration 13Q (1428.898217 sec): 3 clusters Score: Raw -256517.941966 + Penalty 2758.188545 = -253759.753421 nChanged 48 SP:Iteration 14Q (1428.954247 sec): 3 clusters Score: Raw -256545.677470 + Penalty 2758.188545 = -253787.488925 nChanged 51 SP:Iteration 15Q (1428.992549 sec): 3 clusters Score: Raw -256571.994293 + Penalty 2758.188545 = -253813.805748 nChanged 53 SP:Iteration 16Q (1429.038958 sec): 3 clusters Score: Raw -256599.992841 + Penalty 2758.188545 = -253841.804296 nChanged 38 SP:Iteration 17Q (1429.092569 sec): 3 clusters Score: Raw -256626.039587 + Penalty 2758.188545 = -253867.851042 nChanged 40 SP:Iteration 18Q (1429.137288 sec): 3 clusters Score: Raw -256646.780286 + Penalty 2758.188545 = -253888.591742 nChanged 41 SP:Iteration 19Q (1429.175571 sec): 3 clusters Score: Raw -256666.172526 + Penalty 2758.188545 = -253907.983981 nChanged 41 SP:Iteration 20F (1429.219315 sec): 3 clusters Score: Raw -256685.009918 + Penalty 2758.188545 = -253926.821373 nChanged 45 SP:Iteration 21Q (1429.270010 sec): 3 clusters Score: Raw -256706.921571 + Penalty 2758.188545 = -253948.733026 nChanged 46 SP:Iteration 22Q (1429.319819 sec): 3 clusters Score: Raw -256724.961971 + Penalty 2758.188545 = -253966.773426 nChanged 31 SP:Iteration 23Q (1429.366236 sec): 3 clusters Score: Raw -256733.719809 + Penalty 2758.188545 = -253975.531264 nChanged 21 SP:Iteration 24Q (1429.407486 sec): 3 clusters Score: Raw -256742.359123 + Penalty 2758.188545 = -253984.170578 nChanged 27 SP:Iteration 25Q (1429.450674 sec): 3 clusters Score: Raw -256751.805477 + Penalty 2758.188545 = -253993.616933 nChanged 22 SP:Iteration 26Q (1429.502587 sec): 3 clusters Score: Raw -256758.152467 + Penalty 2758.188545 = -253999.963922 nChanged 17 SP:Iteration 27Q (1429.553397 sec): 3 clusters Score: Raw -256763.298045 + Penalty 2758.188545 = -254005.109500 nChanged 21 SP:Iteration 28Q (1429.591152 sec): 3 clusters Score: Raw -256769.702373 + Penalty 2758.188545 = -254011.513828 nChanged 13 SP:Iteration 29Q (1429.640930 sec): 3 clusters Score: Raw -256773.256936 + Penalty 2758.188545 = -254015.068391 nChanged 15 SP:Iteration 30Q (1429.696804 sec): 3 clusters Score: Raw -256777.018870 + Penalty 2758.188545 = -254018.830326 nChanged 12 SP:Iteration 31Q (1429.739642 sec): 3 clusters Score: Raw -256780.284343 + Penalty 2758.188545 = -254022.095798 nChanged 19 SP:Iteration 32Q (1429.787079 sec): 3 clusters Score: Raw -256784.872718 + Penalty 2758.188545 = -254026.684174 nChanged 14 SP:Iteration 33Q (1429.842031 sec): 3 clusters Score: Raw -256788.084440 + Penalty 2758.188545 = -254029.895895 nChanged 10 SP:Iteration 34Q (1429.877474 sec): 3 clusters Score: Raw -256790.557938 + Penalty 2758.188545 = -254032.369393 nChanged 10 SP:Iteration 35Q (1429.925398 sec): 3 clusters Score: Raw -256793.472968 + Penalty 2758.188545 = -254035.284423 nChanged 10 SP:Iteration 36Q (1429.971205 sec): 3 clusters Score: Raw -256796.556887 + Penalty 2758.188545 = -254038.368342 nChanged 10 SP:Iteration 37Q (1430.031887 sec): 3 clusters Score: Raw -256799.613843 + Penalty 2758.188545 = -254041.425298 nChanged 5 SP:Iteration 38Q (1430.069117 sec): 3 clusters Score: Raw -256800.550904 + Penalty 2758.188545 = -254042.362359 nChanged 2 SP:Iteration 39Q (1430.110944 sec): 3 clusters Score: Raw -256800.829091 + Penalty 2758.188545 = -254042.640547 nChanged 2 SP:Iteration 40F (1430.168675 sec): 3 clusters Score: Raw -256802.124065 + Penalty 2758.188545 = -254043.935520 nChanged 9 SP:Iteration 41Q (1430.199692 sec): 3 clusters Score: Raw -256804.036012 + Penalty 2758.188545 = -254045.847468 nChanged 4 SP:Iteration 42Q (1430.241788 sec): 3 clusters Score: Raw -256804.808102 + Penalty 2758.188545 = -254046.619557 nChanged 3 SP:Iteration 43Q (1430.285890 sec): 3 clusters Score: Raw -256805.230876 + Penalty 2758.188545 = -254047.042332 nChanged 5 SP:Iteration 44Q (1430.336496 sec): 3 clusters Score: Raw -256806.259463 + Penalty 2758.188545 = -254048.070918 nChanged 4 SP:Iteration 45Q (1430.385556 sec): 3 clusters Score: Raw -256806.800348 + Penalty 2758.188545 = -254048.611803 nChanged 5 SP:Iteration 46Q (1430.442246 sec): 3 clusters Score: Raw -256807.490621 + Penalty 2758.188545 = -254049.302077 nChanged 3 SP:Iteration 47Q (1430.489362 sec): 3 clusters Score: Raw -256807.985103 + Penalty 2758.188545 = -254049.796558 nChanged 6 SP:Iteration 48Q (1430.551775 sec): 3 clusters Score: Raw -256809.000583 + Penalty 2758.188545 = -254050.812038 nChanged 3 SP:Iteration 49Q (1430.591376 sec): 3 clusters Score: Raw -256809.499343 + Penalty 2758.188545 = -254051.310798 nChanged 2 SP:Iteration 50Q (1430.642796 sec): 3 clusters Score: Raw -256810.007070 + Penalty 2758.188545 = -254051.818526 nChanged 1 SP:Iteration 51Q (1430.697870 sec): 3 clusters Score: Raw -256810.049969 + Penalty 2758.188545 = -254051.861424 nChanged 0 SP:Iteration 52F (1430.735125 sec): 3 clusters Score: Raw -256810.049969 + Penalty 2758.188545 = -254051.861424 nChanged 0 Trying to split cluster 20 (898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1430.755295 sec): 2 clusters Score: Raw -46155.722326 + Penalty 1105.027636 = -45050.694690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1430.797878 sec): 3 clusters Score: Raw -45895.609745 + Penalty 2210.055272 = -43685.554472 nChanged 269 SP:Iteration 1F (1430.849755 sec): 3 clusters Score: Raw -46194.668570 + Penalty 2210.055272 = -43984.613298 nChanged 91 SP:Iteration 2F (1430.886437 sec): 3 clusters Score: Raw -46316.520061 + Penalty 2210.055272 = -44106.464789 nChanged 44 SP:Iteration 3Q (1430.937838 sec): 3 clusters Score: Raw -46392.331157 + Penalty 2210.055272 = -44182.275884 nChanged 37 SP:Iteration 4Q (1430.974571 sec): 3 clusters Score: Raw -46462.268569 + Penalty 2210.055272 = -44252.213296 nChanged 26 SP:Iteration 5Q (1431.018624 sec): 3 clusters Score: Raw -46500.188064 + Penalty 2210.055272 = -44290.132792 nChanged 20 SP:Iteration 6Q (1431.063436 sec): 3 clusters Score: Raw -46533.077722 + Penalty 2210.055272 = -44323.022450 nChanged 15 SP:Iteration 7Q (1431.103982 sec): 3 clusters Score: Raw -46580.704043 + Penalty 2210.055272 = -44370.648770 nChanged 29 SP:Iteration 8Q (1431.146181 sec): 3 clusters Score: Raw -46622.225326 + Penalty 2210.055272 = -44412.170053 nChanged 18 SP:Iteration 9Q (1431.191862 sec): 3 clusters Score: Raw -46680.027304 + Penalty 2210.055272 = -44469.972032 nChanged 22 SP:Iteration 10Q (1431.234624 sec): 3 clusters Score: Raw -46712.969837 + Penalty 2210.055272 = -44502.914564 nChanged 13 SP:Iteration 11Q (1431.276162 sec): 3 clusters Score: Raw -46733.647083 + Penalty 2210.055272 = -44523.591810 nChanged 10 SP:Iteration 12Q (1431.319417 sec): 3 clusters Score: Raw -46753.492363 + Penalty 2210.055272 = -44543.437091 nChanged 12 SP:Iteration 13Q (1431.365086 sec): 3 clusters Score: Raw -46777.446343 + Penalty 2210.055272 = -44567.391070 nChanged 7 SP:Iteration 14Q (1431.413846 sec): 3 clusters Score: Raw -46785.294786 + Penalty 2210.055272 = -44575.239514 nChanged 2 SP:Iteration 15Q (1431.465384 sec): 3 clusters Score: Raw -46786.526160 + Penalty 2210.055272 = -44576.470888 nChanged 1 SP:Iteration 16Q (1431.507126 sec): 3 clusters Score: Raw -46787.385711 + Penalty 2210.055272 = -44577.330439 nChanged 1 SP:Iteration 17Q (1431.554562 sec): 3 clusters Score: Raw -46790.620848 + Penalty 2210.055272 = -44580.565576 nChanged 3 SP:Iteration 18Q (1431.591060 sec): 3 clusters Score: Raw -46794.392009 + Penalty 2210.055272 = -44584.336737 nChanged 3 SP:Iteration 19Q (1431.634338 sec): 3 clusters Score: Raw -46797.613034 + Penalty 2210.055272 = -44587.557762 nChanged 4 SP:Iteration 20F (1431.681031 sec): 3 clusters Score: Raw -46803.275208 + Penalty 2210.055272 = -44593.219936 nChanged 3 SP:Iteration 21Q (1431.713227 sec): 3 clusters Score: Raw -46805.421876 + Penalty 2210.055272 = -44595.366604 nChanged 1 SP:Iteration 22Q (1431.754973 sec): 3 clusters Score: Raw -46807.022876 + Penalty 2210.055272 = -44596.967603 nChanged 0 SP:Iteration 23F (1431.794052 sec): 3 clusters Score: Raw -46807.022876 + Penalty 2210.055272 = -44596.967603 nChanged 0 Trying to split cluster 21 (4113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1431.820912 sec): 2 clusters Score: Raw -225935.276505 + Penalty 1352.310045 = -224582.966460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1431.865516 sec): 3 clusters Score: Raw -223813.852297 + Penalty 2704.620090 = -221109.232208 nChanged 1687 SP:Iteration 1F (1431.926573 sec): 3 clusters Score: Raw -224800.473408 + Penalty 2704.620090 = -222095.853318 nChanged 350 SP:Iteration 2F (1431.974731 sec): 3 clusters Score: Raw -225050.209132 + Penalty 2704.620090 = -222345.589043 nChanged 269 SP:Iteration 3F (1432.015235 sec): 3 clusters Score: Raw -225241.899980 + Penalty 2704.620090 = -222537.279891 nChanged 217 SP:Iteration 4F (1432.076545 sec): 3 clusters Score: Raw -225414.947278 + Penalty 2704.620090 = -222710.327188 nChanged 215 SP:Iteration 5F (1432.115346 sec): 3 clusters Score: Raw -225579.510442 + Penalty 2704.620090 = -222874.890352 nChanged 188 SP:Iteration 6Q (1432.160814 sec): 3 clusters Score: Raw -225710.269306 + Penalty 2704.620090 = -223005.649216 nChanged 166 SP:Iteration 7Q (1432.203217 sec): 3 clusters Score: Raw -225826.338598 + Penalty 2704.620090 = -223121.718508 nChanged 151 SP:Iteration 8Q (1432.263758 sec): 3 clusters Score: Raw -225933.680621 + Penalty 2704.620090 = -223229.060531 nChanged 135 SP:Iteration 9Q (1432.307420 sec): 3 clusters Score: Raw -226032.192153 + Penalty 2704.620090 = -223327.572064 nChanged 140 SP:Iteration 10Q (1432.361588 sec): 3 clusters Score: Raw -226131.553193 + Penalty 2704.620090 = -223426.933104 nChanged 107 SP:Iteration 11Q (1432.409877 sec): 3 clusters Score: Raw -226208.444467 + Penalty 2704.620090 = -223503.824378 nChanged 93 SP:Iteration 12Q (1432.456051 sec): 3 clusters Score: Raw -226282.903895 + Penalty 2704.620090 = -223578.283806 nChanged 71 SP:Iteration 13Q (1432.501333 sec): 3 clusters Score: Raw -226335.927568 + Penalty 2704.620090 = -223631.307479 nChanged 62 SP:Iteration 14Q (1432.558218 sec): 3 clusters Score: Raw -226379.611305 + Penalty 2704.620090 = -223674.991215 nChanged 54 SP:Iteration 15Q (1432.596987 sec): 3 clusters Score: Raw -226422.589149 + Penalty 2704.620090 = -223717.969059 nChanged 47 SP:Iteration 16Q (1432.645082 sec): 3 clusters Score: Raw -226463.808017 + Penalty 2704.620090 = -223759.187928 nChanged 50 SP:Iteration 17Q (1432.697273 sec): 3 clusters Score: Raw -226501.539813 + Penalty 2704.620090 = -223796.919723 nChanged 30 SP:Iteration 18Q (1432.737526 sec): 3 clusters Score: Raw -226529.359737 + Penalty 2704.620090 = -223824.739647 nChanged 31 SP:Iteration 19Q (1432.787618 sec): 3 clusters Score: Raw -226553.228430 + Penalty 2704.620090 = -223848.608340 nChanged 29 SP:Iteration 20F (1432.830348 sec): 3 clusters Score: Raw -226576.153134 + Penalty 2704.620090 = -223871.533044 nChanged 18 SP:Iteration 21Q (1432.867566 sec): 3 clusters Score: Raw -226591.584874 + Penalty 2704.620090 = -223886.964784 nChanged 18 SP:Iteration 22Q (1432.918346 sec): 3 clusters Score: Raw -226605.877398 + Penalty 2704.620090 = -223901.257308 nChanged 15 SP:Iteration 23Q (1432.967470 sec): 3 clusters Score: Raw -226619.933402 + Penalty 2704.620090 = -223915.313313 nChanged 16 SP:Iteration 24Q (1433.024993 sec): 3 clusters Score: Raw -226630.646147 + Penalty 2704.620090 = -223926.026057 nChanged 11 SP:Iteration 25Q (1433.061367 sec): 3 clusters Score: Raw -226641.202316 + Penalty 2704.620090 = -223936.582227 nChanged 10 SP:Iteration 26Q (1433.105120 sec): 3 clusters Score: Raw -226649.013780 + Penalty 2704.620090 = -223944.393691 nChanged 14 SP:Iteration 27Q (1433.157153 sec): 3 clusters Score: Raw -226662.657871 + Penalty 2704.620090 = -223958.037781 nChanged 11 SP:Iteration 28Q (1433.205577 sec): 3 clusters Score: Raw -226670.110171 + Penalty 2704.620090 = -223965.490082 nChanged 9 SP:Iteration 29Q (1433.263175 sec): 3 clusters Score: Raw -226676.440456 + Penalty 2704.620090 = -223971.820367 nChanged 7 SP:Iteration 30Q (1433.306712 sec): 3 clusters Score: Raw -226682.471657 + Penalty 2704.620090 = -223977.851567 nChanged 9 SP:Iteration 31Q (1433.352530 sec): 3 clusters Score: Raw -226690.267307 + Penalty 2704.620090 = -223985.647217 nChanged 10 SP:Iteration 32Q (1433.401665 sec): 3 clusters Score: Raw -226700.379524 + Penalty 2704.620090 = -223995.759434 nChanged 9 SP:Iteration 33Q (1433.461074 sec): 3 clusters Score: Raw -226706.177559 + Penalty 2704.620090 = -224001.557469 nChanged 5 SP:Iteration 34Q (1433.496116 sec): 3 clusters Score: Raw -226709.722635 + Penalty 2704.620090 = -224005.102545 nChanged 2 SP:Iteration 35Q (1433.544683 sec): 3 clusters Score: Raw -226710.643070 + Penalty 2704.620090 = -224006.022981 nChanged 1 SP:Iteration 36Q (1433.588928 sec): 3 clusters Score: Raw -226710.913828 + Penalty 2704.620090 = -224006.293739 nChanged 0 SP:Iteration 37F (1433.641661 sec): 3 clusters Score: Raw -226710.913828 + Penalty 2704.620090 = -224006.293739 nChanged 0 Trying to split cluster 22 (782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1433.673397 sec): 2 clusters Score: Raw -41828.441832 + Penalty 1082.551395 = -40745.890437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1433.708366 sec): 3 clusters Score: Raw -41660.778322 + Penalty 2165.102791 = -39495.675531 nChanged 209 SP:Iteration 1F (1433.758768 sec): 3 clusters Score: Raw -41911.103968 + Penalty 2165.102791 = -39746.001177 nChanged 55 SP:Iteration 2F (1433.790038 sec): 3 clusters Score: Raw -41983.539081 + Penalty 2165.102791 = -39818.436290 nChanged 32 SP:Iteration 3Q (1433.832148 sec): 3 clusters Score: Raw -42028.964793 + Penalty 2165.102791 = -39863.862003 nChanged 25 SP:Iteration 4Q (1433.872906 sec): 3 clusters Score: Raw -42070.789555 + Penalty 2165.102791 = -39905.686764 nChanged 23 SP:Iteration 5Q (1433.921122 sec): 3 clusters Score: Raw -42102.189684 + Penalty 2165.102791 = -39937.086893 nChanged 14 SP:Iteration 6Q (1433.967637 sec): 3 clusters Score: Raw -42122.304026 + Penalty 2165.102791 = -39957.201235 nChanged 14 SP:Iteration 7Q (1434.004591 sec): 3 clusters Score: Raw -42142.607550 + Penalty 2165.102791 = -39977.504759 nChanged 9 SP:Iteration 8Q (1434.037609 sec): 3 clusters Score: Raw -42156.481075 + Penalty 2165.102791 = -39991.378284 nChanged 9 SP:Iteration 9Q (1434.078255 sec): 3 clusters Score: Raw -42169.691921 + Penalty 2165.102791 = -40004.589131 nChanged 6 SP:Iteration 10Q (1434.113201 sec): 3 clusters Score: Raw -42176.540099 + Penalty 2165.102791 = -40011.437308 nChanged 2 SP:Iteration 11Q (1434.152803 sec): 3 clusters Score: Raw -42177.951294 + Penalty 2165.102791 = -40012.848503 nChanged 1 SP:Iteration 12Q (1434.194501 sec): 3 clusters Score: Raw -42178.597404 + Penalty 2165.102791 = -40013.494613 nChanged 1 SP:Iteration 13Q (1434.234700 sec): 3 clusters Score: Raw -42180.878892 + Penalty 2165.102791 = -40015.776102 nChanged 3 SP:Iteration 14Q (1434.269339 sec): 3 clusters Score: Raw -42183.410112 + Penalty 2165.102791 = -40018.307322 nChanged 3 SP:Iteration 15Q (1434.313535 sec): 3 clusters Score: Raw -42187.461623 + Penalty 2165.102791 = -40022.358832 nChanged 5 SP:Iteration 16Q (1434.353588 sec): 3 clusters Score: Raw -42194.241205 + Penalty 2165.102791 = -40029.138415 nChanged 7 SP:Iteration 17Q (1434.395670 sec): 3 clusters Score: Raw -42200.606897 + Penalty 2165.102791 = -40035.504106 nChanged 2 SP:Iteration 18Q (1434.441553 sec): 3 clusters Score: Raw -42202.928265 + Penalty 2165.102791 = -40037.825475 nChanged 1 SP:Iteration 19Q (1434.486138 sec): 3 clusters Score: Raw -42203.831679 + Penalty 2165.102791 = -40038.728889 nChanged 1 SP:Iteration 20F (1434.537040 sec): 3 clusters Score: Raw -42204.665084 + Penalty 2165.102791 = -40039.562293 nChanged 0 Trying to split cluster 23 (2974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1434.569316 sec): 2 clusters Score: Raw -131105.410028 + Penalty 1299.620258 = -129805.789770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1434.615984 sec): 3 clusters Score: Raw -129729.569217 + Penalty 2599.240516 = -127130.328701 nChanged 1139 SP:Iteration 1F (1434.666134 sec): 3 clusters Score: Raw -130579.686298 + Penalty 2599.240516 = -127980.445782 nChanged 293 SP:Iteration 2F (1434.715045 sec): 3 clusters Score: Raw -130844.748765 + Penalty 2599.240516 = -128245.508248 nChanged 226 SP:Iteration 3F (1434.758584 sec): 3 clusters Score: Raw -131081.613065 + Penalty 2599.240516 = -128482.372548 nChanged 182 SP:Iteration 4F (1434.809948 sec): 3 clusters Score: Raw -131256.957872 + Penalty 2599.240516 = -128657.717355 nChanged 160 SP:Iteration 5F (1434.842378 sec): 3 clusters Score: Raw -131402.323236 + Penalty 2599.240516 = -128803.082720 nChanged 112 SP:Iteration 6Q (1434.896599 sec): 3 clusters Score: Raw -131517.220794 + Penalty 2599.240516 = -128917.980278 nChanged 88 SP:Iteration 7Q (1434.947883 sec): 3 clusters Score: Raw -131581.010955 + Penalty 2599.240516 = -128981.770439 nChanged 58 SP:Iteration 8Q (1434.997488 sec): 3 clusters Score: Raw -131620.814067 + Penalty 2599.240516 = -129021.573551 nChanged 45 SP:Iteration 9Q (1435.047959 sec): 3 clusters Score: Raw -131646.594770 + Penalty 2599.240516 = -129047.354254 nChanged 42 SP:Iteration 10Q (1435.096281 sec): 3 clusters Score: Raw -131674.320595 + Penalty 2599.240516 = -129075.080079 nChanged 40 SP:Iteration 11Q (1435.146913 sec): 3 clusters Score: Raw -131702.364192 + Penalty 2599.240516 = -129103.123676 nChanged 30 SP:Iteration 12Q (1435.192805 sec): 3 clusters Score: Raw -131719.714091 + Penalty 2599.240516 = -129120.473575 nChanged 23 SP:Iteration 13Q (1435.249074 sec): 3 clusters Score: Raw -131734.969356 + Penalty 2599.240516 = -129135.728840 nChanged 18 SP:Iteration 14Q (1435.300015 sec): 3 clusters Score: Raw -131741.745089 + Penalty 2599.240516 = -129142.504573 nChanged 9 SP:Iteration 15Q (1435.344434 sec): 3 clusters Score: Raw -131746.072780 + Penalty 2599.240516 = -129146.832264 nChanged 7 SP:Iteration 16Q (1435.400770 sec): 3 clusters Score: Raw -131750.127076 + Penalty 2599.240516 = -129150.886560 nChanged 5 SP:Iteration 17Q (1435.436842 sec): 3 clusters Score: Raw -131752.078176 + Penalty 2599.240516 = -129152.837660 nChanged 9 SP:Iteration 18Q (1435.486404 sec): 3 clusters Score: Raw -131755.195655 + Penalty 2599.240516 = -129155.955139 nChanged 5 SP:Iteration 19Q (1435.544038 sec): 3 clusters Score: Raw -131756.830196 + Penalty 2599.240516 = -129157.589679 nChanged 2 SP:Iteration 20F (1435.589910 sec): 3 clusters Score: Raw -131757.653660 + Penalty 2599.240516 = -129158.413143 nChanged 1 SP:Iteration 21Q (1435.622612 sec): 3 clusters Score: Raw -131757.907613 + Penalty 2599.240516 = -129158.667097 nChanged 2 SP:Iteration 22Q (1435.666475 sec): 3 clusters Score: Raw -131758.580361 + Penalty 2599.240516 = -129159.339845 nChanged 1 SP:Iteration 23Q (1435.723274 sec): 3 clusters Score: Raw -131758.897242 + Penalty 2599.240516 = -129159.656725 nChanged 3 SP:Iteration 24Q (1435.764727 sec): 3 clusters Score: Raw -131759.516520 + Penalty 2599.240516 = -129160.276003 nChanged 0 SP:Iteration 25F (1435.808867 sec): 3 clusters Score: Raw -131759.516520 + Penalty 2599.240516 = -129160.276003 nChanged 0 Trying to split cluster 24 (1676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1435.828633 sec): 2 clusters Score: Raw -90871.284215 + Penalty 1206.426858 = -89664.857357 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1435.873592 sec): 3 clusters Score: Raw -90198.327945 + Penalty 2412.853716 = -87785.474229 nChanged 561 SP:Iteration 1F (1435.919243 sec): 3 clusters Score: Raw -90573.016746 + Penalty 2412.853716 = -88160.163030 nChanged 129 SP:Iteration 2F (1435.960635 sec): 3 clusters Score: Raw -90662.240232 + Penalty 2412.853716 = -88249.386516 nChanged 74 SP:Iteration 3Q (1436.001455 sec): 3 clusters Score: Raw -90722.284931 + Penalty 2412.853716 = -88309.431214 nChanged 48 SP:Iteration 4Q (1436.042053 sec): 3 clusters Score: Raw -90755.378322 + Penalty 2412.853716 = -88342.524605 nChanged 34 SP:Iteration 5Q (1436.096371 sec): 3 clusters Score: Raw -90774.605340 + Penalty 2412.853716 = -88361.751623 nChanged 26 SP:Iteration 6Q (1436.141399 sec): 3 clusters Score: Raw -90787.756011 + Penalty 2412.853716 = -88374.902294 nChanged 19 SP:Iteration 7Q (1436.185081 sec): 3 clusters Score: Raw -90800.675775 + Penalty 2412.853716 = -88387.822059 nChanged 19 SP:Iteration 8Q (1436.226405 sec): 3 clusters Score: Raw -90811.774804 + Penalty 2412.853716 = -88398.921087 nChanged 16 SP:Iteration 9Q (1436.266374 sec): 3 clusters Score: Raw -90819.124321 + Penalty 2412.853716 = -88406.270605 nChanged 13 SP:Iteration 10Q (1436.306280 sec): 3 clusters Score: Raw -90826.003026 + Penalty 2412.853716 = -88413.149309 nChanged 10 SP:Iteration 11Q (1436.342907 sec): 3 clusters Score: Raw -90831.407093 + Penalty 2412.853716 = -88418.553377 nChanged 6 SP:Iteration 12Q (1436.379658 sec): 3 clusters Score: Raw -90835.124172 + Penalty 2412.853716 = -88422.270455 nChanged 5 SP:Iteration 13Q (1436.416434 sec): 3 clusters Score: Raw -90836.817970 + Penalty 2412.853716 = -88423.964253 nChanged 6 SP:Iteration 14Q (1436.459728 sec): 3 clusters Score: Raw -90840.050914 + Penalty 2412.853716 = -88427.197198 nChanged 3 SP:Iteration 15Q (1436.503438 sec): 3 clusters Score: Raw -90841.258563 + Penalty 2412.853716 = -88428.404847 nChanged 0 SP:Iteration 16F (1436.558010 sec): 3 clusters Score: Raw -90841.258563 + Penalty 2412.853716 = -88428.404847 nChanged 0 Trying to split cluster 25 (4663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1436.591292 sec): 2 clusters Score: Raw -249337.911823 + Penalty 1372.704823 = -247965.206999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1436.634824 sec): 3 clusters Score: Raw -246962.316571 + Penalty 2745.409646 = -244216.906925 nChanged 1849 SP:Iteration 1F (1436.687060 sec): 3 clusters Score: Raw -247982.737514 + Penalty 2745.409646 = -245237.327868 nChanged 325 SP:Iteration 2F (1436.735030 sec): 3 clusters Score: Raw -248175.026478 + Penalty 2745.409646 = -245429.616831 nChanged 260 SP:Iteration 3F (1436.791560 sec): 3 clusters Score: Raw -248340.558391 + Penalty 2745.409646 = -245595.148744 nChanged 252 SP:Iteration 4F (1436.831606 sec): 3 clusters Score: Raw -248515.256874 + Penalty 2745.409646 = -245769.847228 nChanged 242 SP:Iteration 5F (1436.880676 sec): 3 clusters Score: Raw -248718.393164 + Penalty 2745.409646 = -245972.983517 nChanged 238 SP:Iteration 6F (1436.933657 sec): 3 clusters Score: Raw -248931.738631 + Penalty 2745.409646 = -246186.328985 nChanged 221 SP:Iteration 7Q (1436.986747 sec): 3 clusters Score: Raw -249139.666856 + Penalty 2745.409646 = -246394.257210 nChanged 210 SP:Iteration 8Q (1437.040604 sec): 3 clusters Score: Raw -249342.729226 + Penalty 2745.409646 = -246597.319580 nChanged 197 SP:Iteration 9Q (1437.085844 sec): 3 clusters Score: Raw -249555.356006 + Penalty 2745.409646 = -246809.946360 nChanged 182 SP:Iteration 10Q (1437.140932 sec): 3 clusters Score: Raw -249722.829516 + Penalty 2745.409646 = -246977.419869 nChanged 142 SP:Iteration 11Q (1437.198820 sec): 3 clusters Score: Raw -249863.623316 + Penalty 2745.409646 = -247118.213669 nChanged 140 SP:Iteration 12Q (1437.237591 sec): 3 clusters Score: Raw -250004.933226 + Penalty 2745.409646 = -247259.523579 nChanged 101 SP:Iteration 13Q (1437.286782 sec): 3 clusters Score: Raw -250084.897413 + Penalty 2745.409646 = -247339.487766 nChanged 78 SP:Iteration 14Q (1437.336612 sec): 3 clusters Score: Raw -250145.832513 + Penalty 2745.409646 = -247400.422866 nChanged 45 SP:Iteration 15Q (1437.381960 sec): 3 clusters Score: Raw -250174.312058 + Penalty 2745.409646 = -247428.902411 nChanged 29 SP:Iteration 16Q (1437.439360 sec): 3 clusters Score: Raw -250187.522892 + Penalty 2745.409646 = -247442.113245 nChanged 26 SP:Iteration 17Q (1437.475252 sec): 3 clusters Score: Raw -250197.712626 + Penalty 2745.409646 = -247452.302980 nChanged 13 SP:Iteration 18Q (1437.529688 sec): 3 clusters Score: Raw -250202.741010 + Penalty 2745.409646 = -247457.331364 nChanged 10 SP:Iteration 19Q (1437.574080 sec): 3 clusters Score: Raw -250207.456405 + Penalty 2745.409646 = -247462.046758 nChanged 10 SP:Iteration 20F (1437.623127 sec): 3 clusters Score: Raw -250210.396183 + Penalty 2745.409646 = -247464.986537 nChanged 5 SP:Iteration 21Q (1437.671441 sec): 3 clusters Score: Raw -250211.826510 + Penalty 2745.409646 = -247466.416863 nChanged 6 SP:Iteration 22Q (1437.724464 sec): 3 clusters Score: Raw -250213.605462 + Penalty 2745.409646 = -247468.195815 nChanged 8 SP:Iteration 23Q (1437.776235 sec): 3 clusters Score: Raw -250215.698126 + Penalty 2745.409646 = -247470.288479 nChanged 8 SP:Iteration 24Q (1437.823211 sec): 3 clusters Score: Raw -250218.052402 + Penalty 2745.409646 = -247472.642755 nChanged 4 SP:Iteration 25Q (1437.873233 sec): 3 clusters Score: Raw -250219.247671 + Penalty 2745.409646 = -247473.838025 nChanged 3 SP:Iteration 26Q (1437.920956 sec): 3 clusters Score: Raw -250220.386945 + Penalty 2745.409646 = -247474.977299 nChanged 3 SP:Iteration 27Q (1437.975935 sec): 3 clusters Score: Raw -250221.101667 + Penalty 2745.409646 = -247475.692021 nChanged 4 SP:Iteration 28Q (1438.014971 sec): 3 clusters Score: Raw -250221.664930 + Penalty 2745.409646 = -247476.255284 nChanged 3 SP:Iteration 29Q (1438.064094 sec): 3 clusters Score: Raw -250222.090302 + Penalty 2745.409646 = -247476.680656 nChanged 1 SP:Iteration 30Q (1438.111142 sec): 3 clusters Score: Raw -250222.299048 + Penalty 2745.409646 = -247476.889401 nChanged 0 SP:Iteration 31F (1438.174767 sec): 3 clusters Score: Raw -250222.299048 + Penalty 2745.409646 = -247476.889401 nChanged 0 Trying to split cluster 26 (1703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1438.188137 sec): 2 clusters Score: Raw -76091.169187 + Penalty 1209.023836 = -74882.145351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1438.230003 sec): 3 clusters Score: Raw -75458.505847 + Penalty 2418.047671 = -73040.458176 nChanged 574 SP:Iteration 1F (1438.272362 sec): 3 clusters Score: Raw -75899.144624 + Penalty 2418.047671 = -73481.096952 nChanged 114 SP:Iteration 2F (1438.322929 sec): 3 clusters Score: Raw -75977.788986 + Penalty 2418.047671 = -73559.741315 nChanged 72 SP:Iteration 3Q (1438.359394 sec): 3 clusters Score: Raw -76041.386151 + Penalty 2418.047671 = -73623.338480 nChanged 62 SP:Iteration 4Q (1438.404981 sec): 3 clusters Score: Raw -76095.031907 + Penalty 2418.047671 = -73676.984235 nChanged 58 SP:Iteration 5Q (1438.460160 sec): 3 clusters Score: Raw -76165.558784 + Penalty 2418.047671 = -73747.511113 nChanged 62 SP:Iteration 6Q (1438.505253 sec): 3 clusters Score: Raw -76231.029030 + Penalty 2418.047671 = -73812.981358 nChanged 57 SP:Iteration 7Q (1438.540110 sec): 3 clusters Score: Raw -76283.428775 + Penalty 2418.047671 = -73865.381103 nChanged 47 SP:Iteration 8Q (1438.582941 sec): 3 clusters Score: Raw -76324.318387 + Penalty 2418.047671 = -73906.270716 nChanged 35 SP:Iteration 9Q (1438.636643 sec): 3 clusters Score: Raw -76358.486337 + Penalty 2418.047671 = -73940.438666 nChanged 45 SP:Iteration 10Q (1438.676706 sec): 3 clusters Score: Raw -76396.712311 + Penalty 2418.047671 = -73978.664640 nChanged 25 SP:Iteration 11Q (1438.726521 sec): 3 clusters Score: Raw -76416.800639 + Penalty 2418.047671 = -73998.752968 nChanged 20 SP:Iteration 12Q (1438.775925 sec): 3 clusters Score: Raw -76430.684641 + Penalty 2418.047671 = -74012.636970 nChanged 30 SP:Iteration 13Q (1438.827154 sec): 3 clusters Score: Raw -76452.214894 + Penalty 2418.047671 = -74034.167222 nChanged 18 SP:Iteration 14Q (1438.874687 sec): 3 clusters Score: Raw -76463.277778 + Penalty 2418.047671 = -74045.230107 nChanged 18 SP:Iteration 15Q (1438.922222 sec): 3 clusters Score: Raw -76475.946960 + Penalty 2418.047671 = -74057.899289 nChanged 17 SP:Iteration 16Q (1438.957591 sec): 3 clusters Score: Raw -76491.613359 + Penalty 2418.047671 = -74073.565688 nChanged 26 SP:Iteration 17Q (1439.017237 sec): 3 clusters Score: Raw -76513.068620 + Penalty 2418.047671 = -74095.020949 nChanged 27 SP:Iteration 18Q (1439.045355 sec): 3 clusters Score: Raw -76531.783508 + Penalty 2418.047671 = -74113.735837 nChanged 16 SP:Iteration 19Q (1439.085215 sec): 3 clusters Score: Raw -76544.197085 + Penalty 2418.047671 = -74126.149414 nChanged 22 SP:Iteration 20F (1439.128033 sec): 3 clusters Score: Raw -76562.031989 + Penalty 2418.047671 = -74143.984318 nChanged 21 SP:Iteration 21Q (1439.174362 sec): 3 clusters Score: Raw -76574.469683 + Penalty 2418.047671 = -74156.422011 nChanged 13 SP:Iteration 22Q (1439.226930 sec): 3 clusters Score: Raw -76585.908068 + Penalty 2418.047671 = -74167.860396 nChanged 10 SP:Iteration 23Q (1439.275635 sec): 3 clusters Score: Raw -76592.742004 + Penalty 2418.047671 = -74174.694333 nChanged 12 SP:Iteration 24Q (1439.316973 sec): 3 clusters Score: Raw -76599.129418 + Penalty 2418.047671 = -74181.081747 nChanged 5 SP:Iteration 25Q (1439.353561 sec): 3 clusters Score: Raw -76601.191856 + Penalty 2418.047671 = -74183.144185 nChanged 6 SP:Iteration 26Q (1439.395348 sec): 3 clusters Score: Raw -76605.379703 + Penalty 2418.047671 = -74187.332032 nChanged 5 SP:Iteration 27Q (1439.426568 sec): 3 clusters Score: Raw -76608.177527 + Penalty 2418.047671 = -74190.129856 nChanged 5 SP:Iteration 28Q (1439.475129 sec): 3 clusters Score: Raw -76610.450156 + Penalty 2418.047671 = -74192.402484 nChanged 4 SP:Iteration 29Q (1439.511641 sec): 3 clusters Score: Raw -76611.970616 + Penalty 2418.047671 = -74193.922944 nChanged 3 SP:Iteration 30Q (1439.554434 sec): 3 clusters Score: Raw -76614.067424 + Penalty 2418.047671 = -74196.019753 nChanged 6 SP:Iteration 31Q (1439.605185 sec): 3 clusters Score: Raw -76616.469157 + Penalty 2418.047671 = -74198.421486 nChanged 2 SP:Iteration 32Q (1439.639448 sec): 3 clusters Score: Raw -76616.756563 + Penalty 2418.047671 = -74198.708891 nChanged 1 SP:Iteration 33Q (1439.686993 sec): 3 clusters Score: Raw -76617.438973 + Penalty 2418.047671 = -74199.391302 nChanged 2 SP:Iteration 34Q (1439.729298 sec): 3 clusters Score: Raw -76619.306865 + Penalty 2418.047671 = -74201.259194 nChanged 4 SP:Iteration 35Q (1439.773363 sec): 3 clusters Score: Raw -76621.736315 + Penalty 2418.047671 = -74203.688644 nChanged 6 SP:Iteration 36Q (1439.819042 sec): 3 clusters Score: Raw -76626.152006 + Penalty 2418.047671 = -74208.104335 nChanged 1 SP:Iteration 37Q (1439.865828 sec): 3 clusters Score: Raw -76626.294358 + Penalty 2418.047671 = -74208.246686 nChanged 0 SP:Iteration 38F (1439.916077 sec): 3 clusters Score: Raw -76626.294358 + Penalty 2418.047671 = -74208.246686 nChanged 0 Trying to split cluster 27 (9318 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1439.957396 sec): 2 clusters Score: Raw -521786.314758 + Penalty 1485.201785 = -520301.112973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1440.016938 sec): 3 clusters Score: Raw -516582.645609 + Penalty 2970.403570 = -513612.242039 nChanged 3991 SP:Iteration 1F (1440.070438 sec): 3 clusters Score: Raw -518825.050714 + Penalty 2970.403570 = -515854.647144 nChanged 590 SP:Iteration 2F (1440.123670 sec): 3 clusters Score: Raw -519075.392163 + Penalty 2970.403570 = -516104.988593 nChanged 469 SP:Iteration 3F (1440.188669 sec): 3 clusters Score: Raw -519280.259059 + Penalty 2970.403570 = -516309.855489 nChanged 420 SP:Iteration 4Q (1440.246647 sec): 3 clusters Score: Raw -519455.122626 + Penalty 2970.403570 = -516484.719056 nChanged 382 SP:Iteration 5Q (1440.297578 sec): 3 clusters Score: Raw -519614.777876 + Penalty 2970.403570 = -516644.374306 nChanged 354 SP:Iteration 6Q (1440.358941 sec): 3 clusters Score: Raw -519764.769436 + Penalty 2970.403570 = -516794.365866 nChanged 334 SP:Iteration 7Q (1440.423439 sec): 3 clusters Score: Raw -519902.869956 + Penalty 2970.403570 = -516932.466386 nChanged 311 SP:Iteration 8Q (1440.469839 sec): 3 clusters Score: Raw -520039.088438 + Penalty 2970.403570 = -517068.684868 nChanged 332 SP:Iteration 9Q (1440.526110 sec): 3 clusters Score: Raw -520206.051891 + Penalty 2970.403570 = -517235.648321 nChanged 345 SP:Iteration 10Q (1440.576323 sec): 3 clusters Score: Raw -520369.668651 + Penalty 2970.403570 = -517399.265081 nChanged 299 SP:Iteration 11Q (1440.638503 sec): 3 clusters Score: Raw -520505.783270 + Penalty 2970.403570 = -517535.379700 nChanged 255 SP:Iteration 12Q (1440.693638 sec): 3 clusters Score: Raw -520638.410789 + Penalty 2970.403570 = -517668.007219 nChanged 244 SP:Iteration 13Q (1440.753289 sec): 3 clusters Score: Raw -520753.713832 + Penalty 2970.403570 = -517783.310262 nChanged 223 SP:Iteration 14Q (1440.801453 sec): 3 clusters Score: Raw -520869.748196 + Penalty 2970.403570 = -517899.344626 nChanged 237 SP:Iteration 15Q (1440.858390 sec): 3 clusters Score: Raw -520992.310142 + Penalty 2970.403570 = -518021.906572 nChanged 211 SP:Iteration 16Q (1440.914298 sec): 3 clusters Score: Raw -521108.414166 + Penalty 2970.403570 = -518138.010596 nChanged 205 SP:Iteration 17Q (1440.970532 sec): 3 clusters Score: Raw -521227.634197 + Penalty 2970.403570 = -518257.230627 nChanged 182 SP:Iteration 18Q (1441.040859 sec): 3 clusters Score: Raw -521330.090667 + Penalty 2970.403570 = -518359.687097 nChanged 159 SP:Iteration 19Q (1441.089867 sec): 3 clusters Score: Raw -521415.591605 + Penalty 2970.403570 = -518445.188035 nChanged 143 SP:Iteration 20F (1441.153842 sec): 3 clusters Score: Raw -521497.033627 + Penalty 2970.403570 = -518526.630057 nChanged 140 SP:Iteration 21Q (1441.221216 sec): 3 clusters Score: Raw -521565.566824 + Penalty 2970.403570 = -518595.163254 nChanged 127 SP:Iteration 22Q (1441.274446 sec): 3 clusters Score: Raw -521627.365594 + Penalty 2970.403570 = -518656.962024 nChanged 119 SP:Iteration 23Q (1441.327910 sec): 3 clusters Score: Raw -521692.071841 + Penalty 2970.403570 = -518721.668271 nChanged 125 SP:Iteration 24Q (1441.394131 sec): 3 clusters Score: Raw -521755.433737 + Penalty 2970.403570 = -518785.030167 nChanged 96 SP:Iteration 25Q (1441.436925 sec): 3 clusters Score: Raw -521800.173620 + Penalty 2970.403570 = -518829.770050 nChanged 83 SP:Iteration 26Q (1441.505514 sec): 3 clusters Score: Raw -521837.793624 + Penalty 2970.403570 = -518867.390054 nChanged 60 SP:Iteration 27Q (1441.553760 sec): 3 clusters Score: Raw -521866.180018 + Penalty 2970.403570 = -518895.776448 nChanged 62 SP:Iteration 28Q (1441.616553 sec): 3 clusters Score: Raw -521896.851994 + Penalty 2970.403570 = -518926.448424 nChanged 58 SP:Iteration 29Q (1441.672635 sec): 3 clusters Score: Raw -521921.250997 + Penalty 2970.403570 = -518950.847427 nChanged 54 SP:Iteration 30Q (1441.729992 sec): 3 clusters Score: Raw -521945.162135 + Penalty 2970.403570 = -518974.758565 nChanged 48 SP:Iteration 31Q (1441.782508 sec): 3 clusters Score: Raw -521967.582477 + Penalty 2970.403570 = -518997.178907 nChanged 33 SP:Iteration 32Q (1441.849312 sec): 3 clusters Score: Raw -521981.258474 + Penalty 2970.403570 = -519010.854904 nChanged 26 SP:Iteration 33Q (1441.901445 sec): 3 clusters Score: Raw -521995.791385 + Penalty 2970.403570 = -519025.387815 nChanged 26 SP:Iteration 34Q (1441.963120 sec): 3 clusters Score: Raw -522007.826008 + Penalty 2970.403570 = -519037.422438 nChanged 25 SP:Iteration 35Q (1442.010553 sec): 3 clusters Score: Raw -522018.755341 + Penalty 2970.403570 = -519048.351771 nChanged 21 SP:Iteration 36Q (1442.074035 sec): 3 clusters Score: Raw -522025.975364 + Penalty 2970.403570 = -519055.571794 nChanged 12 SP:Iteration 37Q (1442.121014 sec): 3 clusters Score: Raw -522031.502244 + Penalty 2970.403570 = -519061.098674 nChanged 10 SP:Iteration 38Q (1442.179531 sec): 3 clusters Score: Raw -522034.874882 + Penalty 2970.403570 = -519064.471312 nChanged 6 SP:Iteration 39Q (1442.233653 sec): 3 clusters Score: Raw -522036.043119 + Penalty 2970.403570 = -519065.639549 nChanged 5 SP:Iteration 40F (1442.298830 sec): 3 clusters Score: Raw -522037.173428 + Penalty 2970.403570 = -519066.769858 nChanged 8 SP:Iteration 41Q (1442.356681 sec): 3 clusters Score: Raw -522039.424268 + Penalty 2970.403570 = -519069.020698 nChanged 5 SP:Iteration 42Q (1442.404809 sec): 3 clusters Score: Raw -522041.740299 + Penalty 2970.403570 = -519071.336729 nChanged 4 SP:Iteration 43Q (1442.478894 sec): 3 clusters Score: Raw -522043.413621 + Penalty 2970.403570 = -519073.010051 nChanged 8 SP:Iteration 44Q (1442.530140 sec): 3 clusters Score: Raw -522046.120696 + Penalty 2970.403570 = -519075.717126 nChanged 6 SP:Iteration 45Q (1442.585738 sec): 3 clusters Score: Raw -522048.680567 + Penalty 2970.403570 = -519078.276997 nChanged 5 SP:Iteration 46Q (1442.655485 sec): 3 clusters Score: Raw -522050.361188 + Penalty 2970.403570 = -519079.957618 nChanged 9 SP:Iteration 47Q (1442.705555 sec): 3 clusters Score: Raw -522054.729250 + Penalty 2970.403570 = -519084.325680 nChanged 13 SP:Iteration 48Q (1442.764977 sec): 3 clusters Score: Raw -522060.934651 + Penalty 2970.403570 = -519090.531081 nChanged 10 SP:Iteration 49Q (1442.817726 sec): 3 clusters Score: Raw -522065.240706 + Penalty 2970.403570 = -519094.837136 nChanged 8 SP:Iteration 50Q (1442.883791 sec): 3 clusters Score: Raw -522069.326766 + Penalty 2970.403570 = -519098.923196 nChanged 14 SP:Iteration 51Q (1442.937179 sec): 3 clusters Score: Raw -522075.456059 + Penalty 2970.403570 = -519105.052489 nChanged 13 SP:Iteration 52Q (1443.001076 sec): 3 clusters Score: Raw -522080.331812 + Penalty 2970.403570 = -519109.928242 nChanged 9 SP:Iteration 53Q (1443.053909 sec): 3 clusters Score: Raw -522083.514559 + Penalty 2970.403570 = -519113.110989 nChanged 9 SP:Iteration 54Q (1443.111336 sec): 3 clusters Score: Raw -522086.884949 + Penalty 2970.403570 = -519116.481379 nChanged 11 SP:Iteration 55Q (1443.163397 sec): 3 clusters Score: Raw -522090.766775 + Penalty 2970.403570 = -519120.363205 nChanged 6 SP:Iteration 56Q (1443.216899 sec): 3 clusters Score: Raw -522094.003594 + Penalty 2970.403570 = -519123.600024 nChanged 8 SP:Iteration 57Q (1443.273182 sec): 3 clusters Score: Raw -522096.878853 + Penalty 2970.403570 = -519126.475283 nChanged 4 SP:Iteration 58Q (1443.326784 sec): 3 clusters Score: Raw -522098.335626 + Penalty 2970.403570 = -519127.932056 nChanged 3 SP:Iteration 59Q (1443.385523 sec): 3 clusters Score: Raw -522099.854449 + Penalty 2970.403570 = -519129.450879 nChanged 1 SP:Iteration 60F (1443.455364 sec): 3 clusters Score: Raw -522100.180868 + Penalty 2970.403570 = -519129.777298 nChanged 2 SP:Iteration 61Q (1443.505959 sec): 3 clusters Score: Raw -522100.762787 + Penalty 2970.403570 = -519130.359217 nChanged 0 SP:Iteration 62F (1443.557399 sec): 3 clusters Score: Raw -522100.762787 + Penalty 2970.403570 = -519130.359217 nChanged 0 Trying to split cluster 28 (3186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1443.593238 sec): 2 clusters Score: Raw -162957.210168 + Penalty 1310.809742 = -161646.400425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1443.634074 sec): 3 clusters Score: Raw -161408.805668 + Penalty 2621.619484 = -158787.186183 nChanged 1242 SP:Iteration 1F (1443.679973 sec): 3 clusters Score: Raw -162166.852520 + Penalty 2621.619484 = -159545.233036 nChanged 232 SP:Iteration 2F (1443.717767 sec): 3 clusters Score: Raw -162305.303176 + Penalty 2621.619484 = -159683.683691 nChanged 158 SP:Iteration 3Q (1443.766348 sec): 3 clusters Score: Raw -162388.130971 + Penalty 2621.619484 = -159766.511487 nChanged 110 SP:Iteration 4Q (1443.823067 sec): 3 clusters Score: Raw -162449.138686 + Penalty 2621.619484 = -159827.519202 nChanged 93 SP:Iteration 5Q (1443.863052 sec): 3 clusters Score: Raw -162494.408794 + Penalty 2621.619484 = -159872.789310 nChanged 73 SP:Iteration 6Q (1443.920111 sec): 3 clusters Score: Raw -162535.282149 + Penalty 2621.619484 = -159913.662665 nChanged 74 SP:Iteration 7Q (1443.971263 sec): 3 clusters Score: Raw -162576.465194 + Penalty 2621.619484 = -159954.845710 nChanged 84 SP:Iteration 8Q (1444.009043 sec): 3 clusters Score: Raw -162628.818128 + Penalty 2621.619484 = -160007.198644 nChanged 72 SP:Iteration 9Q (1444.066520 sec): 3 clusters Score: Raw -162672.817262 + Penalty 2621.619484 = -160051.197777 nChanged 81 SP:Iteration 10Q (1444.118961 sec): 3 clusters Score: Raw -162729.107178 + Penalty 2621.619484 = -160107.487693 nChanged 81 SP:Iteration 11Q (1444.158459 sec): 3 clusters Score: Raw -162786.776087 + Penalty 2621.619484 = -160165.156603 nChanged 77 SP:Iteration 12Q (1444.216045 sec): 3 clusters Score: Raw -162843.348357 + Penalty 2621.619484 = -160221.728873 nChanged 81 SP:Iteration 13Q (1444.258450 sec): 3 clusters Score: Raw -162901.524480 + Penalty 2621.619484 = -160279.904995 nChanged 84 SP:Iteration 14Q (1444.318555 sec): 3 clusters Score: Raw -162955.912628 + Penalty 2621.619484 = -160334.293144 nChanged 86 SP:Iteration 15Q (1444.367579 sec): 3 clusters Score: Raw -163007.408626 + Penalty 2621.619484 = -160385.789142 nChanged 84 SP:Iteration 16Q (1444.405843 sec): 3 clusters Score: Raw -163064.058332 + Penalty 2621.619484 = -160442.438848 nChanged 70 SP:Iteration 17Q (1444.450994 sec): 3 clusters Score: Raw -163108.589070 + Penalty 2621.619484 = -160486.969585 nChanged 65 SP:Iteration 18Q (1444.499337 sec): 3 clusters Score: Raw -163164.076591 + Penalty 2621.619484 = -160542.457107 nChanged 56 SP:Iteration 19Q (1444.559235 sec): 3 clusters Score: Raw -163205.381016 + Penalty 2621.619484 = -160583.761532 nChanged 46 SP:Iteration 20F (1444.592732 sec): 3 clusters Score: Raw -163239.506176 + Penalty 2621.619484 = -160617.886692 nChanged 35 SP:Iteration 21Q (1444.605454 sec): 3 clusters Score: Raw -163265.158673 + Penalty 2621.619484 = -160643.539188 nChanged 32 SP:Iteration 22Q (1444.631269 sec): 3 clusters Score: Raw -163288.289349 + Penalty 2621.619484 = -160666.669865 nChanged 28 SP:Iteration 23Q (1444.670471 sec): 3 clusters Score: Raw -163307.318913 + Penalty 2621.619484 = -160685.699429 nChanged 21 SP:Iteration 24Q (1444.710839 sec): 3 clusters Score: Raw -163323.509242 + Penalty 2621.619484 = -160701.889758 nChanged 10 SP:Iteration 25Q (1444.755105 sec): 3 clusters Score: Raw -163333.039852 + Penalty 2621.619484 = -160711.420367 nChanged 13 SP:Iteration 26Q (1444.808687 sec): 3 clusters Score: Raw -163340.294847 + Penalty 2621.619484 = -160718.675363 nChanged 5 SP:Iteration 27Q (1444.851237 sec): 3 clusters Score: Raw -163343.822461 + Penalty 2621.619484 = -160722.202977 nChanged 7 SP:Iteration 28Q (1444.907336 sec): 3 clusters Score: Raw -163347.731123 + Penalty 2621.619484 = -160726.111639 nChanged 4 SP:Iteration 29Q (1444.945147 sec): 3 clusters Score: Raw -163349.065217 + Penalty 2621.619484 = -160727.445733 nChanged 5 SP:Iteration 30Q (1444.982397 sec): 3 clusters Score: Raw -163352.477697 + Penalty 2621.619484 = -160730.858212 nChanged 4 SP:Iteration 31Q (1445.027085 sec): 3 clusters Score: Raw -163354.410412 + Penalty 2621.619484 = -160732.790927 nChanged 2 SP:Iteration 32Q (1445.078897 sec): 3 clusters Score: Raw -163356.611242 + Penalty 2621.619484 = -160734.991758 nChanged 4 SP:Iteration 33Q (1445.115486 sec): 3 clusters Score: Raw -163359.985342 + Penalty 2621.619484 = -160738.365858 nChanged 5 SP:Iteration 34Q (1445.160033 sec): 3 clusters Score: Raw -163363.361255 + Penalty 2621.619484 = -160741.741771 nChanged 2 SP:Iteration 35Q (1445.207987 sec): 3 clusters Score: Raw -163364.324426 + Penalty 2621.619484 = -160742.704941 nChanged 0 SP:Iteration 36F (1445.253756 sec): 3 clusters Score: Raw -163364.324426 + Penalty 2621.619484 = -160742.704941 nChanged 0 Trying to split cluster 29 (1005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1445.277490 sec): 2 clusters Score: Raw -49729.306344 + Penalty 1123.320708 = -48605.985636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1445.320666 sec): 3 clusters Score: Raw -49414.789435 + Penalty 2246.641417 = -47168.148018 nChanged 307 SP:Iteration 1F (1445.365563 sec): 3 clusters Score: Raw -49693.268861 + Penalty 2246.641417 = -47446.627444 nChanged 85 SP:Iteration 2F (1445.401547 sec): 3 clusters Score: Raw -49800.093403 + Penalty 2246.641417 = -47553.451987 nChanged 55 SP:Iteration 3F (1445.445681 sec): 3 clusters Score: Raw -49879.960240 + Penalty 2246.641417 = -47633.318824 nChanged 53 SP:Iteration 4F (1445.484246 sec): 3 clusters Score: Raw -49944.478993 + Penalty 2246.641417 = -47697.837576 nChanged 38 SP:Iteration 5Q (1445.538874 sec): 3 clusters Score: Raw -49988.685833 + Penalty 2246.641417 = -47742.044416 nChanged 23 SP:Iteration 6Q (1445.586571 sec): 3 clusters Score: Raw -50017.403935 + Penalty 2246.641417 = -47770.762519 nChanged 21 SP:Iteration 7Q (1445.627178 sec): 3 clusters Score: Raw -50050.512166 + Penalty 2246.641417 = -47803.870750 nChanged 19 SP:Iteration 8Q (1445.659958 sec): 3 clusters Score: Raw -50072.619300 + Penalty 2246.641417 = -47825.977883 nChanged 15 SP:Iteration 9Q (1445.703482 sec): 3 clusters Score: Raw -50087.726073 + Penalty 2246.641417 = -47841.084656 nChanged 7 SP:Iteration 10Q (1445.745493 sec): 3 clusters Score: Raw -50097.017813 + Penalty 2246.641417 = -47850.376397 nChanged 12 SP:Iteration 11Q (1445.790316 sec): 3 clusters Score: Raw -50112.744647 + Penalty 2246.641417 = -47866.103231 nChanged 10 SP:Iteration 12Q (1445.832184 sec): 3 clusters Score: Raw -50119.743835 + Penalty 2246.641417 = -47873.102419 nChanged 7 SP:Iteration 13Q (1445.876344 sec): 3 clusters Score: Raw -50127.434656 + Penalty 2246.641417 = -47880.793240 nChanged 10 SP:Iteration 14Q (1445.922777 sec): 3 clusters Score: Raw -50136.623281 + Penalty 2246.641417 = -47889.981864 nChanged 4 SP:Iteration 15Q (1445.969989 sec): 3 clusters Score: Raw -50139.149885 + Penalty 2246.641417 = -47892.508469 nChanged 2 SP:Iteration 16Q (1446.027039 sec): 3 clusters Score: Raw -50142.879153 + Penalty 2246.641417 = -47896.237736 nChanged 4 SP:Iteration 17Q (1446.067536 sec): 3 clusters Score: Raw -50147.146878 + Penalty 2246.641417 = -47900.505461 nChanged 4 SP:Iteration 18Q (1446.097943 sec): 3 clusters Score: Raw -50155.683264 + Penalty 2246.641417 = -47909.041847 nChanged 6 SP:Iteration 19Q (1446.134477 sec): 3 clusters Score: Raw -50166.196972 + Penalty 2246.641417 = -47919.555556 nChanged 3 SP:Iteration 20F (1446.182226 sec): 3 clusters Score: Raw -50169.965340 + Penalty 2246.641417 = -47923.323923 nChanged 2 SP:Iteration 21Q (1446.224112 sec): 3 clusters Score: Raw -50172.572684 + Penalty 2246.641417 = -47925.931268 nChanged 5 SP:Iteration 22Q (1446.278695 sec): 3 clusters Score: Raw -50179.331921 + Penalty 2246.641417 = -47932.690504 nChanged 3 SP:Iteration 23Q (1446.311630 sec): 3 clusters Score: Raw -50186.855367 + Penalty 2246.641417 = -47940.213951 nChanged 0 SP:Iteration 24F (1446.348267 sec): 3 clusters Score: Raw -50186.855367 + Penalty 2246.641417 = -47940.213951 nChanged 0 Trying to split cluster 30 (1042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1446.372233 sec): 2 clusters Score: Raw -53746.304764 + Penalty 1129.195799 = -52617.108965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1446.377979 sec): 3 clusters Score: Raw -53422.359644 + Penalty 2258.391597 = -51163.968047 nChanged 302 SP:Iteration 1F (1446.383665 sec): 3 clusters Score: Raw -53697.989222 + Penalty 2258.391597 = -51439.597624 nChanged 88 SP:Iteration 2F (1446.389377 sec): 3 clusters Score: Raw -53792.852090 + Penalty 2258.391597 = -51534.460492 nChanged 46 SP:Iteration 3Q (1446.395546 sec): 3 clusters Score: Raw -53841.407692 + Penalty 2258.391597 = -51583.016094 nChanged 32 SP:Iteration 4Q (1446.401651 sec): 3 clusters Score: Raw -53876.252936 + Penalty 2258.391597 = -51617.861339 nChanged 22 SP:Iteration 5Q (1446.419469 sec): 3 clusters Score: Raw -53904.460166 + Penalty 2258.391597 = -51646.068569 nChanged 24 SP:Iteration 6Q (1446.472975 sec): 3 clusters Score: Raw -53923.325185 + Penalty 2258.391597 = -51664.933588 nChanged 13 SP:Iteration 7Q (1446.513239 sec): 3 clusters Score: Raw -53937.621475 + Penalty 2258.391597 = -51679.229878 nChanged 8 SP:Iteration 8Q (1446.548549 sec): 3 clusters Score: Raw -53943.376947 + Penalty 2258.391597 = -51684.985350 nChanged 7 SP:Iteration 9Q (1446.588604 sec): 3 clusters Score: Raw -53950.599924 + Penalty 2258.391597 = -51692.208327 nChanged 10 SP:Iteration 10Q (1446.626505 sec): 3 clusters Score: Raw -53957.607845 + Penalty 2258.391597 = -51699.216248 nChanged 5 SP:Iteration 11Q (1446.669259 sec): 3 clusters Score: Raw -53960.029259 + Penalty 2258.391597 = -51701.637662 nChanged 1 SP:Iteration 12Q (1446.714357 sec): 3 clusters Score: Raw -53960.269876 + Penalty 2258.391597 = -51701.878279 nChanged 0 SP:Iteration 13F (1446.771464 sec): 3 clusters Score: Raw -53960.269876 + Penalty 2258.391597 = -51701.878279 nChanged 0 Trying to split cluster 31 (1448 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1446.788065 sec): 2 clusters Score: Raw -78096.434691 + Penalty 1182.665018 = -76913.769673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1446.832466 sec): 3 clusters Score: Raw -77557.730722 + Penalty 2365.330036 = -75192.400685 nChanged 490 SP:Iteration 1F (1446.884672 sec): 3 clusters Score: Raw -77900.876073 + Penalty 2365.330036 = -75535.546037 nChanged 105 SP:Iteration 2F (1446.927945 sec): 3 clusters Score: Raw -77989.574171 + Penalty 2365.330036 = -75624.244135 nChanged 64 SP:Iteration 3Q (1446.974304 sec): 3 clusters Score: Raw -78071.759849 + Penalty 2365.330036 = -75706.429812 nChanged 69 SP:Iteration 4Q (1447.013735 sec): 3 clusters Score: Raw -78156.878006 + Penalty 2365.330036 = -75791.547970 nChanged 66 SP:Iteration 5Q (1447.055609 sec): 3 clusters Score: Raw -78233.946598 + Penalty 2365.330036 = -75868.616562 nChanged 51 SP:Iteration 6Q (1447.101264 sec): 3 clusters Score: Raw -78275.187685 + Penalty 2365.330036 = -75909.857649 nChanged 33 SP:Iteration 7Q (1447.153562 sec): 3 clusters Score: Raw -78307.653131 + Penalty 2365.330036 = -75942.323095 nChanged 35 SP:Iteration 8Q (1447.198467 sec): 3 clusters Score: Raw -78338.493695 + Penalty 2365.330036 = -75973.163658 nChanged 24 SP:Iteration 9Q (1447.239860 sec): 3 clusters Score: Raw -78357.570986 + Penalty 2365.330036 = -75992.240949 nChanged 22 SP:Iteration 10Q (1447.293135 sec): 3 clusters Score: Raw -78383.864268 + Penalty 2365.330036 = -76018.534232 nChanged 24 SP:Iteration 11Q (1447.331146 sec): 3 clusters Score: Raw -78403.672720 + Penalty 2365.330036 = -76038.342684 nChanged 27 SP:Iteration 12Q (1447.374601 sec): 3 clusters Score: Raw -78428.022553 + Penalty 2365.330036 = -76062.692516 nChanged 26 SP:Iteration 13Q (1447.418229 sec): 3 clusters Score: Raw -78452.941040 + Penalty 2365.330036 = -76087.611004 nChanged 22 SP:Iteration 14Q (1447.462820 sec): 3 clusters Score: Raw -78466.498480 + Penalty 2365.330036 = -76101.168444 nChanged 16 SP:Iteration 15Q (1447.504670 sec): 3 clusters Score: Raw -78482.876895 + Penalty 2365.330036 = -76117.546859 nChanged 12 SP:Iteration 16Q (1447.545604 sec): 3 clusters Score: Raw -78493.143685 + Penalty 2365.330036 = -76127.813649 nChanged 10 SP:Iteration 17Q (1447.608098 sec): 3 clusters Score: Raw -78500.935248 + Penalty 2365.330036 = -76135.605212 nChanged 7 SP:Iteration 18Q (1447.652211 sec): 3 clusters Score: Raw -78507.816337 + Penalty 2365.330036 = -76142.486301 nChanged 8 SP:Iteration 19Q (1447.701725 sec): 3 clusters Score: Raw -78516.243248 + Penalty 2365.330036 = -76150.913212 nChanged 8 SP:Iteration 20F (1447.743352 sec): 3 clusters Score: Raw -78521.039247 + Penalty 2365.330036 = -76155.709210 nChanged 2 SP:Iteration 21Q (1447.787140 sec): 3 clusters Score: Raw -78523.285777 + Penalty 2365.330036 = -76157.955741 nChanged 2 SP:Iteration 22Q (1447.822829 sec): 3 clusters Score: Raw -78526.052439 + Penalty 2365.330036 = -76160.722402 nChanged 7 SP:Iteration 23Q (1447.858480 sec): 3 clusters Score: Raw -78530.756681 + Penalty 2365.330036 = -76165.426645 nChanged 8 SP:Iteration 24Q (1447.912475 sec): 3 clusters Score: Raw -78538.811703 + Penalty 2365.330036 = -76173.481667 nChanged 6 SP:Iteration 25Q (1447.951716 sec): 3 clusters Score: Raw -78547.257603 + Penalty 2365.330036 = -76181.927567 nChanged 7 SP:Iteration 26Q (1447.997491 sec): 3 clusters Score: Raw -78555.767837 + Penalty 2365.330036 = -76190.437801 nChanged 8 SP:Iteration 27Q (1448.037383 sec): 3 clusters Score: Raw -78562.545277 + Penalty 2365.330036 = -76197.215241 nChanged 9 SP:Iteration 28Q (1448.079364 sec): 3 clusters Score: Raw -78569.178095 + Penalty 2365.330036 = -76203.848058 nChanged 10 SP:Iteration 29Q (1448.126322 sec): 3 clusters Score: Raw -78579.787770 + Penalty 2365.330036 = -76214.457733 nChanged 11 SP:Iteration 30Q (1448.171816 sec): 3 clusters Score: Raw -78587.244626 + Penalty 2365.330036 = -76221.914590 nChanged 10 SP:Iteration 31Q (1448.232405 sec): 3 clusters Score: Raw -78596.152657 + Penalty 2365.330036 = -76230.822620 nChanged 9 SP:Iteration 32Q (1448.264337 sec): 3 clusters Score: Raw -78601.540982 + Penalty 2365.330036 = -76236.210946 nChanged 6 SP:Iteration 33Q (1448.314135 sec): 3 clusters Score: Raw -78606.843126 + Penalty 2365.330036 = -76241.513090 nChanged 5 SP:Iteration 34Q (1448.355872 sec): 3 clusters Score: Raw -78613.774935 + Penalty 2365.330036 = -76248.444899 nChanged 6 SP:Iteration 35Q (1448.410990 sec): 3 clusters Score: Raw -78619.440329 + Penalty 2365.330036 = -76254.110293 nChanged 6 SP:Iteration 36Q (1448.454335 sec): 3 clusters Score: Raw -78622.568805 + Penalty 2365.330036 = -76257.238769 nChanged 2 SP:Iteration 37Q (1448.497545 sec): 3 clusters Score: Raw -78623.862163 + Penalty 2365.330036 = -76258.532126 nChanged 3 SP:Iteration 38Q (1448.537501 sec): 3 clusters Score: Raw -78625.858123 + Penalty 2365.330036 = -76260.528086 nChanged 3 SP:Iteration 39Q (1448.581878 sec): 3 clusters Score: Raw -78629.210233 + Penalty 2365.330036 = -76263.880196 nChanged 2 SP:Iteration 40F (1448.633886 sec): 3 clusters Score: Raw -78630.358782 + Penalty 2365.330036 = -76265.028746 nChanged 0 Trying to split cluster 32 (4728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1448.654783 sec): 2 clusters Score: Raw -264874.290357 + Penalty 1374.954353 = -263499.336004 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1448.716440 sec): 3 clusters Score: Raw -262391.930137 + Penalty 2749.908707 = -259642.021430 nChanged 1883 SP:Iteration 1F (1448.752520 sec): 3 clusters Score: Raw -263465.679089 + Penalty 2749.908707 = -260715.770382 nChanged 347 SP:Iteration 2F (1448.796306 sec): 3 clusters Score: Raw -263666.917105 + Penalty 2749.908707 = -260917.008398 nChanged 273 SP:Iteration 3F (1448.840062 sec): 3 clusters Score: Raw -263844.098554 + Penalty 2749.908707 = -261094.189847 nChanged 270 SP:Iteration 4F (1448.891080 sec): 3 clusters Score: Raw -264027.537717 + Penalty 2749.908707 = -261277.629010 nChanged 252 SP:Iteration 5F (1448.942598 sec): 3 clusters Score: Raw -264193.921921 + Penalty 2749.908707 = -261444.013215 nChanged 215 SP:Iteration 6Q (1448.994799 sec): 3 clusters Score: Raw -264344.073848 + Penalty 2749.908707 = -261594.165141 nChanged 206 SP:Iteration 7Q (1449.038545 sec): 3 clusters Score: Raw -264500.821280 + Penalty 2749.908707 = -261750.912573 nChanged 198 SP:Iteration 8Q (1449.094897 sec): 3 clusters Score: Raw -264652.197130 + Penalty 2749.908707 = -261902.288423 nChanged 195 SP:Iteration 9Q (1449.147328 sec): 3 clusters Score: Raw -264768.323894 + Penalty 2749.908707 = -262018.415187 nChanged 144 SP:Iteration 10Q (1449.196614 sec): 3 clusters Score: Raw -264847.767467 + Penalty 2749.908707 = -262097.858760 nChanged 105 SP:Iteration 11Q (1449.247715 sec): 3 clusters Score: Raw -264906.765397 + Penalty 2749.908707 = -262156.856690 nChanged 89 SP:Iteration 12Q (1449.298378 sec): 3 clusters Score: Raw -264956.998352 + Penalty 2749.908707 = -262207.089646 nChanged 91 SP:Iteration 13Q (1449.351309 sec): 3 clusters Score: Raw -265019.236280 + Penalty 2749.908707 = -262269.327573 nChanged 79 SP:Iteration 14Q (1449.404765 sec): 3 clusters Score: Raw -265066.152202 + Penalty 2749.908707 = -262316.243495 nChanged 66 SP:Iteration 15Q (1449.449675 sec): 3 clusters Score: Raw -265097.624813 + Penalty 2749.908707 = -262347.716106 nChanged 60 SP:Iteration 16Q (1449.498560 sec): 3 clusters Score: Raw -265132.236510 + Penalty 2749.908707 = -262382.327803 nChanged 48 SP:Iteration 17Q (1449.546169 sec): 3 clusters Score: Raw -265155.054884 + Penalty 2749.908707 = -262405.146177 nChanged 34 SP:Iteration 18Q (1449.596501 sec): 3 clusters Score: Raw -265176.478477 + Penalty 2749.908707 = -262426.569771 nChanged 44 SP:Iteration 19Q (1449.642774 sec): 3 clusters Score: Raw -265195.503738 + Penalty 2749.908707 = -262445.595031 nChanged 43 SP:Iteration 20F (1449.689315 sec): 3 clusters Score: Raw -265217.132002 + Penalty 2749.908707 = -262467.223295 nChanged 51 SP:Iteration 21Q (1449.742801 sec): 3 clusters Score: Raw -265244.901794 + Penalty 2749.908707 = -262494.993088 nChanged 49 SP:Iteration 22Q (1449.781886 sec): 3 clusters Score: Raw -265270.981401 + Penalty 2749.908707 = -262521.072694 nChanged 39 SP:Iteration 23Q (1449.841455 sec): 3 clusters Score: Raw -265293.722248 + Penalty 2749.908707 = -262543.813541 nChanged 33 SP:Iteration 24Q (1449.885743 sec): 3 clusters Score: Raw -265315.146793 + Penalty 2749.908707 = -262565.238086 nChanged 34 SP:Iteration 25Q (1449.929447 sec): 3 clusters Score: Raw -265340.440289 + Penalty 2749.908707 = -262590.531582 nChanged 36 SP:Iteration 26Q (1449.981785 sec): 3 clusters Score: Raw -265368.245014 + Penalty 2749.908707 = -262618.336308 nChanged 41 SP:Iteration 27Q (1450.032027 sec): 3 clusters Score: Raw -265402.066746 + Penalty 2749.908707 = -262652.158039 nChanged 39 SP:Iteration 28Q (1450.091848 sec): 3 clusters Score: Raw -265444.586146 + Penalty 2749.908707 = -262694.677440 nChanged 40 SP:Iteration 29Q (1450.145191 sec): 3 clusters Score: Raw -265485.361969 + Penalty 2749.908707 = -262735.453262 nChanged 32 SP:Iteration 30Q (1450.194275 sec): 3 clusters Score: Raw -265515.370758 + Penalty 2749.908707 = -262765.462051 nChanged 22 SP:Iteration 31Q (1450.245181 sec): 3 clusters Score: Raw -265532.377898 + Penalty 2749.908707 = -262782.469191 nChanged 22 SP:Iteration 32Q (1450.288627 sec): 3 clusters Score: Raw -265548.175989 + Penalty 2749.908707 = -262798.267282 nChanged 21 SP:Iteration 33Q (1450.330774 sec): 3 clusters Score: Raw -265561.001065 + Penalty 2749.908707 = -262811.092358 nChanged 19 SP:Iteration 34Q (1450.383465 sec): 3 clusters Score: Raw -265571.892149 + Penalty 2749.908707 = -262821.983442 nChanged 19 SP:Iteration 35Q (1450.425102 sec): 3 clusters Score: Raw -265581.463603 + Penalty 2749.908707 = -262831.554896 nChanged 15 SP:Iteration 36Q (1450.474744 sec): 3 clusters Score: Raw -265588.026961 + Penalty 2749.908707 = -262838.118254 nChanged 12 SP:Iteration 37Q (1450.523428 sec): 3 clusters Score: Raw -265593.851699 + Penalty 2749.908707 = -262843.942992 nChanged 7 SP:Iteration 38Q (1450.583489 sec): 3 clusters Score: Raw -265596.667959 + Penalty 2749.908707 = -262846.759253 nChanged 6 SP:Iteration 39Q (1450.625694 sec): 3 clusters Score: Raw -265599.777533 + Penalty 2749.908707 = -262849.868826 nChanged 6 SP:Iteration 40F (1450.680275 sec): 3 clusters Score: Raw -265601.838545 + Penalty 2749.908707 = -262851.929838 nChanged 5 SP:Iteration 41Q (1450.733288 sec): 3 clusters Score: Raw -265603.835113 + Penalty 2749.908707 = -262853.926407 nChanged 4 SP:Iteration 42Q (1450.777440 sec): 3 clusters Score: Raw -265605.393399 + Penalty 2749.908707 = -262855.484692 nChanged 6 SP:Iteration 43Q (1450.832924 sec): 3 clusters Score: Raw -265606.760146 + Penalty 2749.908707 = -262856.851440 nChanged 5 SP:Iteration 44Q (1450.877742 sec): 3 clusters Score: Raw -265607.782194 + Penalty 2749.908707 = -262857.873487 nChanged 2 SP:Iteration 45Q (1450.935152 sec): 3 clusters Score: Raw -265608.107844 + Penalty 2749.908707 = -262858.199137 nChanged 0 SP:Iteration 46F (1450.977935 sec): 3 clusters Score: Raw -265608.107844 + Penalty 2749.908707 = -262858.199137 nChanged 0 Trying to split cluster 33 (3779 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1451.006660 sec): 2 clusters Score: Raw -207771.902093 + Penalty 1338.547389 = -206433.354704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1451.055751 sec): 3 clusters Score: Raw -205864.958495 + Penalty 2677.094779 = -203187.863716 nChanged 1506 SP:Iteration 1F (1451.102035 sec): 3 clusters Score: Raw -206730.709454 + Penalty 2677.094779 = -204053.614675 nChanged 263 SP:Iteration 2F (1451.157353 sec): 3 clusters Score: Raw -206861.882881 + Penalty 2677.094779 = -204184.788102 nChanged 178 SP:Iteration 3Q (1451.196543 sec): 3 clusters Score: Raw -206942.638971 + Penalty 2677.094779 = -204265.544192 nChanged 144 SP:Iteration 4Q (1451.247555 sec): 3 clusters Score: Raw -207021.830525 + Penalty 2677.094779 = -204344.735747 nChanged 124 SP:Iteration 5Q (1451.294022 sec): 3 clusters Score: Raw -207092.492089 + Penalty 2677.094779 = -204415.397310 nChanged 118 SP:Iteration 6Q (1451.345785 sec): 3 clusters Score: Raw -207159.915003 + Penalty 2677.094779 = -204482.820224 nChanged 127 SP:Iteration 7Q (1451.401029 sec): 3 clusters Score: Raw -207223.418296 + Penalty 2677.094779 = -204546.323517 nChanged 116 SP:Iteration 8Q (1451.456335 sec): 3 clusters Score: Raw -207284.237400 + Penalty 2677.094779 = -204607.142622 nChanged 96 SP:Iteration 9Q (1451.502816 sec): 3 clusters Score: Raw -207328.907821 + Penalty 2677.094779 = -204651.813043 nChanged 79 SP:Iteration 10Q (1451.552955 sec): 3 clusters Score: Raw -207365.194914 + Penalty 2677.094779 = -204688.100135 nChanged 72 SP:Iteration 11Q (1451.601932 sec): 3 clusters Score: Raw -207393.289624 + Penalty 2677.094779 = -204716.194846 nChanged 69 SP:Iteration 12Q (1451.651921 sec): 3 clusters Score: Raw -207419.819638 + Penalty 2677.094779 = -204742.724859 nChanged 58 SP:Iteration 13Q (1451.703767 sec): 3 clusters Score: Raw -207443.489509 + Penalty 2677.094779 = -204766.394731 nChanged 50 SP:Iteration 14Q (1451.754088 sec): 3 clusters Score: Raw -207462.471838 + Penalty 2677.094779 = -204785.377059 nChanged 46 SP:Iteration 15Q (1451.800154 sec): 3 clusters Score: Raw -207480.406896 + Penalty 2677.094779 = -204803.312117 nChanged 42 SP:Iteration 16Q (1451.851069 sec): 3 clusters Score: Raw -207501.124230 + Penalty 2677.094779 = -204824.029451 nChanged 56 SP:Iteration 17Q (1451.891186 sec): 3 clusters Score: Raw -207523.621357 + Penalty 2677.094779 = -204846.526578 nChanged 41 SP:Iteration 18Q (1451.944271 sec): 3 clusters Score: Raw -207541.961850 + Penalty 2677.094779 = -204864.867072 nChanged 34 SP:Iteration 19Q (1451.983261 sec): 3 clusters Score: Raw -207557.305704 + Penalty 2677.094779 = -204880.210926 nChanged 34 SP:Iteration 20F (1452.016767 sec): 3 clusters Score: Raw -207567.540026 + Penalty 2677.094779 = -204890.445248 nChanged 29 SP:Iteration 21Q (1452.066975 sec): 3 clusters Score: Raw -207578.494379 + Penalty 2677.094779 = -204901.399600 nChanged 27 SP:Iteration 22Q (1452.117988 sec): 3 clusters Score: Raw -207588.436925 + Penalty 2677.094779 = -204911.342146 nChanged 24 SP:Iteration 23Q (1452.173999 sec): 3 clusters Score: Raw -207595.366924 + Penalty 2677.094779 = -204918.272146 nChanged 17 SP:Iteration 24Q (1452.229734 sec): 3 clusters Score: Raw -207599.330254 + Penalty 2677.094779 = -204922.235476 nChanged 9 SP:Iteration 25Q (1452.276646 sec): 3 clusters Score: Raw -207602.289642 + Penalty 2677.094779 = -204925.194863 nChanged 17 SP:Iteration 26Q (1452.318543 sec): 3 clusters Score: Raw -207608.311203 + Penalty 2677.094779 = -204931.216424 nChanged 10 SP:Iteration 27Q (1452.376946 sec): 3 clusters Score: Raw -207611.125175 + Penalty 2677.094779 = -204934.030396 nChanged 11 SP:Iteration 28Q (1452.418526 sec): 3 clusters Score: Raw -207613.546581 + Penalty 2677.094779 = -204936.451803 nChanged 7 SP:Iteration 29Q (1452.470940 sec): 3 clusters Score: Raw -207615.497439 + Penalty 2677.094779 = -204938.402660 nChanged 10 SP:Iteration 30Q (1452.521065 sec): 3 clusters Score: Raw -207618.916334 + Penalty 2677.094779 = -204941.821555 nChanged 6 SP:Iteration 31Q (1452.565075 sec): 3 clusters Score: Raw -207620.276250 + Penalty 2677.094779 = -204943.181471 nChanged 4 SP:Iteration 32Q (1452.609214 sec): 3 clusters Score: Raw -207621.620486 + Penalty 2677.094779 = -204944.525707 nChanged 12 SP:Iteration 33Q (1452.657447 sec): 3 clusters Score: Raw -207625.290910 + Penalty 2677.094779 = -204948.196131 nChanged 14 SP:Iteration 34Q (1452.700242 sec): 3 clusters Score: Raw -207629.690548 + Penalty 2677.094779 = -204952.595770 nChanged 11 SP:Iteration 35Q (1452.748924 sec): 3 clusters Score: Raw -207633.092413 + Penalty 2677.094779 = -204955.997635 nChanged 13 SP:Iteration 36Q (1452.812372 sec): 3 clusters Score: Raw -207636.864016 + Penalty 2677.094779 = -204959.769238 nChanged 10 SP:Iteration 37Q (1452.854778 sec): 3 clusters Score: Raw -207640.121715 + Penalty 2677.094779 = -204963.026936 nChanged 9 SP:Iteration 38Q (1452.907175 sec): 3 clusters Score: Raw -207642.544141 + Penalty 2677.094779 = -204965.449362 nChanged 8 SP:Iteration 39Q (1452.957180 sec): 3 clusters Score: Raw -207644.439298 + Penalty 2677.094779 = -204967.344519 nChanged 10 SP:Iteration 40F (1453.002785 sec): 3 clusters Score: Raw -207647.695185 + Penalty 2677.094779 = -204970.600406 nChanged 10 SP:Iteration 41Q (1453.044487 sec): 3 clusters Score: Raw -207650.159041 + Penalty 2677.094779 = -204973.064262 nChanged 5 SP:Iteration 42Q (1453.099846 sec): 3 clusters Score: Raw -207651.613659 + Penalty 2677.094779 = -204974.518880 nChanged 11 SP:Iteration 43Q (1453.155499 sec): 3 clusters Score: Raw -207656.070542 + Penalty 2677.094779 = -204978.975763 nChanged 14 SP:Iteration 44Q (1453.207692 sec): 3 clusters Score: Raw -207662.123806 + Penalty 2677.094779 = -204985.029027 nChanged 12 SP:Iteration 45Q (1453.253942 sec): 3 clusters Score: Raw -207665.693847 + Penalty 2677.094779 = -204988.599068 nChanged 9 SP:Iteration 46Q (1453.306524 sec): 3 clusters Score: Raw -207669.068765 + Penalty 2677.094779 = -204991.973987 nChanged 9 SP:Iteration 47Q (1453.336625 sec): 3 clusters Score: Raw -207673.718115 + Penalty 2677.094779 = -204996.623336 nChanged 16 SP:Iteration 48Q (1453.388117 sec): 3 clusters Score: Raw -207679.377976 + Penalty 2677.094779 = -205002.283197 nChanged 15 SP:Iteration 49Q (1453.429350 sec): 3 clusters Score: Raw -207684.386780 + Penalty 2677.094779 = -205007.292002 nChanged 9 SP:Iteration 50Q (1453.484492 sec): 3 clusters Score: Raw -207687.629714 + Penalty 2677.094779 = -205010.534935 nChanged 9 SP:Iteration 51Q (1453.534422 sec): 3 clusters Score: Raw -207692.620382 + Penalty 2677.094779 = -205015.525603 nChanged 19 SP:Iteration 52Q (1453.573955 sec): 3 clusters Score: Raw -207699.822499 + Penalty 2677.094779 = -205022.727720 nChanged 15 SP:Iteration 53Q (1453.606463 sec): 3 clusters Score: Raw -207706.078650 + Penalty 2677.094779 = -205028.983871 nChanged 20 SP:Iteration 54Q (1453.650414 sec): 3 clusters Score: Raw -207716.544592 + Penalty 2677.094779 = -205039.449813 nChanged 21 SP:Iteration 55Q (1453.689631 sec): 3 clusters Score: Raw -207727.561463 + Penalty 2677.094779 = -205050.466685 nChanged 23 SP:Iteration 56Q (1453.734445 sec): 3 clusters Score: Raw -207735.635766 + Penalty 2677.094779 = -205058.540988 nChanged 21 SP:Iteration 57Q (1453.791030 sec): 3 clusters Score: Raw -207743.064292 + Penalty 2677.094779 = -205065.969513 nChanged 14 SP:Iteration 58Q (1453.829909 sec): 3 clusters Score: Raw -207749.026885 + Penalty 2677.094779 = -205071.932107 nChanged 7 SP:Iteration 59Q (1453.873337 sec): 3 clusters Score: Raw -207750.532088 + Penalty 2677.094779 = -205073.437310 nChanged 1 SP:Iteration 60F (1453.919229 sec): 3 clusters Score: Raw -207750.859229 + Penalty 2677.094779 = -205073.764450 nChanged 0 Trying to split cluster 34 (1183 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1453.945094 sec): 2 clusters Score: Raw -38508.148301 + Penalty 1149.818940 = -37358.329360 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1453.999190 sec): 3 clusters Score: Raw -38190.324653 + Penalty 2299.637881 = -35890.686773 nChanged 392 SP:Iteration 1F (1454.049158 sec): 3 clusters Score: Raw -38730.853750 + Penalty 2299.637881 = -36431.215869 nChanged 148 SP:Iteration 2F (1454.094844 sec): 3 clusters Score: Raw -39095.403600 + Penalty 2299.637881 = -36795.765720 nChanged 112 SP:Iteration 3F (1454.132772 sec): 3 clusters Score: Raw -39345.761768 + Penalty 2299.637881 = -37046.123887 nChanged 84 SP:Iteration 4F (1454.170936 sec): 3 clusters Score: Raw -39500.704760 + Penalty 2299.637881 = -37201.066880 nChanged 50 SP:Iteration 5Q (1454.201258 sec): 3 clusters Score: Raw -39600.876054 + Penalty 2299.637881 = -37301.238173 nChanged 36 SP:Iteration 6Q (1454.245138 sec): 3 clusters Score: Raw -39666.063623 + Penalty 2299.637881 = -37366.425742 nChanged 23 SP:Iteration 7Q (1454.286444 sec): 3 clusters Score: Raw -39722.414802 + Penalty 2299.637881 = -37422.776921 nChanged 14 SP:Iteration 8Q (1454.334567 sec): 3 clusters Score: Raw -39746.057105 + Penalty 2299.637881 = -37446.419224 nChanged 7 SP:Iteration 9Q (1454.384746 sec): 3 clusters Score: Raw -39754.844419 + Penalty 2299.637881 = -37455.206538 nChanged 3 SP:Iteration 10Q (1454.434669 sec): 3 clusters Score: Raw -39757.260224 + Penalty 2299.637881 = -37457.622343 nChanged 4 SP:Iteration 11Q (1454.472175 sec): 3 clusters Score: Raw -39760.709485 + Penalty 2299.637881 = -37461.071604 nChanged 2 SP:Iteration 12Q (1454.505541 sec): 3 clusters Score: Raw -39761.200161 + Penalty 2299.637881 = -37461.562280 nChanged 0 SP:Iteration 13F (1454.560136 sec): 3 clusters Score: Raw -39761.200161 + Penalty 2299.637881 = -37461.562280 nChanged 0 Score: Raw -12085009.128386 + Penalty 96784.636220 = -11988224.492166 Splitting cluster 34 changes total score from -11988987.786894 to -11988224.492166 So it's not getting split. Trying to split cluster 35 (1117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1462.641187 sec): 2 clusters Score: Raw -59481.523319 + Penalty 1140.490292 = -58341.033027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1462.679281 sec): 3 clusters Score: Raw -59095.584664 + Penalty 2280.980585 = -56814.604080 nChanged 359 SP:Iteration 1F (1462.719777 sec): 3 clusters Score: Raw -59391.735665 + Penalty 2280.980585 = -57110.755081 nChanged 84 SP:Iteration 2F (1462.770239 sec): 3 clusters Score: Raw -59485.482577 + Penalty 2280.980585 = -57204.501993 nChanged 39 SP:Iteration 3Q (1462.808505 sec): 3 clusters Score: Raw -59527.654179 + Penalty 2280.980585 = -57246.673594 nChanged 38 SP:Iteration 4Q (1462.860757 sec): 3 clusters Score: Raw -59560.109664 + Penalty 2280.980585 = -57279.129079 nChanged 35 SP:Iteration 5Q (1462.910271 sec): 3 clusters Score: Raw -59596.853606 + Penalty 2280.980585 = -57315.873021 nChanged 31 SP:Iteration 6Q (1462.958172 sec): 3 clusters Score: Raw -59633.852349 + Penalty 2280.980585 = -57352.871764 nChanged 34 SP:Iteration 7Q (1462.995087 sec): 3 clusters Score: Raw -59658.606114 + Penalty 2280.980585 = -57377.625529 nChanged 19 SP:Iteration 8Q (1463.046215 sec): 3 clusters Score: Raw -59689.018389 + Penalty 2280.980585 = -57408.037804 nChanged 26 SP:Iteration 9Q (1463.086008 sec): 3 clusters Score: Raw -59717.442954 + Penalty 2280.980585 = -57436.462369 nChanged 26 SP:Iteration 10Q (1463.125224 sec): 3 clusters Score: Raw -59742.447028 + Penalty 2280.980585 = -57461.466443 nChanged 13 SP:Iteration 11Q (1463.178484 sec): 3 clusters Score: Raw -59752.828653 + Penalty 2280.980585 = -57471.848068 nChanged 10 SP:Iteration 12Q (1463.211311 sec): 3 clusters Score: Raw -59761.548137 + Penalty 2280.980585 = -57480.567552 nChanged 9 SP:Iteration 13Q (1463.258069 sec): 3 clusters Score: Raw -59770.672096 + Penalty 2280.980585 = -57489.691512 nChanged 10 SP:Iteration 14Q (1463.288162 sec): 3 clusters Score: Raw -59781.467625 + Penalty 2280.980585 = -57500.487040 nChanged 5 SP:Iteration 15Q (1463.328683 sec): 3 clusters Score: Raw -59785.824253 + Penalty 2280.980585 = -57504.843669 nChanged 6 SP:Iteration 16Q (1463.370986 sec): 3 clusters Score: Raw -59792.398394 + Penalty 2280.980585 = -57511.417809 nChanged 4 SP:Iteration 17Q (1463.411788 sec): 3 clusters Score: Raw -59796.143713 + Penalty 2280.980585 = -57515.163129 nChanged 1 SP:Iteration 18Q (1463.428897 sec): 3 clusters Score: Raw -59796.858271 + Penalty 2280.980585 = -57515.877686 nChanged 0 SP:Iteration 19F (1463.440880 sec): 3 clusters Score: Raw -59796.858271 + Penalty 2280.980585 = -57515.877686 nChanged 0 Trying to split cluster 36 (14691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1463.496410 sec): 2 clusters Score: Raw -790824.429785 + Penalty 1559.185930 = -789265.243855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1463.552256 sec): 3 clusters Score: Raw -782296.953124 + Penalty 3118.371861 = -779178.581263 nChanged 6428 SP:Iteration 1F (1463.634272 sec): 3 clusters Score: Raw -785951.103340 + Penalty 3118.371861 = -782832.731480 nChanged 894 SP:Iteration 2F (1463.698695 sec): 3 clusters Score: Raw -786400.008870 + Penalty 3118.371861 = -783281.637010 nChanged 877 SP:Iteration 3F (1463.762177 sec): 3 clusters Score: Raw -786916.002717 + Penalty 3118.371861 = -783797.630857 nChanged 869 SP:Iteration 4F (1463.832329 sec): 3 clusters Score: Raw -787472.819732 + Penalty 3118.371861 = -784354.447872 nChanged 875 SP:Iteration 5F (1463.893768 sec): 3 clusters Score: Raw -788055.787939 + Penalty 3118.371861 = -784937.416079 nChanged 844 SP:Iteration 6F (1463.972595 sec): 3 clusters Score: Raw -788680.388694 + Penalty 3118.371861 = -785562.016834 nChanged 824 SP:Iteration 7F (1464.034433 sec): 3 clusters Score: Raw -789309.514088 + Penalty 3118.371861 = -786191.142227 nChanged 708 SP:Iteration 8Q (1464.104735 sec): 3 clusters Score: Raw -789802.681414 + Penalty 3118.371861 = -786684.309554 nChanged 563 SP:Iteration 9Q (1464.174520 sec): 3 clusters Score: Raw -790194.856678 + Penalty 3118.371861 = -787076.484817 nChanged 456 SP:Iteration 10Q (1464.240125 sec): 3 clusters Score: Raw -790482.671723 + Penalty 3118.371861 = -787364.299863 nChanged 327 SP:Iteration 11Q (1464.321027 sec): 3 clusters Score: Raw -790686.785997 + Penalty 3118.371861 = -787568.414137 nChanged 260 SP:Iteration 12Q (1464.374183 sec): 3 clusters Score: Raw -790840.293671 + Penalty 3118.371861 = -787721.921811 nChanged 187 SP:Iteration 13Q (1464.452868 sec): 3 clusters Score: Raw -790948.601680 + Penalty 3118.371861 = -787830.229819 nChanged 133 SP:Iteration 14Q (1464.508990 sec): 3 clusters Score: Raw -791023.180229 + Penalty 3118.371861 = -787904.808368 nChanged 104 SP:Iteration 15Q (1464.579571 sec): 3 clusters Score: Raw -791077.959222 + Penalty 3118.371861 = -787959.587362 nChanged 78 SP:Iteration 16Q (1464.646301 sec): 3 clusters Score: Raw -791119.699972 + Penalty 3118.371861 = -788001.328111 nChanged 60 SP:Iteration 17Q (1464.698986 sec): 3 clusters Score: Raw -791152.691935 + Penalty 3118.371861 = -788034.320074 nChanged 37 SP:Iteration 18Q (1464.759657 sec): 3 clusters Score: Raw -791167.535515 + Penalty 3118.371861 = -788049.163654 nChanged 28 SP:Iteration 19Q (1464.823666 sec): 3 clusters Score: Raw -791180.634296 + Penalty 3118.371861 = -788062.262436 nChanged 25 SP:Iteration 20F (1464.900017 sec): 3 clusters Score: Raw -791194.861080 + Penalty 3118.371861 = -788076.489219 nChanged 21 SP:Iteration 21Q (1464.963290 sec): 3 clusters Score: Raw -791204.742120 + Penalty 3118.371861 = -788086.370260 nChanged 12 SP:Iteration 22Q (1465.019338 sec): 3 clusters Score: Raw -791210.714084 + Penalty 3118.371861 = -788092.342224 nChanged 14 SP:Iteration 23Q (1465.076803 sec): 3 clusters Score: Raw -791217.808638 + Penalty 3118.371861 = -788099.436778 nChanged 11 SP:Iteration 24Q (1465.141794 sec): 3 clusters Score: Raw -791224.486237 + Penalty 3118.371861 = -788106.114376 nChanged 12 SP:Iteration 25Q (1465.207033 sec): 3 clusters Score: Raw -791230.889233 + Penalty 3118.371861 = -788112.517372 nChanged 11 SP:Iteration 26Q (1465.266768 sec): 3 clusters Score: Raw -791235.917274 + Penalty 3118.371861 = -788117.545413 nChanged 10 SP:Iteration 27Q (1465.334088 sec): 3 clusters Score: Raw -791240.900599 + Penalty 3118.371861 = -788122.528739 nChanged 4 SP:Iteration 28Q (1465.399279 sec): 3 clusters Score: Raw -791243.622560 + Penalty 3118.371861 = -788125.250699 nChanged 1 SP:Iteration 29Q (1465.454595 sec): 3 clusters Score: Raw -791244.096581 + Penalty 3118.371861 = -788125.724720 nChanged 1 SP:Iteration 30Q (1465.529439 sec): 3 clusters Score: Raw -791244.416341 + Penalty 3118.371861 = -788126.044481 nChanged 1 SP:Iteration 31Q (1465.591822 sec): 3 clusters Score: Raw -791245.052257 + Penalty 3118.371861 = -788126.680397 nChanged 0 SP:Iteration 32F (1465.649890 sec): 3 clusters Score: Raw -791245.052257 + Penalty 3118.371861 = -788126.680397 nChanged 0 Trying to split cluster 37 (1499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1465.670851 sec): 2 clusters Score: Raw -86450.638848 + Penalty 1188.289943 = -85262.348905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1465.721008 sec): 3 clusters Score: Raw -85865.575342 + Penalty 2376.579887 = -83488.995455 nChanged 490 SP:Iteration 1F (1465.767105 sec): 3 clusters Score: Raw -86220.241702 + Penalty 2376.579887 = -83843.661815 nChanged 110 SP:Iteration 2F (1465.802517 sec): 3 clusters Score: Raw -86310.426393 + Penalty 2376.579887 = -83933.846506 nChanged 55 SP:Iteration 3Q (1465.844065 sec): 3 clusters Score: Raw -86355.666164 + Penalty 2376.579887 = -83979.086277 nChanged 30 SP:Iteration 4Q (1465.875821 sec): 3 clusters Score: Raw -86369.912518 + Penalty 2376.579887 = -83993.332631 nChanged 13 SP:Iteration 5Q (1465.919159 sec): 3 clusters Score: Raw -86380.409435 + Penalty 2376.579887 = -84003.829548 nChanged 11 SP:Iteration 6Q (1465.972637 sec): 3 clusters Score: Raw -86385.494559 + Penalty 2376.579887 = -84008.914672 nChanged 9 SP:Iteration 7Q (1466.017284 sec): 3 clusters Score: Raw -86390.433368 + Penalty 2376.579887 = -84013.853481 nChanged 6 SP:Iteration 8Q (1466.061291 sec): 3 clusters Score: Raw -86393.618526 + Penalty 2376.579887 = -84017.038639 nChanged 2 SP:Iteration 9Q (1466.096301 sec): 3 clusters Score: Raw -86394.663170 + Penalty 2376.579887 = -84018.083283 nChanged 3 SP:Iteration 10Q (1466.151465 sec): 3 clusters Score: Raw -86396.452818 + Penalty 2376.579887 = -84019.872931 nChanged 2 SP:Iteration 11Q (1466.191052 sec): 3 clusters Score: Raw -86397.196504 + Penalty 2376.579887 = -84020.616617 nChanged 0 SP:Iteration 12F (1466.241050 sec): 3 clusters Score: Raw -86397.196504 + Penalty 2376.579887 = -84020.616617 nChanged 0 Trying to split cluster 38 (4188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1466.272415 sec): 2 clusters Score: Raw -177925.603223 + Penalty 1355.246518 = -176570.356705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1466.323689 sec): 3 clusters Score: Raw -175880.328531 + Penalty 2710.493036 = -173169.835495 nChanged 1628 SP:Iteration 1F (1466.371977 sec): 3 clusters Score: Raw -176937.607890 + Penalty 2710.493036 = -174227.114854 nChanged 381 SP:Iteration 2F (1466.427185 sec): 3 clusters Score: Raw -177296.526984 + Penalty 2710.493036 = -174586.033948 nChanged 322 SP:Iteration 3F (1466.472385 sec): 3 clusters Score: Raw -177616.462152 + Penalty 2710.493036 = -174905.969117 nChanged 275 SP:Iteration 4F (1466.530792 sec): 3 clusters Score: Raw -177872.950514 + Penalty 2710.493036 = -175162.457478 nChanged 240 SP:Iteration 5F (1466.583555 sec): 3 clusters Score: Raw -178072.218420 + Penalty 2710.493036 = -175361.725384 nChanged 206 SP:Iteration 6Q (1466.637111 sec): 3 clusters Score: Raw -178255.727400 + Penalty 2710.493036 = -175545.234364 nChanged 192 SP:Iteration 7Q (1466.691266 sec): 3 clusters Score: Raw -178403.663953 + Penalty 2710.493036 = -175693.170917 nChanged 152 SP:Iteration 8Q (1466.732973 sec): 3 clusters Score: Raw -178490.287750 + Penalty 2710.493036 = -175779.794714 nChanged 108 SP:Iteration 9Q (1466.784761 sec): 3 clusters Score: Raw -178550.493906 + Penalty 2710.493036 = -175840.000870 nChanged 97 SP:Iteration 10Q (1466.828837 sec): 3 clusters Score: Raw -178607.516300 + Penalty 2710.493036 = -175897.023264 nChanged 86 SP:Iteration 11Q (1466.874191 sec): 3 clusters Score: Raw -178653.229099 + Penalty 2710.493036 = -175942.736063 nChanged 74 SP:Iteration 12Q (1466.927622 sec): 3 clusters Score: Raw -178692.140012 + Penalty 2710.493036 = -175981.646976 nChanged 63 SP:Iteration 13Q (1466.973972 sec): 3 clusters Score: Raw -178727.795738 + Penalty 2710.493036 = -176017.302702 nChanged 67 SP:Iteration 14Q (1467.030483 sec): 3 clusters Score: Raw -178769.644555 + Penalty 2710.493036 = -176059.151519 nChanged 77 SP:Iteration 15Q (1467.081753 sec): 3 clusters Score: Raw -178821.348116 + Penalty 2710.493036 = -176110.855080 nChanged 72 SP:Iteration 16Q (1467.131681 sec): 3 clusters Score: Raw -178880.939562 + Penalty 2710.493036 = -176170.446526 nChanged 73 SP:Iteration 17Q (1467.178747 sec): 3 clusters Score: Raw -178946.424028 + Penalty 2710.493036 = -176235.930992 nChanged 65 SP:Iteration 18Q (1467.229155 sec): 3 clusters Score: Raw -179006.775466 + Penalty 2710.493036 = -176296.282430 nChanged 52 SP:Iteration 19Q (1467.272637 sec): 3 clusters Score: Raw -179044.478902 + Penalty 2710.493036 = -176333.985866 nChanged 53 SP:Iteration 20F (1467.321997 sec): 3 clusters Score: Raw -179072.810485 + Penalty 2710.493036 = -176362.317449 nChanged 44 SP:Iteration 21Q (1467.370711 sec): 3 clusters Score: Raw -179092.757745 + Penalty 2710.493036 = -176382.264709 nChanged 37 SP:Iteration 22Q (1467.418926 sec): 3 clusters Score: Raw -179110.118596 + Penalty 2710.493036 = -176399.625560 nChanged 33 SP:Iteration 23Q (1467.454841 sec): 3 clusters Score: Raw -179125.171072 + Penalty 2710.493036 = -176414.678036 nChanged 30 SP:Iteration 24Q (1467.500029 sec): 3 clusters Score: Raw -179138.836084 + Penalty 2710.493036 = -176428.343048 nChanged 23 SP:Iteration 25Q (1467.555830 sec): 3 clusters Score: Raw -179145.926740 + Penalty 2710.493036 = -176435.433704 nChanged 16 SP:Iteration 26Q (1467.601397 sec): 3 clusters Score: Raw -179149.844208 + Penalty 2710.493036 = -176439.351172 nChanged 7 SP:Iteration 27Q (1467.652245 sec): 3 clusters Score: Raw -179151.798441 + Penalty 2710.493036 = -176441.305405 nChanged 7 SP:Iteration 28Q (1467.708103 sec): 3 clusters Score: Raw -179153.315400 + Penalty 2710.493036 = -176442.822364 nChanged 4 SP:Iteration 29Q (1467.764070 sec): 3 clusters Score: Raw -179154.258511 + Penalty 2710.493036 = -176443.765475 nChanged 2 SP:Iteration 30Q (1467.803122 sec): 3 clusters Score: Raw -179154.780741 + Penalty 2710.493036 = -176444.287705 nChanged 3 SP:Iteration 31Q (1467.862171 sec): 3 clusters Score: Raw -179155.499274 + Penalty 2710.493036 = -176445.006238 nChanged 3 SP:Iteration 32Q (1467.907949 sec): 3 clusters Score: Raw -179156.157122 + Penalty 2710.493036 = -176445.664086 nChanged 1 SP:Iteration 33Q (1467.949771 sec): 3 clusters Score: Raw -179156.378023 + Penalty 2710.493036 = -176445.884987 nChanged 0 SP:Iteration 34F (1467.996503 sec): 3 clusters Score: Raw -179156.378023 + Penalty 2710.493036 = -176445.884987 nChanged 0 Trying to split cluster 39 (1977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1468.021287 sec): 2 clusters Score: Raw -108564.920445 + Penalty 1233.267071 = -107331.653374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1468.058351 sec): 3 clusters Score: Raw -107697.881154 + Penalty 2466.534143 = -105231.347012 nChanged 720 SP:Iteration 1F (1468.097076 sec): 3 clusters Score: Raw -108130.182083 + Penalty 2466.534143 = -105663.647941 nChanged 137 SP:Iteration 2F (1468.146290 sec): 3 clusters Score: Raw -108228.731520 + Penalty 2466.534143 = -105762.197378 nChanged 94 SP:Iteration 3Q (1468.187870 sec): 3 clusters Score: Raw -108296.568278 + Penalty 2466.534143 = -105830.034136 nChanged 72 SP:Iteration 4Q (1468.232688 sec): 3 clusters Score: Raw -108341.606050 + Penalty 2466.534143 = -105875.071908 nChanged 54 SP:Iteration 5Q (1468.274326 sec): 3 clusters Score: Raw -108371.776587 + Penalty 2466.534143 = -105905.242444 nChanged 43 SP:Iteration 6Q (1468.314485 sec): 3 clusters Score: Raw -108397.146924 + Penalty 2466.534143 = -105930.612782 nChanged 24 SP:Iteration 7Q (1468.361316 sec): 3 clusters Score: Raw -108413.218734 + Penalty 2466.534143 = -105946.684591 nChanged 32 SP:Iteration 8Q (1468.409461 sec): 3 clusters Score: Raw -108433.441798 + Penalty 2466.534143 = -105966.907656 nChanged 25 SP:Iteration 9Q (1468.465100 sec): 3 clusters Score: Raw -108452.110759 + Penalty 2466.534143 = -105985.576616 nChanged 19 SP:Iteration 10Q (1468.513789 sec): 3 clusters Score: Raw -108462.393692 + Penalty 2466.534143 = -105995.859550 nChanged 16 SP:Iteration 11Q (1468.561822 sec): 3 clusters Score: Raw -108472.029312 + Penalty 2466.534143 = -106005.495169 nChanged 17 SP:Iteration 12Q (1468.613754 sec): 3 clusters Score: Raw -108479.999957 + Penalty 2466.534143 = -106013.465814 nChanged 18 SP:Iteration 13Q (1468.659268 sec): 3 clusters Score: Raw -108488.552087 + Penalty 2466.534143 = -106022.017945 nChanged 9 SP:Iteration 14Q (1468.694324 sec): 3 clusters Score: Raw -108494.407991 + Penalty 2466.534143 = -106027.873848 nChanged 16 SP:Iteration 15Q (1468.734162 sec): 3 clusters Score: Raw -108502.734421 + Penalty 2466.534143 = -106036.200279 nChanged 8 SP:Iteration 16Q (1468.774730 sec): 3 clusters Score: Raw -108505.646894 + Penalty 2466.534143 = -106039.112752 nChanged 7 SP:Iteration 17Q (1468.818605 sec): 3 clusters Score: Raw -108508.930323 + Penalty 2466.534143 = -106042.396181 nChanged 8 SP:Iteration 18Q (1468.865708 sec): 3 clusters Score: Raw -108512.441366 + Penalty 2466.534143 = -106045.907224 nChanged 10 SP:Iteration 19Q (1468.914165 sec): 3 clusters Score: Raw -108519.088668 + Penalty 2466.534143 = -106052.554525 nChanged 7 SP:Iteration 20F (1468.970126 sec): 3 clusters Score: Raw -108522.624709 + Penalty 2466.534143 = -106056.090566 nChanged 7 SP:Iteration 21Q (1469.014205 sec): 3 clusters Score: Raw -108527.411080 + Penalty 2466.534143 = -106060.876937 nChanged 7 SP:Iteration 22Q (1469.054093 sec): 3 clusters Score: Raw -108531.862582 + Penalty 2466.534143 = -106065.328439 nChanged 8 SP:Iteration 23Q (1469.094209 sec): 3 clusters Score: Raw -108535.988723 + Penalty 2466.534143 = -106069.454581 nChanged 9 SP:Iteration 24Q (1469.145531 sec): 3 clusters Score: Raw -108539.398543 + Penalty 2466.534143 = -106072.864400 nChanged 4 SP:Iteration 25Q (1469.200495 sec): 3 clusters Score: Raw -108540.815065 + Penalty 2466.534143 = -106074.280922 nChanged 2 SP:Iteration 26Q (1469.239400 sec): 3 clusters Score: Raw -108541.217615 + Penalty 2466.534143 = -106074.683473 nChanged 2 SP:Iteration 27Q (1469.287098 sec): 3 clusters Score: Raw -108541.976309 + Penalty 2466.534143 = -106075.442166 nChanged 1 SP:Iteration 28Q (1469.330470 sec): 3 clusters Score: Raw -108542.535517 + Penalty 2466.534143 = -106076.001375 nChanged 1 SP:Iteration 29Q (1469.388835 sec): 3 clusters Score: Raw -108542.958587 + Penalty 2466.534143 = -106076.424445 nChanged 1 SP:Iteration 30Q (1469.431515 sec): 3 clusters Score: Raw -108543.135572 + Penalty 2466.534143 = -106076.601430 nChanged 0 SP:Iteration 31F (1469.467502 sec): 3 clusters Score: Raw -108543.135572 + Penalty 2466.534143 = -106076.601430 nChanged 0 Trying to split cluster 40 (1810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1469.490074 sec): 2 clusters Score: Raw -98919.973027 + Penalty 1218.925845 = -97701.047182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1469.532176 sec): 3 clusters Score: Raw -98127.559144 + Penalty 2437.851690 = -95689.707454 nChanged 632 SP:Iteration 1F (1469.577069 sec): 3 clusters Score: Raw -98547.213896 + Penalty 2437.851690 = -96109.362206 nChanged 145 SP:Iteration 2F (1469.626679 sec): 3 clusters Score: Raw -98665.681428 + Penalty 2437.851690 = -96227.829738 nChanged 90 SP:Iteration 3Q (1469.673451 sec): 3 clusters Score: Raw -98739.788772 + Penalty 2437.851690 = -96301.937082 nChanged 61 SP:Iteration 4Q (1469.722731 sec): 3 clusters Score: Raw -98783.127583 + Penalty 2437.851690 = -96345.275893 nChanged 47 SP:Iteration 5Q (1469.777174 sec): 3 clusters Score: Raw -98816.420699 + Penalty 2437.851690 = -96378.569009 nChanged 45 SP:Iteration 6Q (1469.812631 sec): 3 clusters Score: Raw -98845.730541 + Penalty 2437.851690 = -96407.878851 nChanged 29 SP:Iteration 7Q (1469.854989 sec): 3 clusters Score: Raw -98863.064819 + Penalty 2437.851690 = -96425.213129 nChanged 21 SP:Iteration 8Q (1469.899862 sec): 3 clusters Score: Raw -98875.037633 + Penalty 2437.851690 = -96437.185943 nChanged 17 SP:Iteration 9Q (1469.941566 sec): 3 clusters Score: Raw -98887.296999 + Penalty 2437.851690 = -96449.445308 nChanged 20 SP:Iteration 10Q (1469.997252 sec): 3 clusters Score: Raw -98904.156137 + Penalty 2437.851690 = -96466.304446 nChanged 18 SP:Iteration 11Q (1470.038376 sec): 3 clusters Score: Raw -98918.365890 + Penalty 2437.851690 = -96480.514200 nChanged 16 SP:Iteration 12Q (1470.080524 sec): 3 clusters Score: Raw -98929.967499 + Penalty 2437.851690 = -96492.115809 nChanged 21 SP:Iteration 13Q (1470.120967 sec): 3 clusters Score: Raw -98942.346449 + Penalty 2437.851690 = -96504.494759 nChanged 16 SP:Iteration 14Q (1470.162871 sec): 3 clusters Score: Raw -98951.274206 + Penalty 2437.851690 = -96513.422515 nChanged 9 SP:Iteration 15Q (1470.211251 sec): 3 clusters Score: Raw -98955.176834 + Penalty 2437.851690 = -96517.325144 nChanged 9 SP:Iteration 16Q (1470.249125 sec): 3 clusters Score: Raw -98959.717011 + Penalty 2437.851690 = -96521.865321 nChanged 13 SP:Iteration 17Q (1470.295334 sec): 3 clusters Score: Raw -98970.431557 + Penalty 2437.851690 = -96532.579867 nChanged 24 SP:Iteration 18Q (1470.347393 sec): 3 clusters Score: Raw -98985.797643 + Penalty 2437.851690 = -96547.945952 nChanged 20 SP:Iteration 19Q (1470.383427 sec): 3 clusters Score: Raw -98997.724953 + Penalty 2437.851690 = -96559.873263 nChanged 13 SP:Iteration 20F (1470.426695 sec): 3 clusters Score: Raw -99005.811589 + Penalty 2437.851690 = -96567.959899 nChanged 15 SP:Iteration 21Q (1470.465925 sec): 3 clusters Score: Raw -99015.918179 + Penalty 2437.851690 = -96578.066488 nChanged 12 SP:Iteration 22Q (1470.513053 sec): 3 clusters Score: Raw -99023.482584 + Penalty 2437.851690 = -96585.630893 nChanged 8 SP:Iteration 23Q (1470.561198 sec): 3 clusters Score: Raw -99029.932487 + Penalty 2437.851690 = -96592.080796 nChanged 10 SP:Iteration 24Q (1470.610601 sec): 3 clusters Score: Raw -99035.646794 + Penalty 2437.851690 = -96597.795103 nChanged 4 SP:Iteration 25Q (1470.658801 sec): 3 clusters Score: Raw -99036.859537 + Penalty 2437.851690 = -96599.007847 nChanged 2 SP:Iteration 26Q (1470.702362 sec): 3 clusters Score: Raw -99037.488133 + Penalty 2437.851690 = -96599.636443 nChanged 4 SP:Iteration 27Q (1470.740323 sec): 3 clusters Score: Raw -99039.018102 + Penalty 2437.851690 = -96601.166411 nChanged 5 SP:Iteration 28Q (1470.794680 sec): 3 clusters Score: Raw -99042.174180 + Penalty 2437.851690 = -96604.322490 nChanged 6 SP:Iteration 29Q (1470.837069 sec): 3 clusters Score: Raw -99046.933826 + Penalty 2437.851690 = -96609.082135 nChanged 10 SP:Iteration 30Q (1470.876377 sec): 3 clusters Score: Raw -99055.232126 + Penalty 2437.851690 = -96617.380436 nChanged 11 SP:Iteration 31Q (1470.932424 sec): 3 clusters Score: Raw -99060.831644 + Penalty 2437.851690 = -96622.979954 nChanged 5 SP:Iteration 32Q (1470.972973 sec): 3 clusters Score: Raw -99064.294433 + Penalty 2437.851690 = -96626.442742 nChanged 12 SP:Iteration 33Q (1471.020196 sec): 3 clusters Score: Raw -99073.554719 + Penalty 2437.851690 = -96635.703029 nChanged 17 SP:Iteration 34Q (1471.073277 sec): 3 clusters Score: Raw -99086.639334 + Penalty 2437.851690 = -96648.787643 nChanged 16 SP:Iteration 35Q (1471.115367 sec): 3 clusters Score: Raw -99097.372912 + Penalty 2437.851690 = -96659.521222 nChanged 17 SP:Iteration 36Q (1471.158395 sec): 3 clusters Score: Raw -99110.635414 + Penalty 2437.851690 = -96672.783723 nChanged 11 SP:Iteration 37Q (1471.202836 sec): 3 clusters Score: Raw -99117.529716 + Penalty 2437.851690 = -96679.678026 nChanged 16 SP:Iteration 38Q (1471.246427 sec): 3 clusters Score: Raw -99128.261771 + Penalty 2437.851690 = -96690.410081 nChanged 15 SP:Iteration 39Q (1471.295091 sec): 3 clusters Score: Raw -99139.795819 + Penalty 2437.851690 = -96701.944129 nChanged 18 SP:Iteration 40F (1471.338897 sec): 3 clusters Score: Raw -99150.832653 + Penalty 2437.851690 = -96712.980962 nChanged 16 SP:Iteration 41Q (1471.371973 sec): 3 clusters Score: Raw -99161.663532 + Penalty 2437.851690 = -96723.811842 nChanged 19 SP:Iteration 42Q (1471.414009 sec): 3 clusters Score: Raw -99172.253959 + Penalty 2437.851690 = -96734.402268 nChanged 12 SP:Iteration 43Q (1471.456816 sec): 3 clusters Score: Raw -99181.366186 + Penalty 2437.851690 = -96743.514495 nChanged 12 SP:Iteration 44Q (1471.503487 sec): 3 clusters Score: Raw -99188.231480 + Penalty 2437.851690 = -96750.379789 nChanged 9 SP:Iteration 45Q (1471.547823 sec): 3 clusters Score: Raw -99196.020909 + Penalty 2437.851690 = -96758.169219 nChanged 15 SP:Iteration 46Q (1471.604084 sec): 3 clusters Score: Raw -99205.778894 + Penalty 2437.851690 = -96767.927204 nChanged 13 SP:Iteration 47Q (1471.649410 sec): 3 clusters Score: Raw -99213.210919 + Penalty 2437.851690 = -96775.359229 nChanged 6 SP:Iteration 48Q (1471.694241 sec): 3 clusters Score: Raw -99218.603928 + Penalty 2437.851690 = -96780.752238 nChanged 9 SP:Iteration 49Q (1471.734979 sec): 3 clusters Score: Raw -99225.975243 + Penalty 2437.851690 = -96788.123553 nChanged 8 SP:Iteration 50Q (1471.782719 sec): 3 clusters Score: Raw -99230.639489 + Penalty 2437.851690 = -96792.787798 nChanged 8 SP:Iteration 51Q (1471.828807 sec): 3 clusters Score: Raw -99235.685202 + Penalty 2437.851690 = -96797.833511 nChanged 3 SP:Iteration 52Q (1471.872270 sec): 3 clusters Score: Raw -99238.646448 + Penalty 2437.851690 = -96800.794758 nChanged 4 SP:Iteration 53Q (1471.920946 sec): 3 clusters Score: Raw -99243.235221 + Penalty 2437.851690 = -96805.383531 nChanged 8 SP:Iteration 54Q (1471.958132 sec): 3 clusters Score: Raw -99250.133612 + Penalty 2437.851690 = -96812.281922 nChanged 11 SP:Iteration 55Q (1472.011134 sec): 3 clusters Score: Raw -99257.799571 + Penalty 2437.851690 = -96819.947881 nChanged 11 SP:Iteration 56Q (1472.042295 sec): 3 clusters Score: Raw -99269.100873 + Penalty 2437.851690 = -96831.249183 nChanged 14 SP:Iteration 57Q (1472.077465 sec): 3 clusters Score: Raw -99281.360295 + Penalty 2437.851690 = -96843.508605 nChanged 15 SP:Iteration 58Q (1472.128407 sec): 3 clusters Score: Raw -99290.923940 + Penalty 2437.851690 = -96853.072250 nChanged 13 SP:Iteration 59Q (1472.171677 sec): 3 clusters Score: Raw -99301.974655 + Penalty 2437.851690 = -96864.122964 nChanged 11 SP:Iteration 60F (1472.217911 sec): 3 clusters Score: Raw -99308.658576 + Penalty 2437.851690 = -96870.806886 nChanged 7 SP:Iteration 61Q (1472.250409 sec): 3 clusters Score: Raw -99312.350298 + Penalty 2437.851690 = -96874.498608 nChanged 6 SP:Iteration 62Q (1472.302766 sec): 3 clusters Score: Raw -99316.511977 + Penalty 2437.851690 = -96878.660286 nChanged 4 SP:Iteration 63Q (1472.332039 sec): 3 clusters Score: Raw -99318.571461 + Penalty 2437.851690 = -96880.719771 nChanged 4 SP:Iteration 64Q (1472.376258 sec): 3 clusters Score: Raw -99321.100688 + Penalty 2437.851690 = -96883.248998 nChanged 3 SP:Iteration 65Q (1472.431314 sec): 3 clusters Score: Raw -99322.821924 + Penalty 2437.851690 = -96884.970234 nChanged 2 SP:Iteration 66Q (1472.474068 sec): 3 clusters Score: Raw -99323.851785 + Penalty 2437.851690 = -96886.000095 nChanged 2 SP:Iteration 67Q (1472.519398 sec): 3 clusters Score: Raw -99325.039945 + Penalty 2437.851690 = -96887.188255 nChanged 0 SP:Iteration 68F (1472.558521 sec): 3 clusters Score: Raw -99325.039945 + Penalty 2437.851690 = -96887.188255 nChanged 0 Trying to split cluster 41 (9671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1472.597788 sec): 2 clusters Score: Raw -489052.865069 + Penalty 1491.244137 = -487561.620932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1472.646488 sec): 3 clusters Score: Raw -483531.418540 + Penalty 2982.488274 = -480548.930266 nChanged 4251 SP:Iteration 1F (1472.717908 sec): 3 clusters Score: Raw -485887.380273 + Penalty 2982.488274 = -482904.892000 nChanged 604 SP:Iteration 2F (1472.763713 sec): 3 clusters Score: Raw -486172.637894 + Penalty 2982.488274 = -483190.149621 nChanged 501 SP:Iteration 3F (1472.833103 sec): 3 clusters Score: Raw -486440.989748 + Penalty 2982.488274 = -483458.501475 nChanged 504 SP:Iteration 4F (1472.886192 sec): 3 clusters Score: Raw -486719.605066 + Penalty 2982.488274 = -483737.116793 nChanged 494 SP:Iteration 5F (1472.947342 sec): 3 clusters Score: Raw -487030.277264 + Penalty 2982.488274 = -484047.788991 nChanged 512 SP:Iteration 6F (1473.007827 sec): 3 clusters Score: Raw -487385.764187 + Penalty 2982.488274 = -484403.275913 nChanged 494 SP:Iteration 7F (1473.066567 sec): 3 clusters Score: Raw -487712.769724 + Penalty 2982.488274 = -484730.281451 nChanged 412 SP:Iteration 8Q (1473.124134 sec): 3 clusters Score: Raw -487960.411093 + Penalty 2982.488274 = -484977.922820 nChanged 368 SP:Iteration 9Q (1473.193914 sec): 3 clusters Score: Raw -488188.157399 + Penalty 2982.488274 = -485205.669125 nChanged 303 SP:Iteration 10Q (1473.250904 sec): 3 clusters Score: Raw -488351.188120 + Penalty 2982.488274 = -485368.699846 nChanged 247 SP:Iteration 11Q (1473.312536 sec): 3 clusters Score: Raw -488476.520263 + Penalty 2982.488274 = -485494.031989 nChanged 205 SP:Iteration 12Q (1473.365296 sec): 3 clusters Score: Raw -488588.179906 + Penalty 2982.488274 = -485605.691633 nChanged 197 SP:Iteration 13Q (1473.434223 sec): 3 clusters Score: Raw -488687.731089 + Penalty 2982.488274 = -485705.242815 nChanged 165 SP:Iteration 14Q (1473.493182 sec): 3 clusters Score: Raw -488766.676553 + Penalty 2982.488274 = -485784.188280 nChanged 148 SP:Iteration 15Q (1473.548023 sec): 3 clusters Score: Raw -488840.552120 + Penalty 2982.488274 = -485858.063846 nChanged 146 SP:Iteration 16Q (1473.611670 sec): 3 clusters Score: Raw -488920.659741 + Penalty 2982.488274 = -485938.171467 nChanged 135 SP:Iteration 17Q (1473.668259 sec): 3 clusters Score: Raw -488985.716919 + Penalty 2982.488274 = -486003.228645 nChanged 109 SP:Iteration 18Q (1473.718453 sec): 3 clusters Score: Raw -489037.754367 + Penalty 2982.488274 = -486055.266094 nChanged 98 SP:Iteration 19Q (1473.775542 sec): 3 clusters Score: Raw -489082.030636 + Penalty 2982.488274 = -486099.542363 nChanged 92 SP:Iteration 20F (1473.841519 sec): 3 clusters Score: Raw -489130.904938 + Penalty 2982.488274 = -486148.416665 nChanged 96 SP:Iteration 21Q (1473.903005 sec): 3 clusters Score: Raw -489176.697400 + Penalty 2982.488274 = -486194.209127 nChanged 73 SP:Iteration 22Q (1473.955083 sec): 3 clusters Score: Raw -489203.672407 + Penalty 2982.488274 = -486221.184133 nChanged 55 SP:Iteration 23Q (1473.998968 sec): 3 clusters Score: Raw -489223.052991 + Penalty 2982.488274 = -486240.564717 nChanged 49 SP:Iteration 24Q (1474.057028 sec): 3 clusters Score: Raw -489239.184961 + Penalty 2982.488274 = -486256.696688 nChanged 42 SP:Iteration 25Q (1474.106210 sec): 3 clusters Score: Raw -489249.551997 + Penalty 2982.488274 = -486267.063723 nChanged 32 SP:Iteration 26Q (1474.164575 sec): 3 clusters Score: Raw -489259.866810 + Penalty 2982.488274 = -486277.378537 nChanged 28 SP:Iteration 27Q (1474.223374 sec): 3 clusters Score: Raw -489265.606174 + Penalty 2982.488274 = -486283.117901 nChanged 17 SP:Iteration 28Q (1474.270510 sec): 3 clusters Score: Raw -489269.428825 + Penalty 2982.488274 = -486286.940551 nChanged 17 SP:Iteration 29Q (1474.328339 sec): 3 clusters Score: Raw -489275.471833 + Penalty 2982.488274 = -486292.983559 nChanged 15 SP:Iteration 30Q (1474.394010 sec): 3 clusters Score: Raw -489279.382501 + Penalty 2982.488274 = -486296.894227 nChanged 16 SP:Iteration 31Q (1474.450010 sec): 3 clusters Score: Raw -489283.223777 + Penalty 2982.488274 = -486300.735503 nChanged 10 SP:Iteration 32Q (1474.497675 sec): 3 clusters Score: Raw -489286.049150 + Penalty 2982.488274 = -486303.560877 nChanged 14 SP:Iteration 33Q (1474.562762 sec): 3 clusters Score: Raw -489291.232564 + Penalty 2982.488274 = -486308.744290 nChanged 17 SP:Iteration 34Q (1474.608975 sec): 3 clusters Score: Raw -489296.218857 + Penalty 2982.488274 = -486313.730584 nChanged 19 SP:Iteration 35Q (1474.666720 sec): 3 clusters Score: Raw -489303.972012 + Penalty 2982.488274 = -486321.483738 nChanged 17 SP:Iteration 36Q (1474.721350 sec): 3 clusters Score: Raw -489308.421396 + Penalty 2982.488274 = -486325.933122 nChanged 14 SP:Iteration 37Q (1474.789084 sec): 3 clusters Score: Raw -489311.626285 + Penalty 2982.488274 = -486329.138011 nChanged 13 SP:Iteration 38Q (1474.841795 sec): 3 clusters Score: Raw -489314.917457 + Penalty 2982.488274 = -486332.429183 nChanged 18 SP:Iteration 39Q (1474.901695 sec): 3 clusters Score: Raw -489319.441662 + Penalty 2982.488274 = -486336.953388 nChanged 16 SP:Iteration 40F (1474.960815 sec): 3 clusters Score: Raw -489323.309899 + Penalty 2982.488274 = -486340.821625 nChanged 20 SP:Iteration 41Q (1475.009412 sec): 3 clusters Score: Raw -489327.737234 + Penalty 2982.488274 = -486345.248961 nChanged 15 SP:Iteration 42Q (1475.066501 sec): 3 clusters Score: Raw -489330.689273 + Penalty 2982.488274 = -486348.201000 nChanged 11 SP:Iteration 43Q (1475.139736 sec): 3 clusters Score: Raw -489332.709681 + Penalty 2982.488274 = -486350.221407 nChanged 8 SP:Iteration 44Q (1475.198734 sec): 3 clusters Score: Raw -489334.755600 + Penalty 2982.488274 = -486352.267326 nChanged 7 SP:Iteration 45Q (1475.252764 sec): 3 clusters Score: Raw -489336.669676 + Penalty 2982.488274 = -486354.181402 nChanged 9 SP:Iteration 46Q (1475.318019 sec): 3 clusters Score: Raw -489339.383011 + Penalty 2982.488274 = -486356.894737 nChanged 12 SP:Iteration 47Q (1475.378485 sec): 3 clusters Score: Raw -489342.229055 + Penalty 2982.488274 = -486359.740781 nChanged 11 SP:Iteration 48Q (1475.423528 sec): 3 clusters Score: Raw -489345.558382 + Penalty 2982.488274 = -486363.070108 nChanged 19 SP:Iteration 49Q (1475.487507 sec): 3 clusters Score: Raw -489349.801559 + Penalty 2982.488274 = -486367.313286 nChanged 10 SP:Iteration 50Q (1475.536612 sec): 3 clusters Score: Raw -489352.629839 + Penalty 2982.488274 = -486370.141566 nChanged 6 SP:Iteration 51Q (1475.601393 sec): 3 clusters Score: Raw -489353.710606 + Penalty 2982.488274 = -486371.222332 nChanged 5 SP:Iteration 52Q (1475.651083 sec): 3 clusters Score: Raw -489354.611933 + Penalty 2982.488274 = -486372.123659 nChanged 7 SP:Iteration 53Q (1475.718175 sec): 3 clusters Score: Raw -489356.402454 + Penalty 2982.488274 = -486373.914181 nChanged 6 SP:Iteration 54Q (1475.772168 sec): 3 clusters Score: Raw -489358.103491 + Penalty 2982.488274 = -486375.615218 nChanged 6 SP:Iteration 55Q (1475.835307 sec): 3 clusters Score: Raw -489359.242802 + Penalty 2982.488274 = -486376.754529 nChanged 3 SP:Iteration 56Q (1475.895217 sec): 3 clusters Score: Raw -489359.666529 + Penalty 2982.488274 = -486377.178256 nChanged 3 SP:Iteration 57Q (1475.947174 sec): 3 clusters Score: Raw -489360.250266 + Penalty 2982.488274 = -486377.761993 nChanged 3 SP:Iteration 58Q (1476.012769 sec): 3 clusters Score: Raw -489360.701381 + Penalty 2982.488274 = -486378.213108 nChanged 3 SP:Iteration 59Q (1476.062054 sec): 3 clusters Score: Raw -489361.099281 + Penalty 2982.488274 = -486378.611008 nChanged 2 SP:Iteration 60F (1476.120250 sec): 3 clusters Score: Raw -489361.345462 + Penalty 2982.488274 = -486378.857189 nChanged 1 SP:Iteration 61Q (1476.184445 sec): 3 clusters Score: Raw -489361.526563 + Penalty 2982.488274 = -486379.038290 nChanged 2 SP:Iteration 62Q (1476.232068 sec): 3 clusters Score: Raw -489361.821702 + Penalty 2982.488274 = -486379.333429 nChanged 0 SP:Iteration 63F (1476.301687 sec): 3 clusters Score: Raw -489361.821702 + Penalty 2982.488274 = -486379.333429 nChanged 0 Trying to split cluster 42 (1521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1476.316904 sec): 2 clusters Score: Raw -82390.621896 + Penalty 1190.657535 = -81199.964361 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1476.369702 sec): 3 clusters Score: Raw -81808.903342 + Penalty 2381.315070 = -79427.588272 nChanged 486 SP:Iteration 1F (1476.397378 sec): 3 clusters Score: Raw -82145.222608 + Penalty 2381.315070 = -79763.907538 nChanged 109 SP:Iteration 2F (1476.451832 sec): 3 clusters Score: Raw -82237.559748 + Penalty 2381.315070 = -79856.244678 nChanged 69 SP:Iteration 3Q (1476.496148 sec): 3 clusters Score: Raw -82280.765832 + Penalty 2381.315070 = -79899.450762 nChanged 38 SP:Iteration 4Q (1476.539256 sec): 3 clusters Score: Raw -82308.336561 + Penalty 2381.315070 = -79927.021491 nChanged 22 SP:Iteration 5Q (1476.574708 sec): 3 clusters Score: Raw -82324.971186 + Penalty 2381.315070 = -79943.656116 nChanged 18 SP:Iteration 6Q (1476.623792 sec): 3 clusters Score: Raw -82336.171278 + Penalty 2381.315070 = -79954.856208 nChanged 15 SP:Iteration 7Q (1476.653270 sec): 3 clusters Score: Raw -82343.192685 + Penalty 2381.315070 = -79961.877615 nChanged 8 SP:Iteration 8Q (1476.694042 sec): 3 clusters Score: Raw -82345.872437 + Penalty 2381.315070 = -79964.557367 nChanged 1 SP:Iteration 9Q (1476.737164 sec): 3 clusters Score: Raw -82346.220479 + Penalty 2381.315070 = -79964.905409 nChanged 1 SP:Iteration 10Q (1476.787520 sec): 3 clusters Score: Raw -82346.774616 + Penalty 2381.315070 = -79965.459546 nChanged 3 SP:Iteration 11Q (1476.835948 sec): 3 clusters Score: Raw -82348.698531 + Penalty 2381.315070 = -79967.383461 nChanged 1 SP:Iteration 12Q (1476.877356 sec): 3 clusters Score: Raw -82348.975037 + Penalty 2381.315070 = -79967.659967 nChanged 0 SP:Iteration 13F (1476.930742 sec): 3 clusters Score: Raw -82348.975037 + Penalty 2381.315070 = -79967.659967 nChanged 0 Trying to split cluster 43 (2299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1476.961276 sec): 2 clusters Score: Raw -126243.037292 + Penalty 1257.787298 = -124985.249994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1477.007300 sec): 3 clusters Score: Raw -125203.979697 + Penalty 2515.574596 = -122688.405102 nChanged 828 SP:Iteration 1F (1477.046363 sec): 3 clusters Score: Raw -125750.184016 + Penalty 2515.574596 = -123234.609421 nChanged 235 SP:Iteration 2F (1477.097547 sec): 3 clusters Score: Raw -125975.916930 + Penalty 2515.574596 = -123460.342334 nChanged 161 SP:Iteration 3F (1477.133710 sec): 3 clusters Score: Raw -126140.753879 + Penalty 2515.574596 = -123625.179284 nChanged 139 SP:Iteration 4F (1477.184971 sec): 3 clusters Score: Raw -126276.195743 + Penalty 2515.574596 = -123760.621147 nChanged 113 SP:Iteration 5Q (1477.232243 sec): 3 clusters Score: Raw -126374.880704 + Penalty 2515.574596 = -123859.306108 nChanged 79 SP:Iteration 6Q (1477.269136 sec): 3 clusters Score: Raw -126438.399799 + Penalty 2515.574596 = -123922.825203 nChanged 62 SP:Iteration 7Q (1477.322282 sec): 3 clusters Score: Raw -126475.078375 + Penalty 2515.574596 = -123959.503780 nChanged 38 SP:Iteration 8Q (1477.370530 sec): 3 clusters Score: Raw -126497.268392 + Penalty 2515.574596 = -123981.693797 nChanged 27 SP:Iteration 9Q (1477.402644 sec): 3 clusters Score: Raw -126516.701343 + Penalty 2515.574596 = -124001.126747 nChanged 19 SP:Iteration 10Q (1477.447927 sec): 3 clusters Score: Raw -126528.662834 + Penalty 2515.574596 = -124013.088239 nChanged 16 SP:Iteration 11Q (1477.500258 sec): 3 clusters Score: Raw -126537.971124 + Penalty 2515.574596 = -124022.396529 nChanged 11 SP:Iteration 12Q (1477.542217 sec): 3 clusters Score: Raw -126543.381139 + Penalty 2515.574596 = -124027.806544 nChanged 10 SP:Iteration 13Q (1477.586648 sec): 3 clusters Score: Raw -126547.707405 + Penalty 2515.574596 = -124032.132809 nChanged 4 SP:Iteration 14Q (1477.636277 sec): 3 clusters Score: Raw -126549.276699 + Penalty 2515.574596 = -124033.702104 nChanged 1 SP:Iteration 15Q (1477.683640 sec): 3 clusters Score: Raw -126549.827007 + Penalty 2515.574596 = -124034.252411 nChanged 0 SP:Iteration 16F (1477.725269 sec): 3 clusters Score: Raw -126549.827007 + Penalty 2515.574596 = -124034.252411 nChanged 0 Trying to split cluster 44 (5441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1477.762746 sec): 2 clusters Score: Raw -301888.495826 + Penalty 1397.779199 = -300490.716628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1477.803496 sec): 3 clusters Score: Raw -299065.296984 + Penalty 2795.558398 = -296269.738586 nChanged 2221 SP:Iteration 1F (1477.854917 sec): 3 clusters Score: Raw -300326.829728 + Penalty 2795.558398 = -297531.271330 nChanged 372 SP:Iteration 2F (1477.918855 sec): 3 clusters Score: Raw -300546.931827 + Penalty 2795.558398 = -297751.373429 nChanged 331 SP:Iteration 3F (1477.966567 sec): 3 clusters Score: Raw -300744.685790 + Penalty 2795.558398 = -297949.127393 nChanged 286 SP:Iteration 4F (1478.025052 sec): 3 clusters Score: Raw -300933.733856 + Penalty 2795.558398 = -298138.175459 nChanged 288 SP:Iteration 5F (1478.077150 sec): 3 clusters Score: Raw -301142.084186 + Penalty 2795.558398 = -298346.525789 nChanged 290 SP:Iteration 6F (1478.134331 sec): 3 clusters Score: Raw -301348.981679 + Penalty 2795.558398 = -298553.423282 nChanged 277 SP:Iteration 7F (1478.185653 sec): 3 clusters Score: Raw -301537.310748 + Penalty 2795.558398 = -298741.752351 nChanged 243 SP:Iteration 8Q (1478.246302 sec): 3 clusters Score: Raw -301675.244157 + Penalty 2795.558398 = -298879.685760 nChanged 172 SP:Iteration 9Q (1478.299456 sec): 3 clusters Score: Raw -301767.298944 + Penalty 2795.558398 = -298971.740546 nChanged 148 SP:Iteration 10Q (1478.343608 sec): 3 clusters Score: Raw -301847.691330 + Penalty 2795.558398 = -299052.132933 nChanged 133 SP:Iteration 11Q (1478.393266 sec): 3 clusters Score: Raw -301925.224992 + Penalty 2795.558398 = -299129.666594 nChanged 109 SP:Iteration 12Q (1478.441661 sec): 3 clusters Score: Raw -301980.312915 + Penalty 2795.558398 = -299184.754518 nChanged 90 SP:Iteration 13Q (1478.496130 sec): 3 clusters Score: Raw -302019.509787 + Penalty 2795.558398 = -299223.951389 nChanged 70 SP:Iteration 14Q (1478.540429 sec): 3 clusters Score: Raw -302045.605758 + Penalty 2795.558398 = -299250.047361 nChanged 51 SP:Iteration 15Q (1478.586824 sec): 3 clusters Score: Raw -302069.131896 + Penalty 2795.558398 = -299273.573498 nChanged 61 SP:Iteration 16Q (1478.646942 sec): 3 clusters Score: Raw -302088.167201 + Penalty 2795.558398 = -299292.608803 nChanged 42 SP:Iteration 17Q (1478.692652 sec): 3 clusters Score: Raw -302102.433924 + Penalty 2795.558398 = -299306.875527 nChanged 44 SP:Iteration 18Q (1478.735464 sec): 3 clusters Score: Raw -302116.592566 + Penalty 2795.558398 = -299321.034168 nChanged 45 SP:Iteration 19Q (1478.775476 sec): 3 clusters Score: Raw -302130.214947 + Penalty 2795.558398 = -299334.656549 nChanged 42 SP:Iteration 20F (1478.832611 sec): 3 clusters Score: Raw -302142.632962 + Penalty 2795.558398 = -299347.074564 nChanged 25 SP:Iteration 21Q (1478.874267 sec): 3 clusters Score: Raw -302151.496887 + Penalty 2795.558398 = -299355.938489 nChanged 23 SP:Iteration 22Q (1478.924599 sec): 3 clusters Score: Raw -302158.606334 + Penalty 2795.558398 = -299363.047936 nChanged 22 SP:Iteration 23Q (1478.972661 sec): 3 clusters Score: Raw -302164.058150 + Penalty 2795.558398 = -299368.499752 nChanged 17 SP:Iteration 24Q (1479.028172 sec): 3 clusters Score: Raw -302169.560287 + Penalty 2795.558398 = -299374.001890 nChanged 25 SP:Iteration 25Q (1479.073705 sec): 3 clusters Score: Raw -302176.109049 + Penalty 2795.558398 = -299380.550652 nChanged 16 SP:Iteration 26Q (1479.126465 sec): 3 clusters Score: Raw -302179.648001 + Penalty 2795.558398 = -299384.089603 nChanged 16 SP:Iteration 27Q (1479.188466 sec): 3 clusters Score: Raw -302183.065279 + Penalty 2795.558398 = -299387.506882 nChanged 15 SP:Iteration 28Q (1479.234231 sec): 3 clusters Score: Raw -302187.025556 + Penalty 2795.558398 = -299391.467159 nChanged 24 SP:Iteration 29Q (1479.273009 sec): 3 clusters Score: Raw -302196.432131 + Penalty 2795.558398 = -299400.873734 nChanged 22 SP:Iteration 30Q (1479.323388 sec): 3 clusters Score: Raw -302202.322434 + Penalty 2795.558398 = -299406.764037 nChanged 17 SP:Iteration 31Q (1479.367676 sec): 3 clusters Score: Raw -302206.107420 + Penalty 2795.558398 = -299410.549022 nChanged 10 SP:Iteration 32Q (1479.418691 sec): 3 clusters Score: Raw -302208.417073 + Penalty 2795.558398 = -299412.858676 nChanged 8 SP:Iteration 33Q (1479.473714 sec): 3 clusters Score: Raw -302210.349719 + Penalty 2795.558398 = -299414.791321 nChanged 6 SP:Iteration 34Q (1479.524374 sec): 3 clusters Score: Raw -302211.886639 + Penalty 2795.558398 = -299416.328241 nChanged 7 SP:Iteration 35Q (1479.578629 sec): 3 clusters Score: Raw -302213.565489 + Penalty 2795.558398 = -299418.007091 nChanged 6 SP:Iteration 36Q (1479.625109 sec): 3 clusters Score: Raw -302215.126044 + Penalty 2795.558398 = -299419.567647 nChanged 8 SP:Iteration 37Q (1479.680316 sec): 3 clusters Score: Raw -302216.169702 + Penalty 2795.558398 = -299420.611305 nChanged 0 SP:Iteration 38F (1479.725879 sec): 3 clusters Score: Raw -302216.169702 + Penalty 2795.558398 = -299420.611305 nChanged 0 Trying to split cluster 45 (2949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1479.758481 sec): 2 clusters Score: Raw -149366.035369 + Penalty 1298.248479 = -148067.786890 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1479.803283 sec): 3 clusters Score: Raw -148006.764927 + Penalty 2596.496958 = -145410.267969 nChanged 1106 SP:Iteration 1F (1479.850650 sec): 3 clusters Score: Raw -148710.109421 + Penalty 2596.496958 = -146113.612463 nChanged 267 SP:Iteration 2F (1479.892057 sec): 3 clusters Score: Raw -148994.538991 + Penalty 2596.496958 = -146398.042033 nChanged 232 SP:Iteration 3F (1479.943615 sec): 3 clusters Score: Raw -149196.999595 + Penalty 2596.496958 = -146600.502637 nChanged 177 SP:Iteration 4F (1479.980652 sec): 3 clusters Score: Raw -149370.086259 + Penalty 2596.496958 = -146773.589301 nChanged 165 SP:Iteration 5F (1480.026454 sec): 3 clusters Score: Raw -149495.438801 + Penalty 2596.496958 = -146898.941843 nChanged 120 SP:Iteration 6Q (1480.071402 sec): 3 clusters Score: Raw -149591.642401 + Penalty 2596.496958 = -146995.145443 nChanged 99 SP:Iteration 7Q (1480.122604 sec): 3 clusters Score: Raw -149670.315648 + Penalty 2596.496958 = -147073.818690 nChanged 86 SP:Iteration 8Q (1480.173698 sec): 3 clusters Score: Raw -149731.398852 + Penalty 2596.496958 = -147134.901894 nChanged 62 SP:Iteration 9Q (1480.230088 sec): 3 clusters Score: Raw -149768.117912 + Penalty 2596.496958 = -147171.620954 nChanged 27 SP:Iteration 10Q (1480.269667 sec): 3 clusters Score: Raw -149786.050872 + Penalty 2596.496958 = -147189.553914 nChanged 23 SP:Iteration 11Q (1480.316305 sec): 3 clusters Score: Raw -149798.162359 + Penalty 2596.496958 = -147201.665402 nChanged 18 SP:Iteration 12Q (1480.369854 sec): 3 clusters Score: Raw -149809.056366 + Penalty 2596.496958 = -147212.559408 nChanged 19 SP:Iteration 13Q (1480.409472 sec): 3 clusters Score: Raw -149822.733217 + Penalty 2596.496958 = -147226.236259 nChanged 16 SP:Iteration 14Q (1480.458378 sec): 3 clusters Score: Raw -149831.229936 + Penalty 2596.496958 = -147234.732978 nChanged 15 SP:Iteration 15Q (1480.502222 sec): 3 clusters Score: Raw -149838.036453 + Penalty 2596.496958 = -147241.539495 nChanged 6 SP:Iteration 16Q (1480.548050 sec): 3 clusters Score: Raw -149840.248967 + Penalty 2596.496958 = -147243.752009 nChanged 5 SP:Iteration 17Q (1480.591554 sec): 3 clusters Score: Raw -149843.187035 + Penalty 2596.496958 = -147246.690077 nChanged 5 SP:Iteration 18Q (1480.634670 sec): 3 clusters Score: Raw -149845.458818 + Penalty 2596.496958 = -147248.961861 nChanged 5 SP:Iteration 19Q (1480.674519 sec): 3 clusters Score: Raw -149847.482454 + Penalty 2596.496958 = -147250.985496 nChanged 5 SP:Iteration 20F (1480.722926 sec): 3 clusters Score: Raw -149849.308726 + Penalty 2596.496958 = -147252.811768 nChanged 1 SP:Iteration 21Q (1480.762796 sec): 3 clusters Score: Raw -149849.632747 + Penalty 2596.496958 = -147253.135789 nChanged 1 SP:Iteration 22Q (1480.817798 sec): 3 clusters Score: Raw -149850.027979 + Penalty 2596.496958 = -147253.531021 nChanged 0 SP:Iteration 23F (1480.856606 sec): 3 clusters Score: Raw -149850.027979 + Penalty 2596.496958 = -147253.531021 nChanged 0 Trying to split cluster 46 (3945 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1480.896378 sec): 2 clusters Score: Raw -225152.133096 + Penalty 1345.533188 = -223806.599908 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1480.933699 sec): 3 clusters Score: Raw -223188.132567 + Penalty 2691.066376 = -220497.066192 nChanged 1569 SP:Iteration 1F (1480.985711 sec): 3 clusters Score: Raw -224136.634077 + Penalty 2691.066376 = -221445.567701 nChanged 342 SP:Iteration 2F (1481.046364 sec): 3 clusters Score: Raw -224349.077613 + Penalty 2691.066376 = -221658.011238 nChanged 224 SP:Iteration 3F (1481.090386 sec): 3 clusters Score: Raw -224477.439806 + Penalty 2691.066376 = -221786.373430 nChanged 156 SP:Iteration 4Q (1481.141433 sec): 3 clusters Score: Raw -224549.695773 + Penalty 2691.066376 = -221858.629397 nChanged 109 SP:Iteration 5Q (1481.193274 sec): 3 clusters Score: Raw -224601.473930 + Penalty 2691.066376 = -221910.407554 nChanged 108 SP:Iteration 6Q (1481.239523 sec): 3 clusters Score: Raw -224653.470879 + Penalty 2691.066376 = -221962.404503 nChanged 117 SP:Iteration 7Q (1481.302546 sec): 3 clusters Score: Raw -224714.560776 + Penalty 2691.066376 = -222023.494401 nChanged 106 SP:Iteration 8Q (1481.339913 sec): 3 clusters Score: Raw -224760.755129 + Penalty 2691.066376 = -222069.688753 nChanged 94 SP:Iteration 9Q (1481.386684 sec): 3 clusters Score: Raw -224804.969775 + Penalty 2691.066376 = -222113.903400 nChanged 81 SP:Iteration 10Q (1481.443635 sec): 3 clusters Score: Raw -224841.933506 + Penalty 2691.066376 = -222150.867131 nChanged 70 SP:Iteration 11Q (1481.495309 sec): 3 clusters Score: Raw -224870.975201 + Penalty 2691.066376 = -222179.908825 nChanged 55 SP:Iteration 12Q (1481.539516 sec): 3 clusters Score: Raw -224894.151271 + Penalty 2691.066376 = -222203.084896 nChanged 56 SP:Iteration 13Q (1481.589720 sec): 3 clusters Score: Raw -224920.987883 + Penalty 2691.066376 = -222229.921508 nChanged 39 SP:Iteration 14Q (1481.632156 sec): 3 clusters Score: Raw -224936.821490 + Penalty 2691.066376 = -222245.755114 nChanged 38 SP:Iteration 15Q (1481.678045 sec): 3 clusters Score: Raw -224951.114727 + Penalty 2691.066376 = -222260.048351 nChanged 35 SP:Iteration 16Q (1481.734129 sec): 3 clusters Score: Raw -224964.221476 + Penalty 2691.066376 = -222273.155100 nChanged 32 SP:Iteration 17Q (1481.775049 sec): 3 clusters Score: Raw -224975.023045 + Penalty 2691.066376 = -222283.956669 nChanged 30 SP:Iteration 18Q (1481.822469 sec): 3 clusters Score: Raw -224987.638377 + Penalty 2691.066376 = -222296.572001 nChanged 32 SP:Iteration 19Q (1481.874537 sec): 3 clusters Score: Raw -225001.723724 + Penalty 2691.066376 = -222310.657348 nChanged 40 SP:Iteration 20F (1481.934389 sec): 3 clusters Score: Raw -225018.756612 + Penalty 2691.066376 = -222327.690236 nChanged 34 SP:Iteration 21Q (1481.971674 sec): 3 clusters Score: Raw -225032.440703 + Penalty 2691.066376 = -222341.374327 nChanged 32 SP:Iteration 22Q (1482.023790 sec): 3 clusters Score: Raw -225049.372930 + Penalty 2691.066376 = -222358.306554 nChanged 37 SP:Iteration 23Q (1482.079316 sec): 3 clusters Score: Raw -225066.429016 + Penalty 2691.066376 = -222375.362640 nChanged 38 SP:Iteration 24Q (1482.125942 sec): 3 clusters Score: Raw -225082.989709 + Penalty 2691.066376 = -222391.923333 nChanged 29 SP:Iteration 25Q (1482.171839 sec): 3 clusters Score: Raw -225095.626954 + Penalty 2691.066376 = -222404.560578 nChanged 25 SP:Iteration 26Q (1482.215962 sec): 3 clusters Score: Raw -225107.023351 + Penalty 2691.066376 = -222415.956975 nChanged 25 SP:Iteration 27Q (1482.268640 sec): 3 clusters Score: Raw -225117.046849 + Penalty 2691.066376 = -222425.980473 nChanged 17 SP:Iteration 28Q (1482.306776 sec): 3 clusters Score: Raw -225124.833208 + Penalty 2691.066376 = -222433.766832 nChanged 21 SP:Iteration 29Q (1482.369434 sec): 3 clusters Score: Raw -225134.381581 + Penalty 2691.066376 = -222443.315205 nChanged 17 SP:Iteration 30Q (1482.406630 sec): 3 clusters Score: Raw -225141.437719 + Penalty 2691.066376 = -222450.371343 nChanged 19 SP:Iteration 31Q (1482.476401 sec): 3 clusters Score: Raw -225150.995035 + Penalty 2691.066376 = -222459.928659 nChanged 29 SP:Iteration 32Q (1482.528384 sec): 3 clusters Score: Raw -225163.086526 + Penalty 2691.066376 = -222472.020150 nChanged 15 SP:Iteration 33Q (1482.573236 sec): 3 clusters Score: Raw -225169.368128 + Penalty 2691.066376 = -222478.301752 nChanged 16 SP:Iteration 34Q (1482.635619 sec): 3 clusters Score: Raw -225175.798601 + Penalty 2691.066376 = -222484.732225 nChanged 19 SP:Iteration 35Q (1482.674560 sec): 3 clusters Score: Raw -225183.219131 + Penalty 2691.066376 = -222492.152756 nChanged 19 SP:Iteration 36Q (1482.713450 sec): 3 clusters Score: Raw -225191.372465 + Penalty 2691.066376 = -222500.306089 nChanged 24 SP:Iteration 37Q (1482.764459 sec): 3 clusters Score: Raw -225201.322579 + Penalty 2691.066376 = -222510.256204 nChanged 19 SP:Iteration 38Q (1482.823647 sec): 3 clusters Score: Raw -225211.763793 + Penalty 2691.066376 = -222520.697417 nChanged 23 SP:Iteration 39Q (1482.865761 sec): 3 clusters Score: Raw -225224.956877 + Penalty 2691.066376 = -222533.890501 nChanged 22 SP:Iteration 40F (1482.903832 sec): 3 clusters Score: Raw -225234.677318 + Penalty 2691.066376 = -222543.610942 nChanged 12 SP:Iteration 41Q (1482.964827 sec): 3 clusters Score: Raw -225240.780491 + Penalty 2691.066376 = -222549.714115 nChanged 14 SP:Iteration 42Q (1483.012854 sec): 3 clusters Score: Raw -225246.068166 + Penalty 2691.066376 = -222555.001790 nChanged 12 SP:Iteration 43Q (1483.059202 sec): 3 clusters Score: Raw -225250.815517 + Penalty 2691.066376 = -222559.749141 nChanged 9 SP:Iteration 44Q (1483.111198 sec): 3 clusters Score: Raw -225254.833751 + Penalty 2691.066376 = -222563.767375 nChanged 3 SP:Iteration 45Q (1483.160163 sec): 3 clusters Score: Raw -225255.870608 + Penalty 2691.066376 = -222564.804232 nChanged 5 SP:Iteration 46Q (1483.190882 sec): 3 clusters Score: Raw -225257.716903 + Penalty 2691.066376 = -222566.650527 nChanged 7 SP:Iteration 47Q (1483.232857 sec): 3 clusters Score: Raw -225260.134882 + Penalty 2691.066376 = -222569.068506 nChanged 5 SP:Iteration 48Q (1483.279424 sec): 3 clusters Score: Raw -225261.476716 + Penalty 2691.066376 = -222570.410340 nChanged 5 SP:Iteration 49Q (1483.333554 sec): 3 clusters Score: Raw -225262.654632 + Penalty 2691.066376 = -222571.588256 nChanged 3 SP:Iteration 50Q (1483.375096 sec): 3 clusters Score: Raw -225263.398518 + Penalty 2691.066376 = -222572.332142 nChanged 2 SP:Iteration 51Q (1483.422080 sec): 3 clusters Score: Raw -225264.039150 + Penalty 2691.066376 = -222572.972775 nChanged 3 SP:Iteration 52Q (1483.473768 sec): 3 clusters Score: Raw -225265.040163 + Penalty 2691.066376 = -222573.973787 nChanged 1 SP:Iteration 53Q (1483.513370 sec): 3 clusters Score: Raw -225265.368676 + Penalty 2691.066376 = -222574.302300 nChanged 1 SP:Iteration 54Q (1483.564508 sec): 3 clusters Score: Raw -225265.701411 + Penalty 2691.066376 = -222574.635036 nChanged 4 SP:Iteration 55Q (1483.614379 sec): 3 clusters Score: Raw -225267.370591 + Penalty 2691.066376 = -222576.304215 nChanged 6 SP:Iteration 56Q (1483.666076 sec): 3 clusters Score: Raw -225271.686359 + Penalty 2691.066376 = -222580.619984 nChanged 9 SP:Iteration 57Q (1483.709839 sec): 3 clusters Score: Raw -225275.705635 + Penalty 2691.066376 = -222584.639259 nChanged 4 SP:Iteration 58Q (1483.754767 sec): 3 clusters Score: Raw -225276.406473 + Penalty 2691.066376 = -222585.340098 nChanged 1 SP:Iteration 59Q (1483.815890 sec): 3 clusters Score: Raw -225276.700374 + Penalty 2691.066376 = -222585.633998 nChanged 2 SP:Iteration 60F (1483.867556 sec): 3 clusters Score: Raw -225277.060376 + Penalty 2691.066376 = -222585.994000 nChanged 3 SP:Iteration 61Q (1483.918132 sec): 3 clusters Score: Raw -225278.200919 + Penalty 2691.066376 = -222587.134544 nChanged 4 SP:Iteration 62Q (1483.977074 sec): 3 clusters Score: Raw -225279.426687 + Penalty 2691.066376 = -222588.360311 nChanged 2 SP:Iteration 63Q (1484.015498 sec): 3 clusters Score: Raw -225280.128661 + Penalty 2691.066376 = -222589.062285 nChanged 3 SP:Iteration 64Q (1484.066585 sec): 3 clusters Score: Raw -225281.290808 + Penalty 2691.066376 = -222590.224432 nChanged 4 SP:Iteration 65Q (1484.121517 sec): 3 clusters Score: Raw -225282.903785 + Penalty 2691.066376 = -222591.837409 nChanged 7 SP:Iteration 66Q (1484.164742 sec): 3 clusters Score: Raw -225287.237971 + Penalty 2691.066376 = -222596.171595 nChanged 6 SP:Iteration 67Q (1484.214773 sec): 3 clusters Score: Raw -225290.579813 + Penalty 2691.066376 = -222599.513437 nChanged 4 SP:Iteration 68Q (1484.262251 sec): 3 clusters Score: Raw -225292.938008 + Penalty 2691.066376 = -222601.871632 nChanged 7 SP:Iteration 69Q (1484.306489 sec): 3 clusters Score: Raw -225296.948648 + Penalty 2691.066376 = -222605.882272 nChanged 9 SP:Iteration 70Q (1484.356898 sec): 3 clusters Score: Raw -225300.309413 + Penalty 2691.066376 = -222609.243037 nChanged 7 SP:Iteration 71Q (1484.404829 sec): 3 clusters Score: Raw -225302.844095 + Penalty 2691.066376 = -222611.777719 nChanged 5 SP:Iteration 72Q (1484.451325 sec): 3 clusters Score: Raw -225304.788506 + Penalty 2691.066376 = -222613.722131 nChanged 4 SP:Iteration 73Q (1484.493845 sec): 3 clusters Score: Raw -225306.490508 + Penalty 2691.066376 = -222615.424133 nChanged 7 SP:Iteration 74Q (1484.543292 sec): 3 clusters Score: Raw -225309.731790 + Penalty 2691.066376 = -222618.665414 nChanged 1 SP:Iteration 75Q (1484.587484 sec): 3 clusters Score: Raw -225310.040630 + Penalty 2691.066376 = -222618.974254 nChanged 2 SP:Iteration 76Q (1484.628153 sec): 3 clusters Score: Raw -225311.053981 + Penalty 2691.066376 = -222619.987605 nChanged 2 SP:Iteration 77Q (1484.675820 sec): 3 clusters Score: Raw -225311.526449 + Penalty 2691.066376 = -222620.460073 nChanged 2 SP:Iteration 78Q (1484.726862 sec): 3 clusters Score: Raw -225311.954124 + Penalty 2691.066376 = -222620.887748 nChanged 1 SP:Iteration 79Q (1484.774955 sec): 3 clusters Score: Raw -225312.622999 + Penalty 2691.066376 = -222621.556623 nChanged 1 SP:Iteration 80F (1484.815072 sec): 3 clusters Score: Raw -225313.347270 + Penalty 2691.066376 = -222622.280895 nChanged 2 SP:Iteration 81Q (1484.860929 sec): 3 clusters Score: Raw -225314.138743 + Penalty 2691.066376 = -222623.072367 nChanged 2 SP:Iteration 82Q (1484.901544 sec): 3 clusters Score: Raw -225314.950182 + Penalty 2691.066376 = -222623.883806 nChanged 0 SP:Iteration 83F (1484.951195 sec): 3 clusters Score: Raw -225314.950182 + Penalty 2691.066376 = -222623.883806 nChanged 0 Trying to split cluster 47 (1828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1484.984343 sec): 2 clusters Score: Raw -101705.591648 + Penalty 1220.533885 = -100485.057764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.040440 sec): 3 clusters Score: Raw -100961.885622 + Penalty 2441.067769 = -98520.817852 nChanged 632 SP:Iteration 1F (1485.085572 sec): 3 clusters Score: Raw -101347.142513 + Penalty 2441.067769 = -98906.074744 nChanged 129 SP:Iteration 2F (1485.129276 sec): 3 clusters Score: Raw -101441.525407 + Penalty 2441.067769 = -99000.457637 nChanged 82 SP:Iteration 3Q (1485.170872 sec): 3 clusters Score: Raw -101493.018656 + Penalty 2441.067769 = -99051.950887 nChanged 54 SP:Iteration 4Q (1485.213682 sec): 3 clusters Score: Raw -101523.539523 + Penalty 2441.067769 = -99082.471753 nChanged 41 SP:Iteration 5Q (1485.264307 sec): 3 clusters Score: Raw -101546.538874 + Penalty 2441.067769 = -99105.471105 nChanged 27 SP:Iteration 6Q (1485.311848 sec): 3 clusters Score: Raw -101557.398159 + Penalty 2441.067769 = -99116.330389 nChanged 17 SP:Iteration 7Q (1485.348442 sec): 3 clusters Score: Raw -101565.044366 + Penalty 2441.067769 = -99123.976597 nChanged 9 SP:Iteration 8Q (1485.390312 sec): 3 clusters Score: Raw -101569.187687 + Penalty 2441.067769 = -99128.119917 nChanged 9 SP:Iteration 9Q (1485.444064 sec): 3 clusters Score: Raw -101573.408847 + Penalty 2441.067769 = -99132.341077 nChanged 11 SP:Iteration 10Q (1485.477186 sec): 3 clusters Score: Raw -101578.289069 + Penalty 2441.067769 = -99137.221300 nChanged 7 SP:Iteration 11Q (1485.514310 sec): 3 clusters Score: Raw -101581.539916 + Penalty 2441.067769 = -99140.472146 nChanged 8 SP:Iteration 12Q (1485.564983 sec): 3 clusters Score: Raw -101584.900424 + Penalty 2441.067769 = -99143.832654 nChanged 9 SP:Iteration 13Q (1485.604108 sec): 3 clusters Score: Raw -101588.227683 + Penalty 2441.067769 = -99147.159914 nChanged 1 SP:Iteration 14Q (1485.664996 sec): 3 clusters Score: Raw -101588.611902 + Penalty 2441.067769 = -99147.544133 nChanged 2 SP:Iteration 15Q (1485.702325 sec): 3 clusters Score: Raw -101590.223526 + Penalty 2441.067769 = -99149.155757 nChanged 5 SP:Iteration 16Q (1485.753562 sec): 3 clusters Score: Raw -101592.134067 + Penalty 2441.067769 = -99151.066298 nChanged 6 SP:Iteration 17Q (1485.796453 sec): 3 clusters Score: Raw -101594.689504 + Penalty 2441.067769 = -99153.621735 nChanged 8 SP:Iteration 18Q (1485.834394 sec): 3 clusters Score: Raw -101599.113235 + Penalty 2441.067769 = -99158.045466 nChanged 8 SP:Iteration 19Q (1485.871184 sec): 3 clusters Score: Raw -101603.303969 + Penalty 2441.067769 = -99162.236200 nChanged 9 SP:Iteration 20F (1485.912715 sec): 3 clusters Score: Raw -101607.811477 + Penalty 2441.067769 = -99166.743708 nChanged 5 SP:Iteration 21Q (1485.973868 sec): 3 clusters Score: Raw -101609.952179 + Penalty 2441.067769 = -99168.884410 nChanged 6 SP:Iteration 22Q (1486.025602 sec): 3 clusters Score: Raw -101612.674910 + Penalty 2441.067769 = -99171.607141 nChanged 3 SP:Iteration 23Q (1486.072498 sec): 3 clusters Score: Raw -101614.413226 + Penalty 2441.067769 = -99173.345457 nChanged 4 SP:Iteration 24Q (1486.107193 sec): 3 clusters Score: Raw -101616.007999 + Penalty 2441.067769 = -99174.940230 nChanged 6 SP:Iteration 25Q (1486.153096 sec): 3 clusters Score: Raw -101617.466972 + Penalty 2441.067769 = -99176.399202 nChanged 4 SP:Iteration 26Q (1486.192341 sec): 3 clusters Score: Raw -101618.552645 + Penalty 2441.067769 = -99177.484875 nChanged 1 SP:Iteration 27Q (1486.228039 sec): 3 clusters Score: Raw -101619.029846 + Penalty 2441.067769 = -99177.962077 nChanged 0 SP:Iteration 28F (1486.274410 sec): 3 clusters Score: Raw -101619.029846 + Penalty 2441.067769 = -99177.962077 nChanged 0 Time taken for this iteration:1484.331541 seconds. 20->48 Clusters: Score -11988987.786894, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 244822 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 6 (8121 points): Lose 579.085363 but Gain 2016.346588 Iteration 0F (1489.825699 sec): 20 clusters Score: Raw -10089133.262095 + Penalty 38310.585170 = -10050822.676924 nChanged 229470 Iteration 1F (1493.120197 sec): 20 clusters Score: Raw -10995235.764738 + Penalty 38310.585170 = -10956925.179568 nChanged 100652 Iteration 2F (1496.291190 sec): 20 clusters Score: Raw -11343816.837282 + Penalty 38310.585170 = -11305506.252112 nChanged 76461 Iteration 3F (1499.471903 sec): 20 clusters Score: Raw -11549547.104116 + Penalty 38310.585170 = -11511236.518945 nChanged 51803 Iteration 4F (1502.627249 sec): 20 clusters Score: Raw -11660178.740606 + Penalty 38310.585170 = -11621868.155435 nChanged 33596 Iteration 5F (1505.797293 sec): 20 clusters Score: Raw -11734399.473351 + Penalty 38310.585170 = -11696088.888181 nChanged 21977 Iteration 6F (1508.979540 sec): 20 clusters Score: Raw -11780349.006581 + Penalty 38310.585170 = -11742038.421410 nChanged 16344 Iteration 7F (1512.100112 sec): 20 clusters Score: Raw -11813155.708198 + Penalty 38310.585170 = -11774845.123027 nChanged 12920 Iteration 8F (1515.222672 sec): 20 clusters Score: Raw -11837114.722015 + Penalty 38310.585170 = -11798804.136844 nChanged 10309 Iteration 9Q (1516.927068 sec): 20 clusters Score: Raw -11854116.182646 + Penalty 38310.585170 = -11815805.597476 nChanged 8372 Iteration 10Q (1518.564228 sec): 20 clusters Score: Raw -11865579.388158 + Penalty 38310.585170 = -11827268.802988 nChanged 6402 Iteration 11Q (1520.241763 sec): 20 clusters Score: Raw -11874449.014863 + Penalty 38310.585170 = -11836138.429692 nChanged 5094 Iteration 12Q (1521.939096 sec): 20 clusters Score: Raw -11879511.645512 + Penalty 38310.585170 = -11841201.060342 nChanged 4236 Iteration 13Q (1523.527754 sec): 20 clusters Score: Raw -11882510.031176 + Penalty 38310.585170 = -11844199.446005 nChanged 3594 Iteration 14Q (1525.159520 sec): 20 clusters Score: Raw -11885163.894342 + Penalty 38310.585170 = -11846853.309171 nChanged 3334 Iteration 15Q (1526.788672 sec): 20 clusters Score: Raw -11887640.295268 + Penalty 38310.585170 = -11849329.710097 nChanged 3074 Iteration 16Q (1528.428032 sec): 20 clusters Score: Raw -11890172.770644 + Penalty 38310.585170 = -11851862.185474 nChanged 2960 Iteration 17Q (1530.095048 sec): 20 clusters Score: Raw -11892370.727498 + Penalty 38310.585170 = -11854060.142327 nChanged 2680 Iteration 18Q (1531.737314 sec): 20 clusters Score: Raw -11893755.077556 + Penalty 38310.585170 = -11855444.492386 nChanged 2308 Iteration 19Q (1533.390216 sec): 20 clusters Score: Raw -11894838.073440 + Penalty 38310.585170 = -11856527.488270 nChanged 2139 Writing temp clu file Because OldScore, -11855444.492386, is greater than current (better) Score,-11856527.488270 Compute initial score before splitting: Score: Raw -11894838.073440 + Penalty 38310.585170 = -11856527.488270 Trying to split cluster 1 (19389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1533.509130 sec): 2 clusters Score: Raw -1016627.519184 + Penalty 1604.274941 = -1015023.244243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1533.578995 sec): 3 clusters Score: Raw -1004986.827546 + Penalty 3208.549882 = -1001778.277665 nChanged 8797 SP:Iteration 1F (1533.649549 sec): 3 clusters Score: Raw -1010075.639638 + Penalty 3208.549882 = -1006867.089757 nChanged 1322 SP:Iteration 2F (1533.727548 sec): 3 clusters Score: Raw -1010865.756921 + Penalty 3208.549882 = -1007657.207040 nChanged 1480 SP:Iteration 3F (1533.797242 sec): 3 clusters Score: Raw -1012040.753083 + Penalty 3208.549882 = -1008832.203202 nChanged 1704 SP:Iteration 4F (1533.875143 sec): 3 clusters Score: Raw -1013516.210579 + Penalty 3208.549882 = -1010307.660697 nChanged 1622 SP:Iteration 5F (1533.948459 sec): 3 clusters Score: Raw -1014789.895579 + Penalty 3208.549882 = -1011581.345697 nChanged 1328 SP:Iteration 6F (1534.020148 sec): 3 clusters Score: Raw -1015660.290424 + Penalty 3208.549882 = -1012451.740543 nChanged 934 SP:Iteration 7Q (1534.090618 sec): 3 clusters Score: Raw -1016201.994248 + Penalty 3208.549882 = -1012993.444367 nChanged 699 SP:Iteration 8Q (1534.174745 sec): 3 clusters Score: Raw -1016619.702568 + Penalty 3208.549882 = -1013411.152686 nChanged 532 SP:Iteration 9Q (1534.242183 sec): 3 clusters Score: Raw -1016926.630845 + Penalty 3208.549882 = -1013718.080964 nChanged 435 SP:Iteration 10Q (1534.319467 sec): 3 clusters Score: Raw -1017138.356896 + Penalty 3208.549882 = -1013929.807014 nChanged 330 SP:Iteration 11Q (1534.396442 sec): 3 clusters Score: Raw -1017267.075092 + Penalty 3208.549882 = -1014058.525211 nChanged 247 SP:Iteration 12Q (1534.471143 sec): 3 clusters Score: Raw -1017347.670597 + Penalty 3208.549882 = -1014139.120716 nChanged 212 SP:Iteration 13Q (1534.540589 sec): 3 clusters Score: Raw -1017427.059129 + Penalty 3208.549882 = -1014218.509248 nChanged 179 SP:Iteration 14Q (1534.609191 sec): 3 clusters Score: Raw -1017494.682557 + Penalty 3208.549882 = -1014286.132675 nChanged 187 SP:Iteration 15Q (1534.686519 sec): 3 clusters Score: Raw -1017573.202930 + Penalty 3208.549882 = -1014364.653048 nChanged 186 SP:Iteration 16Q (1534.756586 sec): 3 clusters Score: Raw -1017671.267039 + Penalty 3208.549882 = -1014462.717157 nChanged 228 SP:Iteration 17Q (1534.835134 sec): 3 clusters Score: Raw -1017825.808932 + Penalty 3208.549882 = -1014617.259050 nChanged 277 SP:Iteration 18Q (1534.913345 sec): 3 clusters Score: Raw -1018033.437523 + Penalty 3208.549882 = -1014824.887641 nChanged 281 SP:Iteration 19Q (1534.996421 sec): 3 clusters Score: Raw -1018245.766576 + Penalty 3208.549882 = -1015037.216695 nChanged 269 SP:Iteration 20F (1535.066305 sec): 3 clusters Score: Raw -1018482.303312 + Penalty 3208.549882 = -1015273.753430 nChanged 252 SP:Iteration 21Q (1535.143111 sec): 3 clusters Score: Raw -1018698.699394 + Penalty 3208.549882 = -1015490.149512 nChanged 265 SP:Iteration 22Q (1535.214696 sec): 3 clusters Score: Raw -1018918.906082 + Penalty 3208.549882 = -1015710.356201 nChanged 246 SP:Iteration 23Q (1535.292169 sec): 3 clusters Score: Raw -1019134.646228 + Penalty 3208.549882 = -1015926.096347 nChanged 192 SP:Iteration 24Q (1535.359885 sec): 3 clusters Score: Raw -1019286.493363 + Penalty 3208.549882 = -1016077.943481 nChanged 144 SP:Iteration 25Q (1535.434662 sec): 3 clusters Score: Raw -1019406.858408 + Penalty 3208.549882 = -1016198.308527 nChanged 139 SP:Iteration 26Q (1535.505616 sec): 3 clusters Score: Raw -1019493.760339 + Penalty 3208.549882 = -1016285.210458 nChanged 102 SP:Iteration 27Q (1535.574205 sec): 3 clusters Score: Raw -1019539.914099 + Penalty 3208.549882 = -1016331.364217 nChanged 81 SP:Iteration 28Q (1535.647104 sec): 3 clusters Score: Raw -1019571.188635 + Penalty 3208.549882 = -1016362.638753 nChanged 65 SP:Iteration 29Q (1535.719259 sec): 3 clusters Score: Raw -1019591.609982 + Penalty 3208.549882 = -1016383.060101 nChanged 43 SP:Iteration 30Q (1535.782248 sec): 3 clusters Score: Raw -1019601.044744 + Penalty 3208.549882 = -1016392.494862 nChanged 22 SP:Iteration 31Q (1535.860209 sec): 3 clusters Score: Raw -1019603.827647 + Penalty 3208.549882 = -1016395.277766 nChanged 11 SP:Iteration 32Q (1535.933080 sec): 3 clusters Score: Raw -1019605.421695 + Penalty 3208.549882 = -1016396.871813 nChanged 13 SP:Iteration 33Q (1536.000039 sec): 3 clusters Score: Raw -1019606.950358 + Penalty 3208.549882 = -1016398.400476 nChanged 13 SP:Iteration 34Q (1536.073942 sec): 3 clusters Score: Raw -1019608.282778 + Penalty 3208.549882 = -1016399.732897 nChanged 11 SP:Iteration 35Q (1536.137436 sec): 3 clusters Score: Raw -1019609.249342 + Penalty 3208.549882 = -1016400.699461 nChanged 6 SP:Iteration 36Q (1536.219054 sec): 3 clusters Score: Raw -1019609.719284 + Penalty 3208.549882 = -1016401.169403 nChanged 5 SP:Iteration 37Q (1536.290460 sec): 3 clusters Score: Raw -1019610.171391 + Penalty 3208.549882 = -1016401.621509 nChanged 5 SP:Iteration 38Q (1536.354252 sec): 3 clusters Score: Raw -1019610.745489 + Penalty 3208.549882 = -1016402.195608 nChanged 6 SP:Iteration 39Q (1536.433964 sec): 3 clusters Score: Raw -1019611.134900 + Penalty 3208.549882 = -1016402.585018 nChanged 4 SP:Iteration 40F (1536.505522 sec): 3 clusters Score: Raw -1019612.109268 + Penalty 3208.549882 = -1016403.559386 nChanged 7 SP:Iteration 41Q (1536.577258 sec): 3 clusters Score: Raw -1019613.448405 + Penalty 3208.549882 = -1016404.898524 nChanged 5 SP:Iteration 42Q (1536.650536 sec): 3 clusters Score: Raw -1019614.389658 + Penalty 3208.549882 = -1016405.839776 nChanged 5 SP:Iteration 43Q (1536.726695 sec): 3 clusters Score: Raw -1019614.827809 + Penalty 3208.549882 = -1016406.277927 nChanged 3 SP:Iteration 44Q (1536.797012 sec): 3 clusters Score: Raw -1019615.821456 + Penalty 3208.549882 = -1016407.271574 nChanged 11 SP:Iteration 45Q (1536.858784 sec): 3 clusters Score: Raw -1019617.480840 + Penalty 3208.549882 = -1016408.930958 nChanged 7 SP:Iteration 46Q (1536.937771 sec): 3 clusters Score: Raw -1019618.064768 + Penalty 3208.549882 = -1016409.514887 nChanged 1 SP:Iteration 47Q (1537.006961 sec): 3 clusters Score: Raw -1019618.313462 + Penalty 3208.549882 = -1016409.763580 nChanged 1 SP:Iteration 48Q (1537.072361 sec): 3 clusters Score: Raw -1019618.350758 + Penalty 3208.549882 = -1016409.800876 nChanged 0 SP:Iteration 49F (1537.144307 sec): 3 clusters Score: Raw -1019618.350758 + Penalty 3208.549882 = -1016409.800876 nChanged 0 Score: Raw -11898325.056856 + Penalty 40326.931758 = -11857998.125098 Splitting cluster 1 changes total score from -11856527.488270 to -11857998.125098 So it's getting split into cluster 6. Trying to split cluster 2 (23235 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1540.469101 sec): 2 clusters Score: Raw -1239548.769973 + Penalty 1633.679944 = -1237915.090028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1540.557189 sec): 3 clusters Score: Raw -1225595.081460 + Penalty 3267.359888 = -1222327.721571 nChanged 10500 SP:Iteration 1F (1540.638327 sec): 3 clusters Score: Raw -1231983.411491 + Penalty 3267.359888 = -1228716.051602 nChanged 1513 SP:Iteration 2F (1540.720288 sec): 3 clusters Score: Raw -1232970.156050 + Penalty 3267.359888 = -1229702.796161 nChanged 1640 SP:Iteration 3F (1540.801544 sec): 3 clusters Score: Raw -1234227.180726 + Penalty 3267.359888 = -1230959.820837 nChanged 1752 SP:Iteration 4F (1540.883882 sec): 3 clusters Score: Raw -1235915.186267 + Penalty 3267.359888 = -1232647.826378 nChanged 2042 SP:Iteration 5F (1540.959829 sec): 3 clusters Score: Raw -1238401.129020 + Penalty 3267.359888 = -1235133.769132 nChanged 2196 SP:Iteration 6F (1541.046509 sec): 3 clusters Score: Raw -1241757.813609 + Penalty 3267.359888 = -1238490.453721 nChanged 1813 SP:Iteration 7F (1541.126060 sec): 3 clusters Score: Raw -1244832.309015 + Penalty 3267.359888 = -1241564.949126 nChanged 1317 SP:Iteration 8F (1541.206149 sec): 3 clusters Score: Raw -1246466.594691 + Penalty 3267.359888 = -1243199.234803 nChanged 1135 SP:Iteration 9Q (1541.284703 sec): 3 clusters Score: Raw -1247969.570358 + Penalty 3267.359888 = -1244702.210470 nChanged 931 SP:Iteration 10Q (1541.371382 sec): 3 clusters Score: Raw -1249485.124564 + Penalty 3267.359888 = -1246217.764675 nChanged 761 SP:Iteration 11Q (1541.438764 sec): 3 clusters Score: Raw -1250845.710665 + Penalty 3267.359888 = -1247578.350776 nChanged 536 SP:Iteration 12Q (1541.523306 sec): 3 clusters Score: Raw -1251611.424524 + Penalty 3267.359888 = -1248344.064636 nChanged 343 SP:Iteration 13Q (1541.593599 sec): 3 clusters Score: Raw -1251932.968554 + Penalty 3267.359888 = -1248665.608666 nChanged 181 SP:Iteration 14Q (1541.661881 sec): 3 clusters Score: Raw -1252027.925992 + Penalty 3267.359888 = -1248760.566103 nChanged 97 SP:Iteration 15Q (1541.732843 sec): 3 clusters Score: Raw -1252060.010855 + Penalty 3267.359888 = -1248792.650967 nChanged 55 SP:Iteration 16Q (1541.795950 sec): 3 clusters Score: Raw -1252070.637072 + Penalty 3267.359888 = -1248803.277183 nChanged 26 SP:Iteration 17Q (1541.867244 sec): 3 clusters Score: Raw -1252073.928731 + Penalty 3267.359888 = -1248806.568842 nChanged 14 SP:Iteration 18Q (1541.933313 sec): 3 clusters Score: Raw -1252075.144927 + Penalty 3267.359888 = -1248807.785039 nChanged 4 SP:Iteration 19Q (1542.007584 sec): 3 clusters Score: Raw -1252075.365329 + Penalty 3267.359888 = -1248808.005440 nChanged 4 SP:Iteration 20F (1542.078462 sec): 3 clusters Score: Raw -1252075.524785 + Penalty 3267.359888 = -1248808.164897 nChanged 1 SP:Iteration 21Q (1542.142839 sec): 3 clusters Score: Raw -1252075.604545 + Penalty 3267.359888 = -1248808.244657 nChanged 1 SP:Iteration 22Q (1542.204950 sec): 3 clusters Score: Raw -1252075.629915 + Penalty 3267.359888 = -1248808.270027 nChanged 0 SP:Iteration 23F (1542.288704 sec): 3 clusters Score: Raw -1252075.629915 + Penalty 3267.359888 = -1248808.270027 nChanged 0 Score: Raw -11910851.916799 + Penalty 42343.278346 = -11868508.638453 Splitting cluster 2 changes total score from -11856527.488270 to -11868508.638453 So it's getting split into cluster 21. Trying to split cluster 3 (11355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1545.926807 sec): 2 clusters Score: Raw -569441.927237 + Penalty 1517.329686 = -567924.597550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1545.993316 sec): 3 clusters Score: Raw -563032.371989 + Penalty 3034.659373 = -559997.712616 nChanged 4913 SP:Iteration 1F (1546.048646 sec): 3 clusters Score: Raw -566123.771806 + Penalty 3034.659373 = -563089.112433 nChanged 979 SP:Iteration 2F (1546.109546 sec): 3 clusters Score: Raw -566978.724901 + Penalty 3034.659373 = -563944.065529 nChanged 893 SP:Iteration 3F (1546.173268 sec): 3 clusters Score: Raw -567602.554785 + Penalty 3034.659373 = -564567.895412 nChanged 773 SP:Iteration 4F (1546.225713 sec): 3 clusters Score: Raw -568145.968995 + Penalty 3034.659373 = -565111.309622 nChanged 713 SP:Iteration 5F (1546.291501 sec): 3 clusters Score: Raw -568660.007278 + Penalty 3034.659373 = -565625.347905 nChanged 638 SP:Iteration 6F (1546.363230 sec): 3 clusters Score: Raw -569100.609991 + Penalty 3034.659373 = -566065.950618 nChanged 572 SP:Iteration 7F (1546.414672 sec): 3 clusters Score: Raw -569465.344969 + Penalty 3034.659373 = -566430.685597 nChanged 444 SP:Iteration 8Q (1546.477959 sec): 3 clusters Score: Raw -569719.350925 + Penalty 3034.659373 = -566684.691552 nChanged 381 SP:Iteration 9Q (1546.532137 sec): 3 clusters Score: Raw -569915.335271 + Penalty 3034.659373 = -566880.675898 nChanged 311 SP:Iteration 10Q (1546.590577 sec): 3 clusters Score: Raw -570059.307545 + Penalty 3034.659373 = -567024.648173 nChanged 241 SP:Iteration 11Q (1546.651682 sec): 3 clusters Score: Raw -570162.977618 + Penalty 3034.659373 = -567128.318245 nChanged 192 SP:Iteration 12Q (1546.702984 sec): 3 clusters Score: Raw -570246.120853 + Penalty 3034.659373 = -567211.461480 nChanged 179 SP:Iteration 13Q (1546.770638 sec): 3 clusters Score: Raw -570318.637326 + Penalty 3034.659373 = -567283.977953 nChanged 146 SP:Iteration 14Q (1546.832188 sec): 3 clusters Score: Raw -570367.131685 + Penalty 3034.659373 = -567332.472312 nChanged 109 SP:Iteration 15Q (1546.894097 sec): 3 clusters Score: Raw -570400.407930 + Penalty 3034.659373 = -567365.748558 nChanged 104 SP:Iteration 16Q (1546.950400 sec): 3 clusters Score: Raw -570427.981964 + Penalty 3034.659373 = -567393.322591 nChanged 88 SP:Iteration 17Q (1547.007253 sec): 3 clusters Score: Raw -570453.530102 + Penalty 3034.659373 = -567418.870729 nChanged 73 SP:Iteration 18Q (1547.067904 sec): 3 clusters Score: Raw -570475.159663 + Penalty 3034.659373 = -567440.500291 nChanged 74 SP:Iteration 19Q (1547.123462 sec): 3 clusters Score: Raw -570497.742858 + Penalty 3034.659373 = -567463.083486 nChanged 77 SP:Iteration 20F (1547.197207 sec): 3 clusters Score: Raw -570522.317547 + Penalty 3034.659373 = -567487.658174 nChanged 63 SP:Iteration 21Q (1547.263898 sec): 3 clusters Score: Raw -570539.607466 + Penalty 3034.659373 = -567504.948094 nChanged 60 SP:Iteration 22Q (1547.331079 sec): 3 clusters Score: Raw -570557.521457 + Penalty 3034.659373 = -567522.862084 nChanged 61 SP:Iteration 23Q (1547.391281 sec): 3 clusters Score: Raw -570576.630197 + Penalty 3034.659373 = -567541.970824 nChanged 64 SP:Iteration 24Q (1547.439771 sec): 3 clusters Score: Raw -570596.465694 + Penalty 3034.659373 = -567561.806321 nChanged 54 SP:Iteration 25Q (1547.499019 sec): 3 clusters Score: Raw -570614.539066 + Penalty 3034.659373 = -567579.879693 nChanged 65 SP:Iteration 26Q (1547.558182 sec): 3 clusters Score: Raw -570634.288390 + Penalty 3034.659373 = -567599.629018 nChanged 56 SP:Iteration 27Q (1547.616384 sec): 3 clusters Score: Raw -570650.371232 + Penalty 3034.659373 = -567615.711859 nChanged 55 SP:Iteration 28Q (1547.686766 sec): 3 clusters Score: Raw -570667.297847 + Penalty 3034.659373 = -567632.638475 nChanged 47 SP:Iteration 29Q (1547.761135 sec): 3 clusters Score: Raw -570679.920174 + Penalty 3034.659373 = -567645.260801 nChanged 41 SP:Iteration 30Q (1547.815651 sec): 3 clusters Score: Raw -570691.358337 + Penalty 3034.659373 = -567656.698965 nChanged 32 SP:Iteration 31Q (1547.876242 sec): 3 clusters Score: Raw -570699.818293 + Penalty 3034.659373 = -567665.158920 nChanged 37 SP:Iteration 32Q (1547.928770 sec): 3 clusters Score: Raw -570708.764149 + Penalty 3034.659373 = -567674.104776 nChanged 35 SP:Iteration 33Q (1547.996660 sec): 3 clusters Score: Raw -570719.032355 + Penalty 3034.659373 = -567684.372982 nChanged 39 SP:Iteration 34Q (1548.049490 sec): 3 clusters Score: Raw -570732.394085 + Penalty 3034.659373 = -567697.734712 nChanged 51 SP:Iteration 35Q (1548.108045 sec): 3 clusters Score: Raw -570750.747364 + Penalty 3034.659373 = -567716.087991 nChanged 43 SP:Iteration 36Q (1548.177916 sec): 3 clusters Score: Raw -570764.106622 + Penalty 3034.659373 = -567729.447250 nChanged 42 SP:Iteration 37Q (1548.235162 sec): 3 clusters Score: Raw -570775.933056 + Penalty 3034.659373 = -567741.273684 nChanged 28 SP:Iteration 38Q (1548.288339 sec): 3 clusters Score: Raw -570783.424918 + Penalty 3034.659373 = -567748.765546 nChanged 29 SP:Iteration 39Q (1548.358415 sec): 3 clusters Score: Raw -570791.602061 + Penalty 3034.659373 = -567756.942688 nChanged 23 SP:Iteration 40F (1548.411205 sec): 3 clusters Score: Raw -570800.105203 + Penalty 3034.659373 = -567765.445831 nChanged 33 SP:Iteration 41Q (1548.468522 sec): 3 clusters Score: Raw -570813.428209 + Penalty 3034.659373 = -567778.768837 nChanged 37 SP:Iteration 42Q (1548.527990 sec): 3 clusters Score: Raw -570826.731774 + Penalty 3034.659373 = -567792.072401 nChanged 40 SP:Iteration 43Q (1548.589799 sec): 3 clusters Score: Raw -570840.672230 + Penalty 3034.659373 = -567806.012857 nChanged 32 SP:Iteration 44Q (1548.647867 sec): 3 clusters Score: Raw -570851.822500 + Penalty 3034.659373 = -567817.163127 nChanged 31 SP:Iteration 45Q (1548.708364 sec): 3 clusters Score: Raw -570864.970670 + Penalty 3034.659373 = -567830.311297 nChanged 40 SP:Iteration 46Q (1548.764056 sec): 3 clusters Score: Raw -570879.647448 + Penalty 3034.659373 = -567844.988075 nChanged 32 SP:Iteration 47Q (1548.816676 sec): 3 clusters Score: Raw -570889.999261 + Penalty 3034.659373 = -567855.339889 nChanged 28 SP:Iteration 48Q (1548.876417 sec): 3 clusters Score: Raw -570898.529674 + Penalty 3034.659373 = -567863.870301 nChanged 28 SP:Iteration 49Q (1548.926311 sec): 3 clusters Score: Raw -570909.306516 + Penalty 3034.659373 = -567874.647144 nChanged 26 SP:Iteration 50Q (1548.992800 sec): 3 clusters Score: Raw -570923.089880 + Penalty 3034.659373 = -567888.430507 nChanged 34 SP:Iteration 51Q (1549.044971 sec): 3 clusters Score: Raw -570937.704019 + Penalty 3034.659373 = -567903.044646 nChanged 32 SP:Iteration 52Q (1549.115017 sec): 3 clusters Score: Raw -570951.388488 + Penalty 3034.659373 = -567916.729115 nChanged 26 SP:Iteration 53Q (1549.169275 sec): 3 clusters Score: Raw -570964.327466 + Penalty 3034.659373 = -567929.668093 nChanged 31 SP:Iteration 54Q (1549.224137 sec): 3 clusters Score: Raw -570972.534912 + Penalty 3034.659373 = -567937.875539 nChanged 18 SP:Iteration 55Q (1549.272812 sec): 3 clusters Score: Raw -570977.071389 + Penalty 3034.659373 = -567942.412016 nChanged 8 SP:Iteration 56Q (1549.330042 sec): 3 clusters Score: Raw -570980.639929 + Penalty 3034.659373 = -567945.980556 nChanged 11 SP:Iteration 57Q (1549.395120 sec): 3 clusters Score: Raw -570983.661198 + Penalty 3034.659373 = -567949.001825 nChanged 9 SP:Iteration 58Q (1549.448485 sec): 3 clusters Score: Raw -570986.681187 + Penalty 3034.659373 = -567952.021814 nChanged 10 SP:Iteration 59Q (1549.501567 sec): 3 clusters Score: Raw -570989.888498 + Penalty 3034.659373 = -567955.229125 nChanged 9 SP:Iteration 60F (1549.579499 sec): 3 clusters Score: Raw -570991.878282 + Penalty 3034.659373 = -567957.218909 nChanged 4 SP:Iteration 61Q (1549.631827 sec): 3 clusters Score: Raw -570992.934240 + Penalty 3034.659373 = -567958.274868 nChanged 11 SP:Iteration 62Q (1549.660848 sec): 3 clusters Score: Raw -570996.248162 + Penalty 3034.659373 = -567961.588789 nChanged 16 SP:Iteration 63Q (1549.721738 sec): 3 clusters Score: Raw -571002.684184 + Penalty 3034.659373 = -567968.024811 nChanged 23 SP:Iteration 64Q (1549.777255 sec): 3 clusters Score: Raw -571013.702216 + Penalty 3034.659373 = -567979.042844 nChanged 19 SP:Iteration 65Q (1549.841759 sec): 3 clusters Score: Raw -571021.974019 + Penalty 3034.659373 = -567987.314647 nChanged 15 SP:Iteration 66Q (1549.905559 sec): 3 clusters Score: Raw -571029.790530 + Penalty 3034.659373 = -567995.131157 nChanged 21 SP:Iteration 67Q (1549.957833 sec): 3 clusters Score: Raw -571038.473996 + Penalty 3034.659373 = -568003.814624 nChanged 25 SP:Iteration 68Q (1550.014975 sec): 3 clusters Score: Raw -571050.317770 + Penalty 3034.659373 = -568015.658397 nChanged 24 SP:Iteration 69Q (1550.080690 sec): 3 clusters Score: Raw -571061.482546 + Penalty 3034.659373 = -568026.823173 nChanged 19 SP:Iteration 70Q (1550.140270 sec): 3 clusters Score: Raw -571071.203793 + Penalty 3034.659373 = -568036.544420 nChanged 24 SP:Iteration 71Q (1550.201110 sec): 3 clusters Score: Raw -571087.272123 + Penalty 3034.659373 = -568052.612751 nChanged 20 SP:Iteration 72Q (1550.269573 sec): 3 clusters Score: Raw -571106.471097 + Penalty 3034.659373 = -568071.811724 nChanged 28 SP:Iteration 73Q (1550.319621 sec): 3 clusters Score: Raw -571128.819676 + Penalty 3034.659373 = -568094.160303 nChanged 25 SP:Iteration 74Q (1550.383834 sec): 3 clusters Score: Raw -571145.792046 + Penalty 3034.659373 = -568111.132674 nChanged 26 SP:Iteration 75Q (1550.437540 sec): 3 clusters Score: Raw -571167.018307 + Penalty 3034.659373 = -568132.358934 nChanged 23 SP:Iteration 76Q (1550.479617 sec): 3 clusters Score: Raw -571184.858997 + Penalty 3034.659373 = -568150.199624 nChanged 17 SP:Iteration 77Q (1550.536115 sec): 3 clusters Score: Raw -571197.827177 + Penalty 3034.659373 = -568163.167804 nChanged 18 SP:Iteration 78Q (1550.592473 sec): 3 clusters Score: Raw -571209.336788 + Penalty 3034.659373 = -568174.677415 nChanged 23 SP:Iteration 79Q (1550.653371 sec): 3 clusters Score: Raw -571234.614781 + Penalty 3034.659373 = -568199.955408 nChanged 24 SP:Iteration 80F (1550.705806 sec): 3 clusters Score: Raw -571274.881402 + Penalty 3034.659373 = -568240.222030 nChanged 34 SP:Iteration 81Q (1550.764334 sec): 3 clusters Score: Raw -571341.316810 + Penalty 3034.659373 = -568306.657437 nChanged 43 SP:Iteration 82Q (1550.825006 sec): 3 clusters Score: Raw -571412.567178 + Penalty 3034.659373 = -568377.907805 nChanged 48 SP:Iteration 83Q (1550.883488 sec): 3 clusters Score: Raw -571477.355467 + Penalty 3034.659373 = -568442.696094 nChanged 33 SP:Iteration 84Q (1550.953140 sec): 3 clusters Score: Raw -571522.954401 + Penalty 3034.659373 = -568488.295028 nChanged 32 SP:Iteration 85Q (1550.999211 sec): 3 clusters Score: Raw -571557.062207 + Penalty 3034.659373 = -568522.402834 nChanged 26 SP:Iteration 86Q (1551.057346 sec): 3 clusters Score: Raw -571582.212449 + Penalty 3034.659373 = -568547.553076 nChanged 15 SP:Iteration 87Q (1551.114682 sec): 3 clusters Score: Raw -571596.746577 + Penalty 3034.659373 = -568562.087204 nChanged 13 SP:Iteration 88Q (1551.182998 sec): 3 clusters Score: Raw -571607.208514 + Penalty 3034.659373 = -568572.549141 nChanged 5 SP:Iteration 89Q (1551.245889 sec): 3 clusters Score: Raw -571609.596635 + Penalty 3034.659373 = -568574.937262 nChanged 5 SP:Iteration 90Q (1551.292179 sec): 3 clusters Score: Raw -571611.743341 + Penalty 3034.659373 = -568577.083969 nChanged 2 SP:Iteration 91Q (1551.357289 sec): 3 clusters Score: Raw -571612.163581 + Penalty 3034.659373 = -568577.504209 nChanged 1 SP:Iteration 92Q (1551.401353 sec): 3 clusters Score: Raw -571612.923554 + Penalty 3034.659373 = -568578.264181 nChanged 1 SP:Iteration 93Q (1551.461337 sec): 3 clusters Score: Raw -571613.435392 + Penalty 3034.659373 = -568578.776019 nChanged 1 SP:Iteration 94Q (1551.525909 sec): 3 clusters Score: Raw -571613.872355 + Penalty 3034.659373 = -568579.212982 nChanged 0 SP:Iteration 95F (1551.595156 sec): 3 clusters Score: Raw -571613.872355 + Penalty 3034.659373 = -568579.212982 nChanged 0 Score: Raw -11913023.861917 + Penalty 44359.624934 = -11868664.236983 Splitting cluster 3 changes total score from -11856527.488270 to -11868664.236983 So it's getting split into cluster 22. Trying to split cluster 4 (15140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1555.586974 sec): 2 clusters Score: Raw -802587.388968 + Penalty 1564.078023 = -801023.310945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1555.659198 sec): 3 clusters Score: Raw -793780.935433 + Penalty 3128.156046 = -790652.779387 nChanged 6715 SP:Iteration 1F (1555.736296 sec): 3 clusters Score: Raw -798811.277381 + Penalty 3128.156046 = -795683.121335 nChanged 1648 SP:Iteration 2F (1555.795763 sec): 3 clusters Score: Raw -801067.735232 + Penalty 3128.156046 = -797939.579185 nChanged 1679 SP:Iteration 3F (1555.857934 sec): 3 clusters Score: Raw -803122.798987 + Penalty 3128.156046 = -799994.642940 nChanged 1374 SP:Iteration 4F (1555.935251 sec): 3 clusters Score: Raw -804509.350115 + Penalty 3128.156046 = -801381.194069 nChanged 938 SP:Iteration 5F (1555.995015 sec): 3 clusters Score: Raw -805303.765783 + Penalty 3128.156046 = -802175.609736 nChanged 638 SP:Iteration 6Q (1556.055990 sec): 3 clusters Score: Raw -805694.518050 + Penalty 3128.156046 = -802566.362004 nChanged 418 SP:Iteration 7Q (1556.121580 sec): 3 clusters Score: Raw -805896.151573 + Penalty 3128.156046 = -802767.995527 nChanged 303 SP:Iteration 8Q (1556.174414 sec): 3 clusters Score: Raw -806015.951325 + Penalty 3128.156046 = -802887.795279 nChanged 241 SP:Iteration 9Q (1556.241592 sec): 3 clusters Score: Raw -806103.339117 + Penalty 3128.156046 = -802975.183071 nChanged 205 SP:Iteration 10Q (1556.305424 sec): 3 clusters Score: Raw -806177.833674 + Penalty 3128.156046 = -803049.677628 nChanged 193 SP:Iteration 11Q (1556.380947 sec): 3 clusters Score: Raw -806253.518205 + Penalty 3128.156046 = -803125.362159 nChanged 182 SP:Iteration 12Q (1556.435936 sec): 3 clusters Score: Raw -806317.708351 + Penalty 3128.156046 = -803189.552305 nChanged 185 SP:Iteration 13Q (1556.506058 sec): 3 clusters Score: Raw -806379.437660 + Penalty 3128.156046 = -803251.281614 nChanged 173 SP:Iteration 14Q (1556.580739 sec): 3 clusters Score: Raw -806439.764128 + Penalty 3128.156046 = -803311.608082 nChanged 168 SP:Iteration 15Q (1556.637699 sec): 3 clusters Score: Raw -806498.337768 + Penalty 3128.156046 = -803370.181721 nChanged 176 SP:Iteration 16Q (1556.713638 sec): 3 clusters Score: Raw -806574.993138 + Penalty 3128.156046 = -803446.837092 nChanged 206 SP:Iteration 17Q (1556.773415 sec): 3 clusters Score: Raw -806681.569439 + Penalty 3128.156046 = -803553.413393 nChanged 254 SP:Iteration 18Q (1556.837730 sec): 3 clusters Score: Raw -806845.998117 + Penalty 3128.156046 = -803717.842070 nChanged 293 SP:Iteration 19Q (1556.907706 sec): 3 clusters Score: Raw -807093.193779 + Penalty 3128.156046 = -803965.037733 nChanged 349 SP:Iteration 20F (1556.971149 sec): 3 clusters Score: Raw -807460.299150 + Penalty 3128.156046 = -804332.143104 nChanged 414 SP:Iteration 21Q (1557.030703 sec): 3 clusters Score: Raw -807942.568811 + Penalty 3128.156046 = -804814.412764 nChanged 412 SP:Iteration 22Q (1557.096954 sec): 3 clusters Score: Raw -808363.593490 + Penalty 3128.156046 = -805235.437444 nChanged 342 SP:Iteration 23Q (1557.163396 sec): 3 clusters Score: Raw -808723.496467 + Penalty 3128.156046 = -805595.340421 nChanged 331 SP:Iteration 24Q (1557.228692 sec): 3 clusters Score: Raw -809183.427614 + Penalty 3128.156046 = -806055.271568 nChanged 348 SP:Iteration 25Q (1557.337491 sec): 3 clusters Score: Raw -809955.022883 + Penalty 3128.156046 = -806826.866837 nChanged 313 SP:Iteration 26Q (1557.401127 sec): 3 clusters Score: Raw -810733.677156 + Penalty 3128.156046 = -807605.521110 nChanged 144 SP:Iteration 27Q (1557.457948 sec): 3 clusters Score: Raw -810914.186027 + Penalty 3128.156046 = -807786.029981 nChanged 48 SP:Iteration 28Q (1557.521272 sec): 3 clusters Score: Raw -810929.121813 + Penalty 3128.156046 = -807800.965767 nChanged 14 SP:Iteration 29Q (1557.590021 sec): 3 clusters Score: Raw -810931.132933 + Penalty 3128.156046 = -807802.976886 nChanged 4 SP:Iteration 30Q (1557.652667 sec): 3 clusters Score: Raw -810931.729118 + Penalty 3128.156046 = -807803.573072 nChanged 5 SP:Iteration 31Q (1557.710785 sec): 3 clusters Score: Raw -810932.088147 + Penalty 3128.156046 = -807803.932101 nChanged 2 SP:Iteration 32Q (1557.772109 sec): 3 clusters Score: Raw -810932.280023 + Penalty 3128.156046 = -807804.123977 nChanged 1 SP:Iteration 33Q (1557.839181 sec): 3 clusters Score: Raw -810932.325873 + Penalty 3128.156046 = -807804.169827 nChanged 0 SP:Iteration 34F (1557.906598 sec): 3 clusters Score: Raw -810932.325873 + Penalty 3128.156046 = -807804.169827 nChanged 0 Score: Raw -11921368.798822 + Penalty 46375.971522 = -11874992.827300 Splitting cluster 4 changes total score from -11856527.488270 to -11874992.827300 So it's getting split into cluster 23. Trying to split cluster 5 (3653 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1561.815324 sec): 2 clusters Score: Raw -151029.614971 + Penalty 1333.036904 = -149696.578067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1561.863931 sec): 3 clusters Score: Raw -149260.684620 + Penalty 2666.073809 = -146594.610811 nChanged 1406 SP:Iteration 1F (1561.910553 sec): 3 clusters Score: Raw -150375.372359 + Penalty 2666.073809 = -147709.298550 nChanged 402 SP:Iteration 2F (1561.960019 sec): 3 clusters Score: Raw -150863.344564 + Penalty 2666.073809 = -148197.270755 nChanged 340 SP:Iteration 3F (1562.015577 sec): 3 clusters Score: Raw -151323.499595 + Penalty 2666.073809 = -148657.425786 nChanged 272 SP:Iteration 4F (1562.071978 sec): 3 clusters Score: Raw -151679.064330 + Penalty 2666.073809 = -149012.990522 nChanged 228 SP:Iteration 5F (1562.105565 sec): 3 clusters Score: Raw -151997.154040 + Penalty 2666.073809 = -149331.080231 nChanged 205 SP:Iteration 6F (1562.154187 sec): 3 clusters Score: Raw -152269.381613 + Penalty 2666.073809 = -149603.307804 nChanged 138 SP:Iteration 7Q (1562.203779 sec): 3 clusters Score: Raw -152418.914039 + Penalty 2666.073809 = -149752.840231 nChanged 78 SP:Iteration 8Q (1562.255587 sec): 3 clusters Score: Raw -152499.716026 + Penalty 2666.073809 = -149833.642217 nChanged 82 SP:Iteration 9Q (1562.309023 sec): 3 clusters Score: Raw -152576.894476 + Penalty 2666.073809 = -149910.820667 nChanged 58 SP:Iteration 10Q (1562.349529 sec): 3 clusters Score: Raw -152622.747649 + Penalty 2666.073809 = -149956.673840 nChanged 38 SP:Iteration 11Q (1562.395231 sec): 3 clusters Score: Raw -152648.576562 + Penalty 2666.073809 = -149982.502754 nChanged 23 SP:Iteration 12Q (1562.444074 sec): 3 clusters Score: Raw -152667.792620 + Penalty 2666.073809 = -150001.718811 nChanged 19 SP:Iteration 13Q (1562.490910 sec): 3 clusters Score: Raw -152690.559132 + Penalty 2666.073809 = -150024.485323 nChanged 17 SP:Iteration 14Q (1562.538000 sec): 3 clusters Score: Raw -152715.330574 + Penalty 2666.073809 = -150049.256765 nChanged 15 SP:Iteration 15Q (1562.585878 sec): 3 clusters Score: Raw -152736.334356 + Penalty 2666.073809 = -150070.260547 nChanged 16 SP:Iteration 16Q (1562.634817 sec): 3 clusters Score: Raw -152743.967396 + Penalty 2666.073809 = -150077.893587 nChanged 10 SP:Iteration 17Q (1562.684401 sec): 3 clusters Score: Raw -152753.310647 + Penalty 2666.073809 = -150087.236839 nChanged 7 SP:Iteration 18Q (1562.741419 sec): 3 clusters Score: Raw -152757.607538 + Penalty 2666.073809 = -150091.533729 nChanged 7 SP:Iteration 19Q (1562.787784 sec): 3 clusters Score: Raw -152763.436643 + Penalty 2666.073809 = -150097.362834 nChanged 4 SP:Iteration 20F (1562.828420 sec): 3 clusters Score: Raw -152764.967363 + Penalty 2666.073809 = -150098.893555 nChanged 6 SP:Iteration 21Q (1562.883103 sec): 3 clusters Score: Raw -152766.650213 + Penalty 2666.073809 = -150100.576405 nChanged 6 SP:Iteration 22Q (1562.927376 sec): 3 clusters Score: Raw -152768.259889 + Penalty 2666.073809 = -150102.186081 nChanged 5 SP:Iteration 23Q (1562.980971 sec): 3 clusters Score: Raw -152770.420688 + Penalty 2666.073809 = -150104.346880 nChanged 5 SP:Iteration 24Q (1563.023980 sec): 3 clusters Score: Raw -152773.060861 + Penalty 2666.073809 = -150106.987052 nChanged 1 SP:Iteration 25Q (1563.073268 sec): 3 clusters Score: Raw -152773.201403 + Penalty 2666.073809 = -150107.127595 nChanged 0 SP:Iteration 26F (1563.107555 sec): 3 clusters Score: Raw -152773.201403 + Penalty 2666.073809 = -150107.127595 nChanged 0 Score: Raw -11923112.385254 + Penalty 48392.318110 = -11874720.067144 Splitting cluster 5 changes total score from -11856527.488270 to -11874720.067144 So it's getting split into cluster 24. Trying to split cluster 7 (4578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1567.270290 sec): 2 clusters Score: Raw -168350.656808 + Penalty 1369.715344 = -166980.941464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1567.314923 sec): 3 clusters Score: Raw -166261.972332 + Penalty 2739.430688 = -163522.541644 nChanged 1905 SP:Iteration 1F (1567.363987 sec): 3 clusters Score: Raw -169041.676491 + Penalty 2739.430688 = -166302.245804 nChanged 662 SP:Iteration 2F (1567.414610 sec): 3 clusters Score: Raw -170509.246187 + Penalty 2739.430688 = -167769.815500 nChanged 439 SP:Iteration 3F (1567.469688 sec): 3 clusters Score: Raw -171326.690584 + Penalty 2739.430688 = -168587.259897 nChanged 308 SP:Iteration 4F (1567.514833 sec): 3 clusters Score: Raw -172120.988967 + Penalty 2739.430688 = -169381.558279 nChanged 279 SP:Iteration 5F (1567.570907 sec): 3 clusters Score: Raw -172783.621404 + Penalty 2739.430688 = -170044.190716 nChanged 238 SP:Iteration 6F (1567.630527 sec): 3 clusters Score: Raw -173308.750547 + Penalty 2739.430688 = -170569.319859 nChanged 215 SP:Iteration 7Q (1567.683624 sec): 3 clusters Score: Raw -173772.630765 + Penalty 2739.430688 = -171033.200077 nChanged 176 SP:Iteration 8Q (1567.723746 sec): 3 clusters Score: Raw -174214.329044 + Penalty 2739.430688 = -171474.898356 nChanged 133 SP:Iteration 9Q (1567.780413 sec): 3 clusters Score: Raw -174519.667326 + Penalty 2739.430688 = -171780.236638 nChanged 90 SP:Iteration 10Q (1567.830029 sec): 3 clusters Score: Raw -174787.144445 + Penalty 2739.430688 = -172047.713757 nChanged 73 SP:Iteration 11Q (1567.878950 sec): 3 clusters Score: Raw -175068.437522 + Penalty 2739.430688 = -172329.006834 nChanged 64 SP:Iteration 12Q (1567.919221 sec): 3 clusters Score: Raw -175434.209784 + Penalty 2739.430688 = -172694.779096 nChanged 41 SP:Iteration 13Q (1567.963859 sec): 3 clusters Score: Raw -175653.382956 + Penalty 2739.430688 = -172913.952268 nChanged 20 SP:Iteration 14Q (1567.997595 sec): 3 clusters Score: Raw -175690.925172 + Penalty 2739.430688 = -172951.494484 nChanged 10 SP:Iteration 15Q (1568.048776 sec): 3 clusters Score: Raw -175704.198967 + Penalty 2739.430688 = -172964.768279 nChanged 5 SP:Iteration 16Q (1568.100773 sec): 3 clusters Score: Raw -175711.452723 + Penalty 2739.430688 = -172972.022036 nChanged 6 SP:Iteration 17Q (1568.157063 sec): 3 clusters Score: Raw -175733.196875 + Penalty 2739.430688 = -172993.766187 nChanged 16 SP:Iteration 18Q (1568.198067 sec): 3 clusters Score: Raw -175808.745141 + Penalty 2739.430688 = -173069.314454 nChanged 20 SP:Iteration 19Q (1568.256856 sec): 3 clusters Score: Raw -175962.697837 + Penalty 2739.430688 = -173223.267149 nChanged 7 SP:Iteration 20F (1568.302224 sec): 3 clusters Score: Raw -176001.327380 + Penalty 2739.430688 = -173261.896692 nChanged 4 SP:Iteration 21Q (1568.345037 sec): 3 clusters Score: Raw -176006.208188 + Penalty 2739.430688 = -173266.777500 nChanged 1 SP:Iteration 22Q (1568.398310 sec): 3 clusters Score: Raw -176006.935329 + Penalty 2739.430688 = -173267.504642 nChanged 0 SP:Iteration 23F (1568.436378 sec): 3 clusters Score: Raw -176006.935329 + Penalty 2739.430688 = -173267.504642 nChanged 0 Score: Raw -11930768.663776 + Penalty 50408.664698 = -11880359.999078 Splitting cluster 7 changes total score from -11856527.488270 to -11880359.999078 So it's getting split into cluster 25. Trying to split cluster 8 (8442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1572.481296 sec): 2 clusters Score: Raw -411658.431017 + Penalty 1469.158361 = -410189.272657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1572.546943 sec): 3 clusters Score: Raw -407061.626860 + Penalty 2938.316721 = -404123.310139 nChanged 3616 SP:Iteration 1F (1572.596451 sec): 3 clusters Score: Raw -409724.655785 + Penalty 2938.316721 = -406786.339064 nChanged 918 SP:Iteration 2F (1572.647414 sec): 3 clusters Score: Raw -411454.788230 + Penalty 2938.316721 = -408516.471509 nChanged 1208 SP:Iteration 3F (1572.705030 sec): 3 clusters Score: Raw -414444.512207 + Penalty 2938.316721 = -411506.195486 nChanged 1181 SP:Iteration 4F (1572.770541 sec): 3 clusters Score: Raw -418463.512560 + Penalty 2938.316721 = -415525.195839 nChanged 827 SP:Iteration 5F (1572.822719 sec): 3 clusters Score: Raw -424039.663701 + Penalty 2938.316721 = -421101.346980 nChanged 238 SP:Iteration 6Q (1572.890647 sec): 3 clusters Score: Raw -425219.124030 + Penalty 2938.316721 = -422280.807309 nChanged 99 SP:Iteration 7Q (1572.939861 sec): 3 clusters Score: Raw -425910.960384 + Penalty 2938.316721 = -422972.643663 nChanged 65 SP:Iteration 8Q (1572.983203 sec): 3 clusters Score: Raw -426554.047715 + Penalty 2938.316721 = -423615.730994 nChanged 23 SP:Iteration 9Q (1573.032752 sec): 3 clusters Score: Raw -426704.852511 + Penalty 2938.316721 = -423766.535790 nChanged 4 SP:Iteration 10Q (1573.082939 sec): 3 clusters Score: Raw -426727.134350 + Penalty 2938.316721 = -423788.817629 nChanged 0 SP:Iteration 11F (1573.141347 sec): 3 clusters Score: Raw -426727.134350 + Penalty 2938.316721 = -423788.817629 nChanged 0 Score: Raw -11945837.367108 + Penalty 52425.011286 = -11893412.355823 Splitting cluster 8 changes total score from -11856527.488270 to -11893412.355823 So it's getting split into cluster 26. Trying to split cluster 9 (4640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1577.605577 sec): 2 clusters Score: Raw -199787.880582 + Penalty 1371.901317 = -198415.979265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1577.657032 sec): 3 clusters Score: Raw -197480.136729 + Penalty 2743.802635 = -194736.334095 nChanged 1894 SP:Iteration 1F (1577.701510 sec): 3 clusters Score: Raw -198904.845661 + Penalty 2743.802635 = -196161.043027 nChanged 503 SP:Iteration 2F (1577.756038 sec): 3 clusters Score: Raw -199888.753940 + Penalty 2743.802635 = -197144.951305 nChanged 501 SP:Iteration 3F (1577.817540 sec): 3 clusters Score: Raw -201183.243115 + Penalty 2743.802635 = -198439.440481 nChanged 445 SP:Iteration 4F (1577.858840 sec): 3 clusters Score: Raw -201884.087839 + Penalty 2743.802635 = -199140.285204 nChanged 307 SP:Iteration 5F (1577.913851 sec): 3 clusters Score: Raw -202323.536512 + Penalty 2743.802635 = -199579.733878 nChanged 254 SP:Iteration 6F (1577.958520 sec): 3 clusters Score: Raw -202680.364466 + Penalty 2743.802635 = -199936.561831 nChanged 193 SP:Iteration 7Q (1578.005000 sec): 3 clusters Score: Raw -202966.513419 + Penalty 2743.802635 = -200222.710784 nChanged 185 SP:Iteration 8Q (1578.050746 sec): 3 clusters Score: Raw -203206.966434 + Penalty 2743.802635 = -200463.163800 nChanged 145 SP:Iteration 9Q (1578.095798 sec): 3 clusters Score: Raw -203385.020377 + Penalty 2743.802635 = -200641.217742 nChanged 126 SP:Iteration 10Q (1578.133156 sec): 3 clusters Score: Raw -203540.368958 + Penalty 2743.802635 = -200796.566323 nChanged 105 SP:Iteration 11Q (1578.190787 sec): 3 clusters Score: Raw -203679.690320 + Penalty 2743.802635 = -200935.887685 nChanged 80 SP:Iteration 12Q (1578.227646 sec): 3 clusters Score: Raw -203801.933021 + Penalty 2743.802635 = -201058.130386 nChanged 68 SP:Iteration 13Q (1578.280696 sec): 3 clusters Score: Raw -203988.429327 + Penalty 2743.802635 = -201244.626692 nChanged 39 SP:Iteration 14Q (1578.320201 sec): 3 clusters Score: Raw -204168.980798 + Penalty 2743.802635 = -201425.178163 nChanged 33 SP:Iteration 15Q (1578.376917 sec): 3 clusters Score: Raw -204236.271298 + Penalty 2743.802635 = -201492.468664 nChanged 39 SP:Iteration 16Q (1578.419558 sec): 3 clusters Score: Raw -204392.455564 + Penalty 2743.802635 = -201648.652929 nChanged 21 SP:Iteration 17Q (1578.458021 sec): 3 clusters Score: Raw -204501.814896 + Penalty 2743.802635 = -201758.012261 nChanged 13 SP:Iteration 18Q (1578.514424 sec): 3 clusters Score: Raw -204582.940662 + Penalty 2743.802635 = -201839.138027 nChanged 7 SP:Iteration 19Q (1578.551318 sec): 3 clusters Score: Raw -204601.268638 + Penalty 2743.802635 = -201857.466003 nChanged 2 SP:Iteration 20F (1578.595815 sec): 3 clusters Score: Raw -204612.157449 + Penalty 2743.802635 = -201868.354814 nChanged 4 SP:Iteration 21Q (1578.641171 sec): 3 clusters Score: Raw -204620.918483 + Penalty 2743.802635 = -201877.115848 nChanged 4 SP:Iteration 22Q (1578.685260 sec): 3 clusters Score: Raw -204628.994850 + Penalty 2743.802635 = -201885.192215 nChanged 1 SP:Iteration 23Q (1578.722947 sec): 3 clusters Score: Raw -204630.235624 + Penalty 2743.802635 = -201886.432990 nChanged 2 SP:Iteration 24Q (1578.773799 sec): 3 clusters Score: Raw -204632.839528 + Penalty 2743.802635 = -201889.036893 nChanged 0 SP:Iteration 25F (1578.816539 sec): 3 clusters Score: Raw -204632.839528 + Penalty 2743.802635 = -201889.036893 nChanged 0 Score: Raw -11950682.326054 + Penalty 54441.357874 = -11896240.968181 Splitting cluster 9 changes total score from -11856527.488270 to -11896240.968181 So it's getting split into cluster 27. Trying to split cluster 10 (10640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1583.464519 sec): 2 clusters Score: Raw -552518.786040 + Penalty 1506.761061 = -551012.024979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1583.523031 sec): 3 clusters Score: Raw -546546.540448 + Penalty 3013.522123 = -543533.018325 nChanged 4582 SP:Iteration 1F (1583.575960 sec): 3 clusters Score: Raw -549539.347475 + Penalty 3013.522123 = -546525.825353 nChanged 967 SP:Iteration 2F (1583.636053 sec): 3 clusters Score: Raw -550515.972964 + Penalty 3013.522123 = -547502.450841 nChanged 1029 SP:Iteration 3F (1583.692797 sec): 3 clusters Score: Raw -551825.781079 + Penalty 3013.522123 = -548812.258956 nChanged 1033 SP:Iteration 4F (1583.753341 sec): 3 clusters Score: Raw -553198.269049 + Penalty 3013.522123 = -550184.746926 nChanged 885 SP:Iteration 5F (1583.813091 sec): 3 clusters Score: Raw -554534.327791 + Penalty 3013.522123 = -551520.805668 nChanged 766 SP:Iteration 6F (1583.874925 sec): 3 clusters Score: Raw -555803.494942 + Penalty 3013.522123 = -552789.972819 nChanged 570 SP:Iteration 7F (1583.928970 sec): 3 clusters Score: Raw -556516.628936 + Penalty 3013.522123 = -553503.106813 nChanged 394 SP:Iteration 8Q (1583.988348 sec): 3 clusters Score: Raw -556861.287289 + Penalty 3013.522123 = -553847.765166 nChanged 270 SP:Iteration 9Q (1584.051101 sec): 3 clusters Score: Raw -557118.567966 + Penalty 3013.522123 = -554105.045844 nChanged 245 SP:Iteration 10Q (1584.108909 sec): 3 clusters Score: Raw -557348.628600 + Penalty 3013.522123 = -554335.106478 nChanged 206 SP:Iteration 11Q (1584.166180 sec): 3 clusters Score: Raw -557596.853311 + Penalty 3013.522123 = -554583.331188 nChanged 212 SP:Iteration 12Q (1584.219723 sec): 3 clusters Score: Raw -557916.185200 + Penalty 3013.522123 = -554902.663077 nChanged 204 SP:Iteration 13Q (1584.276926 sec): 3 clusters Score: Raw -558299.337938 + Penalty 3013.522123 = -555285.815815 nChanged 170 SP:Iteration 14Q (1584.336384 sec): 3 clusters Score: Raw -558775.819794 + Penalty 3013.522123 = -555762.297671 nChanged 179 SP:Iteration 15Q (1584.399699 sec): 3 clusters Score: Raw -559466.276169 + Penalty 3013.522123 = -556452.754046 nChanged 102 SP:Iteration 16Q (1584.444121 sec): 3 clusters Score: Raw -559660.688000 + Penalty 3013.522123 = -556647.165877 nChanged 43 SP:Iteration 17Q (1584.500590 sec): 3 clusters Score: Raw -559672.593414 + Penalty 3013.522123 = -556659.071291 nChanged 14 SP:Iteration 18Q (1584.558189 sec): 3 clusters Score: Raw -559675.001034 + Penalty 3013.522123 = -556661.478911 nChanged 5 SP:Iteration 19Q (1584.622479 sec): 3 clusters Score: Raw -559675.561045 + Penalty 3013.522123 = -556662.038922 nChanged 3 SP:Iteration 20F (1584.680330 sec): 3 clusters Score: Raw -559675.862616 + Penalty 3013.522123 = -556662.340493 nChanged 1 SP:Iteration 21Q (1584.737111 sec): 3 clusters Score: Raw -559676.021014 + Penalty 3013.522123 = -556662.498891 nChanged 2 SP:Iteration 22Q (1584.792553 sec): 3 clusters Score: Raw -559676.230030 + Penalty 3013.522123 = -556662.707907 nChanged 1 SP:Iteration 23Q (1584.850310 sec): 3 clusters Score: Raw -559676.312915 + Penalty 3013.522123 = -556662.790792 nChanged 0 SP:Iteration 24F (1584.916532 sec): 3 clusters Score: Raw -559676.312915 + Penalty 3013.522123 = -556662.790792 nChanged 0 Score: Raw -11957839.852929 + Penalty 56457.704462 = -11901382.148468 Splitting cluster 10 changes total score from -11856527.488270 to -11901382.148468 So it's getting split into cluster 28. Trying to split cluster 11 (4387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1589.444483 sec): 2 clusters Score: Raw -224174.007769 + Penalty 1362.790146 = -222811.217623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1589.490790 sec): 3 clusters Score: Raw -221940.739892 + Penalty 2725.580293 = -219215.159599 nChanged 1745 SP:Iteration 1F (1589.538009 sec): 3 clusters Score: Raw -223169.911649 + Penalty 2725.580293 = -220444.331356 nChanged 457 SP:Iteration 2F (1589.584687 sec): 3 clusters Score: Raw -224058.684893 + Penalty 2725.580293 = -221333.104600 nChanged 553 SP:Iteration 3F (1589.648551 sec): 3 clusters Score: Raw -225569.987530 + Penalty 2725.580293 = -222844.407237 nChanged 554 SP:Iteration 4F (1589.694002 sec): 3 clusters Score: Raw -226989.669762 + Penalty 2725.580293 = -224264.089469 nChanged 302 SP:Iteration 5F (1589.737496 sec): 3 clusters Score: Raw -227464.624108 + Penalty 2725.580293 = -224739.043815 nChanged 153 SP:Iteration 6Q (1589.785096 sec): 3 clusters Score: Raw -227789.914942 + Penalty 2725.580293 = -225064.334649 nChanged 95 SP:Iteration 7Q (1589.822973 sec): 3 clusters Score: Raw -227994.040956 + Penalty 2725.580293 = -225268.460663 nChanged 64 SP:Iteration 8Q (1589.868588 sec): 3 clusters Score: Raw -228136.401440 + Penalty 2725.580293 = -225410.821147 nChanged 42 SP:Iteration 9Q (1589.925502 sec): 3 clusters Score: Raw -228200.410657 + Penalty 2725.580293 = -225474.830365 nChanged 25 SP:Iteration 10Q (1589.969057 sec): 3 clusters Score: Raw -228247.594921 + Penalty 2725.580293 = -225522.014628 nChanged 12 SP:Iteration 11Q (1590.017498 sec): 3 clusters Score: Raw -228259.319582 + Penalty 2725.580293 = -225533.739289 nChanged 7 SP:Iteration 12Q (1590.055147 sec): 3 clusters Score: Raw -228262.858235 + Penalty 2725.580293 = -225537.277942 nChanged 9 SP:Iteration 13Q (1590.111355 sec): 3 clusters Score: Raw -228267.805874 + Penalty 2725.580293 = -225542.225581 nChanged 9 SP:Iteration 14Q (1590.151025 sec): 3 clusters Score: Raw -228277.474195 + Penalty 2725.580293 = -225551.893902 nChanged 8 SP:Iteration 15Q (1590.199450 sec): 3 clusters Score: Raw -228284.508162 + Penalty 2725.580293 = -225558.927870 nChanged 7 SP:Iteration 16Q (1590.236159 sec): 3 clusters Score: Raw -228287.413203 + Penalty 2725.580293 = -225561.832910 nChanged 9 SP:Iteration 17Q (1590.282925 sec): 3 clusters Score: Raw -228293.149930 + Penalty 2725.580293 = -225567.569637 nChanged 10 SP:Iteration 18Q (1590.326958 sec): 3 clusters Score: Raw -228299.461354 + Penalty 2725.580293 = -225573.881061 nChanged 12 SP:Iteration 19Q (1590.371577 sec): 3 clusters Score: Raw -228317.521401 + Penalty 2725.580293 = -225591.941108 nChanged 16 SP:Iteration 20F (1590.420903 sec): 3 clusters Score: Raw -228337.062807 + Penalty 2725.580293 = -225611.482514 nChanged 16 SP:Iteration 21Q (1590.460591 sec): 3 clusters Score: Raw -228351.906048 + Penalty 2725.580293 = -225626.325756 nChanged 14 SP:Iteration 22Q (1590.506498 sec): 3 clusters Score: Raw -228364.437216 + Penalty 2725.580293 = -225638.856923 nChanged 12 SP:Iteration 23Q (1590.553362 sec): 3 clusters Score: Raw -228373.662663 + Penalty 2725.580293 = -225648.082370 nChanged 10 SP:Iteration 24Q (1590.590963 sec): 3 clusters Score: Raw -228380.523535 + Penalty 2725.580293 = -225654.943242 nChanged 7 SP:Iteration 25Q (1590.644481 sec): 3 clusters Score: Raw -228386.468399 + Penalty 2725.580293 = -225660.888106 nChanged 7 SP:Iteration 26Q (1590.694681 sec): 3 clusters Score: Raw -228389.883093 + Penalty 2725.580293 = -225664.302800 nChanged 6 SP:Iteration 27Q (1590.736378 sec): 3 clusters Score: Raw -228392.604423 + Penalty 2725.580293 = -225667.024130 nChanged 2 SP:Iteration 28Q (1590.785634 sec): 3 clusters Score: Raw -228393.381976 + Penalty 2725.580293 = -225667.801683 nChanged 3 SP:Iteration 29Q (1590.826265 sec): 3 clusters Score: Raw -228394.372181 + Penalty 2725.580293 = -225668.791888 nChanged 2 SP:Iteration 30Q (1590.870864 sec): 3 clusters Score: Raw -228394.995868 + Penalty 2725.580293 = -225669.415575 nChanged 0 SP:Iteration 31F (1590.914713 sec): 3 clusters Score: Raw -228394.995868 + Penalty 2725.580293 = -225669.415575 nChanged 0 Score: Raw -11962060.841028 + Penalty 58474.051050 = -11903586.789978 Splitting cluster 11 changes total score from -11856527.488270 to -11903586.789978 So it's getting split into cluster 29. Trying to split cluster 12 (2949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1595.594023 sec): 2 clusters Score: Raw -141464.916992 + Penalty 1298.248479 = -140166.668513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1595.643310 sec): 3 clusters Score: Raw -140111.763516 + Penalty 2596.496958 = -137515.266558 nChanged 1092 SP:Iteration 1F (1595.688993 sec): 3 clusters Score: Raw -140861.955580 + Penalty 2596.496958 = -138265.458622 nChanged 259 SP:Iteration 2F (1595.741988 sec): 3 clusters Score: Raw -141190.332756 + Penalty 2596.496958 = -138593.835798 nChanged 255 SP:Iteration 3F (1595.774066 sec): 3 clusters Score: Raw -141702.502290 + Penalty 2596.496958 = -139106.005332 nChanged 247 SP:Iteration 4F (1595.808509 sec): 3 clusters Score: Raw -142076.795143 + Penalty 2596.496958 = -139480.298185 nChanged 221 SP:Iteration 5F (1595.847222 sec): 3 clusters Score: Raw -142345.172343 + Penalty 2596.496958 = -139748.675385 nChanged 172 SP:Iteration 6F (1595.889869 sec): 3 clusters Score: Raw -142568.664849 + Penalty 2596.496958 = -139972.167891 nChanged 124 SP:Iteration 7Q (1595.939297 sec): 3 clusters Score: Raw -142742.834763 + Penalty 2596.496958 = -140146.337805 nChanged 83 SP:Iteration 8Q (1595.980985 sec): 3 clusters Score: Raw -142837.189992 + Penalty 2596.496958 = -140240.693035 nChanged 53 SP:Iteration 9Q (1596.031564 sec): 3 clusters Score: Raw -142876.309916 + Penalty 2596.496958 = -140279.812959 nChanged 32 SP:Iteration 10Q (1596.087750 sec): 3 clusters Score: Raw -142906.445091 + Penalty 2596.496958 = -140309.948133 nChanged 23 SP:Iteration 11Q (1596.123387 sec): 3 clusters Score: Raw -142934.108871 + Penalty 2596.496958 = -140337.611914 nChanged 26 SP:Iteration 12Q (1596.174051 sec): 3 clusters Score: Raw -142968.575073 + Penalty 2596.496958 = -140372.078115 nChanged 21 SP:Iteration 13Q (1596.224730 sec): 3 clusters Score: Raw -142998.139634 + Penalty 2596.496958 = -140401.642676 nChanged 24 SP:Iteration 14Q (1596.271547 sec): 3 clusters Score: Raw -143030.161866 + Penalty 2596.496958 = -140433.664908 nChanged 24 SP:Iteration 15Q (1596.319060 sec): 3 clusters Score: Raw -143054.958998 + Penalty 2596.496958 = -140458.462040 nChanged 24 SP:Iteration 16Q (1596.369730 sec): 3 clusters Score: Raw -143067.833161 + Penalty 2596.496958 = -140471.336203 nChanged 18 SP:Iteration 17Q (1596.423911 sec): 3 clusters Score: Raw -143078.419309 + Penalty 2596.496958 = -140481.922351 nChanged 21 SP:Iteration 18Q (1596.462296 sec): 3 clusters Score: Raw -143092.143205 + Penalty 2596.496958 = -140495.646247 nChanged 25 SP:Iteration 19Q (1596.502015 sec): 3 clusters Score: Raw -143115.147928 + Penalty 2596.496958 = -140518.650970 nChanged 40 SP:Iteration 20F (1596.561144 sec): 3 clusters Score: Raw -143152.698192 + Penalty 2596.496958 = -140556.201234 nChanged 38 SP:Iteration 21Q (1596.601252 sec): 3 clusters Score: Raw -143195.287955 + Penalty 2596.496958 = -140598.790997 nChanged 58 SP:Iteration 22Q (1596.636550 sec): 3 clusters Score: Raw -143257.036433 + Penalty 2596.496958 = -140660.539475 nChanged 72 SP:Iteration 23Q (1596.687249 sec): 3 clusters Score: Raw -143358.745155 + Penalty 2596.496958 = -140762.248197 nChanged 71 SP:Iteration 24Q (1596.734236 sec): 3 clusters Score: Raw -143444.720951 + Penalty 2596.496958 = -140848.223993 nChanged 66 SP:Iteration 25Q (1596.773903 sec): 3 clusters Score: Raw -143506.805782 + Penalty 2596.496958 = -140910.308824 nChanged 55 SP:Iteration 26Q (1596.819407 sec): 3 clusters Score: Raw -143567.190461 + Penalty 2596.496958 = -140970.693503 nChanged 56 SP:Iteration 27Q (1596.863135 sec): 3 clusters Score: Raw -143627.531122 + Penalty 2596.496958 = -141031.034164 nChanged 43 SP:Iteration 28Q (1596.915913 sec): 3 clusters Score: Raw -143665.126115 + Penalty 2596.496958 = -141068.629157 nChanged 37 SP:Iteration 29Q (1596.962928 sec): 3 clusters Score: Raw -143694.795674 + Penalty 2596.496958 = -141098.298716 nChanged 29 SP:Iteration 30Q (1597.001517 sec): 3 clusters Score: Raw -143713.839696 + Penalty 2596.496958 = -141117.342738 nChanged 25 SP:Iteration 31Q (1597.057863 sec): 3 clusters Score: Raw -143730.218877 + Penalty 2596.496958 = -141133.721919 nChanged 27 SP:Iteration 32Q (1597.094321 sec): 3 clusters Score: Raw -143746.970952 + Penalty 2596.496958 = -141150.473994 nChanged 26 SP:Iteration 33Q (1597.130995 sec): 3 clusters Score: Raw -143768.219419 + Penalty 2596.496958 = -141171.722461 nChanged 27 SP:Iteration 34Q (1597.178640 sec): 3 clusters Score: Raw -143790.525314 + Penalty 2596.496958 = -141194.028356 nChanged 27 SP:Iteration 35Q (1597.213174 sec): 3 clusters Score: Raw -143810.579210 + Penalty 2596.496958 = -141214.082252 nChanged 22 SP:Iteration 36Q (1597.253059 sec): 3 clusters Score: Raw -143825.414615 + Penalty 2596.496958 = -141228.917657 nChanged 18 SP:Iteration 37Q (1597.299804 sec): 3 clusters Score: Raw -143834.693308 + Penalty 2596.496958 = -141238.196350 nChanged 11 SP:Iteration 38Q (1597.347661 sec): 3 clusters Score: Raw -143838.638434 + Penalty 2596.496958 = -141242.141476 nChanged 8 SP:Iteration 39Q (1597.398517 sec): 3 clusters Score: Raw -143842.054175 + Penalty 2596.496958 = -141245.557217 nChanged 10 SP:Iteration 40F (1597.442031 sec): 3 clusters Score: Raw -143846.243370 + Penalty 2596.496958 = -141249.746412 nChanged 9 SP:Iteration 41Q (1597.499106 sec): 3 clusters Score: Raw -143849.943481 + Penalty 2596.496958 = -141253.446523 nChanged 10 SP:Iteration 42Q (1597.537924 sec): 3 clusters Score: Raw -143858.267433 + Penalty 2596.496958 = -141261.770475 nChanged 6 SP:Iteration 43Q (1597.570576 sec): 3 clusters Score: Raw -143860.271658 + Penalty 2596.496958 = -141263.774700 nChanged 3 SP:Iteration 44Q (1597.619501 sec): 3 clusters Score: Raw -143861.318442 + Penalty 2596.496958 = -141264.821484 nChanged 3 SP:Iteration 45Q (1597.668996 sec): 3 clusters Score: Raw -143863.280851 + Penalty 2596.496958 = -141266.783893 nChanged 4 SP:Iteration 46Q (1597.713249 sec): 3 clusters Score: Raw -143865.019613 + Penalty 2596.496958 = -141268.522655 nChanged 5 SP:Iteration 47Q (1597.768776 sec): 3 clusters Score: Raw -143867.668143 + Penalty 2596.496958 = -141271.171185 nChanged 8 SP:Iteration 48Q (1597.806496 sec): 3 clusters Score: Raw -143870.614284 + Penalty 2596.496958 = -141274.117326 nChanged 7 SP:Iteration 49Q (1597.842162 sec): 3 clusters Score: Raw -143873.536645 + Penalty 2596.496958 = -141277.039687 nChanged 7 SP:Iteration 50Q (1597.891801 sec): 3 clusters Score: Raw -143875.561639 + Penalty 2596.496958 = -141279.064681 nChanged 4 SP:Iteration 51Q (1597.936935 sec): 3 clusters Score: Raw -143876.756473 + Penalty 2596.496958 = -141280.259515 nChanged 3 SP:Iteration 52Q (1597.981590 sec): 3 clusters Score: Raw -143878.347748 + Penalty 2596.496958 = -141281.850790 nChanged 2 SP:Iteration 53Q (1598.027099 sec): 3 clusters Score: Raw -143878.889750 + Penalty 2596.496958 = -141282.392792 nChanged 1 SP:Iteration 54Q (1598.067535 sec): 3 clusters Score: Raw -143879.285799 + Penalty 2596.496958 = -141282.788842 nChanged 2 SP:Iteration 55Q (1598.111376 sec): 3 clusters Score: Raw -143881.271243 + Penalty 2596.496958 = -141284.774285 nChanged 2 SP:Iteration 56Q (1598.161523 sec): 3 clusters Score: Raw -143882.322712 + Penalty 2596.496958 = -141285.825754 nChanged 4 SP:Iteration 57Q (1598.208996 sec): 3 clusters Score: Raw -143883.899165 + Penalty 2596.496958 = -141287.402207 nChanged 2 SP:Iteration 58Q (1598.245891 sec): 3 clusters Score: Raw -143884.534922 + Penalty 2596.496958 = -141288.037964 nChanged 0 SP:Iteration 59F (1598.296661 sec): 3 clusters Score: Raw -143884.534922 + Penalty 2596.496958 = -141288.037964 nChanged 0 Score: Raw -11964480.458958 + Penalty 60490.397637 = -11903990.061321 Splitting cluster 12 changes total score from -11856527.488270 to -11903990.061321 So it's getting split into cluster 30. Trying to split cluster 13 (28608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1603.479228 sec): 2 clusters Score: Raw -1510091.912964 + Penalty 1667.484273 = -1508424.428692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1603.567639 sec): 3 clusters Score: Raw -1492444.914853 + Penalty 3334.968545 = -1489109.946307 nChanged 13258 SP:Iteration 1F (1603.669393 sec): 3 clusters Score: Raw -1500355.224927 + Penalty 3334.968545 = -1497020.256382 nChanged 2024 SP:Iteration 2F (1603.764560 sec): 3 clusters Score: Raw -1502068.379102 + Penalty 3334.968545 = -1498733.410557 nChanged 2601 SP:Iteration 3F (1603.855057 sec): 3 clusters Score: Raw -1504813.095248 + Penalty 3334.968545 = -1501478.126703 nChanged 3028 SP:Iteration 4F (1603.936629 sec): 3 clusters Score: Raw -1508106.344459 + Penalty 3334.968545 = -1504771.375914 nChanged 2589 SP:Iteration 5F (1604.019660 sec): 3 clusters Score: Raw -1510598.416039 + Penalty 3334.968545 = -1507263.447494 nChanged 1761 SP:Iteration 6F (1604.104191 sec): 3 clusters Score: Raw -1512067.795443 + Penalty 3334.968545 = -1508732.826898 nChanged 1179 SP:Iteration 7Q (1604.194823 sec): 3 clusters Score: Raw -1512988.368147 + Penalty 3334.968545 = -1509653.399602 nChanged 900 SP:Iteration 8Q (1604.277502 sec): 3 clusters Score: Raw -1513630.619026 + Penalty 3334.968545 = -1510295.650481 nChanged 721 SP:Iteration 9Q (1604.371171 sec): 3 clusters Score: Raw -1514122.985941 + Penalty 3334.968545 = -1510788.017395 nChanged 579 SP:Iteration 10Q (1604.454543 sec): 3 clusters Score: Raw -1514475.998207 + Penalty 3334.968545 = -1511141.029661 nChanged 470 SP:Iteration 11Q (1604.544287 sec): 3 clusters Score: Raw -1514697.615185 + Penalty 3334.968545 = -1511362.646640 nChanged 348 SP:Iteration 12Q (1604.640443 sec): 3 clusters Score: Raw -1514813.982234 + Penalty 3334.968545 = -1511479.013689 nChanged 233 SP:Iteration 13Q (1604.717539 sec): 3 clusters Score: Raw -1514869.411957 + Penalty 3334.968545 = -1511534.443412 nChanged 163 SP:Iteration 14Q (1604.803047 sec): 3 clusters Score: Raw -1514900.801472 + Penalty 3334.968545 = -1511565.832927 nChanged 125 SP:Iteration 15Q (1604.885914 sec): 3 clusters Score: Raw -1514921.925778 + Penalty 3334.968545 = -1511586.957232 nChanged 91 SP:Iteration 16Q (1604.967563 sec): 3 clusters Score: Raw -1514932.271501 + Penalty 3334.968545 = -1511597.302956 nChanged 62 SP:Iteration 17Q (1605.064082 sec): 3 clusters Score: Raw -1514938.942405 + Penalty 3334.968545 = -1511603.973860 nChanged 50 SP:Iteration 18Q (1605.153275 sec): 3 clusters Score: Raw -1514943.389234 + Penalty 3334.968545 = -1511608.420689 nChanged 36 SP:Iteration 19Q (1605.238709 sec): 3 clusters Score: Raw -1514946.771717 + Penalty 3334.968545 = -1511611.803172 nChanged 27 SP:Iteration 20F (1605.327786 sec): 3 clusters Score: Raw -1514949.006358 + Penalty 3334.968545 = -1511614.037813 nChanged 22 SP:Iteration 21Q (1605.406116 sec): 3 clusters Score: Raw -1514950.068646 + Penalty 3334.968545 = -1511615.100101 nChanged 8 SP:Iteration 22Q (1605.494170 sec): 3 clusters Score: Raw -1514950.409159 + Penalty 3334.968545 = -1511615.440614 nChanged 5 SP:Iteration 23Q (1605.584288 sec): 3 clusters Score: Raw -1514950.767282 + Penalty 3334.968545 = -1511615.798736 nChanged 6 SP:Iteration 24Q (1605.663656 sec): 3 clusters Score: Raw -1514950.946891 + Penalty 3334.968545 = -1511615.978346 nChanged 3 SP:Iteration 25Q (1605.747038 sec): 3 clusters Score: Raw -1514951.035507 + Penalty 3334.968545 = -1511616.066962 nChanged 4 SP:Iteration 26Q (1605.835778 sec): 3 clusters Score: Raw -1514951.182093 + Penalty 3334.968545 = -1511616.213548 nChanged 3 SP:Iteration 27Q (1605.902923 sec): 3 clusters Score: Raw -1514951.438543 + Penalty 3334.968545 = -1511616.469998 nChanged 6 SP:Iteration 28Q (1605.980774 sec): 3 clusters Score: Raw -1514951.785854 + Penalty 3334.968545 = -1511616.817309 nChanged 4 SP:Iteration 29Q (1606.065888 sec): 3 clusters Score: Raw -1514951.988689 + Penalty 3334.968545 = -1511617.020143 nChanged 2 SP:Iteration 30Q (1606.139033 sec): 3 clusters Score: Raw -1514952.031324 + Penalty 3334.968545 = -1511617.062779 nChanged 0 SP:Iteration 31F (1606.236673 sec): 3 clusters Score: Raw -1514952.031324 + Penalty 3334.968545 = -1511617.062779 nChanged 0 Score: Raw -11969340.577318 + Penalty 62506.744225 = -11906833.833093 Splitting cluster 13 changes total score from -11856527.488270 to -11906833.833093 So it's getting split into cluster 31. Trying to split cluster 14 (11259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1611.256330 sec): 2 clusters Score: Raw -580371.205928 + Penalty 1515.950002 = -578855.255926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1611.325239 sec): 3 clusters Score: Raw -573925.284164 + Penalty 3031.900004 = -570893.384160 nChanged 4904 SP:Iteration 1F (1611.383345 sec): 3 clusters Score: Raw -576686.283842 + Penalty 3031.900004 = -573654.383839 nChanged 752 SP:Iteration 2F (1611.441442 sec): 3 clusters Score: Raw -577145.012547 + Penalty 3031.900004 = -574113.112544 nChanged 766 SP:Iteration 3F (1611.501335 sec): 3 clusters Score: Raw -577806.578907 + Penalty 3031.900004 = -574774.678904 nChanged 942 SP:Iteration 4F (1611.566735 sec): 3 clusters Score: Raw -578796.986949 + Penalty 3031.900004 = -575765.086945 nChanged 1078 SP:Iteration 5F (1611.628627 sec): 3 clusters Score: Raw -579873.336394 + Penalty 3031.900004 = -576841.436390 nChanged 901 SP:Iteration 6F (1611.690507 sec): 3 clusters Score: Raw -580618.862100 + Penalty 3031.900004 = -577586.962096 nChanged 643 SP:Iteration 7F (1611.750592 sec): 3 clusters Score: Raw -580980.839478 + Penalty 3031.900004 = -577948.939474 nChanged 370 SP:Iteration 8Q (1611.813572 sec): 3 clusters Score: Raw -581121.912694 + Penalty 3031.900004 = -578090.012691 nChanged 238 SP:Iteration 9Q (1611.874941 sec): 3 clusters Score: Raw -581194.649198 + Penalty 3031.900004 = -578162.749194 nChanged 153 SP:Iteration 10Q (1611.944903 sec): 3 clusters Score: Raw -581228.584161 + Penalty 3031.900004 = -578196.684158 nChanged 100 SP:Iteration 11Q (1611.997130 sec): 3 clusters Score: Raw -581249.390525 + Penalty 3031.900004 = -578217.490521 nChanged 76 SP:Iteration 12Q (1612.067814 sec): 3 clusters Score: Raw -581266.580903 + Penalty 3031.900004 = -578234.680900 nChanged 68 SP:Iteration 13Q (1612.132853 sec): 3 clusters Score: Raw -581278.226707 + Penalty 3031.900004 = -578246.326704 nChanged 42 SP:Iteration 14Q (1612.193906 sec): 3 clusters Score: Raw -581283.994915 + Penalty 3031.900004 = -578252.094911 nChanged 32 SP:Iteration 15Q (1612.253281 sec): 3 clusters Score: Raw -581288.856306 + Penalty 3031.900004 = -578256.956302 nChanged 28 SP:Iteration 16Q (1612.326205 sec): 3 clusters Score: Raw -581292.763774 + Penalty 3031.900004 = -578260.863770 nChanged 26 SP:Iteration 17Q (1612.384968 sec): 3 clusters Score: Raw -581297.124776 + Penalty 3031.900004 = -578265.224773 nChanged 24 SP:Iteration 18Q (1612.436924 sec): 3 clusters Score: Raw -581301.110518 + Penalty 3031.900004 = -578269.210515 nChanged 28 SP:Iteration 19Q (1612.499773 sec): 3 clusters Score: Raw -581305.222889 + Penalty 3031.900004 = -578273.322885 nChanged 23 SP:Iteration 20F (1612.559697 sec): 3 clusters Score: Raw -581308.375803 + Penalty 3031.900004 = -578276.475800 nChanged 16 SP:Iteration 21Q (1612.619307 sec): 3 clusters Score: Raw -581310.254013 + Penalty 3031.900004 = -578278.354009 nChanged 11 SP:Iteration 22Q (1612.681302 sec): 3 clusters Score: Raw -581311.447174 + Penalty 3031.900004 = -578279.547171 nChanged 10 SP:Iteration 23Q (1612.748473 sec): 3 clusters Score: Raw -581312.444884 + Penalty 3031.900004 = -578280.544881 nChanged 11 SP:Iteration 24Q (1612.799633 sec): 3 clusters Score: Raw -581313.669032 + Penalty 3031.900004 = -578281.769028 nChanged 10 SP:Iteration 25Q (1612.859603 sec): 3 clusters Score: Raw -581314.711998 + Penalty 3031.900004 = -578282.811994 nChanged 18 SP:Iteration 26Q (1612.925878 sec): 3 clusters Score: Raw -581317.419252 + Penalty 3031.900004 = -578285.519249 nChanged 25 SP:Iteration 27Q (1612.985283 sec): 3 clusters Score: Raw -581320.687747 + Penalty 3031.900004 = -578288.787743 nChanged 23 SP:Iteration 28Q (1613.056119 sec): 3 clusters Score: Raw -581323.008833 + Penalty 3031.900004 = -578291.108830 nChanged 16 SP:Iteration 29Q (1613.118604 sec): 3 clusters Score: Raw -581324.649421 + Penalty 3031.900004 = -578292.749417 nChanged 16 SP:Iteration 30Q (1613.174627 sec): 3 clusters Score: Raw -581326.154047 + Penalty 3031.900004 = -578294.254044 nChanged 11 SP:Iteration 31Q (1613.241094 sec): 3 clusters Score: Raw -581327.121715 + Penalty 3031.900004 = -578295.221711 nChanged 6 SP:Iteration 32Q (1613.303599 sec): 3 clusters Score: Raw -581327.617458 + Penalty 3031.900004 = -578295.717455 nChanged 7 SP:Iteration 33Q (1613.367908 sec): 3 clusters Score: Raw -581328.222902 + Penalty 3031.900004 = -578296.322899 nChanged 6 SP:Iteration 34Q (1613.416811 sec): 3 clusters Score: Raw -581328.892594 + Penalty 3031.900004 = -578296.992590 nChanged 8 SP:Iteration 35Q (1613.477434 sec): 3 clusters Score: Raw -581329.850249 + Penalty 3031.900004 = -578297.950245 nChanged 11 SP:Iteration 36Q (1613.541272 sec): 3 clusters Score: Raw -581330.788939 + Penalty 3031.900004 = -578298.888936 nChanged 5 SP:Iteration 37Q (1613.612455 sec): 3 clusters Score: Raw -581331.138755 + Penalty 3031.900004 = -578299.238751 nChanged 4 SP:Iteration 38Q (1613.661043 sec): 3 clusters Score: Raw -581331.524525 + Penalty 3031.900004 = -578299.624521 nChanged 4 SP:Iteration 39Q (1613.721435 sec): 3 clusters Score: Raw -581331.948274 + Penalty 3031.900004 = -578300.048271 nChanged 5 SP:Iteration 40F (1613.773574 sec): 3 clusters Score: Raw -581332.477086 + Penalty 3031.900004 = -578300.577083 nChanged 5 SP:Iteration 41Q (1613.830507 sec): 3 clusters Score: Raw -581332.978997 + Penalty 3031.900004 = -578301.078993 nChanged 9 SP:Iteration 42Q (1613.893255 sec): 3 clusters Score: Raw -581333.749106 + Penalty 3031.900004 = -578301.849103 nChanged 7 SP:Iteration 43Q (1613.965775 sec): 3 clusters Score: Raw -581334.304245 + Penalty 3031.900004 = -578302.404242 nChanged 3 SP:Iteration 44Q (1614.018159 sec): 3 clusters Score: Raw -581334.564016 + Penalty 3031.900004 = -578302.664012 nChanged 5 SP:Iteration 45Q (1614.083352 sec): 3 clusters Score: Raw -581335.160947 + Penalty 3031.900004 = -578303.260944 nChanged 9 SP:Iteration 46Q (1614.148927 sec): 3 clusters Score: Raw -581336.458897 + Penalty 3031.900004 = -578304.558894 nChanged 11 SP:Iteration 47Q (1614.204693 sec): 3 clusters Score: Raw -581337.369035 + Penalty 3031.900004 = -578305.469032 nChanged 11 SP:Iteration 48Q (1614.265121 sec): 3 clusters Score: Raw -581338.407126 + Penalty 3031.900004 = -578306.507122 nChanged 12 SP:Iteration 49Q (1614.334296 sec): 3 clusters Score: Raw -581339.682721 + Penalty 3031.900004 = -578307.782718 nChanged 13 SP:Iteration 50Q (1614.398175 sec): 3 clusters Score: Raw -581341.678625 + Penalty 3031.900004 = -578309.778621 nChanged 18 SP:Iteration 51Q (1614.463305 sec): 3 clusters Score: Raw -581344.162397 + Penalty 3031.900004 = -578312.262393 nChanged 15 SP:Iteration 52Q (1614.530708 sec): 3 clusters Score: Raw -581346.184298 + Penalty 3031.900004 = -578314.284295 nChanged 20 SP:Iteration 53Q (1614.582117 sec): 3 clusters Score: Raw -581348.654499 + Penalty 3031.900004 = -578316.754495 nChanged 26 SP:Iteration 54Q (1614.658501 sec): 3 clusters Score: Raw -581351.843046 + Penalty 3031.900004 = -578319.943043 nChanged 21 SP:Iteration 55Q (1614.716037 sec): 3 clusters Score: Raw -581354.511551 + Penalty 3031.900004 = -578322.611547 nChanged 20 SP:Iteration 56Q (1614.776537 sec): 3 clusters Score: Raw -581356.527758 + Penalty 3031.900004 = -578324.627754 nChanged 20 SP:Iteration 57Q (1614.835188 sec): 3 clusters Score: Raw -581358.877883 + Penalty 3031.900004 = -578326.977879 nChanged 15 SP:Iteration 58Q (1614.901787 sec): 3 clusters Score: Raw -581361.394774 + Penalty 3031.900004 = -578329.494770 nChanged 18 SP:Iteration 59Q (1614.974263 sec): 3 clusters Score: Raw -581364.547267 + Penalty 3031.900004 = -578332.647263 nChanged 20 SP:Iteration 60F (1615.028505 sec): 3 clusters Score: Raw -581366.882700 + Penalty 3031.900004 = -578334.982697 nChanged 17 SP:Iteration 61Q (1615.091822 sec): 3 clusters Score: Raw -581368.868023 + Penalty 3031.900004 = -578336.968019 nChanged 15 SP:Iteration 62Q (1615.159633 sec): 3 clusters Score: Raw -581371.551326 + Penalty 3031.900004 = -578339.651323 nChanged 24 SP:Iteration 63Q (1615.215140 sec): 3 clusters Score: Raw -581374.544464 + Penalty 3031.900004 = -578342.644460 nChanged 18 SP:Iteration 64Q (1615.268152 sec): 3 clusters Score: Raw -581376.665377 + Penalty 3031.900004 = -578344.765373 nChanged 15 SP:Iteration 65Q (1615.328909 sec): 3 clusters Score: Raw -581378.262039 + Penalty 3031.900004 = -578346.362035 nChanged 11 SP:Iteration 66Q (1615.378973 sec): 3 clusters Score: Raw -581379.978585 + Penalty 3031.900004 = -578348.078582 nChanged 10 SP:Iteration 67Q (1615.450359 sec): 3 clusters Score: Raw -581382.123445 + Penalty 3031.900004 = -578350.223442 nChanged 17 SP:Iteration 68Q (1615.501854 sec): 3 clusters Score: Raw -581384.807199 + Penalty 3031.900004 = -578352.907196 nChanged 18 SP:Iteration 69Q (1615.566674 sec): 3 clusters Score: Raw -581387.683546 + Penalty 3031.900004 = -578355.783542 nChanged 24 SP:Iteration 70Q (1615.631044 sec): 3 clusters Score: Raw -581391.873111 + Penalty 3031.900004 = -578359.973108 nChanged 20 SP:Iteration 71Q (1615.698621 sec): 3 clusters Score: Raw -581394.538539 + Penalty 3031.900004 = -578362.638536 nChanged 17 SP:Iteration 72Q (1615.752791 sec): 3 clusters Score: Raw -581397.094346 + Penalty 3031.900004 = -578365.194342 nChanged 14 SP:Iteration 73Q (1615.811696 sec): 3 clusters Score: Raw -581399.719723 + Penalty 3031.900004 = -578367.819720 nChanged 15 SP:Iteration 74Q (1615.878016 sec): 3 clusters Score: Raw -581401.514428 + Penalty 3031.900004 = -578369.614425 nChanged 15 SP:Iteration 75Q (1615.928263 sec): 3 clusters Score: Raw -581403.486502 + Penalty 3031.900004 = -578371.586498 nChanged 13 SP:Iteration 76Q (1615.986895 sec): 3 clusters Score: Raw -581404.939053 + Penalty 3031.900004 = -578373.039050 nChanged 7 SP:Iteration 77Q (1616.043286 sec): 3 clusters Score: Raw -581405.845136 + Penalty 3031.900004 = -578373.945133 nChanged 7 SP:Iteration 78Q (1616.103751 sec): 3 clusters Score: Raw -581406.866078 + Penalty 3031.900004 = -578374.966074 nChanged 6 SP:Iteration 79Q (1616.164273 sec): 3 clusters Score: Raw -581407.592929 + Penalty 3031.900004 = -578375.692925 nChanged 5 SP:Iteration 80F (1616.226645 sec): 3 clusters Score: Raw -581407.975845 + Penalty 3031.900004 = -578376.075841 nChanged 3 SP:Iteration 81Q (1616.284140 sec): 3 clusters Score: Raw -581408.165187 + Penalty 3031.900004 = -578376.265183 nChanged 2 SP:Iteration 82Q (1616.352484 sec): 3 clusters Score: Raw -581408.386903 + Penalty 3031.900004 = -578376.486899 nChanged 2 SP:Iteration 83Q (1616.407481 sec): 3 clusters Score: Raw -581408.595470 + Penalty 3031.900004 = -578376.695466 nChanged 2 SP:Iteration 84Q (1616.471085 sec): 3 clusters Score: Raw -581408.908669 + Penalty 3031.900004 = -578377.008665 nChanged 2 SP:Iteration 85Q (1616.529085 sec): 3 clusters Score: Raw -581409.055762 + Penalty 3031.900004 = -578377.155759 nChanged 1 SP:Iteration 86Q (1616.589654 sec): 3 clusters Score: Raw -581409.148033 + Penalty 3031.900004 = -578377.248030 nChanged 0 SP:Iteration 87F (1616.653011 sec): 3 clusters Score: Raw -581409.148033 + Penalty 3031.900004 = -578377.248030 nChanged 0 Trying to split cluster 15 (52371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1616.743499 sec): 2 clusters Score: Raw -2659198.548003 + Penalty 1765.742596 = -2657432.805407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1616.871765 sec): 3 clusters Score: Raw -2626156.115478 + Penalty 3531.485192 = -2622624.630286 nChanged 24434 SP:Iteration 1F (1616.999876 sec): 3 clusters Score: Raw -2641115.047728 + Penalty 3531.485192 = -2637583.562537 nChanged 2908 SP:Iteration 2F (1617.131403 sec): 3 clusters Score: Raw -2642714.098152 + Penalty 3531.485192 = -2639182.612960 nChanged 3203 SP:Iteration 3F (1617.251702 sec): 3 clusters Score: Raw -2644476.021275 + Penalty 3531.485192 = -2640944.536084 nChanged 3244 SP:Iteration 4F (1617.380727 sec): 3 clusters Score: Raw -2646212.210983 + Penalty 3531.485192 = -2642680.725791 nChanged 3172 SP:Iteration 5F (1617.510192 sec): 3 clusters Score: Raw -2647981.403740 + Penalty 3531.485192 = -2644449.918549 nChanged 3109 SP:Iteration 6F (1617.640129 sec): 3 clusters Score: Raw -2649883.165368 + Penalty 3531.485192 = -2646351.680176 nChanged 3102 SP:Iteration 7F (1617.761767 sec): 3 clusters Score: Raw -2651799.778513 + Penalty 3531.485192 = -2648268.293321 nChanged 2923 SP:Iteration 8F (1617.883557 sec): 3 clusters Score: Raw -2653507.870853 + Penalty 3531.485192 = -2649976.385661 nChanged 2679 SP:Iteration 9F (1618.014257 sec): 3 clusters Score: Raw -2655060.870755 + Penalty 3531.485192 = -2651529.385564 nChanged 2446 SP:Iteration 10Q (1618.144837 sec): 3 clusters Score: Raw -2656547.001939 + Penalty 3531.485192 = -2653015.516747 nChanged 2227 SP:Iteration 11Q (1618.278195 sec): 3 clusters Score: Raw -2657900.797069 + Penalty 3531.485192 = -2654369.311878 nChanged 1830 SP:Iteration 12Q (1618.417205 sec): 3 clusters Score: Raw -2658981.846944 + Penalty 3531.485192 = -2655450.361752 nChanged 1596 SP:Iteration 13Q (1618.549392 sec): 3 clusters Score: Raw -2659915.981122 + Penalty 3531.485192 = -2656384.495930 nChanged 1375 SP:Iteration 14Q (1618.681675 sec): 3 clusters Score: Raw -2660838.911000 + Penalty 3531.485192 = -2657307.425809 nChanged 1134 SP:Iteration 15Q (1618.814142 sec): 3 clusters Score: Raw -2661963.094980 + Penalty 3531.485192 = -2658431.609789 nChanged 886 SP:Iteration 16Q (1618.938796 sec): 3 clusters Score: Raw -2663569.382430 + Penalty 3531.485192 = -2660037.897239 nChanged 542 SP:Iteration 17Q (1619.064138 sec): 3 clusters Score: Raw -2664375.532862 + Penalty 3531.485192 = -2660844.047671 nChanged 432 SP:Iteration 18Q (1619.186754 sec): 3 clusters Score: Raw -2664546.248192 + Penalty 3531.485192 = -2661014.763001 nChanged 235 SP:Iteration 19Q (1619.309253 sec): 3 clusters Score: Raw -2664590.995054 + Penalty 3531.485192 = -2661059.509862 nChanged 145 SP:Iteration 20F (1619.429689 sec): 3 clusters Score: Raw -2664640.987815 + Penalty 3531.485192 = -2661109.502623 nChanged 113 SP:Iteration 21Q (1619.561816 sec): 3 clusters Score: Raw -2664657.730412 + Penalty 3531.485192 = -2661126.245220 nChanged 111 SP:Iteration 22Q (1619.696269 sec): 3 clusters Score: Raw -2664671.107564 + Penalty 3531.485192 = -2661139.622373 nChanged 109 SP:Iteration 23Q (1619.809136 sec): 3 clusters Score: Raw -2664684.395993 + Penalty 3531.485192 = -2661152.910801 nChanged 100 SP:Iteration 24Q (1619.930815 sec): 3 clusters Score: Raw -2664693.718868 + Penalty 3531.485192 = -2661162.233677 nChanged 79 SP:Iteration 25Q (1620.059441 sec): 3 clusters Score: Raw -2664700.202439 + Penalty 3531.485192 = -2661168.717247 nChanged 92 SP:Iteration 26Q (1620.175871 sec): 3 clusters Score: Raw -2664708.392393 + Penalty 3531.485192 = -2661176.907202 nChanged 79 SP:Iteration 27Q (1620.292416 sec): 3 clusters Score: Raw -2664715.432809 + Penalty 3531.485192 = -2661183.947617 nChanged 74 SP:Iteration 28Q (1620.418631 sec): 3 clusters Score: Raw -2664722.016938 + Penalty 3531.485192 = -2661190.531747 nChanged 63 SP:Iteration 29Q (1620.537530 sec): 3 clusters Score: Raw -2664727.753913 + Penalty 3531.485192 = -2661196.268721 nChanged 63 SP:Iteration 30Q (1620.658351 sec): 3 clusters Score: Raw -2664733.870162 + Penalty 3531.485192 = -2661202.384970 nChanged 67 SP:Iteration 31Q (1620.780395 sec): 3 clusters Score: Raw -2664740.510813 + Penalty 3531.485192 = -2661209.025621 nChanged 74 SP:Iteration 32Q (1620.897883 sec): 3 clusters Score: Raw -2664746.844443 + Penalty 3531.485192 = -2661215.359251 nChanged 50 SP:Iteration 33Q (1621.015079 sec): 3 clusters Score: Raw -2664750.695883 + Penalty 3531.485192 = -2661219.210692 nChanged 48 SP:Iteration 34Q (1621.126155 sec): 3 clusters Score: Raw -2664753.920332 + Penalty 3531.485192 = -2661222.435141 nChanged 61 SP:Iteration 35Q (1621.244704 sec): 3 clusters Score: Raw -2664759.156001 + Penalty 3531.485192 = -2661227.670810 nChanged 86 SP:Iteration 36Q (1621.365019 sec): 3 clusters Score: Raw -2664766.629871 + Penalty 3531.485192 = -2661235.144680 nChanged 73 SP:Iteration 37Q (1621.488552 sec): 3 clusters Score: Raw -2664772.535632 + Penalty 3531.485192 = -2661241.050441 nChanged 76 SP:Iteration 38Q (1621.606248 sec): 3 clusters Score: Raw -2664778.252724 + Penalty 3531.485192 = -2661246.767532 nChanged 76 SP:Iteration 39Q (1621.727743 sec): 3 clusters Score: Raw -2664784.528223 + Penalty 3531.485192 = -2661253.043031 nChanged 92 SP:Iteration 40F (1621.866209 sec): 3 clusters Score: Raw -2664792.737029 + Penalty 3531.485192 = -2661261.251837 nChanged 92 SP:Iteration 41Q (1621.985744 sec): 3 clusters Score: Raw -2664800.347278 + Penalty 3531.485192 = -2661268.862086 nChanged 86 SP:Iteration 42Q (1622.120423 sec): 3 clusters Score: Raw -2664807.915209 + Penalty 3531.485192 = -2661276.430018 nChanged 92 SP:Iteration 43Q (1622.240562 sec): 3 clusters Score: Raw -2664816.804453 + Penalty 3531.485192 = -2661285.319261 nChanged 96 SP:Iteration 44Q (1622.357818 sec): 3 clusters Score: Raw -2664825.495395 + Penalty 3531.485192 = -2661294.010204 nChanged 99 SP:Iteration 45Q (1622.483535 sec): 3 clusters Score: Raw -2664833.635550 + Penalty 3531.485192 = -2661302.150358 nChanged 102 SP:Iteration 46Q (1622.612707 sec): 3 clusters Score: Raw -2664842.677501 + Penalty 3531.485192 = -2661311.192309 nChanged 120 SP:Iteration 47Q (1622.736770 sec): 3 clusters Score: Raw -2664853.118948 + Penalty 3531.485192 = -2661321.633756 nChanged 123 SP:Iteration 48Q (1622.852111 sec): 3 clusters Score: Raw -2664864.065653 + Penalty 3531.485192 = -2661332.580461 nChanged 123 SP:Iteration 49Q (1622.971993 sec): 3 clusters Score: Raw -2664875.515347 + Penalty 3531.485192 = -2661344.030155 nChanged 151 SP:Iteration 50Q (1623.080356 sec): 3 clusters Score: Raw -2664889.843006 + Penalty 3531.485192 = -2661358.357815 nChanged 138 SP:Iteration 51Q (1623.203558 sec): 3 clusters Score: Raw -2664903.632513 + Penalty 3531.485192 = -2661372.147321 nChanged 146 SP:Iteration 52Q (1623.317128 sec): 3 clusters Score: Raw -2664919.425840 + Penalty 3531.485192 = -2661387.940648 nChanged 160 SP:Iteration 53Q (1623.439752 sec): 3 clusters Score: Raw -2664935.595809 + Penalty 3531.485192 = -2661404.110617 nChanged 157 SP:Iteration 54Q (1623.561838 sec): 3 clusters Score: Raw -2664951.766785 + Penalty 3531.485192 = -2661420.281594 nChanged 171 SP:Iteration 55Q (1623.684764 sec): 3 clusters Score: Raw -2664968.232884 + Penalty 3531.485192 = -2661436.747692 nChanged 175 SP:Iteration 56Q (1623.812637 sec): 3 clusters Score: Raw -2664986.651144 + Penalty 3531.485192 = -2661455.165952 nChanged 176 SP:Iteration 57Q (1623.935685 sec): 3 clusters Score: Raw -2665005.341194 + Penalty 3531.485192 = -2661473.856002 nChanged 195 SP:Iteration 58Q (1624.062506 sec): 3 clusters Score: Raw -2665027.120266 + Penalty 3531.485192 = -2661495.635074 nChanged 221 SP:Iteration 59Q (1624.187888 sec): 3 clusters Score: Raw -2665051.116347 + Penalty 3531.485192 = -2661519.631156 nChanged 238 SP:Iteration 60F (1624.321298 sec): 3 clusters Score: Raw -2665077.404525 + Penalty 3531.485192 = -2661545.919333 nChanged 249 SP:Iteration 61Q (1624.449102 sec): 3 clusters Score: Raw -2665106.881844 + Penalty 3531.485192 = -2661575.396652 nChanged 277 SP:Iteration 62Q (1624.571685 sec): 3 clusters Score: Raw -2665142.483106 + Penalty 3531.485192 = -2661610.997914 nChanged 300 SP:Iteration 63Q (1624.693392 sec): 3 clusters Score: Raw -2665183.583290 + Penalty 3531.485192 = -2661652.098098 nChanged 336 SP:Iteration 64Q (1624.816474 sec): 3 clusters Score: Raw -2665231.879607 + Penalty 3531.485192 = -2661700.394415 nChanged 364 SP:Iteration 65Q (1624.942028 sec): 3 clusters Score: Raw -2665287.992513 + Penalty 3531.485192 = -2661756.507321 nChanged 407 SP:Iteration 66Q (1625.057055 sec): 3 clusters Score: Raw -2665351.267468 + Penalty 3531.485192 = -2661819.782276 nChanged 424 SP:Iteration 67Q (1625.183396 sec): 3 clusters Score: Raw -2665420.215456 + Penalty 3531.485192 = -2661888.730265 nChanged 476 SP:Iteration 68Q (1625.316670 sec): 3 clusters Score: Raw -2665504.675829 + Penalty 3531.485192 = -2661973.190637 nChanged 536 SP:Iteration 69Q (1625.447364 sec): 3 clusters Score: Raw -2665603.773359 + Penalty 3531.485192 = -2662072.288167 nChanged 576 SP:Iteration 70Q (1625.573372 sec): 3 clusters Score: Raw -2665720.638684 + Penalty 3531.485192 = -2662189.153492 nChanged 639 SP:Iteration 71Q (1625.699799 sec): 3 clusters Score: Raw -2665867.487864 + Penalty 3531.485192 = -2662336.002672 nChanged 780 SP:Iteration 72Q (1625.817414 sec): 3 clusters Score: Raw -2666061.481348 + Penalty 3531.485192 = -2662529.996157 nChanged 917 SP:Iteration 73Q (1625.949744 sec): 3 clusters Score: Raw -2666331.751954 + Penalty 3531.485192 = -2662800.266762 nChanged 1114 SP:Iteration 74Q (1626.074717 sec): 3 clusters Score: Raw -2666704.358561 + Penalty 3531.485192 = -2663172.873369 nChanged 1289 SP:Iteration 75Q (1626.200217 sec): 3 clusters Score: Raw -2667199.687451 + Penalty 3531.485192 = -2663668.202259 nChanged 1490 SP:Iteration 76Q (1626.334739 sec): 3 clusters Score: Raw -2667839.879250 + Penalty 3531.485192 = -2664308.394058 nChanged 1654 SP:Iteration 77Q (1626.456727 sec): 3 clusters Score: Raw -2668631.060322 + Penalty 3531.485192 = -2665099.575130 nChanged 1793 SP:Iteration 78Q (1626.579502 sec): 3 clusters Score: Raw -2669459.116189 + Penalty 3531.485192 = -2665927.630998 nChanged 1653 SP:Iteration 79Q (1626.694224 sec): 3 clusters Score: Raw -2670127.878845 + Penalty 3531.485192 = -2666596.393653 nChanged 1315 SP:Iteration 80F (1626.824739 sec): 3 clusters Score: Raw -2670602.672162 + Penalty 3531.485192 = -2667071.186970 nChanged 1038 SP:Iteration 81Q (1626.955041 sec): 3 clusters Score: Raw -2670927.859204 + Penalty 3531.485192 = -2667396.374013 nChanged 715 SP:Iteration 82Q (1627.079905 sec): 3 clusters Score: Raw -2671118.389653 + Penalty 3531.485192 = -2667586.904461 nChanged 554 SP:Iteration 83Q (1627.205892 sec): 3 clusters Score: Raw -2671246.459961 + Penalty 3531.485192 = -2667714.974769 nChanged 426 SP:Iteration 84Q (1627.333979 sec): 3 clusters Score: Raw -2671324.119868 + Penalty 3531.485192 = -2667792.634677 nChanged 306 SP:Iteration 85Q (1627.454933 sec): 3 clusters Score: Raw -2671371.685518 + Penalty 3531.485192 = -2667840.200327 nChanged 244 SP:Iteration 86Q (1627.587788 sec): 3 clusters Score: Raw -2671405.746392 + Penalty 3531.485192 = -2667874.261200 nChanged 171 SP:Iteration 87Q (1627.711593 sec): 3 clusters Score: Raw -2671422.267587 + Penalty 3531.485192 = -2667890.782396 nChanged 116 SP:Iteration 88Q (1627.837948 sec): 3 clusters Score: Raw -2671431.293596 + Penalty 3531.485192 = -2667899.808405 nChanged 98 SP:Iteration 89Q (1627.963554 sec): 3 clusters Score: Raw -2671438.543083 + Penalty 3531.485192 = -2667907.057892 nChanged 84 SP:Iteration 90Q (1628.095757 sec): 3 clusters Score: Raw -2671444.733108 + Penalty 3531.485192 = -2667913.247917 nChanged 76 SP:Iteration 91Q (1628.217427 sec): 3 clusters Score: Raw -2671451.662109 + Penalty 3531.485192 = -2667920.176917 nChanged 90 SP:Iteration 92Q (1628.340612 sec): 3 clusters Score: Raw -2671460.504169 + Penalty 3531.485192 = -2667929.018977 nChanged 95 SP:Iteration 93Q (1628.466478 sec): 3 clusters Score: Raw -2671468.833619 + Penalty 3531.485192 = -2667937.348428 nChanged 86 SP:Iteration 94Q (1628.585399 sec): 3 clusters Score: Raw -2671476.900704 + Penalty 3531.485192 = -2667945.415513 nChanged 79 SP:Iteration 95Q (1628.707132 sec): 3 clusters Score: Raw -2671483.553878 + Penalty 3531.485192 = -2667952.068686 nChanged 69 SP:Iteration 96Q (1628.832852 sec): 3 clusters Score: Raw -2671489.184218 + Penalty 3531.485192 = -2667957.699027 nChanged 75 SP:Iteration 97Q (1628.957010 sec): 3 clusters Score: Raw -2671495.435024 + Penalty 3531.485192 = -2667963.949833 nChanged 69 SP:Iteration 98Q (1629.084347 sec): 3 clusters Score: Raw -2671500.966828 + Penalty 3531.485192 = -2667969.481636 nChanged 47 SP:Iteration 99Q (1629.212634 sec): 3 clusters Score: Raw -2671504.497324 + Penalty 3531.485192 = -2667973.012132 nChanged 46 SP:Iteration 100F (1629.353972 sec): 3 clusters Score: Raw -2671508.318349 + Penalty 3531.485192 = -2667976.833158 nChanged 48 SP:Iteration 101Q (1629.491243 sec): 3 clusters Score: Raw -2671511.992450 + Penalty 3531.485192 = -2667980.507258 nChanged 45 SP:Iteration 102Q (1629.616297 sec): 3 clusters Score: Raw -2671516.440454 + Penalty 3531.485192 = -2667984.955263 nChanged 61 SP:Iteration 103Q (1629.739121 sec): 3 clusters Score: Raw -2671524.006319 + Penalty 3531.485192 = -2667992.521127 nChanged 76 SP:Iteration 104Q (1629.857248 sec): 3 clusters Score: Raw -2671533.719111 + Penalty 3531.485192 = -2668002.233920 nChanged 79 SP:Iteration 105Q (1629.985738 sec): 3 clusters Score: Raw -2671544.361356 + Penalty 3531.485192 = -2668012.876164 nChanged 86 SP:Iteration 106Q (1630.105338 sec): 3 clusters Score: Raw -2671556.382826 + Penalty 3531.485192 = -2668024.897634 nChanged 102 SP:Iteration 107Q (1630.234824 sec): 3 clusters Score: Raw -2671572.803084 + Penalty 3531.485192 = -2668041.317893 nChanged 113 SP:Iteration 108Q (1630.366042 sec): 3 clusters Score: Raw -2671598.675167 + Penalty 3531.485192 = -2668067.189976 nChanged 122 SP:Iteration 109Q (1630.495368 sec): 3 clusters Score: Raw -2671626.870270 + Penalty 3531.485192 = -2668095.385078 nChanged 123 SP:Iteration 110Q (1630.614579 sec): 3 clusters Score: Raw -2671651.900941 + Penalty 3531.485192 = -2668120.415749 nChanged 131 SP:Iteration 111Q (1630.739561 sec): 3 clusters Score: Raw -2671677.279622 + Penalty 3531.485192 = -2668145.794430 nChanged 136 SP:Iteration 112Q (1630.860967 sec): 3 clusters Score: Raw -2671704.509239 + Penalty 3531.485192 = -2668173.024047 nChanged 143 SP:Iteration 113Q (1630.976122 sec): 3 clusters Score: Raw -2671732.514369 + Penalty 3531.485192 = -2668201.029177 nChanged 142 SP:Iteration 114Q (1631.103777 sec): 3 clusters Score: Raw -2671766.261040 + Penalty 3531.485192 = -2668234.775849 nChanged 164 SP:Iteration 115Q (1631.234917 sec): 3 clusters Score: Raw -2671812.434910 + Penalty 3531.485192 = -2668280.949718 nChanged 175 SP:Iteration 116Q (1631.353602 sec): 3 clusters Score: Raw -2671870.189803 + Penalty 3531.485192 = -2668338.704612 nChanged 184 SP:Iteration 117Q (1631.469652 sec): 3 clusters Score: Raw -2671948.036948 + Penalty 3531.485192 = -2668416.551757 nChanged 204 SP:Iteration 118Q (1631.604041 sec): 3 clusters Score: Raw -2672057.128747 + Penalty 3531.485192 = -2668525.643555 nChanged 229 SP:Iteration 119Q (1631.721041 sec): 3 clusters Score: Raw -2672227.055988 + Penalty 3531.485192 = -2668695.570797 nChanged 273 SP:Iteration 120F (1631.846353 sec): 3 clusters Score: Raw -2672530.457494 + Penalty 3531.485192 = -2668998.972303 nChanged 360 SP:Iteration 121Q (1631.966520 sec): 3 clusters Score: Raw -2673199.666464 + Penalty 3531.485192 = -2669668.181273 nChanged 424 SP:Iteration 122Q (1632.095571 sec): 3 clusters Score: Raw -2674705.771939 + Penalty 3531.485192 = -2671174.286747 nChanged 350 SP:Iteration 123Q (1632.220180 sec): 3 clusters Score: Raw -2677132.342388 + Penalty 3531.485192 = -2673600.857196 nChanged 145 SP:Iteration 124Q (1632.322789 sec): 3 clusters Score: Raw -2679770.436346 + Penalty 3531.485192 = -2676238.951154 nChanged 70 SP:Iteration 125Q (1632.439453 sec): 3 clusters Score: Raw -2682526.470493 + Penalty 3531.485192 = -2678994.985301 nChanged 9 SP:Iteration 126Q (1632.550200 sec): 3 clusters Score: Raw -2683032.435610 + Penalty 3531.485192 = -2679500.950418 nChanged 0 SP:Iteration 127F (1632.678901 sec): 3 clusters Score: Raw -2683032.435610 + Penalty 3531.485192 = -2679500.950418 nChanged 0 Score: Raw -11993174.464925 + Penalty 64523.090813 = -11928651.374112 Splitting cluster 15 changes total score from -11856527.488270 to -11928651.374112 So it's getting split into cluster 32. Trying to split cluster 16 (16356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1638.061621 sec): 2 clusters Score: Raw -867926.523904 + Penalty 1576.631888 = -866349.892016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1638.129942 sec): 3 clusters Score: Raw -858216.463651 + Penalty 3153.263776 = -855063.199874 nChanged 7336 SP:Iteration 1F (1638.194628 sec): 3 clusters Score: Raw -863343.400961 + Penalty 3153.263776 = -860190.137184 nChanged 1657 SP:Iteration 2F (1638.259209 sec): 3 clusters Score: Raw -865435.602563 + Penalty 3153.263776 = -862282.338787 nChanged 1719 SP:Iteration 3F (1638.331511 sec): 3 clusters Score: Raw -867950.360186 + Penalty 3153.263776 = -864797.096410 nChanged 1485 SP:Iteration 4F (1638.405878 sec): 3 clusters Score: Raw -869879.014871 + Penalty 3153.263776 = -866725.751094 nChanged 994 SP:Iteration 5F (1638.471528 sec): 3 clusters Score: Raw -870923.676761 + Penalty 3153.263776 = -867770.412984 nChanged 653 SP:Iteration 6Q (1638.544154 sec): 3 clusters Score: Raw -871454.893785 + Penalty 3153.263776 = -868301.630009 nChanged 428 SP:Iteration 7Q (1638.608628 sec): 3 clusters Score: Raw -871685.791099 + Penalty 3153.263776 = -868532.527322 nChanged 308 SP:Iteration 8Q (1638.676690 sec): 3 clusters Score: Raw -871833.385217 + Penalty 3153.263776 = -868680.121440 nChanged 247 SP:Iteration 9Q (1638.740154 sec): 3 clusters Score: Raw -871969.877269 + Penalty 3153.263776 = -868816.613492 nChanged 239 SP:Iteration 10Q (1638.818833 sec): 3 clusters Score: Raw -872153.331397 + Penalty 3153.263776 = -869000.067621 nChanged 212 SP:Iteration 11Q (1638.878578 sec): 3 clusters Score: Raw -872376.035551 + Penalty 3153.263776 = -869222.771775 nChanged 197 SP:Iteration 12Q (1638.943956 sec): 3 clusters Score: Raw -872594.111219 + Penalty 3153.263776 = -869440.847443 nChanged 161 SP:Iteration 13Q (1639.011470 sec): 3 clusters Score: Raw -872692.957623 + Penalty 3153.263776 = -869539.693847 nChanged 103 SP:Iteration 14Q (1639.076829 sec): 3 clusters Score: Raw -872728.277827 + Penalty 3153.263776 = -869575.014050 nChanged 83 SP:Iteration 15Q (1639.146410 sec): 3 clusters Score: Raw -872749.541481 + Penalty 3153.263776 = -869596.277704 nChanged 51 SP:Iteration 16Q (1639.219326 sec): 3 clusters Score: Raw -872756.880587 + Penalty 3153.263776 = -869603.616810 nChanged 19 SP:Iteration 17Q (1639.286896 sec): 3 clusters Score: Raw -872759.275410 + Penalty 3153.263776 = -869606.011633 nChanged 12 SP:Iteration 18Q (1639.353164 sec): 3 clusters Score: Raw -872761.086080 + Penalty 3153.263776 = -869607.822303 nChanged 18 SP:Iteration 19Q (1639.417272 sec): 3 clusters Score: Raw -872764.150591 + Penalty 3153.263776 = -869610.886815 nChanged 24 SP:Iteration 20F (1639.484816 sec): 3 clusters Score: Raw -872768.971416 + Penalty 3153.263776 = -869615.707639 nChanged 28 SP:Iteration 21Q (1639.555100 sec): 3 clusters Score: Raw -872774.874638 + Penalty 3153.263776 = -869621.610862 nChanged 27 SP:Iteration 22Q (1639.624181 sec): 3 clusters Score: Raw -872782.109941 + Penalty 3153.263776 = -869628.846165 nChanged 28 SP:Iteration 23Q (1639.703150 sec): 3 clusters Score: Raw -872787.685703 + Penalty 3153.263776 = -869634.421927 nChanged 25 SP:Iteration 24Q (1639.763913 sec): 3 clusters Score: Raw -872793.685884 + Penalty 3153.263776 = -869640.422107 nChanged 26 SP:Iteration 25Q (1639.837866 sec): 3 clusters Score: Raw -872799.155767 + Penalty 3153.263776 = -869645.891990 nChanged 29 SP:Iteration 26Q (1639.901829 sec): 3 clusters Score: Raw -872806.919679 + Penalty 3153.263776 = -869653.655902 nChanged 32 SP:Iteration 27Q (1639.971260 sec): 3 clusters Score: Raw -872817.928788 + Penalty 3153.263776 = -869664.665012 nChanged 39 SP:Iteration 28Q (1640.032549 sec): 3 clusters Score: Raw -872830.387760 + Penalty 3153.263776 = -869677.123984 nChanged 34 SP:Iteration 29Q (1640.100985 sec): 3 clusters Score: Raw -872843.513651 + Penalty 3153.263776 = -869690.249874 nChanged 34 SP:Iteration 30Q (1640.168541 sec): 3 clusters Score: Raw -872859.205814 + Penalty 3153.263776 = -869705.942037 nChanged 48 SP:Iteration 31Q (1640.237579 sec): 3 clusters Score: Raw -872873.219190 + Penalty 3153.263776 = -869719.955413 nChanged 37 SP:Iteration 32Q (1640.300373 sec): 3 clusters Score: Raw -872881.755962 + Penalty 3153.263776 = -869728.492186 nChanged 24 SP:Iteration 33Q (1640.365741 sec): 3 clusters Score: Raw -872887.852496 + Penalty 3153.263776 = -869734.588719 nChanged 24 SP:Iteration 34Q (1640.438098 sec): 3 clusters Score: Raw -872894.252659 + Penalty 3153.263776 = -869740.988882 nChanged 21 SP:Iteration 35Q (1640.500427 sec): 3 clusters Score: Raw -872898.641953 + Penalty 3153.263776 = -869745.378177 nChanged 17 SP:Iteration 36Q (1640.568252 sec): 3 clusters Score: Raw -872902.173401 + Penalty 3153.263776 = -869748.909624 nChanged 16 SP:Iteration 37Q (1640.635097 sec): 3 clusters Score: Raw -872904.849813 + Penalty 3153.263776 = -869751.586036 nChanged 12 SP:Iteration 38Q (1640.701199 sec): 3 clusters Score: Raw -872906.460862 + Penalty 3153.263776 = -869753.197085 nChanged 6 SP:Iteration 39Q (1640.755425 sec): 3 clusters Score: Raw -872907.169867 + Penalty 3153.263776 = -869753.906090 nChanged 3 SP:Iteration 40F (1640.821238 sec): 3 clusters Score: Raw -872907.462552 + Penalty 3153.263776 = -869754.198775 nChanged 1 SP:Iteration 41Q (1640.889718 sec): 3 clusters Score: Raw -872907.535396 + Penalty 3153.263776 = -869754.271620 nChanged 1 SP:Iteration 42Q (1640.943961 sec): 3 clusters Score: Raw -872907.631669 + Penalty 3153.263776 = -869754.367892 nChanged 1 SP:Iteration 43Q (1641.009792 sec): 3 clusters Score: Raw -872907.733247 + Penalty 3153.263776 = -869754.469470 nChanged 2 SP:Iteration 44Q (1641.080345 sec): 3 clusters Score: Raw -872907.939536 + Penalty 3153.263776 = -869754.675760 nChanged 3 SP:Iteration 45Q (1641.134777 sec): 3 clusters Score: Raw -872908.235471 + Penalty 3153.263776 = -869754.971695 nChanged 4 SP:Iteration 46Q (1641.202479 sec): 3 clusters Score: Raw -872908.670240 + Penalty 3153.263776 = -869755.406464 nChanged 1 SP:Iteration 47Q (1641.261725 sec): 3 clusters Score: Raw -872908.913982 + Penalty 3153.263776 = -869755.650205 nChanged 2 SP:Iteration 48Q (1641.316471 sec): 3 clusters Score: Raw -872909.046384 + Penalty 3153.263776 = -869755.782608 nChanged 1 SP:Iteration 49Q (1641.384909 sec): 3 clusters Score: Raw -872909.099387 + Penalty 3153.263776 = -869755.835610 nChanged 1 SP:Iteration 50Q (1641.449553 sec): 3 clusters Score: Raw -872909.155789 + Penalty 3153.263776 = -869755.892013 nChanged 0 SP:Iteration 51F (1641.515042 sec): 3 clusters Score: Raw -872909.155789 + Penalty 3153.263776 = -869755.892013 nChanged 0 Score: Raw -11998157.096810 + Penalty 66539.437401 = -11931617.659409 Splitting cluster 16 changes total score from -11856527.488270 to -11931617.659409 So it's getting split into cluster 33. Trying to split cluster 17 (3781 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1647.020141 sec): 2 clusters Score: Raw -199572.635465 + Penalty 1338.633368 = -198234.002097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1647.077174 sec): 3 clusters Score: Raw -197756.995375 + Penalty 2677.266736 = -195079.728638 nChanged 1488 SP:Iteration 1F (1647.128849 sec): 3 clusters Score: Raw -199583.806398 + Penalty 2677.266736 = -196906.539662 nChanged 488 SP:Iteration 2F (1647.169185 sec): 3 clusters Score: Raw -200273.379935 + Penalty 2677.266736 = -197596.113199 nChanged 441 SP:Iteration 3F (1647.223128 sec): 3 clusters Score: Raw -200846.994985 + Penalty 2677.266736 = -198169.728249 nChanged 364 SP:Iteration 4F (1647.268520 sec): 3 clusters Score: Raw -201322.556377 + Penalty 2677.266736 = -198645.289641 nChanged 198 SP:Iteration 5F (1647.329850 sec): 3 clusters Score: Raw -201577.026154 + Penalty 2677.266736 = -198899.759418 nChanged 96 SP:Iteration 6Q (1647.370867 sec): 3 clusters Score: Raw -201721.207273 + Penalty 2677.266736 = -199043.940536 nChanged 38 SP:Iteration 7Q (1647.424064 sec): 3 clusters Score: Raw -201801.765604 + Penalty 2677.266736 = -199124.498868 nChanged 19 SP:Iteration 8Q (1647.458391 sec): 3 clusters Score: Raw -201847.024232 + Penalty 2677.266736 = -199169.757495 nChanged 21 SP:Iteration 9Q (1647.500894 sec): 3 clusters Score: Raw -201882.898238 + Penalty 2677.266736 = -199205.631502 nChanged 11 SP:Iteration 10Q (1647.549672 sec): 3 clusters Score: Raw -201901.440298 + Penalty 2677.266736 = -199224.173561 nChanged 10 SP:Iteration 11Q (1647.605308 sec): 3 clusters Score: Raw -201918.002716 + Penalty 2677.266736 = -199240.735980 nChanged 6 SP:Iteration 12Q (1647.649483 sec): 3 clusters Score: Raw -201924.304217 + Penalty 2677.266736 = -199247.037481 nChanged 0 SP:Iteration 13F (1647.698250 sec): 3 clusters Score: Raw -201924.304217 + Penalty 2677.266736 = -199247.037481 nChanged 0 Score: Raw -12000508.765563 + Penalty 68555.783989 = -11931952.981573 Splitting cluster 17 changes total score from -11856527.488270 to -11931952.981573 So it's getting split into cluster 34. Trying to split cluster 18 (9087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1653.416704 sec): 2 clusters Score: Raw -480071.449461 + Penalty 1481.122516 = -478590.326944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1653.467614 sec): 3 clusters Score: Raw -475004.745313 + Penalty 2962.245032 = -472042.500280 nChanged 3899 SP:Iteration 1F (1653.536411 sec): 3 clusters Score: Raw -477723.380001 + Penalty 2962.245032 = -474761.134969 nChanged 896 SP:Iteration 2F (1653.592592 sec): 3 clusters Score: Raw -478969.795498 + Penalty 2962.245032 = -476007.550466 nChanged 956 SP:Iteration 3F (1653.640056 sec): 3 clusters Score: Raw -480279.477173 + Penalty 2962.245032 = -477317.232141 nChanged 1043 SP:Iteration 4F (1653.705873 sec): 3 clusters Score: Raw -481894.365582 + Penalty 2962.245032 = -478932.120549 nChanged 909 SP:Iteration 5F (1653.761488 sec): 3 clusters Score: Raw -483345.255746 + Penalty 2962.245032 = -480383.010714 nChanged 630 SP:Iteration 6F (1653.814597 sec): 3 clusters Score: Raw -484475.427861 + Penalty 2962.245032 = -481513.182829 nChanged 412 SP:Iteration 7Q (1653.871513 sec): 3 clusters Score: Raw -485243.060982 + Penalty 2962.245032 = -482280.815950 nChanged 222 SP:Iteration 8Q (1653.919593 sec): 3 clusters Score: Raw -485591.560923 + Penalty 2962.245032 = -482629.315890 nChanged 127 SP:Iteration 9Q (1653.972361 sec): 3 clusters Score: Raw -485717.211436 + Penalty 2962.245032 = -482754.966403 nChanged 81 SP:Iteration 10Q (1654.024210 sec): 3 clusters Score: Raw -485780.643840 + Penalty 2962.245032 = -482818.398807 nChanged 50 SP:Iteration 11Q (1654.067668 sec): 3 clusters Score: Raw -485817.559029 + Penalty 2962.245032 = -482855.313997 nChanged 44 SP:Iteration 12Q (1654.135405 sec): 3 clusters Score: Raw -485889.990145 + Penalty 2962.245032 = -482927.745112 nChanged 63 SP:Iteration 13Q (1654.187548 sec): 3 clusters Score: Raw -486048.969632 + Penalty 2962.245032 = -483086.724599 nChanged 75 SP:Iteration 14Q (1654.242145 sec): 3 clusters Score: Raw -486291.283548 + Penalty 2962.245032 = -483329.038516 nChanged 46 SP:Iteration 15Q (1654.295500 sec): 3 clusters Score: Raw -486524.263814 + Penalty 2962.245032 = -483562.018782 nChanged 53 SP:Iteration 16Q (1654.354883 sec): 3 clusters Score: Raw -486688.788824 + Penalty 2962.245032 = -483726.543791 nChanged 26 SP:Iteration 17Q (1654.414318 sec): 3 clusters Score: Raw -486710.211147 + Penalty 2962.245032 = -483747.966115 nChanged 13 SP:Iteration 18Q (1654.483758 sec): 3 clusters Score: Raw -486713.773098 + Penalty 2962.245032 = -483751.528065 nChanged 7 SP:Iteration 19Q (1654.530165 sec): 3 clusters Score: Raw -486715.397571 + Penalty 2962.245032 = -483753.152539 nChanged 11 SP:Iteration 20F (1654.587271 sec): 3 clusters Score: Raw -486717.486176 + Penalty 2962.245032 = -483755.241144 nChanged 7 SP:Iteration 21Q (1654.646681 sec): 3 clusters Score: Raw -486718.765631 + Penalty 2962.245032 = -483756.520599 nChanged 1 SP:Iteration 22Q (1654.701804 sec): 3 clusters Score: Raw -486718.839529 + Penalty 2962.245032 = -483756.594497 nChanged 1 SP:Iteration 23Q (1654.756691 sec): 3 clusters Score: Raw -486718.921477 + Penalty 2962.245032 = -483756.676445 nChanged 0 SP:Iteration 24F (1654.821139 sec): 3 clusters Score: Raw -486718.921477 + Penalty 2962.245032 = -483756.676445 nChanged 0 Score: Raw -12007156.237579 + Penalty 70572.130577 = -11936584.107002 Splitting cluster 18 changes total score from -11856527.488270 to -11936584.107002 So it's getting split into cluster 35. Trying to split cluster 19 (9018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1660.752724 sec): 2 clusters Score: Raw -456146.125702 + Penalty 1479.883902 = -454666.241800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1660.808316 sec): 3 clusters Score: Raw -451232.342460 + Penalty 2959.767804 = -448272.574656 nChanged 3892 SP:Iteration 1F (1660.862452 sec): 3 clusters Score: Raw -454543.107691 + Penalty 2959.767804 = -451583.339886 nChanged 1063 SP:Iteration 2F (1660.913312 sec): 3 clusters Score: Raw -456394.616672 + Penalty 2959.767804 = -453434.848867 nChanged 1019 SP:Iteration 3F (1660.963940 sec): 3 clusters Score: Raw -458575.553197 + Penalty 2959.767804 = -455615.785393 nChanged 929 SP:Iteration 4F (1661.018358 sec): 3 clusters Score: Raw -460436.970426 + Penalty 2959.767804 = -457477.202622 nChanged 615 SP:Iteration 5F (1661.082544 sec): 3 clusters Score: Raw -461977.929812 + Penalty 2959.767804 = -459018.162008 nChanged 258 SP:Iteration 6Q (1661.134874 sec): 3 clusters Score: Raw -462659.837340 + Penalty 2959.767804 = -459700.069536 nChanged 95 SP:Iteration 7Q (1661.178551 sec): 3 clusters Score: Raw -462772.322117 + Penalty 2959.767804 = -459812.554313 nChanged 40 SP:Iteration 8Q (1661.235147 sec): 3 clusters Score: Raw -462797.522430 + Penalty 2959.767804 = -459837.754626 nChanged 22 SP:Iteration 9Q (1661.304193 sec): 3 clusters Score: Raw -462805.021939 + Penalty 2959.767804 = -459845.254134 nChanged 14 SP:Iteration 10Q (1661.361575 sec): 3 clusters Score: Raw -462809.231965 + Penalty 2959.767804 = -459849.464161 nChanged 9 SP:Iteration 11Q (1661.407242 sec): 3 clusters Score: Raw -462811.286240 + Penalty 2959.767804 = -459851.518436 nChanged 7 SP:Iteration 12Q (1661.462401 sec): 3 clusters Score: Raw -462812.174572 + Penalty 2959.767804 = -459852.406768 nChanged 3 SP:Iteration 13Q (1661.509985 sec): 3 clusters Score: Raw -462812.559914 + Penalty 2959.767804 = -459852.792110 nChanged 0 SP:Iteration 14F (1661.563917 sec): 3 clusters Score: Raw -462812.559914 + Penalty 2959.767804 = -459852.792110 nChanged 0 Score: Raw -12013822.671791 + Penalty 72588.477165 = -11941234.194626 Splitting cluster 19 changes total score from -11856527.488270 to -11941234.194626 So it's getting split into cluster 36. Trying to split cluster 20 (5898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1667.363884 sec): 2 clusters Score: Raw -308958.982851 + Penalty 1410.884896 = -307548.097955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1667.415445 sec): 3 clusters Score: Raw -305838.962986 + Penalty 2821.769792 = -303017.193195 nChanged 2369 SP:Iteration 1F (1667.469751 sec): 3 clusters Score: Raw -307094.333853 + Penalty 2821.769792 = -304272.564061 nChanged 411 SP:Iteration 2F (1667.525899 sec): 3 clusters Score: Raw -307295.196834 + Penalty 2821.769792 = -304473.427043 nChanged 311 SP:Iteration 3F (1667.565797 sec): 3 clusters Score: Raw -307446.623444 + Penalty 2821.769792 = -304624.853653 nChanged 242 SP:Iteration 4Q (1667.628484 sec): 3 clusters Score: Raw -307581.196972 + Penalty 2821.769792 = -304759.427181 nChanged 244 SP:Iteration 5Q (1667.685305 sec): 3 clusters Score: Raw -307758.929659 + Penalty 2821.769792 = -304937.159868 nChanged 272 SP:Iteration 6Q (1667.737123 sec): 3 clusters Score: Raw -308069.888844 + Penalty 2821.769792 = -305248.119053 nChanged 329 SP:Iteration 7F (1667.794077 sec): 3 clusters Score: Raw -308657.995004 + Penalty 2821.769792 = -305836.225212 nChanged 433 SP:Iteration 8F (1667.832120 sec): 3 clusters Score: Raw -309749.460413 + Penalty 2821.769792 = -306927.690622 nChanged 588 SP:Iteration 9F (1667.888957 sec): 3 clusters Score: Raw -310907.286739 + Penalty 2821.769792 = -308085.516947 nChanged 523 SP:Iteration 10F (1667.940633 sec): 3 clusters Score: Raw -311647.443682 + Penalty 2821.769792 = -308825.673891 nChanged 330 SP:Iteration 11F (1667.992457 sec): 3 clusters Score: Raw -312068.850605 + Penalty 2821.769792 = -309247.080813 nChanged 183 SP:Iteration 12Q (1668.045524 sec): 3 clusters Score: Raw -312281.805766 + Penalty 2821.769792 = -309460.035975 nChanged 127 SP:Iteration 13Q (1668.107939 sec): 3 clusters Score: Raw -312444.646545 + Penalty 2821.769792 = -309622.876753 nChanged 104 SP:Iteration 14Q (1668.149489 sec): 3 clusters Score: Raw -312650.345755 + Penalty 2821.769792 = -309828.575963 nChanged 83 SP:Iteration 15Q (1668.197413 sec): 3 clusters Score: Raw -312784.521190 + Penalty 2821.769792 = -309962.751399 nChanged 60 SP:Iteration 16Q (1668.251888 sec): 3 clusters Score: Raw -312843.336756 + Penalty 2821.769792 = -310021.566965 nChanged 45 SP:Iteration 17Q (1668.311837 sec): 3 clusters Score: Raw -312878.527560 + Penalty 2821.769792 = -310056.757769 nChanged 26 SP:Iteration 18Q (1668.343905 sec): 3 clusters Score: Raw -312889.131368 + Penalty 2821.769792 = -310067.361577 nChanged 11 SP:Iteration 19Q (1668.399412 sec): 3 clusters Score: Raw -312892.396941 + Penalty 2821.769792 = -310070.627150 nChanged 6 SP:Iteration 20F (1668.452391 sec): 3 clusters Score: Raw -312894.074521 + Penalty 2821.769792 = -310072.304729 nChanged 3 SP:Iteration 21Q (1668.495555 sec): 3 clusters Score: Raw -312894.650742 + Penalty 2821.769792 = -310072.880950 nChanged 1 SP:Iteration 22Q (1668.552956 sec): 3 clusters Score: Raw -312894.868899 + Penalty 2821.769792 = -310073.099108 nChanged 0 SP:Iteration 23F (1668.604646 sec): 3 clusters Score: Raw -312894.868899 + Penalty 2821.769792 = -310073.099108 nChanged 0 Score: Raw -12017758.557840 + Penalty 74604.823753 = -11943153.734087 Splitting cluster 20 changes total score from -11856527.488270 to -11943153.734087 So it's getting split into cluster 37. Deleting Class 34 (242 points): Lose 631.480539 but Gain 2016.346588 Iteration 20F (1680.751280 sec): 37 clusters Score: Raw -12029685.664942 + Penalty 72588.477165 = -11957097.187777 nChanged 9841 Iteration 21Q (1683.612183 sec): 37 clusters Score: Raw -12037738.362303 + Penalty 72588.477165 = -11965149.885138 nChanged 4585 Iteration 22Q (1686.281518 sec): 37 clusters Score: Raw -12040771.596250 + Penalty 72588.477165 = -11968183.119085 nChanged 3178 Iteration 23Q (1689.009372 sec): 37 clusters Score: Raw -12042520.442367 + Penalty 72588.477165 = -11969931.965202 nChanged 2492 Iteration 24Q (1691.714240 sec): 37 clusters Score: Raw -12043674.745653 + Penalty 72588.477165 = -11971086.268488 nChanged 1952 Iteration 25Q (1694.359310 sec): 37 clusters Score: Raw -12044493.122923 + Penalty 72588.477165 = -11971904.645758 nChanged 1664 Iteration 26Q (1697.065816 sec): 37 clusters Score: Raw -12045170.355634 + Penalty 72588.477165 = -11972581.878469 nChanged 1428 Iteration 27Q (1699.797176 sec): 37 clusters Score: Raw -12045756.207700 + Penalty 72588.477165 = -11973167.730535 nChanged 1292 Iteration 28Q (1702.498082 sec): 37 clusters Score: Raw -12046330.398708 + Penalty 72588.477165 = -11973741.921543 nChanged 1210 Iteration 29Q (1705.153591 sec): 37 clusters Score: Raw -12046830.479197 + Penalty 72588.477165 = -11974242.002033 nChanged 1157 Iteration 30Q (1707.778913 sec): 37 clusters Score: Raw -12047311.656410 + Penalty 72588.477165 = -11974723.179245 nChanged 1047 Iteration 31Q (1710.459927 sec): 37 clusters Score: Raw -12047784.293890 + Penalty 72588.477165 = -11975195.816725 nChanged 1009 Iteration 32Q (1713.060591 sec): 37 clusters Score: Raw -12048291.640551 + Penalty 72588.477165 = -11975703.163386 nChanged 952 Iteration 33Q (1715.714923 sec): 37 clusters Score: Raw -12048761.983345 + Penalty 72588.477165 = -11976173.506180 nChanged 891 Iteration 34Q (1718.416271 sec): 37 clusters Score: Raw -12049170.210934 + Penalty 72588.477165 = -11976581.733769 nChanged 874 Iteration 35Q (1721.074655 sec): 37 clusters Score: Raw -12049503.716791 + Penalty 72588.477165 = -11976915.239626 nChanged 835 Iteration 36Q (1723.763697 sec): 37 clusters Score: Raw -12049791.707168 + Penalty 72588.477165 = -11977203.230003 nChanged 718 Iteration 37Q (1726.440651 sec): 37 clusters Score: Raw -12050114.605972 + Penalty 72588.477165 = -11977526.128807 nChanged 680 Iteration 38Q (1729.119952 sec): 37 clusters Score: Raw -12050419.686576 + Penalty 72588.477165 = -11977831.209411 nChanged 694 Iteration 39Q (1731.782489 sec): 37 clusters Score: Raw -12050734.466083 + Penalty 72588.477165 = -11978145.988918 nChanged 698 Iteration 40F (1737.985645 sec): 37 clusters Score: Raw -12051331.212107 + Penalty 72588.477165 = -11978742.734943 nChanged 899 Iteration 41Q (1740.689953 sec): 37 clusters Score: Raw -12051810.797008 + Penalty 72588.477165 = -11979222.319843 nChanged 944 Iteration 42Q (1743.382377 sec): 37 clusters Score: Raw -12052144.968222 + Penalty 72588.477165 = -11979556.491057 nChanged 888 Iteration 43Q (1746.140205 sec): 37 clusters Score: Raw -12052428.960187 + Penalty 72588.477165 = -11979840.483022 nChanged 837 Iteration 44Q (1748.816817 sec): 37 clusters Score: Raw -12052672.932860 + Penalty 72588.477165 = -11980084.455695 nChanged 762 Iteration 45Q (1751.518991 sec): 37 clusters Score: Raw -12052892.522369 + Penalty 72588.477165 = -11980304.045204 nChanged 705 Iteration 46Q (1754.186002 sec): 37 clusters Score: Raw -12053099.488966 + Penalty 72588.477165 = -11980511.011801 nChanged 732 Iteration 47Q (1756.880594 sec): 37 clusters Score: Raw -12053326.113453 + Penalty 72588.477165 = -11980737.636288 nChanged 721 Iteration 48Q (1759.585820 sec): 37 clusters Score: Raw -12053531.926845 + Penalty 72588.477165 = -11980943.449680 nChanged 673 Iteration 49Q (1762.285428 sec): 37 clusters Score: Raw -12053741.392265 + Penalty 72588.477165 = -11981152.915100 nChanged 639 Iteration 50Q (1764.992409 sec): 37 clusters Score: Raw -12053920.477303 + Penalty 72588.477165 = -11981332.000138 nChanged 660 Iteration 51Q (1767.718292 sec): 37 clusters Score: Raw -12054113.158972 + Penalty 72588.477165 = -11981524.681808 nChanged 598 Iteration 52Q (1770.424918 sec): 37 clusters Score: Raw -12054293.782169 + Penalty 72588.477165 = -11981705.305004 nChanged 655 Iteration 53Q (1773.148390 sec): 37 clusters Score: Raw -12054487.775374 + Penalty 72588.477165 = -11981899.298209 nChanged 620 Iteration 54Q (1775.809599 sec): 37 clusters Score: Raw -12054689.454097 + Penalty 72588.477165 = -11982100.976932 nChanged 665 Iteration 55Q (1778.446190 sec): 37 clusters Score: Raw -12054883.986360 + Penalty 72588.477165 = -11982295.509195 nChanged 628 Iteration 56Q (1781.113159 sec): 37 clusters Score: Raw -12055064.843828 + Penalty 72588.477165 = -11982476.366663 nChanged 578 Iteration 57Q (1783.796817 sec): 37 clusters Score: Raw -12055215.974190 + Penalty 72588.477165 = -11982627.497025 nChanged 511 Iteration 58Q (1786.464920 sec): 37 clusters Score: Raw -12055330.925225 + Penalty 72588.477165 = -11982742.448060 nChanged 422 Writing temp clu file Because OldScore, -11982627.497025, is greater than current (better) Score,-11982742.448060 Compute initial score before splitting: Score: Raw -12055330.925225 + Penalty 72588.477165 = -11982742.448060 Trying to split cluster 1 (15976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1786.573211 sec): 2 clusters Score: Raw -851024.888159 + Penalty 1572.811967 = -849452.076192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1786.642841 sec): 3 clusters Score: Raw -841656.931338 + Penalty 3145.623934 = -838511.307404 nChanged 7044 SP:Iteration 1F (1786.715398 sec): 3 clusters Score: Raw -845515.728071 + Penalty 3145.623934 = -842370.104137 nChanged 882 SP:Iteration 2F (1786.788035 sec): 3 clusters Score: Raw -845892.727583 + Penalty 3145.623934 = -842747.103649 nChanged 851 SP:Iteration 3F (1786.857108 sec): 3 clusters Score: Raw -846265.036319 + Penalty 3145.623934 = -843119.412385 nChanged 752 SP:Iteration 4Q (1786.921434 sec): 3 clusters Score: Raw -846591.545764 + Penalty 3145.623934 = -843445.921830 nChanged 718 SP:Iteration 5Q (1786.989408 sec): 3 clusters Score: Raw -846897.655735 + Penalty 3145.623934 = -843752.031800 nChanged 656 SP:Iteration 6Q (1787.072192 sec): 3 clusters Score: Raw -847188.992897 + Penalty 3145.623934 = -844043.368963 nChanged 620 SP:Iteration 7Q (1787.141814 sec): 3 clusters Score: Raw -847525.747846 + Penalty 3145.623934 = -844380.123912 nChanged 684 SP:Iteration 8Q (1787.213882 sec): 3 clusters Score: Raw -847919.329375 + Penalty 3145.623934 = -844773.705441 nChanged 726 SP:Iteration 9Q (1787.286067 sec): 3 clusters Score: Raw -848373.945895 + Penalty 3145.623934 = -845228.321961 nChanged 773 SP:Iteration 10Q (1787.357860 sec): 3 clusters Score: Raw -848910.038918 + Penalty 3145.623934 = -845764.414983 nChanged 780 SP:Iteration 11Q (1787.429303 sec): 3 clusters Score: Raw -849466.599078 + Penalty 3145.623934 = -846320.975144 nChanged 675 SP:Iteration 12Q (1787.496022 sec): 3 clusters Score: Raw -849931.994981 + Penalty 3145.623934 = -846786.371047 nChanged 551 SP:Iteration 13Q (1787.556572 sec): 3 clusters Score: Raw -850300.733246 + Penalty 3145.623934 = -847155.109312 nChanged 428 SP:Iteration 14Q (1787.622914 sec): 3 clusters Score: Raw -850583.548197 + Penalty 3145.623934 = -847437.924263 nChanged 322 SP:Iteration 15Q (1787.694848 sec): 3 clusters Score: Raw -850789.249753 + Penalty 3145.623934 = -847643.625819 nChanged 219 SP:Iteration 16Q (1787.766323 sec): 3 clusters Score: Raw -850926.143186 + Penalty 3145.623934 = -847780.519252 nChanged 165 SP:Iteration 17Q (1787.827030 sec): 3 clusters Score: Raw -851034.051529 + Penalty 3145.623934 = -847888.427594 nChanged 113 SP:Iteration 18Q (1787.891342 sec): 3 clusters Score: Raw -851106.582790 + Penalty 3145.623934 = -847960.958855 nChanged 65 SP:Iteration 19Q (1787.960692 sec): 3 clusters Score: Raw -851150.717703 + Penalty 3145.623934 = -848005.093768 nChanged 57 SP:Iteration 20F (1788.033754 sec): 3 clusters Score: Raw -851191.872906 + Penalty 3145.623934 = -848046.248971 nChanged 44 SP:Iteration 21Q (1788.093084 sec): 3 clusters Score: Raw -851223.704390 + Penalty 3145.623934 = -848078.080456 nChanged 27 SP:Iteration 22Q (1788.172991 sec): 3 clusters Score: Raw -851237.305936 + Penalty 3145.623934 = -848091.682002 nChanged 18 SP:Iteration 23Q (1788.236764 sec): 3 clusters Score: Raw -851246.890431 + Penalty 3145.623934 = -848101.266496 nChanged 13 SP:Iteration 24Q (1788.305616 sec): 3 clusters Score: Raw -851255.674461 + Penalty 3145.623934 = -848110.050527 nChanged 14 SP:Iteration 25Q (1788.361066 sec): 3 clusters Score: Raw -851263.365419 + Penalty 3145.623934 = -848117.741484 nChanged 13 SP:Iteration 26Q (1788.429984 sec): 3 clusters Score: Raw -851270.940636 + Penalty 3145.623934 = -848125.316702 nChanged 12 SP:Iteration 27Q (1788.487448 sec): 3 clusters Score: Raw -851276.905701 + Penalty 3145.623934 = -848131.281767 nChanged 8 SP:Iteration 28Q (1788.559825 sec): 3 clusters Score: Raw -851279.724810 + Penalty 3145.623934 = -848134.100875 nChanged 7 SP:Iteration 29Q (1788.613782 sec): 3 clusters Score: Raw -851283.397861 + Penalty 3145.623934 = -848137.773927 nChanged 10 SP:Iteration 30Q (1788.682437 sec): 3 clusters Score: Raw -851286.237440 + Penalty 3145.623934 = -848140.613506 nChanged 6 SP:Iteration 31Q (1788.740186 sec): 3 clusters Score: Raw -851289.019387 + Penalty 3145.623934 = -848143.395452 nChanged 2 SP:Iteration 32Q (1788.806204 sec): 3 clusters Score: Raw -851290.036682 + Penalty 3145.623934 = -848144.412748 nChanged 3 SP:Iteration 33Q (1788.877974 sec): 3 clusters Score: Raw -851292.390342 + Penalty 3145.623934 = -848146.766407 nChanged 4 SP:Iteration 34Q (1788.936488 sec): 3 clusters Score: Raw -851294.390720 + Penalty 3145.623934 = -848148.766786 nChanged 4 SP:Iteration 35Q (1788.998377 sec): 3 clusters Score: Raw -851298.146806 + Penalty 3145.623934 = -848152.522872 nChanged 4 SP:Iteration 36Q (1789.054392 sec): 3 clusters Score: Raw -851301.122755 + Penalty 3145.623934 = -848155.498821 nChanged 4 SP:Iteration 37Q (1789.129906 sec): 3 clusters Score: Raw -851304.534110 + Penalty 3145.623934 = -848158.910176 nChanged 5 SP:Iteration 38Q (1789.190734 sec): 3 clusters Score: Raw -851309.282162 + Penalty 3145.623934 = -848163.658227 nChanged 2 SP:Iteration 39Q (1789.240541 sec): 3 clusters Score: Raw -851310.982309 + Penalty 3145.623934 = -848165.358375 nChanged 3 SP:Iteration 40F (1789.309998 sec): 3 clusters Score: Raw -851312.384233 + Penalty 3145.623934 = -848166.760298 nChanged 1 SP:Iteration 41Q (1789.382525 sec): 3 clusters Score: Raw -851312.781335 + Penalty 3145.623934 = -848167.157401 nChanged 1 SP:Iteration 42Q (1789.442764 sec): 3 clusters Score: Raw -851313.615620 + Penalty 3145.623934 = -848167.991686 nChanged 1 SP:Iteration 43Q (1789.509422 sec): 3 clusters Score: Raw -851314.451174 + Penalty 3145.623934 = -848168.827240 nChanged 1 SP:Iteration 44Q (1789.582839 sec): 3 clusters Score: Raw -851314.728418 + Penalty 3145.623934 = -848169.104483 nChanged 0 SP:Iteration 45F (1789.646576 sec): 3 clusters Score: Raw -851314.728418 + Penalty 3145.623934 = -848169.104483 nChanged 0 Trying to split cluster 2 (9475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1789.680863 sec): 2 clusters Score: Raw -529526.137147 + Penalty 1487.916955 = -528038.220192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1789.740400 sec): 3 clusters Score: Raw -524210.814107 + Penalty 2975.833910 = -521234.980198 nChanged 4077 SP:Iteration 1F (1789.801645 sec): 3 clusters Score: Raw -526441.660426 + Penalty 2975.833910 = -523465.826516 nChanged 639 SP:Iteration 2F (1789.862373 sec): 3 clusters Score: Raw -526773.201379 + Penalty 2975.833910 = -523797.367469 nChanged 592 SP:Iteration 3F (1789.921569 sec): 3 clusters Score: Raw -527064.369050 + Penalty 2975.833910 = -524088.535140 nChanged 500 SP:Iteration 4F (1789.985311 sec): 3 clusters Score: Raw -527348.214628 + Penalty 2975.833910 = -524372.380718 nChanged 526 SP:Iteration 5F (1790.041573 sec): 3 clusters Score: Raw -527663.788295 + Penalty 2975.833910 = -524687.954385 nChanged 504 SP:Iteration 6F (1790.094970 sec): 3 clusters Score: Raw -528006.713835 + Penalty 2975.833910 = -525030.879925 nChanged 522 SP:Iteration 7F (1790.153501 sec): 3 clusters Score: Raw -528368.680287 + Penalty 2975.833910 = -525392.846377 nChanged 453 SP:Iteration 8Q (1790.212426 sec): 3 clusters Score: Raw -528665.344890 + Penalty 2975.833910 = -525689.510981 nChanged 367 SP:Iteration 9Q (1790.265795 sec): 3 clusters Score: Raw -528917.274777 + Penalty 2975.833910 = -525941.440867 nChanged 305 SP:Iteration 10Q (1790.335363 sec): 3 clusters Score: Raw -529139.654067 + Penalty 2975.833910 = -526163.820157 nChanged 265 SP:Iteration 11Q (1790.388614 sec): 3 clusters Score: Raw -529323.477704 + Penalty 2975.833910 = -526347.643794 nChanged 199 SP:Iteration 12Q (1790.451495 sec): 3 clusters Score: Raw -529459.933362 + Penalty 2975.833910 = -526484.099453 nChanged 153 SP:Iteration 13Q (1790.496544 sec): 3 clusters Score: Raw -529553.153181 + Penalty 2975.833910 = -526577.319271 nChanged 122 SP:Iteration 14Q (1790.550587 sec): 3 clusters Score: Raw -529623.817006 + Penalty 2975.833910 = -526647.983096 nChanged 88 SP:Iteration 15Q (1790.605765 sec): 3 clusters Score: Raw -529670.645133 + Penalty 2975.833910 = -526694.811223 nChanged 67 SP:Iteration 16Q (1790.678317 sec): 3 clusters Score: Raw -529702.089122 + Penalty 2975.833910 = -526726.255212 nChanged 61 SP:Iteration 17Q (1790.717057 sec): 3 clusters Score: Raw -529731.318970 + Penalty 2975.833910 = -526755.485060 nChanged 44 SP:Iteration 18Q (1790.772329 sec): 3 clusters Score: Raw -529749.297278 + Penalty 2975.833910 = -526773.463368 nChanged 41 SP:Iteration 19Q (1790.840971 sec): 3 clusters Score: Raw -529767.649442 + Penalty 2975.833910 = -526791.815532 nChanged 36 SP:Iteration 20F (1790.890676 sec): 3 clusters Score: Raw -529781.550526 + Penalty 2975.833910 = -526805.716616 nChanged 30 SP:Iteration 21Q (1790.956889 sec): 3 clusters Score: Raw -529793.291936 + Penalty 2975.833910 = -526817.458026 nChanged 28 SP:Iteration 22Q (1791.007413 sec): 3 clusters Score: Raw -529804.501114 + Penalty 2975.833910 = -526828.667204 nChanged 24 SP:Iteration 23Q (1791.069135 sec): 3 clusters Score: Raw -529815.320678 + Penalty 2975.833910 = -526839.486769 nChanged 20 SP:Iteration 24Q (1791.119138 sec): 3 clusters Score: Raw -529821.989435 + Penalty 2975.833910 = -526846.155525 nChanged 15 SP:Iteration 25Q (1791.166443 sec): 3 clusters Score: Raw -529827.543079 + Penalty 2975.833910 = -526851.709169 nChanged 14 SP:Iteration 26Q (1791.232009 sec): 3 clusters Score: Raw -529833.215978 + Penalty 2975.833910 = -526857.382068 nChanged 12 SP:Iteration 27Q (1791.288758 sec): 3 clusters Score: Raw -529836.803340 + Penalty 2975.833910 = -526860.969430 nChanged 8 SP:Iteration 28Q (1791.337659 sec): 3 clusters Score: Raw -529839.409528 + Penalty 2975.833910 = -526863.575618 nChanged 6 SP:Iteration 29Q (1791.402671 sec): 3 clusters Score: Raw -529840.574019 + Penalty 2975.833910 = -526864.740109 nChanged 5 SP:Iteration 30Q (1791.444640 sec): 3 clusters Score: Raw -529841.706019 + Penalty 2975.833910 = -526865.872109 nChanged 5 SP:Iteration 31Q (1791.502466 sec): 3 clusters Score: Raw -529843.081284 + Penalty 2975.833910 = -526867.247374 nChanged 5 SP:Iteration 32Q (1791.565648 sec): 3 clusters Score: Raw -529844.611317 + Penalty 2975.833910 = -526868.777407 nChanged 6 SP:Iteration 33Q (1791.616538 sec): 3 clusters Score: Raw -529846.308709 + Penalty 2975.833910 = -526870.474800 nChanged 5 SP:Iteration 34Q (1791.675891 sec): 3 clusters Score: Raw -529848.034342 + Penalty 2975.833910 = -526872.200433 nChanged 3 SP:Iteration 35Q (1791.724440 sec): 3 clusters Score: Raw -529848.761155 + Penalty 2975.833910 = -526872.927246 nChanged 2 SP:Iteration 36Q (1791.785069 sec): 3 clusters Score: Raw -529849.268105 + Penalty 2975.833910 = -526873.434195 nChanged 0 SP:Iteration 37F (1791.845381 sec): 3 clusters Score: Raw -529849.268105 + Penalty 2975.833910 = -526873.434195 nChanged 0 Trying to split cluster 3 (10797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1791.880351 sec): 2 clusters Score: Raw -568738.829279 + Penalty 1509.141334 = -567229.687945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1791.943694 sec): 3 clusters Score: Raw -562580.935449 + Penalty 3018.282669 = -559562.652780 nChanged 4716 SP:Iteration 1F (1792.000099 sec): 3 clusters Score: Raw -565320.449569 + Penalty 3018.282669 = -562302.166901 nChanged 753 SP:Iteration 2F (1792.059462 sec): 3 clusters Score: Raw -565781.808952 + Penalty 3018.282669 = -562763.526283 nChanged 731 SP:Iteration 3F (1792.130268 sec): 3 clusters Score: Raw -566322.102424 + Penalty 3018.282669 = -563303.819755 nChanged 700 SP:Iteration 4F (1792.181321 sec): 3 clusters Score: Raw -566841.669936 + Penalty 3018.282669 = -563823.387267 nChanged 708 SP:Iteration 5F (1792.251559 sec): 3 clusters Score: Raw -567346.961561 + Penalty 3018.282669 = -564328.678893 nChanged 617 SP:Iteration 6F (1792.315249 sec): 3 clusters Score: Raw -567778.786799 + Penalty 3018.282669 = -564760.504130 nChanged 504 SP:Iteration 7Q (1792.375105 sec): 3 clusters Score: Raw -568109.646244 + Penalty 3018.282669 = -565091.363575 nChanged 480 SP:Iteration 8Q (1792.429292 sec): 3 clusters Score: Raw -568421.055014 + Penalty 3018.282669 = -565402.772345 nChanged 361 SP:Iteration 9Q (1792.508901 sec): 3 clusters Score: Raw -568645.238777 + Penalty 3018.282669 = -565626.956108 nChanged 276 SP:Iteration 10Q (1792.562431 sec): 3 clusters Score: Raw -568779.294609 + Penalty 3018.282669 = -565761.011940 nChanged 210 SP:Iteration 11Q (1792.631473 sec): 3 clusters Score: Raw -568876.514408 + Penalty 3018.282669 = -565858.231739 nChanged 160 SP:Iteration 12Q (1792.683149 sec): 3 clusters Score: Raw -568942.197048 + Penalty 3018.282669 = -565923.914379 nChanged 135 SP:Iteration 13Q (1792.746518 sec): 3 clusters Score: Raw -568990.172262 + Penalty 3018.282669 = -565971.889593 nChanged 114 SP:Iteration 14Q (1792.810171 sec): 3 clusters Score: Raw -569036.785709 + Penalty 3018.282669 = -566018.503040 nChanged 117 SP:Iteration 15Q (1792.869045 sec): 3 clusters Score: Raw -569073.686115 + Penalty 3018.282669 = -566055.403446 nChanged 97 SP:Iteration 16Q (1792.924079 sec): 3 clusters Score: Raw -569105.262132 + Penalty 3018.282669 = -566086.979463 nChanged 93 SP:Iteration 17Q (1792.984045 sec): 3 clusters Score: Raw -569131.658229 + Penalty 3018.282669 = -566113.375561 nChanged 83 SP:Iteration 18Q (1793.053235 sec): 3 clusters Score: Raw -569157.671821 + Penalty 3018.282669 = -566139.389152 nChanged 78 SP:Iteration 19Q (1793.101817 sec): 3 clusters Score: Raw -569179.115709 + Penalty 3018.282669 = -566160.833040 nChanged 76 SP:Iteration 20F (1793.169498 sec): 3 clusters Score: Raw -569202.077771 + Penalty 3018.282669 = -566183.795102 nChanged 78 SP:Iteration 21Q (1793.223937 sec): 3 clusters Score: Raw -569224.701041 + Penalty 3018.282669 = -566206.418372 nChanged 82 SP:Iteration 22Q (1793.282203 sec): 3 clusters Score: Raw -569246.279544 + Penalty 3018.282669 = -566227.996875 nChanged 77 SP:Iteration 23Q (1793.336236 sec): 3 clusters Score: Raw -569268.759150 + Penalty 3018.282669 = -566250.476481 nChanged 71 SP:Iteration 24Q (1793.390790 sec): 3 clusters Score: Raw -569285.981701 + Penalty 3018.282669 = -566267.699032 nChanged 60 SP:Iteration 25Q (1793.456487 sec): 3 clusters Score: Raw -569299.465420 + Penalty 3018.282669 = -566281.182751 nChanged 47 SP:Iteration 26Q (1793.524627 sec): 3 clusters Score: Raw -569311.098344 + Penalty 3018.282669 = -566292.815675 nChanged 52 SP:Iteration 27Q (1793.581008 sec): 3 clusters Score: Raw -569323.040437 + Penalty 3018.282669 = -566304.757768 nChanged 48 SP:Iteration 28Q (1793.641344 sec): 3 clusters Score: Raw -569336.420744 + Penalty 3018.282669 = -566318.138075 nChanged 55 SP:Iteration 29Q (1793.695238 sec): 3 clusters Score: Raw -569348.436814 + Penalty 3018.282669 = -566330.154145 nChanged 41 SP:Iteration 30Q (1793.747831 sec): 3 clusters Score: Raw -569358.164752 + Penalty 3018.282669 = -566339.882083 nChanged 37 SP:Iteration 31Q (1793.798695 sec): 3 clusters Score: Raw -569364.946120 + Penalty 3018.282669 = -566346.663451 nChanged 39 SP:Iteration 32Q (1793.855651 sec): 3 clusters Score: Raw -569371.758139 + Penalty 3018.282669 = -566353.475470 nChanged 28 SP:Iteration 33Q (1793.919626 sec): 3 clusters Score: Raw -569375.782590 + Penalty 3018.282669 = -566357.499921 nChanged 25 SP:Iteration 34Q (1793.973435 sec): 3 clusters Score: Raw -569380.222323 + Penalty 3018.282669 = -566361.939654 nChanged 27 SP:Iteration 35Q (1794.027775 sec): 3 clusters Score: Raw -569384.037920 + Penalty 3018.282669 = -566365.755251 nChanged 17 SP:Iteration 36Q (1794.084540 sec): 3 clusters Score: Raw -569386.730337 + Penalty 3018.282669 = -566368.447668 nChanged 17 SP:Iteration 37Q (1794.146032 sec): 3 clusters Score: Raw -569389.266731 + Penalty 3018.282669 = -566370.984062 nChanged 13 SP:Iteration 38Q (1794.207278 sec): 3 clusters Score: Raw -569390.993952 + Penalty 3018.282669 = -566372.711283 nChanged 4 SP:Iteration 39Q (1794.269189 sec): 3 clusters Score: Raw -569391.351689 + Penalty 3018.282669 = -566373.069020 nChanged 2 SP:Iteration 40F (1794.326430 sec): 3 clusters Score: Raw -569391.890582 + Penalty 3018.282669 = -566373.607913 nChanged 8 SP:Iteration 41Q (1794.397066 sec): 3 clusters Score: Raw -569393.016384 + Penalty 3018.282669 = -566374.733715 nChanged 15 SP:Iteration 42Q (1794.461650 sec): 3 clusters Score: Raw -569395.885007 + Penalty 3018.282669 = -566377.602338 nChanged 17 SP:Iteration 43Q (1794.516864 sec): 3 clusters Score: Raw -569398.327196 + Penalty 3018.282669 = -566380.044527 nChanged 7 SP:Iteration 44Q (1794.583867 sec): 3 clusters Score: Raw -569399.201207 + Penalty 3018.282669 = -566380.918538 nChanged 4 SP:Iteration 45Q (1794.634567 sec): 3 clusters Score: Raw -569399.496985 + Penalty 3018.282669 = -566381.214316 nChanged 2 SP:Iteration 46Q (1794.700381 sec): 3 clusters Score: Raw -569399.603384 + Penalty 3018.282669 = -566381.320715 nChanged 1 SP:Iteration 47Q (1794.761051 sec): 3 clusters Score: Raw -569399.685545 + Penalty 3018.282669 = -566381.402876 nChanged 2 SP:Iteration 48Q (1794.810265 sec): 3 clusters Score: Raw -569399.893078 + Penalty 3018.282669 = -566381.610409 nChanged 1 SP:Iteration 49Q (1794.878147 sec): 3 clusters Score: Raw -569399.952570 + Penalty 3018.282669 = -566381.669901 nChanged 1 SP:Iteration 50Q (1794.928848 sec): 3 clusters Score: Raw -569400.178014 + Penalty 3018.282669 = -566381.895345 nChanged 4 SP:Iteration 51Q (1794.991759 sec): 3 clusters Score: Raw -569400.767256 + Penalty 3018.282669 = -566382.484587 nChanged 4 SP:Iteration 52Q (1795.051726 sec): 3 clusters Score: Raw -569401.216874 + Penalty 3018.282669 = -566382.934205 nChanged 4 SP:Iteration 53Q (1795.109983 sec): 3 clusters Score: Raw -569401.656361 + Penalty 3018.282669 = -566383.373693 nChanged 5 SP:Iteration 54Q (1795.169668 sec): 3 clusters Score: Raw -569402.177368 + Penalty 3018.282669 = -566383.894699 nChanged 5 SP:Iteration 55Q (1795.230677 sec): 3 clusters Score: Raw -569403.099487 + Penalty 3018.282669 = -566384.816818 nChanged 8 SP:Iteration 56Q (1795.285919 sec): 3 clusters Score: Raw -569403.992072 + Penalty 3018.282669 = -566385.709403 nChanged 7 SP:Iteration 57Q (1795.349877 sec): 3 clusters Score: Raw -569404.969735 + Penalty 3018.282669 = -566386.687066 nChanged 6 SP:Iteration 58Q (1795.407982 sec): 3 clusters Score: Raw -569405.624387 + Penalty 3018.282669 = -566387.341718 nChanged 7 SP:Iteration 59Q (1795.474775 sec): 3 clusters Score: Raw -569406.779406 + Penalty 3018.282669 = -566388.496737 nChanged 8 SP:Iteration 60F (1795.534051 sec): 3 clusters Score: Raw -569408.303582 + Penalty 3018.282669 = -566390.020913 nChanged 11 SP:Iteration 61Q (1795.583421 sec): 3 clusters Score: Raw -569410.338630 + Penalty 3018.282669 = -566392.055961 nChanged 10 SP:Iteration 62Q (1795.650802 sec): 3 clusters Score: Raw -569411.711280 + Penalty 3018.282669 = -566393.428611 nChanged 5 SP:Iteration 63Q (1795.711700 sec): 3 clusters Score: Raw -569412.550883 + Penalty 3018.282669 = -566394.268214 nChanged 4 SP:Iteration 64Q (1795.765283 sec): 3 clusters Score: Raw -569413.383392 + Penalty 3018.282669 = -566395.100723 nChanged 6 SP:Iteration 65Q (1795.828910 sec): 3 clusters Score: Raw -569414.695289 + Penalty 3018.282669 = -566396.412620 nChanged 4 SP:Iteration 66Q (1795.882362 sec): 3 clusters Score: Raw -569415.235998 + Penalty 3018.282669 = -566396.953329 nChanged 2 SP:Iteration 67Q (1795.948131 sec): 3 clusters Score: Raw -569415.365713 + Penalty 3018.282669 = -566397.083044 nChanged 0 SP:Iteration 68F (1796.002197 sec): 3 clusters Score: Raw -569415.365713 + Penalty 3018.282669 = -566397.083044 nChanged 0 Trying to split cluster 4 (8887 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1796.038075 sec): 2 clusters Score: Raw -481385.242613 + Penalty 1477.506032 = -479907.736580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1796.097935 sec): 3 clusters Score: Raw -476479.362527 + Penalty 2955.012064 = -473524.350462 nChanged 3821 SP:Iteration 1F (1796.152894 sec): 3 clusters Score: Raw -478661.129133 + Penalty 2955.012064 = -475706.117069 nChanged 704 SP:Iteration 2F (1796.213614 sec): 3 clusters Score: Raw -479259.439811 + Penalty 2955.012064 = -476304.427746 nChanged 687 SP:Iteration 3F (1796.266687 sec): 3 clusters Score: Raw -479916.051173 + Penalty 2955.012064 = -476961.039109 nChanged 650 SP:Iteration 4F (1796.323836 sec): 3 clusters Score: Raw -480591.818876 + Penalty 2955.012064 = -477636.806811 nChanged 648 SP:Iteration 5F (1796.379763 sec): 3 clusters Score: Raw -481210.299852 + Penalty 2955.012064 = -478255.287787 nChanged 568 SP:Iteration 6F (1796.439943 sec): 3 clusters Score: Raw -481720.948869 + Penalty 2955.012064 = -478765.936805 nChanged 492 SP:Iteration 7F (1796.483522 sec): 3 clusters Score: Raw -482103.950736 + Penalty 2955.012064 = -479148.938672 nChanged 399 SP:Iteration 8Q (1796.547997 sec): 3 clusters Score: Raw -482373.823469 + Penalty 2955.012064 = -479418.811404 nChanged 287 SP:Iteration 9Q (1796.604120 sec): 3 clusters Score: Raw -482536.651762 + Penalty 2955.012064 = -479581.639697 nChanged 201 SP:Iteration 10Q (1796.660282 sec): 3 clusters Score: Raw -482635.568709 + Penalty 2955.012064 = -479680.556645 nChanged 158 SP:Iteration 11Q (1796.707368 sec): 3 clusters Score: Raw -482701.255964 + Penalty 2955.012064 = -479746.243899 nChanged 110 SP:Iteration 12Q (1796.765088 sec): 3 clusters Score: Raw -482740.158494 + Penalty 2955.012064 = -479785.146429 nChanged 91 SP:Iteration 13Q (1796.812717 sec): 3 clusters Score: Raw -482771.236927 + Penalty 2955.012064 = -479816.224863 nChanged 91 SP:Iteration 14Q (1796.866386 sec): 3 clusters Score: Raw -482804.495996 + Penalty 2955.012064 = -479849.483931 nChanged 89 SP:Iteration 15Q (1796.922362 sec): 3 clusters Score: Raw -482833.369799 + Penalty 2955.012064 = -479878.357734 nChanged 85 SP:Iteration 16Q (1796.965023 sec): 3 clusters Score: Raw -482857.171395 + Penalty 2955.012064 = -479902.159331 nChanged 67 SP:Iteration 17Q (1797.030450 sec): 3 clusters Score: Raw -482874.071110 + Penalty 2955.012064 = -479919.059046 nChanged 61 SP:Iteration 18Q (1797.076873 sec): 3 clusters Score: Raw -482892.428176 + Penalty 2955.012064 = -479937.416112 nChanged 71 SP:Iteration 19Q (1797.135405 sec): 3 clusters Score: Raw -482913.393927 + Penalty 2955.012064 = -479958.381862 nChanged 71 SP:Iteration 20F (1797.188356 sec): 3 clusters Score: Raw -482933.969942 + Penalty 2955.012064 = -479978.957878 nChanged 51 SP:Iteration 21Q (1797.239342 sec): 3 clusters Score: Raw -482946.772100 + Penalty 2955.012064 = -479991.760036 nChanged 48 SP:Iteration 22Q (1797.298452 sec): 3 clusters Score: Raw -482958.836445 + Penalty 2955.012064 = -480003.824380 nChanged 55 SP:Iteration 23Q (1797.351711 sec): 3 clusters Score: Raw -482972.814038 + Penalty 2955.012064 = -480017.801973 nChanged 50 SP:Iteration 24Q (1797.410257 sec): 3 clusters Score: Raw -482985.428795 + Penalty 2955.012064 = -480030.416731 nChanged 51 SP:Iteration 25Q (1797.474079 sec): 3 clusters Score: Raw -482996.672607 + Penalty 2955.012064 = -480041.660542 nChanged 47 SP:Iteration 26Q (1797.540627 sec): 3 clusters Score: Raw -483005.816526 + Penalty 2955.012064 = -480050.804461 nChanged 39 SP:Iteration 27Q (1797.580599 sec): 3 clusters Score: Raw -483013.788327 + Penalty 2955.012064 = -480058.776263 nChanged 37 SP:Iteration 28Q (1797.631605 sec): 3 clusters Score: Raw -483021.871540 + Penalty 2955.012064 = -480066.859476 nChanged 30 SP:Iteration 29Q (1797.688395 sec): 3 clusters Score: Raw -483028.439587 + Penalty 2955.012064 = -480073.427523 nChanged 31 SP:Iteration 30Q (1797.752976 sec): 3 clusters Score: Raw -483035.552393 + Penalty 2955.012064 = -480080.540329 nChanged 40 SP:Iteration 31Q (1797.793282 sec): 3 clusters Score: Raw -483044.615237 + Penalty 2955.012064 = -480089.603172 nChanged 36 SP:Iteration 32Q (1797.862158 sec): 3 clusters Score: Raw -483051.089212 + Penalty 2955.012064 = -480096.077148 nChanged 27 SP:Iteration 33Q (1797.912205 sec): 3 clusters Score: Raw -483056.554884 + Penalty 2955.012064 = -480101.542819 nChanged 26 SP:Iteration 34Q (1797.977620 sec): 3 clusters Score: Raw -483060.841552 + Penalty 2955.012064 = -480105.829488 nChanged 14 SP:Iteration 35Q (1798.024709 sec): 3 clusters Score: Raw -483062.637462 + Penalty 2955.012064 = -480107.625397 nChanged 14 SP:Iteration 36Q (1798.087386 sec): 3 clusters Score: Raw -483064.731045 + Penalty 2955.012064 = -480109.718981 nChanged 13 SP:Iteration 37Q (1798.139748 sec): 3 clusters Score: Raw -483066.869262 + Penalty 2955.012064 = -480111.857198 nChanged 9 SP:Iteration 38Q (1798.202735 sec): 3 clusters Score: Raw -483067.786036 + Penalty 2955.012064 = -480112.773972 nChanged 3 SP:Iteration 39Q (1798.248942 sec): 3 clusters Score: Raw -483068.259254 + Penalty 2955.012064 = -480113.247190 nChanged 4 SP:Iteration 40F (1798.310462 sec): 3 clusters Score: Raw -483068.821173 + Penalty 2955.012064 = -480113.809109 nChanged 6 SP:Iteration 41Q (1798.353343 sec): 3 clusters Score: Raw -483069.811639 + Penalty 2955.012064 = -480114.799574 nChanged 5 SP:Iteration 42Q (1798.409958 sec): 3 clusters Score: Raw -483070.300420 + Penalty 2955.012064 = -480115.288356 nChanged 2 SP:Iteration 43Q (1798.467517 sec): 3 clusters Score: Raw -483070.384201 + Penalty 2955.012064 = -480115.372137 nChanged 3 SP:Iteration 44Q (1798.523546 sec): 3 clusters Score: Raw -483070.759635 + Penalty 2955.012064 = -480115.747570 nChanged 4 SP:Iteration 45Q (1798.585208 sec): 3 clusters Score: Raw -483071.628292 + Penalty 2955.012064 = -480116.616228 nChanged 5 SP:Iteration 46Q (1798.645741 sec): 3 clusters Score: Raw -483072.351719 + Penalty 2955.012064 = -480117.339655 nChanged 8 SP:Iteration 47Q (1798.699667 sec): 3 clusters Score: Raw -483073.197095 + Penalty 2955.012064 = -480118.185031 nChanged 4 SP:Iteration 48Q (1798.755069 sec): 3 clusters Score: Raw -483073.464728 + Penalty 2955.012064 = -480118.452664 nChanged 2 SP:Iteration 49Q (1798.811451 sec): 3 clusters Score: Raw -483073.612516 + Penalty 2955.012064 = -480118.600451 nChanged 0 SP:Iteration 50F (1798.875784 sec): 3 clusters Score: Raw -483073.612516 + Penalty 2955.012064 = -480118.600451 nChanged 0 Score: Raw -12057073.658760 + Penalty 74604.823753 = -11982468.835007 Splitting cluster 4 changes total score from -11982742.448060 to -11982468.835007 So it's not getting split. Trying to split cluster 5 (3008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1804.845265 sec): 2 clusters Score: Raw -111688.835829 + Penalty 1301.467486 = -110387.368342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1804.884038 sec): 3 clusters Score: Raw -110296.379997 + Penalty 2602.934973 = -107693.445024 nChanged 1187 SP:Iteration 1F (1804.932745 sec): 3 clusters Score: Raw -111325.175180 + Penalty 2602.934973 = -108722.240208 nChanged 347 SP:Iteration 2F (1804.983064 sec): 3 clusters Score: Raw -111731.341223 + Penalty 2602.934973 = -109128.406250 nChanged 277 SP:Iteration 3F (1805.040266 sec): 3 clusters Score: Raw -112067.807274 + Penalty 2602.934973 = -109464.872302 nChanged 193 SP:Iteration 4F (1805.087775 sec): 3 clusters Score: Raw -112340.594158 + Penalty 2602.934973 = -109737.659186 nChanged 155 SP:Iteration 5F (1805.126977 sec): 3 clusters Score: Raw -112535.819179 + Penalty 2602.934973 = -109932.884207 nChanged 120 SP:Iteration 6Q (1805.180806 sec): 3 clusters Score: Raw -112664.058571 + Penalty 2602.934973 = -110061.123599 nChanged 98 SP:Iteration 7Q (1805.226454 sec): 3 clusters Score: Raw -112807.955875 + Penalty 2602.934973 = -110205.020903 nChanged 98 SP:Iteration 8Q (1805.263556 sec): 3 clusters Score: Raw -112942.834667 + Penalty 2602.934973 = -110339.899694 nChanged 78 SP:Iteration 9Q (1805.305335 sec): 3 clusters Score: Raw -113054.383185 + Penalty 2602.934973 = -110451.448212 nChanged 78 SP:Iteration 10Q (1805.360362 sec): 3 clusters Score: Raw -113174.332575 + Penalty 2602.934973 = -110571.397602 nChanged 69 SP:Iteration 11Q (1805.404787 sec): 3 clusters Score: Raw -113234.347731 + Penalty 2602.934973 = -110631.412758 nChanged 39 SP:Iteration 12Q (1805.459621 sec): 3 clusters Score: Raw -113264.384271 + Penalty 2602.934973 = -110661.449298 nChanged 18 SP:Iteration 13Q (1805.505457 sec): 3 clusters Score: Raw -113283.231920 + Penalty 2602.934973 = -110680.296947 nChanged 21 SP:Iteration 14Q (1805.550461 sec): 3 clusters Score: Raw -113296.942214 + Penalty 2602.934973 = -110694.007242 nChanged 19 SP:Iteration 15Q (1805.591905 sec): 3 clusters Score: Raw -113308.054724 + Penalty 2602.934973 = -110705.119752 nChanged 19 SP:Iteration 16Q (1805.631434 sec): 3 clusters Score: Raw -113316.989100 + Penalty 2602.934973 = -110714.054127 nChanged 17 SP:Iteration 17Q (1805.677746 sec): 3 clusters Score: Raw -113324.293683 + Penalty 2602.934973 = -110721.358710 nChanged 10 SP:Iteration 18Q (1805.724374 sec): 3 clusters Score: Raw -113338.273892 + Penalty 2602.934973 = -110735.338920 nChanged 10 SP:Iteration 19Q (1805.771200 sec): 3 clusters Score: Raw -113345.374214 + Penalty 2602.934973 = -110742.439241 nChanged 3 SP:Iteration 20F (1805.821237 sec): 3 clusters Score: Raw -113348.812396 + Penalty 2602.934973 = -110745.877424 nChanged 3 SP:Iteration 21Q (1805.867933 sec): 3 clusters Score: Raw -113353.813544 + Penalty 2602.934973 = -110750.878572 nChanged 6 SP:Iteration 22Q (1805.913886 sec): 3 clusters Score: Raw -113357.197201 + Penalty 2602.934973 = -110754.262229 nChanged 2 SP:Iteration 23Q (1805.961848 sec): 3 clusters Score: Raw -113357.457164 + Penalty 2602.934973 = -110754.522191 nChanged 1 SP:Iteration 24Q (1806.007758 sec): 3 clusters Score: Raw -113357.742769 + Penalty 2602.934973 = -110754.807796 nChanged 0 SP:Iteration 25F (1806.041548 sec): 3 clusters Score: Raw -113357.742769 + Penalty 2602.934973 = -110754.807796 nChanged 0 Score: Raw -12057054.195796 + Penalty 74604.823753 = -11982449.372044 Splitting cluster 5 changes total score from -11982742.448060 to -11982449.372044 So it's not getting split. Trying to split cluster 6 (2704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1812.414643 sec): 2 clusters Score: Raw -144388.822963 + Penalty 1284.154209 = -143104.668754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1812.462179 sec): 3 clusters Score: Raw -143179.306827 + Penalty 2568.308417 = -140610.998409 nChanged 1000 SP:Iteration 1F (1812.512566 sec): 3 clusters Score: Raw -143807.532158 + Penalty 2568.308417 = -141239.223741 nChanged 227 SP:Iteration 2F (1812.548930 sec): 3 clusters Score: Raw -143978.988237 + Penalty 2568.308417 = -141410.679820 nChanged 156 SP:Iteration 3F (1812.591373 sec): 3 clusters Score: Raw -144099.565417 + Penalty 2568.308417 = -141531.257000 nChanged 117 SP:Iteration 4Q (1812.644460 sec): 3 clusters Score: Raw -144176.816941 + Penalty 2568.308417 = -141608.508523 nChanged 85 SP:Iteration 5Q (1812.680106 sec): 3 clusters Score: Raw -144237.894203 + Penalty 2568.308417 = -141669.585786 nChanged 78 SP:Iteration 6Q (1812.725202 sec): 3 clusters Score: Raw -144288.181447 + Penalty 2568.308417 = -141719.873030 nChanged 62 SP:Iteration 7Q (1812.767858 sec): 3 clusters Score: Raw -144330.185047 + Penalty 2568.308417 = -141761.876630 nChanged 61 SP:Iteration 8Q (1812.813804 sec): 3 clusters Score: Raw -144378.182727 + Penalty 2568.308417 = -141809.874310 nChanged 57 SP:Iteration 9Q (1812.853071 sec): 3 clusters Score: Raw -144418.778271 + Penalty 2568.308417 = -141850.469854 nChanged 52 SP:Iteration 10Q (1812.902796 sec): 3 clusters Score: Raw -144465.309412 + Penalty 2568.308417 = -141897.000995 nChanged 50 SP:Iteration 11Q (1812.960916 sec): 3 clusters Score: Raw -144514.812433 + Penalty 2568.308417 = -141946.504016 nChanged 51 SP:Iteration 12Q (1813.001750 sec): 3 clusters Score: Raw -144566.614596 + Penalty 2568.308417 = -141998.306179 nChanged 49 SP:Iteration 13Q (1813.052569 sec): 3 clusters Score: Raw -144618.535588 + Penalty 2568.308417 = -142050.227171 nChanged 56 SP:Iteration 14Q (1813.081567 sec): 3 clusters Score: Raw -144669.314554 + Penalty 2568.308417 = -142101.006137 nChanged 38 SP:Iteration 15Q (1813.125475 sec): 3 clusters Score: Raw -144698.134527 + Penalty 2568.308417 = -142129.826110 nChanged 34 SP:Iteration 16Q (1813.163740 sec): 3 clusters Score: Raw -144715.119962 + Penalty 2568.308417 = -142146.811545 nChanged 32 SP:Iteration 17Q (1813.219460 sec): 3 clusters Score: Raw -144729.894021 + Penalty 2568.308417 = -142161.585604 nChanged 12 SP:Iteration 18Q (1813.267796 sec): 3 clusters Score: Raw -144735.352044 + Penalty 2568.308417 = -142167.043627 nChanged 15 SP:Iteration 19Q (1813.310587 sec): 3 clusters Score: Raw -144741.718798 + Penalty 2568.308417 = -142173.410381 nChanged 13 SP:Iteration 20F (1813.353262 sec): 3 clusters Score: Raw -144747.061402 + Penalty 2568.308417 = -142178.752985 nChanged 10 SP:Iteration 21Q (1813.392104 sec): 3 clusters Score: Raw -144750.924226 + Penalty 2568.308417 = -142182.615809 nChanged 9 SP:Iteration 22Q (1813.431733 sec): 3 clusters Score: Raw -144754.724112 + Penalty 2568.308417 = -142186.415695 nChanged 6 SP:Iteration 23Q (1813.474826 sec): 3 clusters Score: Raw -144757.457491 + Penalty 2568.308417 = -142189.149074 nChanged 10 SP:Iteration 24Q (1813.515598 sec): 3 clusters Score: Raw -144760.535091 + Penalty 2568.308417 = -142192.226674 nChanged 5 SP:Iteration 25Q (1813.564581 sec): 3 clusters Score: Raw -144761.813176 + Penalty 2568.308417 = -142193.504758 nChanged 6 SP:Iteration 26Q (1813.614914 sec): 3 clusters Score: Raw -144763.489189 + Penalty 2568.308417 = -142195.180772 nChanged 8 SP:Iteration 27Q (1813.654440 sec): 3 clusters Score: Raw -144766.131625 + Penalty 2568.308417 = -142197.823208 nChanged 9 SP:Iteration 28Q (1813.710067 sec): 3 clusters Score: Raw -144768.753889 + Penalty 2568.308417 = -142200.445472 nChanged 8 SP:Iteration 29Q (1813.747260 sec): 3 clusters Score: Raw -144772.329361 + Penalty 2568.308417 = -142204.020944 nChanged 13 SP:Iteration 30Q (1813.788291 sec): 3 clusters Score: Raw -144777.014830 + Penalty 2568.308417 = -142208.706413 nChanged 10 SP:Iteration 31Q (1813.834335 sec): 3 clusters Score: Raw -144779.889033 + Penalty 2568.308417 = -142211.580616 nChanged 11 SP:Iteration 32Q (1813.876365 sec): 3 clusters Score: Raw -144785.588649 + Penalty 2568.308417 = -142217.280232 nChanged 15 SP:Iteration 33Q (1813.920748 sec): 3 clusters Score: Raw -144792.029874 + Penalty 2568.308417 = -142223.721457 nChanged 11 SP:Iteration 34Q (1813.969697 sec): 3 clusters Score: Raw -144796.890374 + Penalty 2568.308417 = -142228.581957 nChanged 8 SP:Iteration 35Q (1814.015111 sec): 3 clusters Score: Raw -144800.131485 + Penalty 2568.308417 = -142231.823068 nChanged 14 SP:Iteration 36Q (1814.063907 sec): 3 clusters Score: Raw -144805.715715 + Penalty 2568.308417 = -142237.407298 nChanged 8 SP:Iteration 37Q (1814.107300 sec): 3 clusters Score: Raw -144808.893592 + Penalty 2568.308417 = -142240.585175 nChanged 7 SP:Iteration 38Q (1814.144327 sec): 3 clusters Score: Raw -144810.798880 + Penalty 2568.308417 = -142242.490463 nChanged 4 SP:Iteration 39Q (1814.185452 sec): 3 clusters Score: Raw -144811.605711 + Penalty 2568.308417 = -142243.297294 nChanged 4 SP:Iteration 40F (1814.242068 sec): 3 clusters Score: Raw -144812.754676 + Penalty 2568.308417 = -142244.446259 nChanged 5 SP:Iteration 41Q (1814.286107 sec): 3 clusters Score: Raw -144815.125218 + Penalty 2568.308417 = -142246.816801 nChanged 1 SP:Iteration 42Q (1814.330573 sec): 3 clusters Score: Raw -144815.307598 + Penalty 2568.308417 = -142246.999181 nChanged 2 SP:Iteration 43Q (1814.370886 sec): 3 clusters Score: Raw -144815.956174 + Penalty 2568.308417 = -142247.647756 nChanged 2 SP:Iteration 44Q (1814.418172 sec): 3 clusters Score: Raw -144816.252062 + Penalty 2568.308417 = -142247.943645 nChanged 0 SP:Iteration 45F (1814.478451 sec): 3 clusters Score: Raw -144816.252062 + Penalty 2568.308417 = -142247.943645 nChanged 0 Trying to split cluster 7 (6252 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1814.499688 sec): 2 clusters Score: Raw -288188.496996 + Penalty 1420.356712 = -286768.140284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1814.553833 sec): 3 clusters Score: Raw -284824.729811 + Penalty 2840.713425 = -281984.016386 nChanged 2619 SP:Iteration 1F (1814.614200 sec): 3 clusters Score: Raw -286361.158570 + Penalty 2840.713425 = -283520.445145 nChanged 495 SP:Iteration 2F (1814.670895 sec): 3 clusters Score: Raw -286847.596763 + Penalty 2840.713425 = -284006.883339 nChanged 521 SP:Iteration 3F (1814.729681 sec): 3 clusters Score: Raw -287869.009663 + Penalty 2840.713425 = -285028.296238 nChanged 692 SP:Iteration 4F (1814.775337 sec): 3 clusters Score: Raw -289227.774272 + Penalty 2840.713425 = -286387.060847 nChanged 755 SP:Iteration 5F (1814.817595 sec): 3 clusters Score: Raw -290152.176945 + Penalty 2840.713425 = -287311.463521 nChanged 457 SP:Iteration 6F (1814.870783 sec): 3 clusters Score: Raw -290544.564293 + Penalty 2840.713425 = -287703.850868 nChanged 217 SP:Iteration 7Q (1814.921549 sec): 3 clusters Score: Raw -290689.766933 + Penalty 2840.713425 = -287849.053508 nChanged 133 SP:Iteration 8Q (1814.973397 sec): 3 clusters Score: Raw -290765.105718 + Penalty 2840.713425 = -287924.392293 nChanged 70 SP:Iteration 9Q (1815.021162 sec): 3 clusters Score: Raw -290803.711904 + Penalty 2840.713425 = -287962.998480 nChanged 47 SP:Iteration 10Q (1815.076212 sec): 3 clusters Score: Raw -290820.210868 + Penalty 2840.713425 = -287979.497443 nChanged 16 SP:Iteration 11Q (1815.131344 sec): 3 clusters Score: Raw -290825.843509 + Penalty 2840.713425 = -287985.130084 nChanged 11 SP:Iteration 12Q (1815.196336 sec): 3 clusters Score: Raw -290828.344792 + Penalty 2840.713425 = -287987.631367 nChanged 7 SP:Iteration 13Q (1815.237795 sec): 3 clusters Score: Raw -290829.443749 + Penalty 2840.713425 = -287988.730324 nChanged 4 SP:Iteration 14Q (1815.294648 sec): 3 clusters Score: Raw -290830.567828 + Penalty 2840.713425 = -287989.854403 nChanged 5 SP:Iteration 15Q (1815.344800 sec): 3 clusters Score: Raw -290831.589326 + Penalty 2840.713425 = -287990.875901 nChanged 2 SP:Iteration 16Q (1815.398780 sec): 3 clusters Score: Raw -290831.908285 + Penalty 2840.713425 = -287991.194860 nChanged 0 SP:Iteration 17F (1815.456564 sec): 3 clusters Score: Raw -290831.908285 + Penalty 2840.713425 = -287991.194860 nChanged 0 Score: Raw -12058028.700145 + Penalty 74604.823753 = -11983423.876392 Splitting cluster 7 changes total score from -11982742.448060 to -11983423.876392 So it's getting split into cluster 34. Trying to split cluster 8 (3079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1822.183839 sec): 2 clusters Score: Raw -157440.469283 + Penalty 1305.258524 = -156135.210759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1822.228135 sec): 3 clusters Score: Raw -155963.463754 + Penalty 2610.517048 = -153352.946706 nChanged 1184 SP:Iteration 1F (1822.280085 sec): 3 clusters Score: Raw -156632.683832 + Penalty 2610.517048 = -154022.166784 nChanged 259 SP:Iteration 2F (1822.325800 sec): 3 clusters Score: Raw -156821.513156 + Penalty 2610.517048 = -154210.996108 nChanged 197 SP:Iteration 3F (1822.369789 sec): 3 clusters Score: Raw -156975.854816 + Penalty 2610.517048 = -154365.337768 nChanged 153 SP:Iteration 4Q (1822.412781 sec): 3 clusters Score: Raw -157086.360151 + Penalty 2610.517048 = -154475.843103 nChanged 121 SP:Iteration 5Q (1822.459477 sec): 3 clusters Score: Raw -157167.329783 + Penalty 2610.517048 = -154556.812735 nChanged 105 SP:Iteration 6Q (1822.510807 sec): 3 clusters Score: Raw -157233.155434 + Penalty 2610.517048 = -154622.638386 nChanged 93 SP:Iteration 7Q (1822.549732 sec): 3 clusters Score: Raw -157296.332877 + Penalty 2610.517048 = -154685.815828 nChanged 86 SP:Iteration 8Q (1822.582432 sec): 3 clusters Score: Raw -157355.712934 + Penalty 2610.517048 = -154745.195886 nChanged 93 SP:Iteration 9Q (1822.626704 sec): 3 clusters Score: Raw -157419.679248 + Penalty 2610.517048 = -154809.162200 nChanged 80 SP:Iteration 10Q (1822.675321 sec): 3 clusters Score: Raw -157477.047070 + Penalty 2610.517048 = -154866.530022 nChanged 69 SP:Iteration 11Q (1822.722367 sec): 3 clusters Score: Raw -157517.188520 + Penalty 2610.517048 = -154906.671472 nChanged 63 SP:Iteration 12Q (1822.760834 sec): 3 clusters Score: Raw -157554.455809 + Penalty 2610.517048 = -154943.938761 nChanged 62 SP:Iteration 13Q (1822.819923 sec): 3 clusters Score: Raw -157588.615241 + Penalty 2610.517048 = -154978.098193 nChanged 48 SP:Iteration 14Q (1822.866834 sec): 3 clusters Score: Raw -157615.226277 + Penalty 2610.517048 = -155004.709228 nChanged 47 SP:Iteration 15Q (1822.900169 sec): 3 clusters Score: Raw -157645.574085 + Penalty 2610.517048 = -155035.057037 nChanged 54 SP:Iteration 16Q (1822.946749 sec): 3 clusters Score: Raw -157675.844536 + Penalty 2610.517048 = -155065.327488 nChanged 56 SP:Iteration 17Q (1822.999474 sec): 3 clusters Score: Raw -157711.339173 + Penalty 2610.517048 = -155100.822125 nChanged 51 SP:Iteration 18Q (1823.032412 sec): 3 clusters Score: Raw -157745.621786 + Penalty 2610.517048 = -155135.104737 nChanged 52 SP:Iteration 19Q (1823.082928 sec): 3 clusters Score: Raw -157776.551039 + Penalty 2610.517048 = -155166.033991 nChanged 45 SP:Iteration 20F (1823.129025 sec): 3 clusters Score: Raw -157803.780655 + Penalty 2610.517048 = -155193.263607 nChanged 41 SP:Iteration 21Q (1823.174114 sec): 3 clusters Score: Raw -157826.900005 + Penalty 2610.517048 = -155216.382957 nChanged 37 SP:Iteration 22Q (1823.226225 sec): 3 clusters Score: Raw -157848.369921 + Penalty 2610.517048 = -155237.852873 nChanged 41 SP:Iteration 23Q (1823.261954 sec): 3 clusters Score: Raw -157873.654645 + Penalty 2610.517048 = -155263.137597 nChanged 31 SP:Iteration 24Q (1823.309369 sec): 3 clusters Score: Raw -157889.350703 + Penalty 2610.517048 = -155278.833655 nChanged 27 SP:Iteration 25Q (1823.358797 sec): 3 clusters Score: Raw -157903.462671 + Penalty 2610.517048 = -155292.945623 nChanged 20 SP:Iteration 26Q (1823.400471 sec): 3 clusters Score: Raw -157911.851290 + Penalty 2610.517048 = -155301.334242 nChanged 22 SP:Iteration 27Q (1823.449161 sec): 3 clusters Score: Raw -157922.144607 + Penalty 2610.517048 = -155311.627559 nChanged 22 SP:Iteration 28Q (1823.494504 sec): 3 clusters Score: Raw -157934.072451 + Penalty 2610.517048 = -155323.555403 nChanged 24 SP:Iteration 29Q (1823.528966 sec): 3 clusters Score: Raw -157946.277845 + Penalty 2610.517048 = -155335.760797 nChanged 19 SP:Iteration 30Q (1823.584291 sec): 3 clusters Score: Raw -157953.282428 + Penalty 2610.517048 = -155342.765380 nChanged 12 SP:Iteration 31Q (1823.616619 sec): 3 clusters Score: Raw -157956.101851 + Penalty 2610.517048 = -155345.584803 nChanged 7 SP:Iteration 32Q (1823.662222 sec): 3 clusters Score: Raw -157957.952642 + Penalty 2610.517048 = -155347.435594 nChanged 9 SP:Iteration 33Q (1823.718287 sec): 3 clusters Score: Raw -157962.260789 + Penalty 2610.517048 = -155351.743741 nChanged 4 SP:Iteration 34Q (1823.765680 sec): 3 clusters Score: Raw -157963.844181 + Penalty 2610.517048 = -155353.327133 nChanged 1 SP:Iteration 35Q (1823.811647 sec): 3 clusters Score: Raw -157964.168256 + Penalty 2610.517048 = -155353.651208 nChanged 4 SP:Iteration 36Q (1823.851495 sec): 3 clusters Score: Raw -157965.398744 + Penalty 2610.517048 = -155354.881696 nChanged 1 SP:Iteration 37Q (1823.900606 sec): 3 clusters Score: Raw -157965.581249 + Penalty 2610.517048 = -155355.064201 nChanged 0 SP:Iteration 38F (1823.948115 sec): 3 clusters Score: Raw -157965.581249 + Penalty 2610.517048 = -155355.064201 nChanged 0 Trying to split cluster 9 (963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1823.970461 sec): 2 clusters Score: Raw -49281.759490 + Penalty 1116.383679 = -48165.375811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1824.014755 sec): 3 clusters Score: Raw -49032.150902 + Penalty 2232.767359 = -46799.383543 nChanged 301 SP:Iteration 1F (1824.062339 sec): 3 clusters Score: Raw -49348.139589 + Penalty 2232.767359 = -47115.372231 nChanged 84 SP:Iteration 2F (1824.114310 sec): 3 clusters Score: Raw -49505.990554 + Penalty 2232.767359 = -47273.223195 nChanged 60 SP:Iteration 3F (1824.149858 sec): 3 clusters Score: Raw -49594.149662 + Penalty 2232.767359 = -47361.382303 nChanged 43 SP:Iteration 4Q (1824.189613 sec): 3 clusters Score: Raw -49684.554495 + Penalty 2232.767359 = -47451.787136 nChanged 53 SP:Iteration 5F (1824.237425 sec): 3 clusters Score: Raw -49795.273456 + Penalty 2232.767359 = -47562.506098 nChanged 53 SP:Iteration 6F (1824.274072 sec): 3 clusters Score: Raw -49885.736212 + Penalty 2232.767359 = -47652.968853 nChanged 39 SP:Iteration 7Q (1824.314669 sec): 3 clusters Score: Raw -49958.136561 + Penalty 2232.767359 = -47725.369202 nChanged 27 SP:Iteration 8Q (1824.356021 sec): 3 clusters Score: Raw -50001.922582 + Penalty 2232.767359 = -47769.155223 nChanged 28 SP:Iteration 9Q (1824.391041 sec): 3 clusters Score: Raw -50042.422798 + Penalty 2232.767359 = -47809.655439 nChanged 15 SP:Iteration 10Q (1824.428566 sec): 3 clusters Score: Raw -50055.337359 + Penalty 2232.767359 = -47822.570000 nChanged 5 SP:Iteration 11Q (1824.465082 sec): 3 clusters Score: Raw -50062.641060 + Penalty 2232.767359 = -47829.873701 nChanged 7 SP:Iteration 12Q (1824.502476 sec): 3 clusters Score: Raw -50072.451436 + Penalty 2232.767359 = -47839.684077 nChanged 7 SP:Iteration 13Q (1824.539896 sec): 3 clusters Score: Raw -50083.237471 + Penalty 2232.767359 = -47850.470113 nChanged 6 SP:Iteration 14Q (1824.576146 sec): 3 clusters Score: Raw -50092.117150 + Penalty 2232.767359 = -47859.349791 nChanged 1 SP:Iteration 15Q (1824.614756 sec): 3 clusters Score: Raw -50094.345142 + Penalty 2232.767359 = -47861.577783 nChanged 0 SP:Iteration 16F (1824.649828 sec): 3 clusters Score: Raw -50096.521953 + Penalty 2232.767359 = -47863.754594 nChanged 1 SP:Iteration 17Q (1824.702158 sec): 3 clusters Score: Raw -50101.714591 + Penalty 2232.767359 = -47868.947232 nChanged 4 SP:Iteration 18Q (1824.748664 sec): 3 clusters Score: Raw -50109.040371 + Penalty 2232.767359 = -47876.273012 nChanged 4 SP:Iteration 19Q (1824.781410 sec): 3 clusters Score: Raw -50121.446107 + Penalty 2232.767359 = -47888.678748 nChanged 9 SP:Iteration 20F (1824.823940 sec): 3 clusters Score: Raw -50144.213423 + Penalty 2232.767359 = -47911.446064 nChanged 6 SP:Iteration 21Q (1824.874304 sec): 3 clusters Score: Raw -50168.972149 + Penalty 2232.767359 = -47936.204790 nChanged 6 SP:Iteration 22Q (1824.911090 sec): 3 clusters Score: Raw -50184.381204 + Penalty 2232.767359 = -47951.613845 nChanged 6 SP:Iteration 23Q (1824.954283 sec): 3 clusters Score: Raw -50207.360501 + Penalty 2232.767359 = -47974.593143 nChanged 8 SP:Iteration 24Q (1825.009725 sec): 3 clusters Score: Raw -50222.587264 + Penalty 2232.767359 = -47989.819905 nChanged 7 SP:Iteration 25Q (1825.050062 sec): 3 clusters Score: Raw -50236.069797 + Penalty 2232.767359 = -48003.302438 nChanged 5 SP:Iteration 26Q (1825.092411 sec): 3 clusters Score: Raw -50259.328840 + Penalty 2232.767359 = -48026.561481 nChanged 11 SP:Iteration 27Q (1825.131612 sec): 3 clusters Score: Raw -50301.559245 + Penalty 2232.767359 = -48068.791887 nChanged 11 SP:Iteration 28Q (1825.169941 sec): 3 clusters Score: Raw -50323.302740 + Penalty 2232.767359 = -48090.535381 nChanged 5 SP:Iteration 29Q (1825.208824 sec): 3 clusters Score: Raw -50339.746574 + Penalty 2232.767359 = -48106.979215 nChanged 7 SP:Iteration 30Q (1825.263882 sec): 3 clusters Score: Raw -50354.699690 + Penalty 2232.767359 = -48121.932331 nChanged 8 SP:Iteration 31Q (1825.300849 sec): 3 clusters Score: Raw -50362.746820 + Penalty 2232.767359 = -48129.979461 nChanged 2 SP:Iteration 32Q (1825.348621 sec): 3 clusters Score: Raw -50375.245860 + Penalty 2232.767359 = -48142.478501 nChanged 5 SP:Iteration 33Q (1825.388805 sec): 3 clusters Score: Raw -50390.685069 + Penalty 2232.767359 = -48157.917710 nChanged 4 SP:Iteration 34Q (1825.442537 sec): 3 clusters Score: Raw -50398.884900 + Penalty 2232.767359 = -48166.117542 nChanged 4 SP:Iteration 35Q (1825.486088 sec): 3 clusters Score: Raw -50402.837878 + Penalty 2232.767359 = -48170.070519 nChanged 2 SP:Iteration 36Q (1825.529503 sec): 3 clusters Score: Raw -50404.519538 + Penalty 2232.767359 = -48171.752179 nChanged 1 SP:Iteration 37Q (1825.566536 sec): 3 clusters Score: Raw -50405.089298 + Penalty 2232.767359 = -48172.321939 nChanged 1 SP:Iteration 38Q (1825.608922 sec): 3 clusters Score: Raw -50405.596506 + Penalty 2232.767359 = -48172.829147 nChanged 0 SP:Iteration 39F (1825.650943 sec): 3 clusters Score: Raw -50406.077143 + Penalty 2232.767359 = -48173.309784 nChanged 1 SP:Iteration 40F (1825.703032 sec): 3 clusters Score: Raw -50409.032777 + Penalty 2232.767359 = -48176.265418 nChanged 3 SP:Iteration 41Q (1825.747560 sec): 3 clusters Score: Raw -50413.909001 + Penalty 2232.767359 = -48181.141642 nChanged 2 SP:Iteration 42Q (1825.779326 sec): 3 clusters Score: Raw -50418.170167 + Penalty 2232.767359 = -48185.402808 nChanged 2 SP:Iteration 43Q (1825.824017 sec): 3 clusters Score: Raw -50420.896380 + Penalty 2232.767359 = -48188.129021 nChanged 1 SP:Iteration 44Q (1825.868656 sec): 3 clusters Score: Raw -50423.494436 + Penalty 2232.767359 = -48190.727078 nChanged 1 SP:Iteration 45Q (1825.910923 sec): 3 clusters Score: Raw -50424.503353 + Penalty 2232.767359 = -48191.735994 nChanged 0 SP:Iteration 46F (1825.957510 sec): 3 clusters Score: Raw -50424.503353 + Penalty 2232.767359 = -48191.735994 nChanged 0 Score: Raw -12059171.444008 + Penalty 76621.170341 = -11982550.273667 Splitting cluster 9 changes total score from -11982742.448060 to -11982550.273667 So it's not getting split. Trying to split cluster 10 (3728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1832.202404 sec): 2 clusters Score: Raw -205186.733249 + Penalty 1336.339416 = -203850.393833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1832.253899 sec): 3 clusters Score: Raw -203352.291333 + Penalty 2672.678832 = -200679.612501 nChanged 1461 SP:Iteration 1F (1832.300063 sec): 3 clusters Score: Raw -204179.031459 + Penalty 2672.678832 = -201506.352627 nChanged 250 SP:Iteration 2F (1832.354066 sec): 3 clusters Score: Raw -204333.847967 + Penalty 2672.678832 = -201661.169135 nChanged 206 SP:Iteration 3F (1832.390803 sec): 3 clusters Score: Raw -204451.473783 + Penalty 2672.678832 = -201778.794950 nChanged 152 SP:Iteration 4Q (1832.440747 sec): 3 clusters Score: Raw -204529.732223 + Penalty 2672.678832 = -201857.053391 nChanged 121 SP:Iteration 5Q (1832.489647 sec): 3 clusters Score: Raw -204578.890217 + Penalty 2672.678832 = -201906.211384 nChanged 79 SP:Iteration 6Q (1832.536692 sec): 3 clusters Score: Raw -204611.468827 + Penalty 2672.678832 = -201938.789995 nChanged 68 SP:Iteration 7Q (1832.587123 sec): 3 clusters Score: Raw -204639.339825 + Penalty 2672.678832 = -201966.660993 nChanged 54 SP:Iteration 8Q (1832.638264 sec): 3 clusters Score: Raw -204663.456223 + Penalty 2672.678832 = -201990.777391 nChanged 47 SP:Iteration 9Q (1832.690303 sec): 3 clusters Score: Raw -204683.784104 + Penalty 2672.678832 = -202011.105272 nChanged 49 SP:Iteration 10Q (1832.732039 sec): 3 clusters Score: Raw -204707.084190 + Penalty 2672.678832 = -202034.405358 nChanged 55 SP:Iteration 11Q (1832.774403 sec): 3 clusters Score: Raw -204732.534687 + Penalty 2672.678832 = -202059.855854 nChanged 48 SP:Iteration 12Q (1832.824928 sec): 3 clusters Score: Raw -204750.388244 + Penalty 2672.678832 = -202077.709412 nChanged 46 SP:Iteration 13Q (1832.882843 sec): 3 clusters Score: Raw -204769.529775 + Penalty 2672.678832 = -202096.850943 nChanged 49 SP:Iteration 14Q (1832.920934 sec): 3 clusters Score: Raw -204793.015052 + Penalty 2672.678832 = -202120.336220 nChanged 43 SP:Iteration 15Q (1832.969062 sec): 3 clusters Score: Raw -204813.109137 + Penalty 2672.678832 = -202140.430304 nChanged 50 SP:Iteration 16Q (1833.016640 sec): 3 clusters Score: Raw -204836.818697 + Penalty 2672.678832 = -202164.139865 nChanged 52 SP:Iteration 17Q (1833.071205 sec): 3 clusters Score: Raw -204860.402090 + Penalty 2672.678832 = -202187.723258 nChanged 48 SP:Iteration 18Q (1833.119138 sec): 3 clusters Score: Raw -204884.266992 + Penalty 2672.678832 = -202211.588160 nChanged 49 SP:Iteration 19Q (1833.165482 sec): 3 clusters Score: Raw -204904.860752 + Penalty 2672.678832 = -202232.181920 nChanged 39 SP:Iteration 20F (1833.225545 sec): 3 clusters Score: Raw -204920.273482 + Penalty 2672.678832 = -202247.594650 nChanged 44 SP:Iteration 21Q (1833.275147 sec): 3 clusters Score: Raw -204936.399886 + Penalty 2672.678832 = -202263.721054 nChanged 37 SP:Iteration 22Q (1833.322932 sec): 3 clusters Score: Raw -204954.606500 + Penalty 2672.678832 = -202281.927668 nChanged 40 SP:Iteration 23Q (1833.372073 sec): 3 clusters Score: Raw -204969.203980 + Penalty 2672.678832 = -202296.525148 nChanged 37 SP:Iteration 24Q (1833.416557 sec): 3 clusters Score: Raw -204983.131572 + Penalty 2672.678832 = -202310.452740 nChanged 32 SP:Iteration 25Q (1833.465087 sec): 3 clusters Score: Raw -204995.193708 + Penalty 2672.678832 = -202322.514876 nChanged 34 SP:Iteration 26Q (1833.510625 sec): 3 clusters Score: Raw -205012.050408 + Penalty 2672.678832 = -202339.371576 nChanged 37 SP:Iteration 27Q (1833.559797 sec): 3 clusters Score: Raw -205025.558972 + Penalty 2672.678832 = -202352.880140 nChanged 27 SP:Iteration 28Q (1833.601531 sec): 3 clusters Score: Raw -205035.865909 + Penalty 2672.678832 = -202363.187076 nChanged 31 SP:Iteration 29Q (1833.651899 sec): 3 clusters Score: Raw -205049.313344 + Penalty 2672.678832 = -202376.634512 nChanged 31 SP:Iteration 30Q (1833.701083 sec): 3 clusters Score: Raw -205062.031526 + Penalty 2672.678832 = -202389.352694 nChanged 38 SP:Iteration 31Q (1833.760195 sec): 3 clusters Score: Raw -205079.433578 + Penalty 2672.678832 = -202406.754746 nChanged 34 SP:Iteration 32Q (1833.811270 sec): 3 clusters Score: Raw -205094.371376 + Penalty 2672.678832 = -202421.692544 nChanged 29 SP:Iteration 33Q (1833.848383 sec): 3 clusters Score: Raw -205106.169560 + Penalty 2672.678832 = -202433.490728 nChanged 38 SP:Iteration 34Q (1833.888013 sec): 3 clusters Score: Raw -205120.302731 + Penalty 2672.678832 = -202447.623899 nChanged 32 SP:Iteration 35Q (1833.939341 sec): 3 clusters Score: Raw -205133.451177 + Penalty 2672.678832 = -202460.772345 nChanged 29 SP:Iteration 36Q (1833.989897 sec): 3 clusters Score: Raw -205147.009540 + Penalty 2672.678832 = -202474.330708 nChanged 31 SP:Iteration 37Q (1834.043339 sec): 3 clusters Score: Raw -205155.756444 + Penalty 2672.678832 = -202483.077612 nChanged 20 SP:Iteration 38Q (1834.085852 sec): 3 clusters Score: Raw -205162.236421 + Penalty 2672.678832 = -202489.557589 nChanged 11 SP:Iteration 39Q (1834.131616 sec): 3 clusters Score: Raw -205165.245805 + Penalty 2672.678832 = -202492.566973 nChanged 10 SP:Iteration 40F (1834.179036 sec): 3 clusters Score: Raw -205167.871070 + Penalty 2672.678832 = -202495.192238 nChanged 6 SP:Iteration 41Q (1834.221190 sec): 3 clusters Score: Raw -205169.158929 + Penalty 2672.678832 = -202496.480097 nChanged 3 SP:Iteration 42Q (1834.274486 sec): 3 clusters Score: Raw -205169.725980 + Penalty 2672.678832 = -202497.047148 nChanged 0 SP:Iteration 43F (1834.328946 sec): 3 clusters Score: Raw -205169.725980 + Penalty 2672.678832 = -202497.047148 nChanged 0 Trying to split cluster 11 (3308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1834.355897 sec): 2 clusters Score: Raw -174075.238879 + Penalty 1316.916097 = -172758.322782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1834.399338 sec): 3 clusters Score: Raw -172533.314047 + Penalty 2633.832193 = -169899.481853 nChanged 1261 SP:Iteration 1F (1834.457350 sec): 3 clusters Score: Raw -173349.012033 + Penalty 2633.832193 = -170715.179840 nChanged 267 SP:Iteration 2F (1834.498076 sec): 3 clusters Score: Raw -173586.355474 + Penalty 2633.832193 = -170952.523280 nChanged 234 SP:Iteration 3F (1834.549155 sec): 3 clusters Score: Raw -173815.209445 + Penalty 2633.832193 = -171181.377252 nChanged 213 SP:Iteration 4F (1834.598717 sec): 3 clusters Score: Raw -174015.436490 + Penalty 2633.832193 = -171381.604297 nChanged 203 SP:Iteration 5F (1834.658500 sec): 3 clusters Score: Raw -174199.791923 + Penalty 2633.832193 = -171565.959730 nChanged 157 SP:Iteration 6Q (1834.706290 sec): 3 clusters Score: Raw -174339.824506 + Penalty 2633.832193 = -171705.992312 nChanged 117 SP:Iteration 7Q (1834.747127 sec): 3 clusters Score: Raw -174448.610308 + Penalty 2633.832193 = -171814.778115 nChanged 114 SP:Iteration 8Q (1834.796226 sec): 3 clusters Score: Raw -174567.377655 + Penalty 2633.832193 = -171933.545462 nChanged 104 SP:Iteration 9Q (1834.834297 sec): 3 clusters Score: Raw -174667.173243 + Penalty 2633.832193 = -172033.341050 nChanged 73 SP:Iteration 10Q (1834.871452 sec): 3 clusters Score: Raw -174741.678171 + Penalty 2633.832193 = -172107.845978 nChanged 72 SP:Iteration 11Q (1834.917333 sec): 3 clusters Score: Raw -174811.887410 + Penalty 2633.832193 = -172178.055217 nChanged 64 SP:Iteration 12Q (1834.969876 sec): 3 clusters Score: Raw -174864.187095 + Penalty 2633.832193 = -172230.354902 nChanged 56 SP:Iteration 13Q (1835.023768 sec): 3 clusters Score: Raw -174908.166035 + Penalty 2633.832193 = -172274.333842 nChanged 33 SP:Iteration 14Q (1835.069015 sec): 3 clusters Score: Raw -174931.632032 + Penalty 2633.832193 = -172297.799838 nChanged 35 SP:Iteration 15Q (1835.106443 sec): 3 clusters Score: Raw -174953.967709 + Penalty 2633.832193 = -172320.135516 nChanged 22 SP:Iteration 16Q (1835.152914 sec): 3 clusters Score: Raw -174963.953425 + Penalty 2633.832193 = -172330.121232 nChanged 18 SP:Iteration 17Q (1835.198422 sec): 3 clusters Score: Raw -174970.596734 + Penalty 2633.832193 = -172336.764541 nChanged 16 SP:Iteration 18Q (1835.244869 sec): 3 clusters Score: Raw -174980.469157 + Penalty 2633.832193 = -172346.636963 nChanged 14 SP:Iteration 19Q (1835.294964 sec): 3 clusters Score: Raw -174988.773876 + Penalty 2633.832193 = -172354.941683 nChanged 12 SP:Iteration 20F (1835.342792 sec): 3 clusters Score: Raw -174996.730926 + Penalty 2633.832193 = -172362.898732 nChanged 11 SP:Iteration 21Q (1835.390369 sec): 3 clusters Score: Raw -175000.129394 + Penalty 2633.832193 = -172366.297201 nChanged 10 SP:Iteration 22Q (1835.446541 sec): 3 clusters Score: Raw -175004.675514 + Penalty 2633.832193 = -172370.843321 nChanged 8 SP:Iteration 23Q (1835.490913 sec): 3 clusters Score: Raw -175010.708377 + Penalty 2633.832193 = -172376.876184 nChanged 11 SP:Iteration 24Q (1835.519959 sec): 3 clusters Score: Raw -175014.291666 + Penalty 2633.832193 = -172380.459473 nChanged 6 SP:Iteration 25Q (1835.568192 sec): 3 clusters Score: Raw -175015.841223 + Penalty 2633.832193 = -172382.009030 nChanged 8 SP:Iteration 26Q (1835.616391 sec): 3 clusters Score: Raw -175019.305338 + Penalty 2633.832193 = -172385.473145 nChanged 9 SP:Iteration 27Q (1835.662762 sec): 3 clusters Score: Raw -175024.285879 + Penalty 2633.832193 = -172390.453686 nChanged 8 SP:Iteration 28Q (1835.706018 sec): 3 clusters Score: Raw -175027.176853 + Penalty 2633.832193 = -172393.344660 nChanged 9 SP:Iteration 29Q (1835.758352 sec): 3 clusters Score: Raw -175030.349473 + Penalty 2633.832193 = -172396.517280 nChanged 8 SP:Iteration 30Q (1835.816726 sec): 3 clusters Score: Raw -175032.654060 + Penalty 2633.832193 = -172398.821867 nChanged 9 SP:Iteration 31Q (1835.866619 sec): 3 clusters Score: Raw -175035.332818 + Penalty 2633.832193 = -172401.500625 nChanged 8 SP:Iteration 32Q (1835.905477 sec): 3 clusters Score: Raw -175038.035855 + Penalty 2633.832193 = -172404.203661 nChanged 8 SP:Iteration 33Q (1835.951731 sec): 3 clusters Score: Raw -175040.539986 + Penalty 2633.832193 = -172406.707792 nChanged 5 SP:Iteration 34Q (1836.011122 sec): 3 clusters Score: Raw -175041.779574 + Penalty 2633.832193 = -172407.947381 nChanged 2 SP:Iteration 35Q (1836.039934 sec): 3 clusters Score: Raw -175042.237140 + Penalty 2633.832193 = -172408.404946 nChanged 4 SP:Iteration 36Q (1836.084462 sec): 3 clusters Score: Raw -175043.536504 + Penalty 2633.832193 = -172409.704311 nChanged 4 SP:Iteration 37Q (1836.136692 sec): 3 clusters Score: Raw -175044.479360 + Penalty 2633.832193 = -172410.647166 nChanged 6 SP:Iteration 38Q (1836.176937 sec): 3 clusters Score: Raw -175045.651356 + Penalty 2633.832193 = -172411.819163 nChanged 2 SP:Iteration 39Q (1836.205175 sec): 3 clusters Score: Raw -175046.093918 + Penalty 2633.832193 = -172412.261725 nChanged 1 SP:Iteration 40F (1836.252866 sec): 3 clusters Score: Raw -175046.205543 + Penalty 2633.832193 = -172412.373350 nChanged 0 Trying to split cluster 12 (1624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1836.283056 sec): 2 clusters Score: Raw -80904.705614 + Penalty 1201.305222 = -79703.400392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1836.324217 sec): 3 clusters Score: Raw -80298.289353 + Penalty 2402.610444 = -77895.678909 nChanged 505 SP:Iteration 1F (1836.361342 sec): 3 clusters Score: Raw -80746.260984 + Penalty 2402.610444 = -78343.650540 nChanged 138 SP:Iteration 2F (1836.405767 sec): 3 clusters Score: Raw -80934.905344 + Penalty 2402.610444 = -78532.294899 nChanged 102 SP:Iteration 3F (1836.449589 sec): 3 clusters Score: Raw -81075.285289 + Penalty 2402.610444 = -78672.674844 nChanged 88 SP:Iteration 4F (1836.496203 sec): 3 clusters Score: Raw -81187.451450 + Penalty 2402.610444 = -78784.841006 nChanged 84 SP:Iteration 5F (1836.544731 sec): 3 clusters Score: Raw -81294.185497 + Penalty 2402.610444 = -78891.575053 nChanged 67 SP:Iteration 6Q (1836.584015 sec): 3 clusters Score: Raw -81368.401069 + Penalty 2402.610444 = -78965.790625 nChanged 49 SP:Iteration 7Q (1836.624375 sec): 3 clusters Score: Raw -81432.133258 + Penalty 2402.610444 = -79029.522813 nChanged 49 SP:Iteration 8Q (1836.673292 sec): 3 clusters Score: Raw -81497.983075 + Penalty 2402.610444 = -79095.372630 nChanged 42 SP:Iteration 9Q (1836.708713 sec): 3 clusters Score: Raw -81562.529317 + Penalty 2402.610444 = -79159.918872 nChanged 41 SP:Iteration 10Q (1836.763755 sec): 3 clusters Score: Raw -81623.965900 + Penalty 2402.610444 = -79221.355456 nChanged 31 SP:Iteration 11Q (1836.811156 sec): 3 clusters Score: Raw -81661.493524 + Penalty 2402.610444 = -79258.883079 nChanged 24 SP:Iteration 12Q (1836.856227 sec): 3 clusters Score: Raw -81688.531810 + Penalty 2402.610444 = -79285.921366 nChanged 24 SP:Iteration 13Q (1836.894772 sec): 3 clusters Score: Raw -81713.784539 + Penalty 2402.610444 = -79311.174095 nChanged 18 SP:Iteration 14Q (1836.940281 sec): 3 clusters Score: Raw -81740.759963 + Penalty 2402.610444 = -79338.149519 nChanged 17 SP:Iteration 15Q (1836.977855 sec): 3 clusters Score: Raw -81765.205380 + Penalty 2402.610444 = -79362.594936 nChanged 21 SP:Iteration 16Q (1837.031979 sec): 3 clusters Score: Raw -81801.280389 + Penalty 2402.610444 = -79398.669945 nChanged 19 SP:Iteration 17Q (1837.065453 sec): 3 clusters Score: Raw -81822.956730 + Penalty 2402.610444 = -79420.346285 nChanged 15 SP:Iteration 18Q (1837.120918 sec): 3 clusters Score: Raw -81835.454068 + Penalty 2402.610444 = -79432.843624 nChanged 5 SP:Iteration 19Q (1837.165022 sec): 3 clusters Score: Raw -81842.391182 + Penalty 2402.610444 = -79439.780738 nChanged 5 SP:Iteration 20F (1837.202760 sec): 3 clusters Score: Raw -81846.978271 + Penalty 2402.610444 = -79444.367827 nChanged 2 SP:Iteration 21Q (1837.241484 sec): 3 clusters Score: Raw -81848.598881 + Penalty 2402.610444 = -79445.988437 nChanged 3 SP:Iteration 22Q (1837.290420 sec): 3 clusters Score: Raw -81849.873136 + Penalty 2402.610444 = -79447.262692 nChanged 1 SP:Iteration 23Q (1837.336561 sec): 3 clusters Score: Raw -81850.133485 + Penalty 2402.610444 = -79447.523040 nChanged 1 SP:Iteration 24Q (1837.389412 sec): 3 clusters Score: Raw -81850.619528 + Penalty 2402.610444 = -79448.009084 nChanged 1 SP:Iteration 25Q (1837.423126 sec): 3 clusters Score: Raw -81850.802382 + Penalty 2402.610444 = -79448.191938 nChanged 0 SP:Iteration 26F (1837.483708 sec): 3 clusters Score: Raw -81850.802382 + Penalty 2402.610444 = -79448.191938 nChanged 0 Trying to split cluster 13 (8395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1837.515142 sec): 2 clusters Score: Raw -441442.783184 + Penalty 1468.251130 = -439974.532054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1837.575148 sec): 3 clusters Score: Raw -436735.237865 + Penalty 2936.502260 = -433798.735605 nChanged 3599 SP:Iteration 1F (1837.632713 sec): 3 clusters Score: Raw -438757.648571 + Penalty 2936.502260 = -435821.146311 nChanged 593 SP:Iteration 2F (1837.684146 sec): 3 clusters Score: Raw -439121.782127 + Penalty 2936.502260 = -436185.279867 nChanged 561 SP:Iteration 3F (1837.739969 sec): 3 clusters Score: Raw -439514.683043 + Penalty 2936.502260 = -436578.180783 nChanged 577 SP:Iteration 4F (1837.796775 sec): 3 clusters Score: Raw -439943.018310 + Penalty 2936.502260 = -437006.516050 nChanged 600 SP:Iteration 5F (1837.850306 sec): 3 clusters Score: Raw -440377.711736 + Penalty 2936.502260 = -437441.209476 nChanged 512 SP:Iteration 6F (1837.910372 sec): 3 clusters Score: Raw -440727.688460 + Penalty 2936.502260 = -437791.186200 nChanged 434 SP:Iteration 7F (1837.959085 sec): 3 clusters Score: Raw -440987.438654 + Penalty 2936.502260 = -438050.936394 nChanged 343 SP:Iteration 8Q (1838.019338 sec): 3 clusters Score: Raw -441160.377305 + Penalty 2936.502260 = -438223.875045 nChanged 258 SP:Iteration 9Q (1838.083884 sec): 3 clusters Score: Raw -441284.926771 + Penalty 2936.502260 = -438348.424511 nChanged 196 SP:Iteration 10Q (1838.129781 sec): 3 clusters Score: Raw -441372.755132 + Penalty 2936.502260 = -438436.252872 nChanged 158 SP:Iteration 11Q (1838.193944 sec): 3 clusters Score: Raw -441446.218029 + Penalty 2936.502260 = -438509.715769 nChanged 128 SP:Iteration 12Q (1838.250449 sec): 3 clusters Score: Raw -441504.340282 + Penalty 2936.502260 = -438567.838022 nChanged 108 SP:Iteration 13Q (1838.306643 sec): 3 clusters Score: Raw -441549.078384 + Penalty 2936.502260 = -438612.576124 nChanged 88 SP:Iteration 14Q (1838.368106 sec): 3 clusters Score: Raw -441577.988591 + Penalty 2936.502260 = -438641.486331 nChanged 64 SP:Iteration 15Q (1838.418415 sec): 3 clusters Score: Raw -441600.814773 + Penalty 2936.502260 = -438664.312513 nChanged 56 SP:Iteration 16Q (1838.466741 sec): 3 clusters Score: Raw -441619.611129 + Penalty 2936.502260 = -438683.108869 nChanged 55 SP:Iteration 17Q (1838.525076 sec): 3 clusters Score: Raw -441641.781741 + Penalty 2936.502260 = -438705.279481 nChanged 67 SP:Iteration 18Q (1838.595310 sec): 3 clusters Score: Raw -441665.679589 + Penalty 2936.502260 = -438729.177329 nChanged 60 SP:Iteration 19Q (1838.643478 sec): 3 clusters Score: Raw -441684.286694 + Penalty 2936.502260 = -438747.784434 nChanged 46 SP:Iteration 20F (1838.700805 sec): 3 clusters Score: Raw -441698.220567 + Penalty 2936.502260 = -438761.718307 nChanged 41 SP:Iteration 21Q (1838.763130 sec): 3 clusters Score: Raw -441710.545677 + Penalty 2936.502260 = -438774.043417 nChanged 34 SP:Iteration 22Q (1838.818696 sec): 3 clusters Score: Raw -441719.557361 + Penalty 2936.502260 = -438783.055101 nChanged 26 SP:Iteration 23Q (1838.872872 sec): 3 clusters Score: Raw -441726.125849 + Penalty 2936.502260 = -438789.623589 nChanged 23 SP:Iteration 24Q (1838.920737 sec): 3 clusters Score: Raw -441732.018318 + Penalty 2936.502260 = -438795.516058 nChanged 22 SP:Iteration 25Q (1838.980104 sec): 3 clusters Score: Raw -441736.174218 + Penalty 2936.502260 = -438799.671958 nChanged 15 SP:Iteration 26Q (1839.038137 sec): 3 clusters Score: Raw -441738.694839 + Penalty 2936.502260 = -438802.192579 nChanged 10 SP:Iteration 27Q (1839.086552 sec): 3 clusters Score: Raw -441739.908628 + Penalty 2936.502260 = -438803.406367 nChanged 3 SP:Iteration 28Q (1839.146145 sec): 3 clusters Score: Raw -441740.545291 + Penalty 2936.502260 = -438804.043031 nChanged 5 SP:Iteration 29Q (1839.189452 sec): 3 clusters Score: Raw -441741.786389 + Penalty 2936.502260 = -438805.284129 nChanged 10 SP:Iteration 30Q (1839.251689 sec): 3 clusters Score: Raw -441743.847754 + Penalty 2936.502260 = -438807.345493 nChanged 7 SP:Iteration 31Q (1839.296605 sec): 3 clusters Score: Raw -441745.447009 + Penalty 2936.502260 = -438808.944749 nChanged 9 SP:Iteration 32Q (1839.352228 sec): 3 clusters Score: Raw -441747.058385 + Penalty 2936.502260 = -438810.556125 nChanged 7 SP:Iteration 33Q (1839.402137 sec): 3 clusters Score: Raw -441748.178487 + Penalty 2936.502260 = -438811.676227 nChanged 8 SP:Iteration 34Q (1839.444338 sec): 3 clusters Score: Raw -441749.734950 + Penalty 2936.502260 = -438813.232690 nChanged 6 SP:Iteration 35Q (1839.499172 sec): 3 clusters Score: Raw -441751.054561 + Penalty 2936.502260 = -438814.552301 nChanged 7 SP:Iteration 36Q (1839.559233 sec): 3 clusters Score: Raw -441754.128395 + Penalty 2936.502260 = -438817.626135 nChanged 8 SP:Iteration 37Q (1839.622577 sec): 3 clusters Score: Raw -441756.714927 + Penalty 2936.502260 = -438820.212667 nChanged 19 SP:Iteration 38Q (1839.679942 sec): 3 clusters Score: Raw -441761.410865 + Penalty 2936.502260 = -438824.908605 nChanged 26 SP:Iteration 39Q (1839.725304 sec): 3 clusters Score: Raw -441767.871158 + Penalty 2936.502260 = -438831.368898 nChanged 21 SP:Iteration 40F (1839.791808 sec): 3 clusters Score: Raw -441773.974332 + Penalty 2936.502260 = -438837.472072 nChanged 25 SP:Iteration 41Q (1839.843610 sec): 3 clusters Score: Raw -441780.716165 + Penalty 2936.502260 = -438844.213905 nChanged 21 SP:Iteration 42Q (1839.897706 sec): 3 clusters Score: Raw -441787.451619 + Penalty 2936.502260 = -438850.949359 nChanged 18 SP:Iteration 43Q (1839.951107 sec): 3 clusters Score: Raw -441793.247004 + Penalty 2936.502260 = -438856.744744 nChanged 22 SP:Iteration 44Q (1840.014251 sec): 3 clusters Score: Raw -441797.627219 + Penalty 2936.502260 = -438861.124958 nChanged 15 SP:Iteration 45Q (1840.071836 sec): 3 clusters Score: Raw -441800.893767 + Penalty 2936.502260 = -438864.391507 nChanged 16 SP:Iteration 46Q (1840.126435 sec): 3 clusters Score: Raw -441804.351398 + Penalty 2936.502260 = -438867.849138 nChanged 15 SP:Iteration 47Q (1840.182249 sec): 3 clusters Score: Raw -441808.032696 + Penalty 2936.502260 = -438871.530436 nChanged 17 SP:Iteration 48Q (1840.242283 sec): 3 clusters Score: Raw -441812.744891 + Penalty 2936.502260 = -438876.242631 nChanged 6 SP:Iteration 49Q (1840.287222 sec): 3 clusters Score: Raw -441813.822901 + Penalty 2936.502260 = -438877.320641 nChanged 4 SP:Iteration 50Q (1840.351921 sec): 3 clusters Score: Raw -441814.412919 + Penalty 2936.502260 = -438877.910659 nChanged 6 SP:Iteration 51Q (1840.402204 sec): 3 clusters Score: Raw -441815.286781 + Penalty 2936.502260 = -438878.784521 nChanged 3 SP:Iteration 52Q (1840.460813 sec): 3 clusters Score: Raw -441815.540163 + Penalty 2936.502260 = -438879.037903 nChanged 1 SP:Iteration 53Q (1840.522275 sec): 3 clusters Score: Raw -441815.711071 + Penalty 2936.502260 = -438879.208811 nChanged 1 SP:Iteration 54Q (1840.574383 sec): 3 clusters Score: Raw -441815.810432 + Penalty 2936.502260 = -438879.308172 nChanged 3 SP:Iteration 55Q (1840.625789 sec): 3 clusters Score: Raw -441816.312151 + Penalty 2936.502260 = -438879.809891 nChanged 4 SP:Iteration 56Q (1840.683072 sec): 3 clusters Score: Raw -441817.226384 + Penalty 2936.502260 = -438880.724124 nChanged 5 SP:Iteration 57Q (1840.731655 sec): 3 clusters Score: Raw -441818.172371 + Penalty 2936.502260 = -438881.670111 nChanged 6 SP:Iteration 58Q (1840.790153 sec): 3 clusters Score: Raw -441819.338127 + Penalty 2936.502260 = -438882.835867 nChanged 2 SP:Iteration 59Q (1840.839607 sec): 3 clusters Score: Raw -441819.471015 + Penalty 2936.502260 = -438882.968755 nChanged 0 SP:Iteration 60F (1840.911459 sec): 3 clusters Score: Raw -441819.471015 + Penalty 2936.502260 = -438882.968755 nChanged 0 Trying to split cluster 14 (7173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1840.932913 sec): 2 clusters Score: Raw -369471.490380 + Penalty 1442.687879 = -368028.802500 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1840.989694 sec): 3 clusters Score: Raw -365554.264336 + Penalty 2885.375758 = -362668.888578 nChanged 3043 SP:Iteration 1F (1841.038080 sec): 3 clusters Score: Raw -367216.202136 + Penalty 2885.375758 = -364330.826378 nChanged 494 SP:Iteration 2F (1841.096028 sec): 3 clusters Score: Raw -367459.320077 + Penalty 2885.375758 = -364573.944318 nChanged 378 SP:Iteration 3F (1841.152959 sec): 3 clusters Score: Raw -367637.560656 + Penalty 2885.375758 = -364752.184898 nChanged 305 SP:Iteration 4Q (1841.212713 sec): 3 clusters Score: Raw -367752.246001 + Penalty 2885.375758 = -364866.870243 nChanged 244 SP:Iteration 5Q (1841.270849 sec): 3 clusters Score: Raw -367857.638547 + Penalty 2885.375758 = -364972.262788 nChanged 216 SP:Iteration 6Q (1841.317355 sec): 3 clusters Score: Raw -367942.085561 + Penalty 2885.375758 = -365056.709803 nChanged 190 SP:Iteration 7Q (1841.382645 sec): 3 clusters Score: Raw -368015.563250 + Penalty 2885.375758 = -365130.187492 nChanged 180 SP:Iteration 8Q (1841.424285 sec): 3 clusters Score: Raw -368083.747417 + Penalty 2885.375758 = -365198.371659 nChanged 167 SP:Iteration 9Q (1841.492914 sec): 3 clusters Score: Raw -368154.062751 + Penalty 2885.375758 = -365268.686993 nChanged 181 SP:Iteration 10Q (1841.532813 sec): 3 clusters Score: Raw -368223.025841 + Penalty 2885.375758 = -365337.650082 nChanged 161 SP:Iteration 11Q (1841.586489 sec): 3 clusters Score: Raw -368290.866245 + Penalty 2885.375758 = -365405.490486 nChanged 164 SP:Iteration 12Q (1841.644387 sec): 3 clusters Score: Raw -368364.704341 + Penalty 2885.375758 = -365479.328583 nChanged 144 SP:Iteration 13Q (1841.698761 sec): 3 clusters Score: Raw -368437.655778 + Penalty 2885.375758 = -365552.280020 nChanged 157 SP:Iteration 14Q (1841.757469 sec): 3 clusters Score: Raw -368521.035393 + Penalty 2885.375758 = -365635.659635 nChanged 158 SP:Iteration 15Q (1841.813305 sec): 3 clusters Score: Raw -368598.508447 + Penalty 2885.375758 = -365713.132689 nChanged 163 SP:Iteration 16Q (1841.873700 sec): 3 clusters Score: Raw -368685.456160 + Penalty 2885.375758 = -365800.080402 nChanged 159 SP:Iteration 17Q (1841.932309 sec): 3 clusters Score: Raw -368772.859830 + Penalty 2885.375758 = -365887.484072 nChanged 164 SP:Iteration 18Q (1841.981731 sec): 3 clusters Score: Raw -368867.672860 + Penalty 2885.375758 = -365982.297102 nChanged 156 SP:Iteration 19Q (1842.041763 sec): 3 clusters Score: Raw -368961.641287 + Penalty 2885.375758 = -366076.265528 nChanged 140 SP:Iteration 20F (1842.089944 sec): 3 clusters Score: Raw -369043.240287 + Penalty 2885.375758 = -366157.864529 nChanged 133 SP:Iteration 21Q (1842.144958 sec): 3 clusters Score: Raw -369107.405835 + Penalty 2885.375758 = -366222.030076 nChanged 127 SP:Iteration 22Q (1842.193771 sec): 3 clusters Score: Raw -369175.392114 + Penalty 2885.375758 = -366290.016355 nChanged 121 SP:Iteration 23Q (1842.238097 sec): 3 clusters Score: Raw -369239.202222 + Penalty 2885.375758 = -366353.826464 nChanged 116 SP:Iteration 24Q (1842.288320 sec): 3 clusters Score: Raw -369292.572919 + Penalty 2885.375758 = -366407.197161 nChanged 92 SP:Iteration 25Q (1842.351086 sec): 3 clusters Score: Raw -369332.540361 + Penalty 2885.375758 = -366447.164602 nChanged 87 SP:Iteration 26Q (1842.400157 sec): 3 clusters Score: Raw -369368.601457 + Penalty 2885.375758 = -366483.225698 nChanged 73 SP:Iteration 27Q (1842.449967 sec): 3 clusters Score: Raw -369399.594265 + Penalty 2885.375758 = -366514.218507 nChanged 68 SP:Iteration 28Q (1842.514365 sec): 3 clusters Score: Raw -369423.124714 + Penalty 2885.375758 = -366537.748956 nChanged 55 SP:Iteration 29Q (1842.562227 sec): 3 clusters Score: Raw -369446.111634 + Penalty 2885.375758 = -366560.735876 nChanged 54 SP:Iteration 30Q (1842.614306 sec): 3 clusters Score: Raw -369465.176233 + Penalty 2885.375758 = -366579.800475 nChanged 44 SP:Iteration 31Q (1842.678834 sec): 3 clusters Score: Raw -369481.878646 + Penalty 2885.375758 = -366596.502888 nChanged 31 SP:Iteration 32Q (1842.719169 sec): 3 clusters Score: Raw -369492.507898 + Penalty 2885.375758 = -366607.132140 nChanged 28 SP:Iteration 33Q (1842.772333 sec): 3 clusters Score: Raw -369502.840207 + Penalty 2885.375758 = -366617.464449 nChanged 25 SP:Iteration 34Q (1842.833314 sec): 3 clusters Score: Raw -369511.621235 + Penalty 2885.375758 = -366626.245477 nChanged 24 SP:Iteration 35Q (1842.887571 sec): 3 clusters Score: Raw -369518.687223 + Penalty 2885.375758 = -366633.311464 nChanged 26 SP:Iteration 36Q (1842.944522 sec): 3 clusters Score: Raw -369528.844886 + Penalty 2885.375758 = -366643.469127 nChanged 22 SP:Iteration 37Q (1842.997443 sec): 3 clusters Score: Raw -369536.883625 + Penalty 2885.375758 = -366651.507866 nChanged 30 SP:Iteration 38Q (1843.055283 sec): 3 clusters Score: Raw -369551.257684 + Penalty 2885.375758 = -366665.881926 nChanged 30 SP:Iteration 39Q (1843.118299 sec): 3 clusters Score: Raw -369569.403256 + Penalty 2885.375758 = -366684.027498 nChanged 40 SP:Iteration 40F (1843.175519 sec): 3 clusters Score: Raw -369593.285578 + Penalty 2885.375758 = -366707.909820 nChanged 44 SP:Iteration 41Q (1843.215496 sec): 3 clusters Score: Raw -369617.691292 + Penalty 2885.375758 = -366732.315533 nChanged 42 SP:Iteration 42Q (1843.265426 sec): 3 clusters Score: Raw -369638.948426 + Penalty 2885.375758 = -366753.572668 nChanged 32 SP:Iteration 43Q (1843.317308 sec): 3 clusters Score: Raw -369654.952575 + Penalty 2885.375758 = -366769.576817 nChanged 33 SP:Iteration 44Q (1843.367271 sec): 3 clusters Score: Raw -369671.934568 + Penalty 2885.375758 = -366786.558810 nChanged 35 SP:Iteration 45Q (1843.427707 sec): 3 clusters Score: Raw -369686.686657 + Penalty 2885.375758 = -366801.310899 nChanged 30 SP:Iteration 46Q (1843.483450 sec): 3 clusters Score: Raw -369699.272744 + Penalty 2885.375758 = -366813.896986 nChanged 20 SP:Iteration 47Q (1843.527787 sec): 3 clusters Score: Raw -369708.037994 + Penalty 2885.375758 = -366822.662236 nChanged 22 SP:Iteration 48Q (1843.582057 sec): 3 clusters Score: Raw -369714.621168 + Penalty 2885.375758 = -366829.245410 nChanged 16 SP:Iteration 49Q (1843.636464 sec): 3 clusters Score: Raw -369719.184757 + Penalty 2885.375758 = -366833.808999 nChanged 8 SP:Iteration 50Q (1843.698855 sec): 3 clusters Score: Raw -369722.004258 + Penalty 2885.375758 = -366836.628499 nChanged 11 SP:Iteration 51Q (1843.747941 sec): 3 clusters Score: Raw -369725.880794 + Penalty 2885.375758 = -366840.505036 nChanged 8 SP:Iteration 52Q (1843.800667 sec): 3 clusters Score: Raw -369728.797909 + Penalty 2885.375758 = -366843.422151 nChanged 4 SP:Iteration 53Q (1843.856740 sec): 3 clusters Score: Raw -369730.112416 + Penalty 2885.375758 = -366844.736658 nChanged 3 SP:Iteration 54Q (1843.909424 sec): 3 clusters Score: Raw -369731.234269 + Penalty 2885.375758 = -366845.858511 nChanged 5 SP:Iteration 55Q (1843.975542 sec): 3 clusters Score: Raw -369733.386615 + Penalty 2885.375758 = -366848.010857 nChanged 8 SP:Iteration 56Q (1844.027032 sec): 3 clusters Score: Raw -369736.556114 + Penalty 2885.375758 = -366851.180355 nChanged 12 SP:Iteration 57Q (1844.070210 sec): 3 clusters Score: Raw -369742.305686 + Penalty 2885.375758 = -366856.929928 nChanged 13 SP:Iteration 58Q (1844.117703 sec): 3 clusters Score: Raw -369746.742636 + Penalty 2885.375758 = -366861.366878 nChanged 5 SP:Iteration 59Q (1844.170584 sec): 3 clusters Score: Raw -369747.836085 + Penalty 2885.375758 = -366862.460327 nChanged 1 SP:Iteration 60F (1844.225232 sec): 3 clusters Score: Raw -369747.978180 + Penalty 2885.375758 = -366862.602422 nChanged 0 Trying to split cluster 15 (31254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1844.285471 sec): 2 clusters Score: Raw -1646820.209774 + Penalty 1681.859180 = -1645138.350594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1844.380985 sec): 3 clusters Score: Raw -1627578.282477 + Penalty 3363.718360 = -1624214.564117 nChanged 14361 SP:Iteration 1F (1844.468081 sec): 3 clusters Score: Raw -1636049.400890 + Penalty 3363.718360 = -1632685.682529 nChanged 2040 SP:Iteration 2F (1844.567551 sec): 3 clusters Score: Raw -1637407.043331 + Penalty 3363.718360 = -1634043.324971 nChanged 2564 SP:Iteration 3F (1844.656251 sec): 3 clusters Score: Raw -1639551.663186 + Penalty 3363.718360 = -1636187.944826 nChanged 2912 SP:Iteration 4F (1844.736568 sec): 3 clusters Score: Raw -1642312.785748 + Penalty 3363.718360 = -1638949.067387 nChanged 2739 SP:Iteration 5F (1844.830519 sec): 3 clusters Score: Raw -1645096.629056 + Penalty 3363.718360 = -1641732.910696 nChanged 1971 SP:Iteration 6F (1844.908099 sec): 3 clusters Score: Raw -1647081.553757 + Penalty 3363.718360 = -1643717.835397 nChanged 1225 SP:Iteration 7Q (1844.992778 sec): 3 clusters Score: Raw -1647917.211554 + Penalty 3363.718360 = -1644553.493194 nChanged 584 SP:Iteration 8Q (1845.092473 sec): 3 clusters Score: Raw -1648122.022445 + Penalty 3363.718360 = -1644758.304085 nChanged 322 SP:Iteration 9Q (1845.192249 sec): 3 clusters Score: Raw -1648203.188376 + Penalty 3363.718360 = -1644839.470015 nChanged 192 SP:Iteration 10Q (1845.281773 sec): 3 clusters Score: Raw -1648242.463362 + Penalty 3363.718360 = -1644878.745001 nChanged 135 SP:Iteration 11Q (1845.375171 sec): 3 clusters Score: Raw -1648268.721017 + Penalty 3363.718360 = -1644905.002657 nChanged 117 SP:Iteration 12Q (1845.477170 sec): 3 clusters Score: Raw -1648287.801181 + Penalty 3363.718360 = -1644924.082821 nChanged 102 SP:Iteration 13Q (1845.562017 sec): 3 clusters Score: Raw -1648301.418450 + Penalty 3363.718360 = -1644937.700089 nChanged 84 SP:Iteration 14Q (1845.657451 sec): 3 clusters Score: Raw -1648312.011416 + Penalty 3363.718360 = -1644948.293056 nChanged 72 SP:Iteration 15Q (1845.745198 sec): 3 clusters Score: Raw -1648320.312229 + Penalty 3363.718360 = -1644956.593868 nChanged 62 SP:Iteration 16Q (1845.838365 sec): 3 clusters Score: Raw -1648326.738496 + Penalty 3363.718360 = -1644963.020136 nChanged 50 SP:Iteration 17Q (1845.937315 sec): 3 clusters Score: Raw -1648331.394778 + Penalty 3363.718360 = -1644967.676417 nChanged 41 SP:Iteration 18Q (1846.023146 sec): 3 clusters Score: Raw -1648334.687759 + Penalty 3363.718360 = -1644970.969399 nChanged 35 SP:Iteration 19Q (1846.114773 sec): 3 clusters Score: Raw -1648337.783850 + Penalty 3363.718360 = -1644974.065489 nChanged 32 SP:Iteration 20F (1846.209462 sec): 3 clusters Score: Raw -1648340.559221 + Penalty 3363.718360 = -1644976.840861 nChanged 36 SP:Iteration 21Q (1846.308242 sec): 3 clusters Score: Raw -1648343.170551 + Penalty 3363.718360 = -1644979.452191 nChanged 24 SP:Iteration 22Q (1846.395489 sec): 3 clusters Score: Raw -1648344.604008 + Penalty 3363.718360 = -1644980.885647 nChanged 19 SP:Iteration 23Q (1846.489344 sec): 3 clusters Score: Raw -1648345.640353 + Penalty 3363.718360 = -1644981.921993 nChanged 6 SP:Iteration 24Q (1846.570167 sec): 3 clusters Score: Raw -1648345.893902 + Penalty 3363.718360 = -1644982.175542 nChanged 4 SP:Iteration 25Q (1846.654186 sec): 3 clusters Score: Raw -1648346.033093 + Penalty 3363.718360 = -1644982.314732 nChanged 7 SP:Iteration 26Q (1846.740005 sec): 3 clusters Score: Raw -1648346.464029 + Penalty 3363.718360 = -1644982.745669 nChanged 2 SP:Iteration 27Q (1846.831843 sec): 3 clusters Score: Raw -1648346.524832 + Penalty 3363.718360 = -1644982.806472 nChanged 1 SP:Iteration 28Q (1846.919099 sec): 3 clusters Score: Raw -1648346.560286 + Penalty 3363.718360 = -1644982.841926 nChanged 3 SP:Iteration 29Q (1847.015169 sec): 3 clusters Score: Raw -1648346.688828 + Penalty 3363.718360 = -1644982.970468 nChanged 4 SP:Iteration 30Q (1847.112529 sec): 3 clusters Score: Raw -1648346.823488 + Penalty 3363.718360 = -1644983.105128 nChanged 3 SP:Iteration 31Q (1847.200192 sec): 3 clusters Score: Raw -1648346.920242 + Penalty 3363.718360 = -1644983.201882 nChanged 4 SP:Iteration 32Q (1847.297672 sec): 3 clusters Score: Raw -1648347.030753 + Penalty 3363.718360 = -1644983.312392 nChanged 1 SP:Iteration 33Q (1847.382934 sec): 3 clusters Score: Raw -1648347.071813 + Penalty 3363.718360 = -1644983.353453 nChanged 0 SP:Iteration 34F (1847.482280 sec): 3 clusters Score: Raw -1648347.071813 + Penalty 3363.718360 = -1644983.353453 nChanged 0 Trying to split cluster 16 (9895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1847.523281 sec): 2 clusters Score: Raw -526501.034681 + Penalty 1494.965039 = -525006.069642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1847.570811 sec): 3 clusters Score: Raw -520919.597082 + Penalty 2989.930079 = -517929.667003 nChanged 4303 SP:Iteration 1F (1847.631274 sec): 3 clusters Score: Raw -523138.093189 + Penalty 2989.930079 = -520148.163110 nChanged 612 SP:Iteration 2F (1847.698655 sec): 3 clusters Score: Raw -523447.019883 + Penalty 2989.930079 = -520457.089804 nChanged 582 SP:Iteration 3F (1847.755974 sec): 3 clusters Score: Raw -523805.856530 + Penalty 2989.930079 = -520815.926451 nChanged 550 SP:Iteration 4F (1847.805752 sec): 3 clusters Score: Raw -524281.609251 + Penalty 2989.930079 = -521291.679172 nChanged 631 SP:Iteration 5F (1847.864141 sec): 3 clusters Score: Raw -524932.812242 + Penalty 2989.930079 = -521942.882163 nChanged 698 SP:Iteration 6F (1847.928723 sec): 3 clusters Score: Raw -525919.172223 + Penalty 2989.930079 = -522929.242144 nChanged 761 SP:Iteration 7F (1847.987618 sec): 3 clusters Score: Raw -526993.360812 + Penalty 2989.930079 = -524003.430733 nChanged 711 SP:Iteration 8F (1848.059103 sec): 3 clusters Score: Raw -527730.900981 + Penalty 2989.930079 = -524740.970902 nChanged 546 SP:Iteration 9F (1848.104675 sec): 3 clusters Score: Raw -528129.492706 + Penalty 2989.930079 = -525139.562627 nChanged 387 SP:Iteration 10Q (1848.174897 sec): 3 clusters Score: Raw -528382.960485 + Penalty 2989.930079 = -525393.030406 nChanged 306 SP:Iteration 11Q (1848.235968 sec): 3 clusters Score: Raw -528569.454874 + Penalty 2989.930079 = -525579.524795 nChanged 237 SP:Iteration 12Q (1848.290002 sec): 3 clusters Score: Raw -528699.444510 + Penalty 2989.930079 = -525709.514431 nChanged 182 SP:Iteration 13Q (1848.347285 sec): 3 clusters Score: Raw -528788.113758 + Penalty 2989.930079 = -525798.183679 nChanged 147 SP:Iteration 14Q (1848.411117 sec): 3 clusters Score: Raw -528849.170646 + Penalty 2989.930079 = -525859.240567 nChanged 153 SP:Iteration 15Q (1848.463553 sec): 3 clusters Score: Raw -528922.524130 + Penalty 2989.930079 = -525932.594052 nChanged 145 SP:Iteration 16Q (1848.535387 sec): 3 clusters Score: Raw -528999.014997 + Penalty 2989.930079 = -526009.084918 nChanged 149 SP:Iteration 17Q (1848.595495 sec): 3 clusters Score: Raw -529078.222507 + Penalty 2989.930079 = -526088.292428 nChanged 119 SP:Iteration 18Q (1848.650852 sec): 3 clusters Score: Raw -529146.735105 + Penalty 2989.930079 = -526156.805026 nChanged 118 SP:Iteration 19Q (1848.705791 sec): 3 clusters Score: Raw -529214.786240 + Penalty 2989.930079 = -526224.856161 nChanged 106 SP:Iteration 20F (1848.769510 sec): 3 clusters Score: Raw -529272.454420 + Penalty 2989.930079 = -526282.524341 nChanged 99 SP:Iteration 21Q (1848.835550 sec): 3 clusters Score: Raw -529320.566200 + Penalty 2989.930079 = -526330.636121 nChanged 79 SP:Iteration 22Q (1848.888686 sec): 3 clusters Score: Raw -529365.358907 + Penalty 2989.930079 = -526375.428828 nChanged 86 SP:Iteration 23Q (1848.958322 sec): 3 clusters Score: Raw -529413.769055 + Penalty 2989.930079 = -526423.838976 nChanged 70 SP:Iteration 24Q (1849.002969 sec): 3 clusters Score: Raw -529445.744272 + Penalty 2989.930079 = -526455.814193 nChanged 64 SP:Iteration 25Q (1849.062749 sec): 3 clusters Score: Raw -529469.196499 + Penalty 2989.930079 = -526479.266420 nChanged 61 SP:Iteration 26Q (1849.121960 sec): 3 clusters Score: Raw -529488.948093 + Penalty 2989.930079 = -526499.018014 nChanged 49 SP:Iteration 27Q (1849.175630 sec): 3 clusters Score: Raw -529504.149581 + Penalty 2989.930079 = -526514.219502 nChanged 49 SP:Iteration 28Q (1849.235498 sec): 3 clusters Score: Raw -529517.828261 + Penalty 2989.930079 = -526527.898182 nChanged 38 SP:Iteration 29Q (1849.295542 sec): 3 clusters Score: Raw -529527.561489 + Penalty 2989.930079 = -526537.631410 nChanged 34 SP:Iteration 30Q (1849.355746 sec): 3 clusters Score: Raw -529536.076066 + Penalty 2989.930079 = -526546.145987 nChanged 36 SP:Iteration 31Q (1849.423858 sec): 3 clusters Score: Raw -529543.361756 + Penalty 2989.930079 = -526553.431678 nChanged 28 SP:Iteration 32Q (1849.471254 sec): 3 clusters Score: Raw -529548.722796 + Penalty 2989.930079 = -526558.792717 nChanged 27 SP:Iteration 33Q (1849.536086 sec): 3 clusters Score: Raw -529555.737587 + Penalty 2989.930079 = -526565.807508 nChanged 33 SP:Iteration 34Q (1849.595939 sec): 3 clusters Score: Raw -529566.855388 + Penalty 2989.930079 = -526576.925309 nChanged 40 SP:Iteration 35Q (1849.649272 sec): 3 clusters Score: Raw -529583.167029 + Penalty 2989.930079 = -526593.236950 nChanged 40 SP:Iteration 36Q (1849.703375 sec): 3 clusters Score: Raw -529599.031044 + Penalty 2989.930079 = -526609.100965 nChanged 42 SP:Iteration 37Q (1849.749687 sec): 3 clusters Score: Raw -529617.136180 + Penalty 2989.930079 = -526627.206101 nChanged 51 SP:Iteration 38Q (1849.809603 sec): 3 clusters Score: Raw -529642.699325 + Penalty 2989.930079 = -526652.769246 nChanged 56 SP:Iteration 39Q (1849.865399 sec): 3 clusters Score: Raw -529670.461387 + Penalty 2989.930079 = -526680.531308 nChanged 61 SP:Iteration 40F (1849.924836 sec): 3 clusters Score: Raw -529707.701193 + Penalty 2989.930079 = -526717.771114 nChanged 66 SP:Iteration 41Q (1849.981078 sec): 3 clusters Score: Raw -529754.840683 + Penalty 2989.930079 = -526764.910604 nChanged 64 SP:Iteration 42Q (1850.027336 sec): 3 clusters Score: Raw -529815.743822 + Penalty 2989.930079 = -526825.813744 nChanged 70 SP:Iteration 43Q (1850.096498 sec): 3 clusters Score: Raw -529877.281507 + Penalty 2989.930079 = -526887.351429 nChanged 51 SP:Iteration 44Q (1850.147149 sec): 3 clusters Score: Raw -529907.088311 + Penalty 2989.930079 = -526917.158232 nChanged 41 SP:Iteration 45Q (1850.189467 sec): 3 clusters Score: Raw -529922.570849 + Penalty 2989.930079 = -526932.640770 nChanged 30 SP:Iteration 46Q (1850.239982 sec): 3 clusters Score: Raw -529930.150460 + Penalty 2989.930079 = -526940.220382 nChanged 21 SP:Iteration 47Q (1850.300371 sec): 3 clusters Score: Raw -529935.029295 + Penalty 2989.930079 = -526945.099217 nChanged 18 SP:Iteration 48Q (1850.362910 sec): 3 clusters Score: Raw -529938.759403 + Penalty 2989.930079 = -526948.829324 nChanged 10 SP:Iteration 49Q (1850.419702 sec): 3 clusters Score: Raw -529940.867158 + Penalty 2989.930079 = -526950.937079 nChanged 6 SP:Iteration 50Q (1850.476415 sec): 3 clusters Score: Raw -529942.205867 + Penalty 2989.930079 = -526952.275788 nChanged 1 SP:Iteration 51Q (1850.523560 sec): 3 clusters Score: Raw -529942.402054 + Penalty 2989.930079 = -526952.471975 nChanged 1 SP:Iteration 52Q (1850.576189 sec): 3 clusters Score: Raw -529942.668635 + Penalty 2989.930079 = -526952.738557 nChanged 0 SP:Iteration 53F (1850.634227 sec): 3 clusters Score: Raw -529942.668635 + Penalty 2989.930079 = -526952.738557 nChanged 0 Score: Raw -12061470.334099 + Penalty 76621.170341 = -11984849.163759 Splitting cluster 16 changes total score from -11982742.448060 to -11984849.163759 So it's getting split into cluster 38. Trying to split cluster 17 (3622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1857.260229 sec): 2 clusters Score: Raw -194094.241289 + Penalty 1331.652016 = -192762.589273 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1857.313786 sec): 3 clusters Score: Raw -192337.308746 + Penalty 2663.304032 = -189674.004713 nChanged 1357 SP:Iteration 1F (1857.364894 sec): 3 clusters Score: Raw -193137.733729 + Penalty 2663.304032 = -190474.429697 nChanged 297 SP:Iteration 2F (1857.404984 sec): 3 clusters Score: Raw -193398.062443 + Penalty 2663.304032 = -190734.758410 nChanged 247 SP:Iteration 3F (1857.455461 sec): 3 clusters Score: Raw -193643.118680 + Penalty 2663.304032 = -190979.814648 nChanged 216 SP:Iteration 4F (1857.503863 sec): 3 clusters Score: Raw -193855.713059 + Penalty 2663.304032 = -191192.409026 nChanged 213 SP:Iteration 5F (1857.547608 sec): 3 clusters Score: Raw -194047.979462 + Penalty 2663.304032 = -191384.675429 nChanged 212 SP:Iteration 6F (1857.595188 sec): 3 clusters Score: Raw -194263.169149 + Penalty 2663.304032 = -191599.865116 nChanged 206 SP:Iteration 7F (1857.645691 sec): 3 clusters Score: Raw -194488.770172 + Penalty 2663.304032 = -191825.466139 nChanged 192 SP:Iteration 8F (1857.693488 sec): 3 clusters Score: Raw -194742.118611 + Penalty 2663.304032 = -192078.814578 nChanged 186 SP:Iteration 9F (1857.740115 sec): 3 clusters Score: Raw -195020.720221 + Penalty 2663.304032 = -192357.416188 nChanged 166 SP:Iteration 10Q (1857.789275 sec): 3 clusters Score: Raw -195262.831450 + Penalty 2663.304032 = -192599.527417 nChanged 110 SP:Iteration 11Q (1857.837694 sec): 3 clusters Score: Raw -195403.143972 + Penalty 2663.304032 = -192739.839940 nChanged 63 SP:Iteration 12Q (1857.889517 sec): 3 clusters Score: Raw -195461.291270 + Penalty 2663.304032 = -192797.987237 nChanged 39 SP:Iteration 13Q (1857.942814 sec): 3 clusters Score: Raw -195482.279991 + Penalty 2663.304032 = -192818.975959 nChanged 14 SP:Iteration 14Q (1857.981736 sec): 3 clusters Score: Raw -195486.709138 + Penalty 2663.304032 = -192823.405105 nChanged 4 SP:Iteration 15Q (1858.039899 sec): 3 clusters Score: Raw -195487.895485 + Penalty 2663.304032 = -192824.591452 nChanged 2 SP:Iteration 16Q (1858.082750 sec): 3 clusters Score: Raw -195488.203689 + Penalty 2663.304032 = -192824.899656 nChanged 1 SP:Iteration 17Q (1858.125293 sec): 3 clusters Score: Raw -195488.485078 + Penalty 2663.304032 = -192825.181045 nChanged 1 SP:Iteration 18Q (1858.169764 sec): 3 clusters Score: Raw -195489.025136 + Penalty 2663.304032 = -192825.721103 nChanged 1 SP:Iteration 19Q (1858.222217 sec): 3 clusters Score: Raw -195489.344637 + Penalty 2663.304032 = -192826.040604 nChanged 1 SP:Iteration 20F (1858.269200 sec): 3 clusters Score: Raw -195489.461593 + Penalty 2663.304032 = -192826.157561 nChanged 0 Score: Raw -12062865.554404 + Penalty 78637.516929 = -11984228.037475 Splitting cluster 17 changes total score from -11982742.448060 to -11984228.037475 So it's getting split into cluster 39. Trying to split cluster 18 (1610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1865.226420 sec): 2 clusters Score: Raw -84202.070355 + Penalty 1199.898287 = -83002.172068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1865.269588 sec): 3 clusters Score: Raw -83581.562677 + Penalty 2399.796574 = -81181.766103 nChanged 561 SP:Iteration 1F (1865.314226 sec): 3 clusters Score: Raw -84084.377850 + Penalty 2399.796574 = -81684.581276 nChanged 137 SP:Iteration 2F (1865.349517 sec): 3 clusters Score: Raw -84231.188374 + Penalty 2399.796574 = -81831.391800 nChanged 118 SP:Iteration 3F (1865.389831 sec): 3 clusters Score: Raw -84354.842404 + Penalty 2399.796574 = -81955.045831 nChanged 80 SP:Iteration 4Q (1865.436954 sec): 3 clusters Score: Raw -84430.504003 + Penalty 2399.796574 = -82030.707429 nChanged 47 SP:Iteration 5Q (1865.477516 sec): 3 clusters Score: Raw -84482.045298 + Penalty 2399.796574 = -82082.248724 nChanged 53 SP:Iteration 6Q (1865.530698 sec): 3 clusters Score: Raw -84537.320234 + Penalty 2399.796574 = -82137.523660 nChanged 46 SP:Iteration 7Q (1865.578773 sec): 3 clusters Score: Raw -84580.331113 + Penalty 2399.796574 = -82180.534539 nChanged 42 SP:Iteration 8Q (1865.618084 sec): 3 clusters Score: Raw -84633.437581 + Penalty 2399.796574 = -82233.641007 nChanged 41 SP:Iteration 9Q (1865.668800 sec): 3 clusters Score: Raw -84674.268694 + Penalty 2399.796574 = -82274.472120 nChanged 29 SP:Iteration 10Q (1865.708189 sec): 3 clusters Score: Raw -84700.648262 + Penalty 2399.796574 = -82300.851688 nChanged 22 SP:Iteration 11Q (1865.759045 sec): 3 clusters Score: Raw -84721.472558 + Penalty 2399.796574 = -82321.675984 nChanged 21 SP:Iteration 12Q (1865.803968 sec): 3 clusters Score: Raw -84745.028630 + Penalty 2399.796574 = -82345.232056 nChanged 22 SP:Iteration 13Q (1865.841845 sec): 3 clusters Score: Raw -84769.650971 + Penalty 2399.796574 = -82369.854397 nChanged 20 SP:Iteration 14Q (1865.877534 sec): 3 clusters Score: Raw -84792.606389 + Penalty 2399.796574 = -82392.809815 nChanged 13 SP:Iteration 15Q (1865.917173 sec): 3 clusters Score: Raw -84809.362413 + Penalty 2399.796574 = -82409.565839 nChanged 13 SP:Iteration 16Q (1865.959834 sec): 3 clusters Score: Raw -84831.496361 + Penalty 2399.796574 = -82431.699787 nChanged 10 SP:Iteration 17Q (1866.011853 sec): 3 clusters Score: Raw -84844.695617 + Penalty 2399.796574 = -82444.899043 nChanged 12 SP:Iteration 18Q (1866.056499 sec): 3 clusters Score: Raw -84858.046716 + Penalty 2399.796574 = -82458.250142 nChanged 11 SP:Iteration 19Q (1866.104588 sec): 3 clusters Score: Raw -84874.366234 + Penalty 2399.796574 = -82474.569660 nChanged 5 SP:Iteration 20F (1866.150997 sec): 3 clusters Score: Raw -84882.589676 + Penalty 2399.796574 = -82482.793103 nChanged 3 SP:Iteration 21Q (1866.187820 sec): 3 clusters Score: Raw -84884.180071 + Penalty 2399.796574 = -82484.383497 nChanged 0 SP:Iteration 22F (1866.226733 sec): 3 clusters Score: Raw -84884.180071 + Penalty 2399.796574 = -82484.383497 nChanged 0 Trying to split cluster 19 (5816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1866.266532 sec): 2 clusters Score: Raw -300205.602760 + Penalty 1408.609803 = -298796.992957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1866.319518 sec): 3 clusters Score: Raw -297106.794825 + Penalty 2817.219606 = -294289.575219 nChanged 2401 SP:Iteration 1F (1866.378553 sec): 3 clusters Score: Raw -298509.312687 + Penalty 2817.219606 = -295692.093081 nChanged 401 SP:Iteration 2F (1866.427442 sec): 3 clusters Score: Raw -298813.413147 + Penalty 2817.219606 = -295996.193540 nChanged 348 SP:Iteration 3F (1866.465962 sec): 3 clusters Score: Raw -299136.181944 + Penalty 2817.219606 = -296318.962338 nChanged 365 SP:Iteration 4F (1866.514658 sec): 3 clusters Score: Raw -299438.184578 + Penalty 2817.219606 = -296620.964971 nChanged 378 SP:Iteration 5F (1866.565510 sec): 3 clusters Score: Raw -299769.371399 + Penalty 2817.219606 = -296952.151793 nChanged 416 SP:Iteration 6F (1866.618749 sec): 3 clusters Score: Raw -300182.786457 + Penalty 2817.219606 = -297365.566851 nChanged 442 SP:Iteration 7F (1866.682472 sec): 3 clusters Score: Raw -300641.534068 + Penalty 2817.219606 = -297824.314462 nChanged 419 SP:Iteration 8F (1866.727625 sec): 3 clusters Score: Raw -301116.361206 + Penalty 2817.219606 = -298299.141599 nChanged 345 SP:Iteration 9F (1866.779098 sec): 3 clusters Score: Raw -301528.268186 + Penalty 2817.219606 = -298711.048580 nChanged 229 SP:Iteration 10Q (1866.826044 sec): 3 clusters Score: Raw -301834.065515 + Penalty 2817.219606 = -299016.845909 nChanged 152 SP:Iteration 11Q (1866.878731 sec): 3 clusters Score: Raw -302061.343853 + Penalty 2817.219606 = -299244.124247 nChanged 119 SP:Iteration 12Q (1866.928172 sec): 3 clusters Score: Raw -302221.895939 + Penalty 2817.219606 = -299404.676333 nChanged 98 SP:Iteration 13Q (1866.990656 sec): 3 clusters Score: Raw -302347.619057 + Penalty 2817.219606 = -299530.399451 nChanged 70 SP:Iteration 14Q (1867.032462 sec): 3 clusters Score: Raw -302417.410951 + Penalty 2817.219606 = -299600.191344 nChanged 47 SP:Iteration 15Q (1867.083069 sec): 3 clusters Score: Raw -302449.068222 + Penalty 2817.219606 = -299631.848616 nChanged 29 SP:Iteration 16Q (1867.129441 sec): 3 clusters Score: Raw -302467.993064 + Penalty 2817.219606 = -299650.773458 nChanged 21 SP:Iteration 17Q (1867.186375 sec): 3 clusters Score: Raw -302475.698431 + Penalty 2817.219606 = -299658.478825 nChanged 9 SP:Iteration 18Q (1867.228718 sec): 3 clusters Score: Raw -302478.452621 + Penalty 2817.219606 = -299661.233015 nChanged 7 SP:Iteration 19Q (1867.281778 sec): 3 clusters Score: Raw -302482.257148 + Penalty 2817.219606 = -299665.037542 nChanged 8 SP:Iteration 20F (1867.335736 sec): 3 clusters Score: Raw -302483.921170 + Penalty 2817.219606 = -299666.701564 nChanged 2 SP:Iteration 21Q (1867.388979 sec): 3 clusters Score: Raw -302484.441790 + Penalty 2817.219606 = -299667.222184 nChanged 2 SP:Iteration 22Q (1867.435687 sec): 3 clusters Score: Raw -302484.835038 + Penalty 2817.219606 = -299667.615431 nChanged 0 SP:Iteration 23F (1867.490313 sec): 3 clusters Score: Raw -302484.835038 + Penalty 2817.219606 = -299667.615431 nChanged 0 Score: Raw -12065144.786681 + Penalty 80653.863517 = -11984490.923165 Splitting cluster 19 changes total score from -11982742.448060 to -11984490.923165 So it's getting split into cluster 40. Trying to split cluster 20 (3523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1874.177838 sec): 2 clusters Score: Raw -190786.752055 + Penalty 1327.148579 = -189459.603476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1874.238259 sec): 3 clusters Score: Raw -189056.440038 + Penalty 2654.297158 = -186402.142880 nChanged 1350 SP:Iteration 1F (1874.287442 sec): 3 clusters Score: Raw -189820.849809 + Penalty 2654.297158 = -187166.552651 nChanged 284 SP:Iteration 2F (1874.337394 sec): 3 clusters Score: Raw -189965.891119 + Penalty 2654.297158 = -187311.593961 nChanged 171 SP:Iteration 3Q (1874.382575 sec): 3 clusters Score: Raw -190049.205134 + Penalty 2654.297158 = -187394.907976 nChanged 134 SP:Iteration 4Q (1874.431852 sec): 3 clusters Score: Raw -190118.764536 + Penalty 2654.297158 = -187464.467378 nChanged 112 SP:Iteration 5Q (1874.465354 sec): 3 clusters Score: Raw -190173.284582 + Penalty 2654.297158 = -187518.987424 nChanged 97 SP:Iteration 6Q (1874.521876 sec): 3 clusters Score: Raw -190216.902860 + Penalty 2654.297158 = -187562.605702 nChanged 94 SP:Iteration 7Q (1874.566380 sec): 3 clusters Score: Raw -190267.914545 + Penalty 2654.297158 = -187613.617387 nChanged 108 SP:Iteration 8Q (1874.611172 sec): 3 clusters Score: Raw -190332.686452 + Penalty 2654.297158 = -187678.389294 nChanged 109 SP:Iteration 9Q (1874.657343 sec): 3 clusters Score: Raw -190397.298895 + Penalty 2654.297158 = -187743.001737 nChanged 100 SP:Iteration 10Q (1874.705519 sec): 3 clusters Score: Raw -190461.296955 + Penalty 2654.297158 = -187806.999797 nChanged 85 SP:Iteration 11Q (1874.749257 sec): 3 clusters Score: Raw -190531.400224 + Penalty 2654.297158 = -187877.103066 nChanged 86 SP:Iteration 12Q (1874.796525 sec): 3 clusters Score: Raw -190581.723715 + Penalty 2654.297158 = -187927.426557 nChanged 64 SP:Iteration 13Q (1874.854090 sec): 3 clusters Score: Raw -190624.235144 + Penalty 2654.297158 = -187969.937986 nChanged 71 SP:Iteration 14Q (1874.900470 sec): 3 clusters Score: Raw -190669.160555 + Penalty 2654.297158 = -188014.863397 nChanged 59 SP:Iteration 15Q (1874.946288 sec): 3 clusters Score: Raw -190704.686077 + Penalty 2654.297158 = -188050.388920 nChanged 46 SP:Iteration 16Q (1874.998195 sec): 3 clusters Score: Raw -190735.353722 + Penalty 2654.297158 = -188081.056564 nChanged 43 SP:Iteration 17Q (1875.040266 sec): 3 clusters Score: Raw -190767.699443 + Penalty 2654.297158 = -188113.402285 nChanged 41 SP:Iteration 18Q (1875.083917 sec): 3 clusters Score: Raw -190795.627915 + Penalty 2654.297158 = -188141.330757 nChanged 33 SP:Iteration 19Q (1875.134949 sec): 3 clusters Score: Raw -190827.353063 + Penalty 2654.297158 = -188173.055906 nChanged 43 SP:Iteration 20F (1875.177812 sec): 3 clusters Score: Raw -190861.949149 + Penalty 2654.297158 = -188207.651991 nChanged 32 SP:Iteration 21Q (1875.225822 sec): 3 clusters Score: Raw -190889.459332 + Penalty 2654.297158 = -188235.162174 nChanged 31 SP:Iteration 22Q (1875.265594 sec): 3 clusters Score: Raw -190918.023732 + Penalty 2654.297158 = -188263.726574 nChanged 24 SP:Iteration 23Q (1875.319709 sec): 3 clusters Score: Raw -190940.579834 + Penalty 2654.297158 = -188286.282676 nChanged 16 SP:Iteration 24Q (1875.360116 sec): 3 clusters Score: Raw -190953.105479 + Penalty 2654.297158 = -188298.808321 nChanged 11 SP:Iteration 25Q (1875.410822 sec): 3 clusters Score: Raw -190962.708352 + Penalty 2654.297158 = -188308.411194 nChanged 12 SP:Iteration 26Q (1875.456177 sec): 3 clusters Score: Raw -190977.085784 + Penalty 2654.297158 = -188322.788626 nChanged 13 SP:Iteration 27Q (1875.505329 sec): 3 clusters Score: Raw -190989.519931 + Penalty 2654.297158 = -188335.222773 nChanged 14 SP:Iteration 28Q (1875.557716 sec): 3 clusters Score: Raw -191000.645670 + Penalty 2654.297158 = -188346.348512 nChanged 8 SP:Iteration 29Q (1875.610297 sec): 3 clusters Score: Raw -191008.196234 + Penalty 2654.297158 = -188353.899076 nChanged 5 SP:Iteration 30Q (1875.663650 sec): 3 clusters Score: Raw -191016.892630 + Penalty 2654.297158 = -188362.595472 nChanged 6 SP:Iteration 31Q (1875.704930 sec): 3 clusters Score: Raw -191025.144466 + Penalty 2654.297158 = -188370.847308 nChanged 7 SP:Iteration 32Q (1875.758222 sec): 3 clusters Score: Raw -191032.054743 + Penalty 2654.297158 = -188377.757586 nChanged 3 SP:Iteration 33Q (1875.807386 sec): 3 clusters Score: Raw -191037.592979 + Penalty 2654.297158 = -188383.295821 nChanged 4 SP:Iteration 34Q (1875.841179 sec): 3 clusters Score: Raw -191045.386607 + Penalty 2654.297158 = -188391.089449 nChanged 6 SP:Iteration 35Q (1875.890683 sec): 3 clusters Score: Raw -191051.433750 + Penalty 2654.297158 = -188397.136592 nChanged 5 SP:Iteration 36Q (1875.929471 sec): 3 clusters Score: Raw -191056.420968 + Penalty 2654.297158 = -188402.123810 nChanged 4 SP:Iteration 37Q (1875.976435 sec): 3 clusters Score: Raw -191062.268017 + Penalty 2654.297158 = -188407.970859 nChanged 2 SP:Iteration 38Q (1876.034739 sec): 3 clusters Score: Raw -191064.175337 + Penalty 2654.297158 = -188409.878180 nChanged 1 SP:Iteration 39Q (1876.075269 sec): 3 clusters Score: Raw -191064.536014 + Penalty 2654.297158 = -188410.238856 nChanged 0 SP:Iteration 40F (1876.131445 sec): 3 clusters Score: Raw -191064.536014 + Penalty 2654.297158 = -188410.238856 nChanged 0 Trying to split cluster 21 (13807 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1876.159910 sec): 2 clusters Score: Raw -745537.379736 + Penalty 1549.101286 = -743988.278450 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1876.227073 sec): 3 clusters Score: Raw -737535.259450 + Penalty 3098.202571 = -734437.056879 nChanged 6104 SP:Iteration 1F (1876.291540 sec): 3 clusters Score: Raw -740777.060344 + Penalty 3098.202571 = -737678.857772 nChanged 876 SP:Iteration 2F (1876.357970 sec): 3 clusters Score: Raw -741170.350293 + Penalty 3098.202571 = -738072.147721 nChanged 796 SP:Iteration 3F (1876.415947 sec): 3 clusters Score: Raw -741579.428818 + Penalty 3098.202571 = -738481.226246 nChanged 811 SP:Iteration 4F (1876.482437 sec): 3 clusters Score: Raw -742072.165510 + Penalty 3098.202571 = -738973.962938 nChanged 905 SP:Iteration 5F (1876.558637 sec): 3 clusters Score: Raw -742711.249191 + Penalty 3098.202571 = -739613.046620 nChanged 907 SP:Iteration 6F (1876.617273 sec): 3 clusters Score: Raw -743371.650045 + Penalty 3098.202571 = -740273.447473 nChanged 790 SP:Iteration 7F (1876.677551 sec): 3 clusters Score: Raw -743950.060706 + Penalty 3098.202571 = -740851.858135 nChanged 631 SP:Iteration 8Q (1876.743461 sec): 3 clusters Score: Raw -744380.928426 + Penalty 3098.202571 = -741282.725855 nChanged 520 SP:Iteration 9Q (1876.810755 sec): 3 clusters Score: Raw -744684.023783 + Penalty 3098.202571 = -741585.821212 nChanged 383 SP:Iteration 10Q (1876.872497 sec): 3 clusters Score: Raw -744904.428770 + Penalty 3098.202571 = -741806.226198 nChanged 292 SP:Iteration 11Q (1876.948911 sec): 3 clusters Score: Raw -745067.814663 + Penalty 3098.202571 = -741969.612092 nChanged 240 SP:Iteration 12Q (1877.011967 sec): 3 clusters Score: Raw -745198.293914 + Penalty 3098.202571 = -742100.091343 nChanged 190 SP:Iteration 13Q (1877.064324 sec): 3 clusters Score: Raw -745297.961767 + Penalty 3098.202571 = -742199.759196 nChanged 166 SP:Iteration 14Q (1877.134794 sec): 3 clusters Score: Raw -745395.551805 + Penalty 3098.202571 = -742297.349234 nChanged 142 SP:Iteration 15Q (1877.192299 sec): 3 clusters Score: Raw -745482.876621 + Penalty 3098.202571 = -742384.674050 nChanged 123 SP:Iteration 16Q (1877.253427 sec): 3 clusters Score: Raw -745565.281587 + Penalty 3098.202571 = -742467.079016 nChanged 98 SP:Iteration 17Q (1877.311698 sec): 3 clusters Score: Raw -745630.359134 + Penalty 3098.202571 = -742532.156563 nChanged 97 SP:Iteration 18Q (1877.384551 sec): 3 clusters Score: Raw -745687.408119 + Penalty 3098.202571 = -742589.205548 nChanged 78 SP:Iteration 19Q (1877.442669 sec): 3 clusters Score: Raw -745736.500740 + Penalty 3098.202571 = -742638.298168 nChanged 59 SP:Iteration 20F (1877.509477 sec): 3 clusters Score: Raw -745768.748911 + Penalty 3098.202571 = -742670.546339 nChanged 47 SP:Iteration 21Q (1877.570091 sec): 3 clusters Score: Raw -745790.563037 + Penalty 3098.202571 = -742692.360465 nChanged 40 SP:Iteration 22Q (1877.635279 sec): 3 clusters Score: Raw -745810.378660 + Penalty 3098.202571 = -742712.176089 nChanged 32 SP:Iteration 23Q (1877.697827 sec): 3 clusters Score: Raw -745822.141630 + Penalty 3098.202571 = -742723.939059 nChanged 20 SP:Iteration 24Q (1877.765919 sec): 3 clusters Score: Raw -745833.109916 + Penalty 3098.202571 = -742734.907344 nChanged 27 SP:Iteration 25Q (1877.821604 sec): 3 clusters Score: Raw -745843.212273 + Penalty 3098.202571 = -742745.009701 nChanged 26 SP:Iteration 26Q (1877.889397 sec): 3 clusters Score: Raw -745854.720922 + Penalty 3098.202571 = -742756.518350 nChanged 21 SP:Iteration 27Q (1877.951782 sec): 3 clusters Score: Raw -745865.046767 + Penalty 3098.202571 = -742766.844196 nChanged 12 SP:Iteration 28Q (1878.013418 sec): 3 clusters Score: Raw -745870.412285 + Penalty 3098.202571 = -742772.209713 nChanged 12 SP:Iteration 29Q (1878.056326 sec): 3 clusters Score: Raw -745874.838920 + Penalty 3098.202571 = -742776.636349 nChanged 11 SP:Iteration 30Q (1878.132604 sec): 3 clusters Score: Raw -745879.026062 + Penalty 3098.202571 = -742780.823490 nChanged 9 SP:Iteration 31Q (1878.184945 sec): 3 clusters Score: Raw -745883.024628 + Penalty 3098.202571 = -742784.822056 nChanged 11 SP:Iteration 32Q (1878.254629 sec): 3 clusters Score: Raw -745886.952519 + Penalty 3098.202571 = -742788.749947 nChanged 10 SP:Iteration 33Q (1878.318964 sec): 3 clusters Score: Raw -745891.911787 + Penalty 3098.202571 = -742793.709216 nChanged 13 SP:Iteration 34Q (1878.378846 sec): 3 clusters Score: Raw -745896.651958 + Penalty 3098.202571 = -742798.449387 nChanged 9 SP:Iteration 35Q (1878.443763 sec): 3 clusters Score: Raw -745901.510639 + Penalty 3098.202571 = -742803.308068 nChanged 18 SP:Iteration 36Q (1878.495373 sec): 3 clusters Score: Raw -745909.524275 + Penalty 3098.202571 = -742811.321704 nChanged 10 SP:Iteration 37Q (1878.556639 sec): 3 clusters Score: Raw -745911.972335 + Penalty 3098.202571 = -742813.769763 nChanged 7 SP:Iteration 38Q (1878.615689 sec): 3 clusters Score: Raw -745914.534477 + Penalty 3098.202571 = -742816.331906 nChanged 2 SP:Iteration 39Q (1878.677766 sec): 3 clusters Score: Raw -745914.923045 + Penalty 3098.202571 = -742816.720474 nChanged 2 SP:Iteration 40F (1878.747478 sec): 3 clusters Score: Raw -745915.906961 + Penalty 3098.202571 = -742817.704389 nChanged 4 SP:Iteration 41Q (1878.799286 sec): 3 clusters Score: Raw -745917.477671 + Penalty 3098.202571 = -742819.275099 nChanged 3 SP:Iteration 42Q (1878.866258 sec): 3 clusters Score: Raw -745917.850113 + Penalty 3098.202571 = -742819.647542 nChanged 2 SP:Iteration 43Q (1878.927720 sec): 3 clusters Score: Raw -745918.183268 + Penalty 3098.202571 = -742819.980697 nChanged 1 SP:Iteration 44Q (1878.995018 sec): 3 clusters Score: Raw -745918.358964 + Penalty 3098.202571 = -742820.156393 nChanged 1 SP:Iteration 45Q (1879.047684 sec): 3 clusters Score: Raw -745918.753532 + Penalty 3098.202571 = -742820.550961 nChanged 2 SP:Iteration 46Q (1879.108564 sec): 3 clusters Score: Raw -745919.908257 + Penalty 3098.202571 = -742821.705685 nChanged 0 SP:Iteration 47F (1879.184978 sec): 3 clusters Score: Raw -745919.908257 + Penalty 3098.202571 = -742821.705685 nChanged 0 Trying to split cluster 22 (969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1879.208455 sec): 2 clusters Score: Raw -50508.022789 + Penalty 1117.392999 = -49390.629789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1879.247329 sec): 3 clusters Score: Raw -50205.800505 + Penalty 2234.785999 = -47971.014506 nChanged 288 SP:Iteration 1F (1879.283506 sec): 3 clusters Score: Raw -50474.660997 + Penalty 2234.785999 = -48239.874998 nChanged 67 SP:Iteration 2F (1879.321905 sec): 3 clusters Score: Raw -50555.483129 + Penalty 2234.785999 = -48320.697131 nChanged 44 SP:Iteration 3Q (1879.364257 sec): 3 clusters Score: Raw -50606.213336 + Penalty 2234.785999 = -48371.427337 nChanged 34 SP:Iteration 4Q (1879.413602 sec): 3 clusters Score: Raw -50645.007839 + Penalty 2234.785999 = -48410.221840 nChanged 29 SP:Iteration 5Q (1879.440428 sec): 3 clusters Score: Raw -50678.065390 + Penalty 2234.785999 = -48443.279391 nChanged 20 SP:Iteration 6Q (1879.482531 sec): 3 clusters Score: Raw -50701.760135 + Penalty 2234.785999 = -48466.974137 nChanged 14 SP:Iteration 7Q (1879.523480 sec): 3 clusters Score: Raw -50716.832842 + Penalty 2234.785999 = -48482.046843 nChanged 14 SP:Iteration 8Q (1879.558909 sec): 3 clusters Score: Raw -50726.960025 + Penalty 2234.785999 = -48492.174026 nChanged 11 SP:Iteration 9Q (1879.597163 sec): 3 clusters Score: Raw -50736.529870 + Penalty 2234.785999 = -48501.743871 nChanged 9 SP:Iteration 10Q (1879.634524 sec): 3 clusters Score: Raw -50743.493983 + Penalty 2234.785999 = -48508.707984 nChanged 6 SP:Iteration 11Q (1879.675094 sec): 3 clusters Score: Raw -50749.727432 + Penalty 2234.785999 = -48514.941433 nChanged 7 SP:Iteration 12Q (1879.717033 sec): 3 clusters Score: Raw -50758.985369 + Penalty 2234.785999 = -48524.199370 nChanged 6 SP:Iteration 13Q (1879.770290 sec): 3 clusters Score: Raw -50763.955516 + Penalty 2234.785999 = -48529.169517 nChanged 5 SP:Iteration 14Q (1879.807029 sec): 3 clusters Score: Raw -50767.600972 + Penalty 2234.785999 = -48532.814973 nChanged 3 SP:Iteration 15Q (1879.845982 sec): 3 clusters Score: Raw -50773.119707 + Penalty 2234.785999 = -48538.333708 nChanged 3 SP:Iteration 16Q (1879.889693 sec): 3 clusters Score: Raw -50777.786540 + Penalty 2234.785999 = -48543.000541 nChanged 4 SP:Iteration 17Q (1879.937913 sec): 3 clusters Score: Raw -50783.144189 + Penalty 2234.785999 = -48548.358190 nChanged 4 SP:Iteration 18Q (1879.984162 sec): 3 clusters Score: Raw -50788.437571 + Penalty 2234.785999 = -48553.651572 nChanged 3 SP:Iteration 19Q (1880.029448 sec): 3 clusters Score: Raw -50790.051285 + Penalty 2234.785999 = -48555.265286 nChanged 3 SP:Iteration 20F (1880.072693 sec): 3 clusters Score: Raw -50792.664860 + Penalty 2234.785999 = -48557.878861 nChanged 2 SP:Iteration 21Q (1880.111234 sec): 3 clusters Score: Raw -50794.627544 + Penalty 2234.785999 = -48559.841545 nChanged 3 SP:Iteration 22Q (1880.153687 sec): 3 clusters Score: Raw -50796.192285 + Penalty 2234.785999 = -48561.406287 nChanged 1 SP:Iteration 23Q (1880.190396 sec): 3 clusters Score: Raw -50796.937714 + Penalty 2234.785999 = -48562.151715 nChanged 0 SP:Iteration 24F (1880.227068 sec): 3 clusters Score: Raw -50796.937714 + Penalty 2234.785999 = -48562.151715 nChanged 0 Trying to split cluster 23 (5654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1880.257848 sec): 2 clusters Score: Raw -312414.727261 + Penalty 1404.019262 = -311010.707999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1880.308116 sec): 3 clusters Score: Raw -309452.382247 + Penalty 2808.038525 = -306644.343722 nChanged 2333 SP:Iteration 1F (1880.361559 sec): 3 clusters Score: Raw -310885.689346 + Penalty 2808.038525 = -308077.650821 nChanged 495 SP:Iteration 2F (1880.402518 sec): 3 clusters Score: Raw -311308.536432 + Penalty 2808.038525 = -308500.497907 nChanged 485 SP:Iteration 3F (1880.457874 sec): 3 clusters Score: Raw -311854.681636 + Penalty 2808.038525 = -309046.643111 nChanged 471 SP:Iteration 4F (1880.510470 sec): 3 clusters Score: Raw -312578.064443 + Penalty 2808.038525 = -309770.025918 nChanged 464 SP:Iteration 5F (1880.566252 sec): 3 clusters Score: Raw -313207.447798 + Penalty 2808.038525 = -310399.409274 nChanged 344 SP:Iteration 6F (1880.621339 sec): 3 clusters Score: Raw -313501.292572 + Penalty 2808.038525 = -310693.254047 nChanged 182 SP:Iteration 7Q (1880.658115 sec): 3 clusters Score: Raw -313612.784230 + Penalty 2808.038525 = -310804.745705 nChanged 105 SP:Iteration 8Q (1880.716848 sec): 3 clusters Score: Raw -313665.233696 + Penalty 2808.038525 = -310857.195172 nChanged 66 SP:Iteration 9Q (1880.763558 sec): 3 clusters Score: Raw -313689.990633 + Penalty 2808.038525 = -310881.952108 nChanged 40 SP:Iteration 10Q (1880.818317 sec): 3 clusters Score: Raw -313703.240810 + Penalty 2808.038525 = -310895.202285 nChanged 28 SP:Iteration 11Q (1880.880978 sec): 3 clusters Score: Raw -313710.288925 + Penalty 2808.038525 = -310902.250400 nChanged 16 SP:Iteration 12Q (1880.930841 sec): 3 clusters Score: Raw -313715.025138 + Penalty 2808.038525 = -310906.986613 nChanged 20 SP:Iteration 13Q (1880.979039 sec): 3 clusters Score: Raw -313719.920872 + Penalty 2808.038525 = -310911.882347 nChanged 15 SP:Iteration 14Q (1881.031022 sec): 3 clusters Score: Raw -313724.149685 + Penalty 2808.038525 = -310916.111160 nChanged 10 SP:Iteration 15Q (1881.082057 sec): 3 clusters Score: Raw -313726.447947 + Penalty 2808.038525 = -310918.409422 nChanged 9 SP:Iteration 16Q (1881.138644 sec): 3 clusters Score: Raw -313727.904982 + Penalty 2808.038525 = -310919.866457 nChanged 6 SP:Iteration 17Q (1881.193695 sec): 3 clusters Score: Raw -313728.537477 + Penalty 2808.038525 = -310920.498952 nChanged 3 SP:Iteration 18Q (1881.243478 sec): 3 clusters Score: Raw -313728.977421 + Penalty 2808.038525 = -310920.938896 nChanged 5 SP:Iteration 19Q (1881.296167 sec): 3 clusters Score: Raw -313729.810935 + Penalty 2808.038525 = -310921.772410 nChanged 5 SP:Iteration 20F (1881.347964 sec): 3 clusters Score: Raw -313730.520632 + Penalty 2808.038525 = -310922.482107 nChanged 5 SP:Iteration 21Q (1881.398729 sec): 3 clusters Score: Raw -313731.556435 + Penalty 2808.038525 = -310923.517910 nChanged 5 SP:Iteration 22Q (1881.445109 sec): 3 clusters Score: Raw -313732.339044 + Penalty 2808.038525 = -310924.300519 nChanged 2 SP:Iteration 23Q (1881.493174 sec): 3 clusters Score: Raw -313732.619931 + Penalty 2808.038525 = -310924.581406 nChanged 1 SP:Iteration 24Q (1881.547157 sec): 3 clusters Score: Raw -313732.676598 + Penalty 2808.038525 = -310924.638073 nChanged 0 SP:Iteration 25F (1881.592791 sec): 3 clusters Score: Raw -313732.676598 + Penalty 2808.038525 = -310924.638073 nChanged 0 Trying to split cluster 24 (4121 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1881.630275 sec): 2 clusters Score: Raw -175788.838724 + Penalty 1352.625809 = -174436.212915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1881.669714 sec): 3 clusters Score: Raw -173825.135628 + Penalty 2705.251618 = -171119.884011 nChanged 1629 SP:Iteration 1F (1881.722822 sec): 3 clusters Score: Raw -175000.125494 + Penalty 2705.251618 = -172294.873876 nChanged 391 SP:Iteration 2F (1881.777399 sec): 3 clusters Score: Raw -175343.116684 + Penalty 2705.251618 = -172637.865066 nChanged 274 SP:Iteration 3F (1881.818190 sec): 3 clusters Score: Raw -175604.359807 + Penalty 2705.251618 = -172899.108189 nChanged 253 SP:Iteration 4F (1881.867318 sec): 3 clusters Score: Raw -175832.761682 + Penalty 2705.251618 = -173127.510064 nChanged 213 SP:Iteration 5F (1881.916270 sec): 3 clusters Score: Raw -175996.225763 + Penalty 2705.251618 = -173290.974145 nChanged 157 SP:Iteration 6Q (1881.962847 sec): 3 clusters Score: Raw -176116.832861 + Penalty 2705.251618 = -173411.581244 nChanged 131 SP:Iteration 7Q (1882.015862 sec): 3 clusters Score: Raw -176200.961736 + Penalty 2705.251618 = -173495.710119 nChanged 100 SP:Iteration 8Q (1882.066325 sec): 3 clusters Score: Raw -176265.046660 + Penalty 2705.251618 = -173559.795042 nChanged 82 SP:Iteration 9Q (1882.125253 sec): 3 clusters Score: Raw -176319.283983 + Penalty 2705.251618 = -173614.032366 nChanged 79 SP:Iteration 10Q (1882.169715 sec): 3 clusters Score: Raw -176366.032512 + Penalty 2705.251618 = -173660.780894 nChanged 67 SP:Iteration 11Q (1882.221624 sec): 3 clusters Score: Raw -176409.643270 + Penalty 2705.251618 = -173704.391652 nChanged 59 SP:Iteration 12Q (1882.272202 sec): 3 clusters Score: Raw -176446.378484 + Penalty 2705.251618 = -173741.126866 nChanged 47 SP:Iteration 13Q (1882.331677 sec): 3 clusters Score: Raw -176477.332037 + Penalty 2705.251618 = -173772.080419 nChanged 41 SP:Iteration 14Q (1882.376934 sec): 3 clusters Score: Raw -176502.535413 + Penalty 2705.251618 = -173797.283796 nChanged 39 SP:Iteration 15Q (1882.418334 sec): 3 clusters Score: Raw -176526.306778 + Penalty 2705.251618 = -173821.055160 nChanged 37 SP:Iteration 16Q (1882.469355 sec): 3 clusters Score: Raw -176551.131844 + Penalty 2705.251618 = -173845.880227 nChanged 42 SP:Iteration 17Q (1882.519976 sec): 3 clusters Score: Raw -176578.148374 + Penalty 2705.251618 = -173872.896756 nChanged 47 SP:Iteration 18Q (1882.574146 sec): 3 clusters Score: Raw -176604.421852 + Penalty 2705.251618 = -173899.170234 nChanged 40 SP:Iteration 19Q (1882.614470 sec): 3 clusters Score: Raw -176629.990853 + Penalty 2705.251618 = -173924.739235 nChanged 42 SP:Iteration 20F (1882.675520 sec): 3 clusters Score: Raw -176654.641593 + Penalty 2705.251618 = -173949.389975 nChanged 39 SP:Iteration 21Q (1882.718245 sec): 3 clusters Score: Raw -176687.168607 + Penalty 2705.251618 = -173981.916989 nChanged 34 SP:Iteration 22Q (1882.757080 sec): 3 clusters Score: Raw -176716.872602 + Penalty 2705.251618 = -174011.620985 nChanged 32 SP:Iteration 23Q (1882.805625 sec): 3 clusters Score: Raw -176740.697049 + Penalty 2705.251618 = -174035.445431 nChanged 29 SP:Iteration 24Q (1882.851933 sec): 3 clusters Score: Raw -176762.959287 + Penalty 2705.251618 = -174057.707670 nChanged 30 SP:Iteration 25Q (1882.889417 sec): 3 clusters Score: Raw -176791.617418 + Penalty 2705.251618 = -174086.365800 nChanged 32 SP:Iteration 26Q (1882.939207 sec): 3 clusters Score: Raw -176829.883943 + Penalty 2705.251618 = -174124.632325 nChanged 32 SP:Iteration 27Q (1882.995939 sec): 3 clusters Score: Raw -176863.482636 + Penalty 2705.251618 = -174158.231018 nChanged 13 SP:Iteration 28Q (1883.036781 sec): 3 clusters Score: Raw -176875.453611 + Penalty 2705.251618 = -174170.201994 nChanged 9 SP:Iteration 29Q (1883.095209 sec): 3 clusters Score: Raw -176883.143519 + Penalty 2705.251618 = -174177.891901 nChanged 7 SP:Iteration 30Q (1883.148964 sec): 3 clusters Score: Raw -176887.527543 + Penalty 2705.251618 = -174182.275925 nChanged 3 SP:Iteration 31Q (1883.198288 sec): 3 clusters Score: Raw -176888.626146 + Penalty 2705.251618 = -174183.374529 nChanged 5 SP:Iteration 32Q (1883.244771 sec): 3 clusters Score: Raw -176895.075864 + Penalty 2705.251618 = -174189.824246 nChanged 10 SP:Iteration 33Q (1883.309900 sec): 3 clusters Score: Raw -176907.235526 + Penalty 2705.251618 = -174201.983908 nChanged 11 SP:Iteration 34Q (1883.357002 sec): 3 clusters Score: Raw -176919.440168 + Penalty 2705.251618 = -174214.188551 nChanged 6 SP:Iteration 35Q (1883.402105 sec): 3 clusters Score: Raw -176924.148712 + Penalty 2705.251618 = -174218.897094 nChanged 6 SP:Iteration 36Q (1883.436765 sec): 3 clusters Score: Raw -176928.258344 + Penalty 2705.251618 = -174223.006727 nChanged 1 SP:Iteration 37Q (1883.480460 sec): 3 clusters Score: Raw -176928.793331 + Penalty 2705.251618 = -174223.541714 nChanged 0 SP:Iteration 38F (1883.537758 sec): 3 clusters Score: Raw -176928.793331 + Penalty 2705.251618 = -174223.541714 nChanged 0 Trying to split cluster 25 (952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1883.561144 sec): 2 clusters Score: Raw -45796.631642 + Penalty 1114.516818 = -44682.114824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1883.599408 sec): 3 clusters Score: Raw -45573.458953 + Penalty 2229.033636 = -43344.425317 nChanged 269 SP:Iteration 1F (1883.649573 sec): 3 clusters Score: Raw -45948.745544 + Penalty 2229.033636 = -43719.711908 nChanged 103 SP:Iteration 2F (1883.699218 sec): 3 clusters Score: Raw -46199.788859 + Penalty 2229.033636 = -43970.755222 nChanged 76 SP:Iteration 3F (1883.740792 sec): 3 clusters Score: Raw -46397.055279 + Penalty 2229.033636 = -44168.021642 nChanged 57 SP:Iteration 4F (1883.774485 sec): 3 clusters Score: Raw -46536.029865 + Penalty 2229.033636 = -44306.996228 nChanged 32 SP:Iteration 5Q (1883.820460 sec): 3 clusters Score: Raw -46586.955934 + Penalty 2229.033636 = -44357.922298 nChanged 25 SP:Iteration 6Q (1883.871552 sec): 3 clusters Score: Raw -46617.529961 + Penalty 2229.033636 = -44388.496324 nChanged 14 SP:Iteration 7Q (1883.906237 sec): 3 clusters Score: Raw -46654.870323 + Penalty 2229.033636 = -44425.836686 nChanged 13 SP:Iteration 8Q (1883.944740 sec): 3 clusters Score: Raw -46679.462427 + Penalty 2229.033636 = -44450.428791 nChanged 15 SP:Iteration 9Q (1883.988879 sec): 3 clusters Score: Raw -46709.795855 + Penalty 2229.033636 = -44480.762219 nChanged 11 SP:Iteration 10Q (1884.020836 sec): 3 clusters Score: Raw -46729.613937 + Penalty 2229.033636 = -44500.580300 nChanged 5 SP:Iteration 11Q (1884.061215 sec): 3 clusters Score: Raw -46746.892770 + Penalty 2229.033636 = -44517.859133 nChanged 5 SP:Iteration 12Q (1884.110345 sec): 3 clusters Score: Raw -46757.809031 + Penalty 2229.033636 = -44528.775395 nChanged 6 SP:Iteration 13Q (1884.146366 sec): 3 clusters Score: Raw -46768.342663 + Penalty 2229.033636 = -44539.309027 nChanged 7 SP:Iteration 14Q (1884.200888 sec): 3 clusters Score: Raw -46777.097016 + Penalty 2229.033636 = -44548.063379 nChanged 4 SP:Iteration 15Q (1884.250568 sec): 3 clusters Score: Raw -46780.224565 + Penalty 2229.033636 = -44551.190928 nChanged 4 SP:Iteration 16Q (1884.285639 sec): 3 clusters Score: Raw -46784.106109 + Penalty 2229.033636 = -44555.072472 nChanged 3 SP:Iteration 17Q (1884.329416 sec): 3 clusters Score: Raw -46786.073784 + Penalty 2229.033636 = -44557.040148 nChanged 1 SP:Iteration 18Q (1884.375001 sec): 3 clusters Score: Raw -46787.217593 + Penalty 2229.033636 = -44558.183957 nChanged 2 SP:Iteration 19Q (1884.414775 sec): 3 clusters Score: Raw -46788.933605 + Penalty 2229.033636 = -44559.899969 nChanged 1 SP:Iteration 20F (1884.451562 sec): 3 clusters Score: Raw -46800.895287 + Penalty 2229.033636 = -44571.861651 nChanged 2 SP:Iteration 21Q (1884.494186 sec): 3 clusters Score: Raw -46813.506109 + Penalty 2229.033636 = -44584.472472 nChanged 0 SP:Iteration 22F (1884.535260 sec): 3 clusters Score: Raw -46814.736562 + Penalty 2229.033636 = -44585.702926 nChanged 1 SP:Iteration 23Q (1884.583177 sec): 3 clusters Score: Raw -46823.829488 + Penalty 2229.033636 = -44594.795852 nChanged 2 SP:Iteration 24Q (1884.627447 sec): 3 clusters Score: Raw -46830.122186 + Penalty 2229.033636 = -44601.088549 nChanged 2 SP:Iteration 25Q (1884.675979 sec): 3 clusters Score: Raw -46832.173517 + Penalty 2229.033636 = -44603.139881 nChanged 2 SP:Iteration 26Q (1884.707916 sec): 3 clusters Score: Raw -46835.339674 + Penalty 2229.033636 = -44606.306038 nChanged 3 SP:Iteration 27Q (1884.746737 sec): 3 clusters Score: Raw -46838.154004 + Penalty 2229.033636 = -44609.120368 nChanged 0 SP:Iteration 28F (1884.794362 sec): 3 clusters Score: Raw -46838.154004 + Penalty 2229.033636 = -44609.120368 nChanged 0 Trying to split cluster 26 (5360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1884.822286 sec): 2 clusters Score: Raw -277186.809935 + Penalty 1395.341879 = -275791.468056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1884.869920 sec): 3 clusters Score: Raw -274355.006614 + Penalty 2790.683758 = -271564.322856 nChanged 2190 SP:Iteration 1F (1884.925547 sec): 3 clusters Score: Raw -275534.355430 + Penalty 2790.683758 = -272743.671673 nChanged 334 SP:Iteration 2F (1884.972669 sec): 3 clusters Score: Raw -275711.352370 + Penalty 2790.683758 = -272920.668612 nChanged 304 SP:Iteration 3F (1885.014434 sec): 3 clusters Score: Raw -275868.358516 + Penalty 2790.683758 = -273077.674758 nChanged 246 SP:Iteration 4Q (1885.079967 sec): 3 clusters Score: Raw -275988.678843 + Penalty 2790.683758 = -273197.995085 nChanged 224 SP:Iteration 5Q (1885.125732 sec): 3 clusters Score: Raw -276101.295075 + Penalty 2790.683758 = -273310.611318 nChanged 226 SP:Iteration 6Q (1885.176201 sec): 3 clusters Score: Raw -276221.060630 + Penalty 2790.683758 = -273430.376872 nChanged 215 SP:Iteration 7Q (1885.211352 sec): 3 clusters Score: Raw -276348.574331 + Penalty 2790.683758 = -273557.890573 nChanged 233 SP:Iteration 8Q (1885.270269 sec): 3 clusters Score: Raw -276517.893095 + Penalty 2790.683758 = -273727.209337 nChanged 250 SP:Iteration 9Q (1885.315932 sec): 3 clusters Score: Raw -276739.806880 + Penalty 2790.683758 = -273949.123122 nChanged 264 SP:Iteration 10Q (1885.355603 sec): 3 clusters Score: Raw -277033.276089 + Penalty 2790.683758 = -274242.592332 nChanged 230 SP:Iteration 11Q (1885.408035 sec): 3 clusters Score: Raw -277253.271293 + Penalty 2790.683758 = -274462.587535 nChanged 177 SP:Iteration 12Q (1885.458758 sec): 3 clusters Score: Raw -277384.944232 + Penalty 2790.683758 = -274594.260475 nChanged 133 SP:Iteration 13Q (1885.507745 sec): 3 clusters Score: Raw -277461.338021 + Penalty 2790.683758 = -274670.654263 nChanged 101 SP:Iteration 14Q (1885.549668 sec): 3 clusters Score: Raw -277512.768321 + Penalty 2790.683758 = -274722.084564 nChanged 79 SP:Iteration 15Q (1885.605752 sec): 3 clusters Score: Raw -277547.158548 + Penalty 2790.683758 = -274756.474790 nChanged 53 SP:Iteration 16Q (1885.656745 sec): 3 clusters Score: Raw -277566.380872 + Penalty 2790.683758 = -274775.697115 nChanged 40 SP:Iteration 17Q (1885.716702 sec): 3 clusters Score: Raw -277580.396569 + Penalty 2790.683758 = -274789.712812 nChanged 34 SP:Iteration 18Q (1885.769017 sec): 3 clusters Score: Raw -277591.432977 + Penalty 2790.683758 = -274800.749219 nChanged 35 SP:Iteration 19Q (1885.809249 sec): 3 clusters Score: Raw -277602.229313 + Penalty 2790.683758 = -274811.545556 nChanged 34 SP:Iteration 20F (1885.862335 sec): 3 clusters Score: Raw -277613.557775 + Penalty 2790.683758 = -274822.874018 nChanged 30 SP:Iteration 21Q (1885.924679 sec): 3 clusters Score: Raw -277623.607571 + Penalty 2790.683758 = -274832.923813 nChanged 34 SP:Iteration 22Q (1885.963489 sec): 3 clusters Score: Raw -277636.737559 + Penalty 2790.683758 = -274846.053801 nChanged 47 SP:Iteration 23Q (1886.015972 sec): 3 clusters Score: Raw -277651.446042 + Penalty 2790.683758 = -274860.762284 nChanged 43 SP:Iteration 24Q (1886.076406 sec): 3 clusters Score: Raw -277666.557660 + Penalty 2790.683758 = -274875.873902 nChanged 39 SP:Iteration 25Q (1886.124491 sec): 3 clusters Score: Raw -277679.316610 + Penalty 2790.683758 = -274888.632853 nChanged 38 SP:Iteration 26Q (1886.180878 sec): 3 clusters Score: Raw -277698.107912 + Penalty 2790.683758 = -274907.424154 nChanged 28 SP:Iteration 27Q (1886.226902 sec): 3 clusters Score: Raw -277708.573474 + Penalty 2790.683758 = -274917.889716 nChanged 31 SP:Iteration 28Q (1886.270757 sec): 3 clusters Score: Raw -277720.339964 + Penalty 2790.683758 = -274929.656207 nChanged 36 SP:Iteration 29Q (1886.314145 sec): 3 clusters Score: Raw -277735.864387 + Penalty 2790.683758 = -274945.180630 nChanged 27 SP:Iteration 30Q (1886.373076 sec): 3 clusters Score: Raw -277745.358039 + Penalty 2790.683758 = -274954.674281 nChanged 22 SP:Iteration 31Q (1886.417841 sec): 3 clusters Score: Raw -277751.336394 + Penalty 2790.683758 = -274960.652637 nChanged 15 SP:Iteration 32Q (1886.473289 sec): 3 clusters Score: Raw -277754.617100 + Penalty 2790.683758 = -274963.933343 nChanged 19 SP:Iteration 33Q (1886.520026 sec): 3 clusters Score: Raw -277758.545084 + Penalty 2790.683758 = -274967.861326 nChanged 19 SP:Iteration 34Q (1886.571930 sec): 3 clusters Score: Raw -277763.719034 + Penalty 2790.683758 = -274973.035276 nChanged 14 SP:Iteration 35Q (1886.619206 sec): 3 clusters Score: Raw -277768.143981 + Penalty 2790.683758 = -274977.460224 nChanged 18 SP:Iteration 36Q (1886.662957 sec): 3 clusters Score: Raw -277772.070071 + Penalty 2790.683758 = -274981.386313 nChanged 13 SP:Iteration 37Q (1886.716376 sec): 3 clusters Score: Raw -277775.595638 + Penalty 2790.683758 = -274984.911881 nChanged 18 SP:Iteration 38Q (1886.761724 sec): 3 clusters Score: Raw -277779.757702 + Penalty 2790.683758 = -274989.073944 nChanged 11 SP:Iteration 39Q (1886.824153 sec): 3 clusters Score: Raw -277783.634350 + Penalty 2790.683758 = -274992.950592 nChanged 14 SP:Iteration 40F (1886.870218 sec): 3 clusters Score: Raw -277788.071605 + Penalty 2790.683758 = -274997.387847 nChanged 12 SP:Iteration 41Q (1886.927899 sec): 3 clusters Score: Raw -277791.722801 + Penalty 2790.683758 = -275001.039044 nChanged 17 SP:Iteration 42Q (1886.976365 sec): 3 clusters Score: Raw -277796.525568 + Penalty 2790.683758 = -275005.841811 nChanged 8 SP:Iteration 43Q (1887.036784 sec): 3 clusters Score: Raw -277799.052874 + Penalty 2790.683758 = -275008.369116 nChanged 10 SP:Iteration 44Q (1887.088179 sec): 3 clusters Score: Raw -277801.152668 + Penalty 2790.683758 = -275010.468911 nChanged 6 SP:Iteration 45Q (1887.133019 sec): 3 clusters Score: Raw -277802.928101 + Penalty 2790.683758 = -275012.244344 nChanged 7 SP:Iteration 46Q (1887.188699 sec): 3 clusters Score: Raw -277804.393281 + Penalty 2790.683758 = -275013.709524 nChanged 8 SP:Iteration 47Q (1887.238875 sec): 3 clusters Score: Raw -277808.397573 + Penalty 2790.683758 = -275017.713816 nChanged 9 SP:Iteration 48Q (1887.279946 sec): 3 clusters Score: Raw -277811.590533 + Penalty 2790.683758 = -275020.906775 nChanged 9 SP:Iteration 49Q (1887.331343 sec): 3 clusters Score: Raw -277813.764517 + Penalty 2790.683758 = -275023.080760 nChanged 7 SP:Iteration 50Q (1887.383617 sec): 3 clusters Score: Raw -277815.256583 + Penalty 2790.683758 = -275024.572826 nChanged 6 SP:Iteration 51Q (1887.441054 sec): 3 clusters Score: Raw -277816.300238 + Penalty 2790.683758 = -275025.616481 nChanged 6 SP:Iteration 52Q (1887.499388 sec): 3 clusters Score: Raw -277817.357849 + Penalty 2790.683758 = -275026.674091 nChanged 4 SP:Iteration 53Q (1887.551924 sec): 3 clusters Score: Raw -277818.015263 + Penalty 2790.683758 = -275027.331505 nChanged 4 SP:Iteration 54Q (1887.609843 sec): 3 clusters Score: Raw -277818.879685 + Penalty 2790.683758 = -275028.195927 nChanged 5 SP:Iteration 55Q (1887.649752 sec): 3 clusters Score: Raw -277821.041278 + Penalty 2790.683758 = -275030.357521 nChanged 8 SP:Iteration 56Q (1887.707419 sec): 3 clusters Score: Raw -277823.715672 + Penalty 2790.683758 = -275033.031915 nChanged 6 SP:Iteration 57Q (1887.746894 sec): 3 clusters Score: Raw -277825.142818 + Penalty 2790.683758 = -275034.459060 nChanged 8 SP:Iteration 58Q (1887.802507 sec): 3 clusters Score: Raw -277826.522026 + Penalty 2790.683758 = -275035.838268 nChanged 6 SP:Iteration 59Q (1887.865769 sec): 3 clusters Score: Raw -277828.645326 + Penalty 2790.683758 = -275037.961568 nChanged 7 SP:Iteration 60F (1887.917873 sec): 3 clusters Score: Raw -277829.948611 + Penalty 2790.683758 = -275039.264853 nChanged 3 SP:Iteration 61Q (1887.961431 sec): 3 clusters Score: Raw -277830.320404 + Penalty 2790.683758 = -275039.636647 nChanged 2 SP:Iteration 62Q (1888.023474 sec): 3 clusters Score: Raw -277830.706108 + Penalty 2790.683758 = -275040.022350 nChanged 5 SP:Iteration 63Q (1888.060448 sec): 3 clusters Score: Raw -277831.642260 + Penalty 2790.683758 = -275040.958503 nChanged 3 SP:Iteration 64Q (1888.116673 sec): 3 clusters Score: Raw -277832.250621 + Penalty 2790.683758 = -275041.566864 nChanged 3 SP:Iteration 65Q (1888.168144 sec): 3 clusters Score: Raw -277832.877472 + Penalty 2790.683758 = -275042.193714 nChanged 4 SP:Iteration 66Q (1888.218829 sec): 3 clusters Score: Raw -277833.546723 + Penalty 2790.683758 = -275042.862965 nChanged 1 SP:Iteration 67Q (1888.266700 sec): 3 clusters Score: Raw -277834.009972 + Penalty 2790.683758 = -275043.326215 nChanged 6 SP:Iteration 68Q (1888.319645 sec): 3 clusters Score: Raw -277835.310100 + Penalty 2790.683758 = -275044.626342 nChanged 3 SP:Iteration 69Q (1888.387917 sec): 3 clusters Score: Raw -277836.123207 + Penalty 2790.683758 = -275045.439449 nChanged 5 SP:Iteration 70Q (1888.431809 sec): 3 clusters Score: Raw -277838.032883 + Penalty 2790.683758 = -275047.349125 nChanged 6 SP:Iteration 71Q (1888.482409 sec): 3 clusters Score: Raw -277840.262026 + Penalty 2790.683758 = -275049.578268 nChanged 7 SP:Iteration 72Q (1888.532747 sec): 3 clusters Score: Raw -277841.481000 + Penalty 2790.683758 = -275050.797242 nChanged 3 SP:Iteration 73Q (1888.584503 sec): 3 clusters Score: Raw -277842.307720 + Penalty 2790.683758 = -275051.623963 nChanged 2 SP:Iteration 74Q (1888.631071 sec): 3 clusters Score: Raw -277842.608322 + Penalty 2790.683758 = -275051.924564 nChanged 1 SP:Iteration 75Q (1888.676823 sec): 3 clusters Score: Raw -277842.848300 + Penalty 2790.683758 = -275052.164542 nChanged 1 SP:Iteration 76Q (1888.728962 sec): 3 clusters Score: Raw -277843.136317 + Penalty 2790.683758 = -275052.452559 nChanged 1 SP:Iteration 77Q (1888.778255 sec): 3 clusters Score: Raw -277843.207956 + Penalty 2790.683758 = -275052.524199 nChanged 0 SP:Iteration 78F (1888.835632 sec): 3 clusters Score: Raw -277843.207956 + Penalty 2790.683758 = -275052.524199 nChanged 0 Trying to split cluster 27 (4650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1888.867185 sec): 2 clusters Score: Raw -198998.772002 + Penalty 1372.251156 = -197626.520846 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1888.911266 sec): 3 clusters Score: Raw -196601.831327 + Penalty 2744.502312 = -193857.329014 nChanged 1923 SP:Iteration 1F (1888.960462 sec): 3 clusters Score: Raw -197797.782223 + Penalty 2744.502312 = -195053.279911 nChanged 418 SP:Iteration 2F (1889.007906 sec): 3 clusters Score: Raw -198161.287429 + Penalty 2744.502312 = -195416.785117 nChanged 358 SP:Iteration 3F (1889.059484 sec): 3 clusters Score: Raw -198511.034830 + Penalty 2744.502312 = -195766.532518 nChanged 340 SP:Iteration 4F (1889.112123 sec): 3 clusters Score: Raw -198885.365993 + Penalty 2744.502312 = -196140.863681 nChanged 316 SP:Iteration 5F (1889.158372 sec): 3 clusters Score: Raw -199320.761355 + Penalty 2744.502312 = -196576.259043 nChanged 338 SP:Iteration 6F (1889.204840 sec): 3 clusters Score: Raw -199766.310510 + Penalty 2744.502312 = -197021.808198 nChanged 263 SP:Iteration 7F (1889.264301 sec): 3 clusters Score: Raw -200116.711519 + Penalty 2744.502312 = -197372.209207 nChanged 189 SP:Iteration 8Q (1889.313778 sec): 3 clusters Score: Raw -200374.213034 + Penalty 2744.502312 = -197629.710722 nChanged 134 SP:Iteration 9Q (1889.356412 sec): 3 clusters Score: Raw -200528.085225 + Penalty 2744.502312 = -197783.582913 nChanged 76 SP:Iteration 10Q (1889.404967 sec): 3 clusters Score: Raw -200596.057378 + Penalty 2744.502312 = -197851.555066 nChanged 47 SP:Iteration 11Q (1889.443280 sec): 3 clusters Score: Raw -200624.616323 + Penalty 2744.502312 = -197880.114011 nChanged 40 SP:Iteration 12Q (1889.491791 sec): 3 clusters Score: Raw -200643.283610 + Penalty 2744.502312 = -197898.781298 nChanged 21 SP:Iteration 13Q (1889.549931 sec): 3 clusters Score: Raw -200650.552913 + Penalty 2744.502312 = -197906.050601 nChanged 15 SP:Iteration 14Q (1889.588875 sec): 3 clusters Score: Raw -200657.386463 + Penalty 2744.502312 = -197912.884151 nChanged 12 SP:Iteration 15Q (1889.637329 sec): 3 clusters Score: Raw -200661.415025 + Penalty 2744.502312 = -197916.912713 nChanged 11 SP:Iteration 16Q (1889.695265 sec): 3 clusters Score: Raw -200666.570972 + Penalty 2744.502312 = -197922.068660 nChanged 17 SP:Iteration 17Q (1889.734662 sec): 3 clusters Score: Raw -200676.291616 + Penalty 2744.502312 = -197931.789304 nChanged 17 SP:Iteration 18Q (1889.782204 sec): 3 clusters Score: Raw -200683.440493 + Penalty 2744.502312 = -197938.938181 nChanged 18 SP:Iteration 19Q (1889.825840 sec): 3 clusters Score: Raw -200693.523571 + Penalty 2744.502312 = -197949.021259 nChanged 20 SP:Iteration 20F (1889.877159 sec): 3 clusters Score: Raw -200704.039226 + Penalty 2744.502312 = -197959.536914 nChanged 25 SP:Iteration 21Q (1889.921180 sec): 3 clusters Score: Raw -200717.958293 + Penalty 2744.502312 = -197973.455981 nChanged 24 SP:Iteration 22Q (1889.967912 sec): 3 clusters Score: Raw -200738.952825 + Penalty 2744.502312 = -197994.450513 nChanged 22 SP:Iteration 23Q (1890.016788 sec): 3 clusters Score: Raw -200771.726681 + Penalty 2744.502312 = -198027.224369 nChanged 30 SP:Iteration 24Q (1890.076471 sec): 3 clusters Score: Raw -200810.056188 + Penalty 2744.502312 = -198065.553876 nChanged 42 SP:Iteration 25Q (1890.118884 sec): 3 clusters Score: Raw -200849.782246 + Penalty 2744.502312 = -198105.279934 nChanged 37 SP:Iteration 26Q (1890.163069 sec): 3 clusters Score: Raw -200869.486801 + Penalty 2744.502312 = -198124.984488 nChanged 18 SP:Iteration 27Q (1890.211666 sec): 3 clusters Score: Raw -200874.980112 + Penalty 2744.502312 = -198130.477800 nChanged 11 SP:Iteration 28Q (1890.260127 sec): 3 clusters Score: Raw -200878.132448 + Penalty 2744.502312 = -198133.630136 nChanged 9 SP:Iteration 29Q (1890.317375 sec): 3 clusters Score: Raw -200880.173617 + Penalty 2744.502312 = -198135.671305 nChanged 7 SP:Iteration 30Q (1890.353568 sec): 3 clusters Score: Raw -200882.024828 + Penalty 2744.502312 = -198137.522516 nChanged 6 SP:Iteration 31Q (1890.396498 sec): 3 clusters Score: Raw -200883.937332 + Penalty 2744.502312 = -198139.435020 nChanged 3 SP:Iteration 32Q (1890.444067 sec): 3 clusters Score: Raw -200884.963102 + Penalty 2744.502312 = -198140.460790 nChanged 4 SP:Iteration 33Q (1890.489885 sec): 3 clusters Score: Raw -200885.962987 + Penalty 2744.502312 = -198141.460675 nChanged 1 SP:Iteration 34Q (1890.540258 sec): 3 clusters Score: Raw -200886.156974 + Penalty 2744.502312 = -198141.654662 nChanged 0 SP:Iteration 35F (1890.600601 sec): 3 clusters Score: Raw -200886.156974 + Penalty 2744.502312 = -198141.654662 nChanged 0 Score: Raw -12067032.171654 + Penalty 82670.210105 = -11984361.961549 Splitting cluster 27 changes total score from -11982742.448060 to -11984361.961549 So it's getting split into cluster 41. Trying to split cluster 28 (6438 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1897.564691 sec): 2 clusters Score: Raw -337618.075504 + Penalty 1425.120647 = -336192.954857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1897.615799 sec): 3 clusters Score: Raw -334076.373701 + Penalty 2850.241294 = -331226.132407 nChanged 2706 SP:Iteration 1F (1897.659956 sec): 3 clusters Score: Raw -335582.751612 + Penalty 2850.241294 = -332732.510318 nChanged 481 SP:Iteration 2F (1897.706687 sec): 3 clusters Score: Raw -335941.520503 + Penalty 2850.241294 = -333091.279209 nChanged 467 SP:Iteration 3F (1897.761138 sec): 3 clusters Score: Raw -336338.006478 + Penalty 2850.241294 = -333487.765184 nChanged 432 SP:Iteration 4F (1897.805445 sec): 3 clusters Score: Raw -336754.197403 + Penalty 2850.241294 = -333903.956109 nChanged 443 SP:Iteration 5F (1897.856199 sec): 3 clusters Score: Raw -337164.814213 + Penalty 2850.241294 = -334314.572919 nChanged 394 SP:Iteration 6F (1897.910083 sec): 3 clusters Score: Raw -337498.344729 + Penalty 2850.241294 = -334648.103436 nChanged 352 SP:Iteration 7F (1897.966223 sec): 3 clusters Score: Raw -337820.716721 + Penalty 2850.241294 = -334970.475427 nChanged 287 SP:Iteration 8Q (1898.016872 sec): 3 clusters Score: Raw -338088.931993 + Penalty 2850.241294 = -335238.690699 nChanged 259 SP:Iteration 9Q (1898.077139 sec): 3 clusters Score: Raw -338321.420970 + Penalty 2850.241294 = -335471.179676 nChanged 230 SP:Iteration 10Q (1898.119817 sec): 3 clusters Score: Raw -338511.339404 + Penalty 2850.241294 = -335661.098110 nChanged 212 SP:Iteration 11Q (1898.171621 sec): 3 clusters Score: Raw -338648.914033 + Penalty 2850.241294 = -335798.672739 nChanged 149 SP:Iteration 12Q (1898.234043 sec): 3 clusters Score: Raw -338733.202006 + Penalty 2850.241294 = -335882.960712 nChanged 100 SP:Iteration 13Q (1898.278339 sec): 3 clusters Score: Raw -338778.201101 + Penalty 2850.241294 = -335927.959807 nChanged 77 SP:Iteration 14Q (1898.330442 sec): 3 clusters Score: Raw -338813.336040 + Penalty 2850.241294 = -335963.094746 nChanged 78 SP:Iteration 15Q (1898.391629 sec): 3 clusters Score: Raw -338855.235007 + Penalty 2850.241294 = -336004.993713 nChanged 73 SP:Iteration 16Q (1898.440245 sec): 3 clusters Score: Raw -338896.974866 + Penalty 2850.241294 = -336046.733572 nChanged 76 SP:Iteration 17Q (1898.489428 sec): 3 clusters Score: Raw -338935.336227 + Penalty 2850.241294 = -336085.094933 nChanged 70 SP:Iteration 18Q (1898.546224 sec): 3 clusters Score: Raw -338962.913662 + Penalty 2850.241294 = -336112.672368 nChanged 64 SP:Iteration 19Q (1898.601412 sec): 3 clusters Score: Raw -338989.472407 + Penalty 2850.241294 = -336139.231113 nChanged 49 SP:Iteration 20F (1898.643630 sec): 3 clusters Score: Raw -339010.269620 + Penalty 2850.241294 = -336160.028326 nChanged 52 SP:Iteration 21Q (1898.702336 sec): 3 clusters Score: Raw -339027.763061 + Penalty 2850.241294 = -336177.521768 nChanged 45 SP:Iteration 22Q (1898.751760 sec): 3 clusters Score: Raw -339044.117719 + Penalty 2850.241294 = -336193.876425 nChanged 42 SP:Iteration 23Q (1898.796193 sec): 3 clusters Score: Raw -339059.106777 + Penalty 2850.241294 = -336208.865483 nChanged 42 SP:Iteration 24Q (1898.841237 sec): 3 clusters Score: Raw -339071.592609 + Penalty 2850.241294 = -336221.351315 nChanged 28 SP:Iteration 25Q (1898.890582 sec): 3 clusters Score: Raw -339079.455986 + Penalty 2850.241294 = -336229.214692 nChanged 24 SP:Iteration 26Q (1898.944502 sec): 3 clusters Score: Raw -339086.541071 + Penalty 2850.241294 = -336236.299777 nChanged 26 SP:Iteration 27Q (1898.999510 sec): 3 clusters Score: Raw -339092.725948 + Penalty 2850.241294 = -336242.484654 nChanged 22 SP:Iteration 28Q (1899.040624 sec): 3 clusters Score: Raw -339099.148707 + Penalty 2850.241294 = -336248.907414 nChanged 32 SP:Iteration 29Q (1899.091712 sec): 3 clusters Score: Raw -339110.388575 + Penalty 2850.241294 = -336260.147281 nChanged 31 SP:Iteration 30Q (1899.133243 sec): 3 clusters Score: Raw -339119.198534 + Penalty 2850.241294 = -336268.957240 nChanged 23 SP:Iteration 31Q (1899.179887 sec): 3 clusters Score: Raw -339125.622540 + Penalty 2850.241294 = -336275.381246 nChanged 23 SP:Iteration 32Q (1899.229559 sec): 3 clusters Score: Raw -339131.235112 + Penalty 2850.241294 = -336280.993818 nChanged 15 SP:Iteration 33Q (1899.291150 sec): 3 clusters Score: Raw -339133.222828 + Penalty 2850.241294 = -336282.981534 nChanged 17 SP:Iteration 34Q (1899.334856 sec): 3 clusters Score: Raw -339137.344908 + Penalty 2850.241294 = -336287.103614 nChanged 17 SP:Iteration 35Q (1899.388782 sec): 3 clusters Score: Raw -339140.491389 + Penalty 2850.241294 = -336290.250095 nChanged 7 SP:Iteration 36Q (1899.438124 sec): 3 clusters Score: Raw -339142.398231 + Penalty 2850.241294 = -336292.156937 nChanged 8 SP:Iteration 37Q (1899.479620 sec): 3 clusters Score: Raw -339143.358386 + Penalty 2850.241294 = -336293.117092 nChanged 2 SP:Iteration 38Q (1899.518721 sec): 3 clusters Score: Raw -339143.722704 + Penalty 2850.241294 = -336293.481410 nChanged 0 SP:Iteration 39F (1899.574760 sec): 3 clusters Score: Raw -339143.722704 + Penalty 2850.241294 = -336293.481410 nChanged 0 Score: Raw -12068557.818853 + Penalty 84686.556692 = -11983871.262161 Splitting cluster 28 changes total score from -11982742.448060 to -11983871.262161 So it's getting split into cluster 42. Trying to split cluster 29 (3393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1906.527712 sec): 2 clusters Score: Raw -173867.646204 + Penalty 1321.038837 = -172546.607367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1906.571438 sec): 3 clusters Score: Raw -172238.977685 + Penalty 2642.077674 = -169596.900011 nChanged 1308 SP:Iteration 1F (1906.627469 sec): 3 clusters Score: Raw -172981.068710 + Penalty 2642.077674 = -170338.991036 nChanged 263 SP:Iteration 2F (1906.680033 sec): 3 clusters Score: Raw -173149.953857 + Penalty 2642.077674 = -170507.876184 nChanged 194 SP:Iteration 3F (1906.723915 sec): 3 clusters Score: Raw -173266.524274 + Penalty 2642.077674 = -170624.446601 nChanged 137 SP:Iteration 4Q (1906.760699 sec): 3 clusters Score: Raw -173357.261325 + Penalty 2642.077674 = -170715.183651 nChanged 136 SP:Iteration 5Q (1906.805028 sec): 3 clusters Score: Raw -173465.558581 + Penalty 2642.077674 = -170823.480907 nChanged 145 SP:Iteration 6Q (1906.849435 sec): 3 clusters Score: Raw -173589.093945 + Penalty 2642.077674 = -170947.016271 nChanged 146 SP:Iteration 7Q (1906.905798 sec): 3 clusters Score: Raw -173705.889814 + Penalty 2642.077674 = -171063.812141 nChanged 137 SP:Iteration 8Q (1906.940000 sec): 3 clusters Score: Raw -173807.772227 + Penalty 2642.077674 = -171165.694554 nChanged 91 SP:Iteration 9Q (1906.989382 sec): 3 clusters Score: Raw -173873.238994 + Penalty 2642.077674 = -171231.161321 nChanged 82 SP:Iteration 10Q (1907.031539 sec): 3 clusters Score: Raw -173932.290076 + Penalty 2642.077674 = -171290.212402 nChanged 75 SP:Iteration 11Q (1907.074724 sec): 3 clusters Score: Raw -173984.945220 + Penalty 2642.077674 = -171342.867547 nChanged 73 SP:Iteration 12Q (1907.117930 sec): 3 clusters Score: Raw -174039.496454 + Penalty 2642.077674 = -171397.418781 nChanged 73 SP:Iteration 13Q (1907.165783 sec): 3 clusters Score: Raw -174096.326065 + Penalty 2642.077674 = -171454.248392 nChanged 62 SP:Iteration 14Q (1907.211009 sec): 3 clusters Score: Raw -174142.380111 + Penalty 2642.077674 = -171500.302438 nChanged 58 SP:Iteration 15Q (1907.260290 sec): 3 clusters Score: Raw -174192.781886 + Penalty 2642.077674 = -171550.704213 nChanged 53 SP:Iteration 16Q (1907.310783 sec): 3 clusters Score: Raw -174238.782284 + Penalty 2642.077674 = -171596.704611 nChanged 49 SP:Iteration 17Q (1907.349676 sec): 3 clusters Score: Raw -174287.376312 + Penalty 2642.077674 = -171645.298639 nChanged 57 SP:Iteration 18Q (1907.397076 sec): 3 clusters Score: Raw -174341.386452 + Penalty 2642.077674 = -171699.308779 nChanged 55 SP:Iteration 19Q (1907.439774 sec): 3 clusters Score: Raw -174402.554062 + Penalty 2642.077674 = -171760.476388 nChanged 49 SP:Iteration 20F (1907.497439 sec): 3 clusters Score: Raw -174452.671330 + Penalty 2642.077674 = -171810.593656 nChanged 44 SP:Iteration 21Q (1907.538035 sec): 3 clusters Score: Raw -174487.832775 + Penalty 2642.077674 = -171845.755101 nChanged 34 SP:Iteration 22Q (1907.587091 sec): 3 clusters Score: Raw -174513.436340 + Penalty 2642.077674 = -171871.358667 nChanged 28 SP:Iteration 23Q (1907.632735 sec): 3 clusters Score: Raw -174537.094297 + Penalty 2642.077674 = -171895.016623 nChanged 35 SP:Iteration 24Q (1907.667156 sec): 3 clusters Score: Raw -174565.116853 + Penalty 2642.077674 = -171923.039180 nChanged 42 SP:Iteration 25Q (1907.716680 sec): 3 clusters Score: Raw -174597.019016 + Penalty 2642.077674 = -171954.941342 nChanged 23 SP:Iteration 26Q (1907.764332 sec): 3 clusters Score: Raw -174612.675380 + Penalty 2642.077674 = -171970.597706 nChanged 18 SP:Iteration 27Q (1907.810176 sec): 3 clusters Score: Raw -174620.706148 + Penalty 2642.077674 = -171978.628474 nChanged 8 SP:Iteration 28Q (1907.852809 sec): 3 clusters Score: Raw -174623.437718 + Penalty 2642.077674 = -171981.360044 nChanged 0 SP:Iteration 29F (1907.913062 sec): 3 clusters Score: Raw -174623.437718 + Penalty 2642.077674 = -171981.360044 nChanged 0 Trying to split cluster 30 (1340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1907.933593 sec): 2 clusters Score: Raw -65711.836754 + Penalty 1170.069045 = -64541.767709 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1907.981832 sec): 3 clusters Score: Raw -65267.038458 + Penalty 2340.138090 = -62926.900368 nChanged 425 SP:Iteration 1F (1908.018988 sec): 3 clusters Score: Raw -65638.914799 + Penalty 2340.138090 = -63298.776709 nChanged 107 SP:Iteration 2F (1908.070123 sec): 3 clusters Score: Raw -65747.223254 + Penalty 2340.138090 = -63407.085164 nChanged 72 SP:Iteration 3F (1908.110106 sec): 3 clusters Score: Raw -65821.776180 + Penalty 2340.138090 = -63481.638090 nChanged 51 SP:Iteration 4Q (1908.153557 sec): 3 clusters Score: Raw -65867.663030 + Penalty 2340.138090 = -63527.524940 nChanged 48 SP:Iteration 5Q (1908.203151 sec): 3 clusters Score: Raw -65907.176388 + Penalty 2340.138090 = -63567.038298 nChanged 32 SP:Iteration 6Q (1908.244439 sec): 3 clusters Score: Raw -65946.946317 + Penalty 2340.138090 = -63606.808227 nChanged 31 SP:Iteration 7Q (1908.289289 sec): 3 clusters Score: Raw -65978.446844 + Penalty 2340.138090 = -63638.308754 nChanged 19 SP:Iteration 8Q (1908.330523 sec): 3 clusters Score: Raw -65998.902769 + Penalty 2340.138090 = -63658.764679 nChanged 19 SP:Iteration 9Q (1908.380394 sec): 3 clusters Score: Raw -66016.143361 + Penalty 2340.138090 = -63676.005271 nChanged 16 SP:Iteration 10Q (1908.426643 sec): 3 clusters Score: Raw -66037.190126 + Penalty 2340.138090 = -63697.052036 nChanged 14 SP:Iteration 11Q (1908.465600 sec): 3 clusters Score: Raw -66050.257829 + Penalty 2340.138090 = -63710.119738 nChanged 18 SP:Iteration 12Q (1908.510378 sec): 3 clusters Score: Raw -66067.302298 + Penalty 2340.138090 = -63727.164208 nChanged 15 SP:Iteration 13Q (1908.546552 sec): 3 clusters Score: Raw -66080.807822 + Penalty 2340.138090 = -63740.669732 nChanged 17 SP:Iteration 14Q (1908.588703 sec): 3 clusters Score: Raw -66099.863938 + Penalty 2340.138090 = -63759.725848 nChanged 19 SP:Iteration 15Q (1908.638661 sec): 3 clusters Score: Raw -66122.696246 + Penalty 2340.138090 = -63782.558155 nChanged 17 SP:Iteration 16Q (1908.678388 sec): 3 clusters Score: Raw -66141.107590 + Penalty 2340.138090 = -63800.969500 nChanged 15 SP:Iteration 17Q (1908.718510 sec): 3 clusters Score: Raw -66160.047086 + Penalty 2340.138090 = -63819.908996 nChanged 16 SP:Iteration 18Q (1908.751783 sec): 3 clusters Score: Raw -66173.818081 + Penalty 2340.138090 = -63833.679991 nChanged 15 SP:Iteration 19Q (1908.793161 sec): 3 clusters Score: Raw -66185.962533 + Penalty 2340.138090 = -63845.824443 nChanged 5 SP:Iteration 20F (1908.842144 sec): 3 clusters Score: Raw -66189.320259 + Penalty 2340.138090 = -63849.182168 nChanged 2 SP:Iteration 21Q (1908.879619 sec): 3 clusters Score: Raw -66190.788682 + Penalty 2340.138090 = -63850.650591 nChanged 1 SP:Iteration 22Q (1908.921641 sec): 3 clusters Score: Raw -66191.144410 + Penalty 2340.138090 = -63851.006320 nChanged 0 SP:Iteration 23F (1908.972629 sec): 3 clusters Score: Raw -66191.144410 + Penalty 2340.138090 = -63851.006320 nChanged 0 Trying to split cluster 31 (24508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.021688 sec): 2 clusters Score: Raw -1309807.311092 + Penalty 1642.347667 = -1308164.963425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.102456 sec): 3 clusters Score: Raw -1294847.050060 + Penalty 3284.695334 = -1291562.354726 nChanged 11188 SP:Iteration 1F (1909.192137 sec): 3 clusters Score: Raw -1300975.950950 + Penalty 3284.695334 = -1297691.255616 nChanged 1132 SP:Iteration 2Q (1909.278450 sec): 3 clusters Score: Raw -1301384.542484 + Penalty 3284.695334 = -1298099.847150 nChanged 1136 SP:Iteration 3Q (1909.356693 sec): 3 clusters Score: Raw -1301785.966884 + Penalty 3284.695334 = -1298501.271550 nChanged 1101 SP:Iteration 4Q (1909.442577 sec): 3 clusters Score: Raw -1302206.011017 + Penalty 3284.695334 = -1298921.315683 nChanged 1111 SP:Iteration 5Q (1909.529800 sec): 3 clusters Score: Raw -1302658.892421 + Penalty 3284.695334 = -1299374.197087 nChanged 1130 SP:Iteration 6Q (1909.613445 sec): 3 clusters Score: Raw -1303170.419826 + Penalty 3284.695334 = -1299885.724492 nChanged 1175 SP:Iteration 7Q (1909.698063 sec): 3 clusters Score: Raw -1303790.987202 + Penalty 3284.695334 = -1300506.291868 nChanged 1282 SP:Iteration 8F (1909.785324 sec): 3 clusters Score: Raw -1304624.729457 + Penalty 3284.695334 = -1301340.034123 nChanged 1379 SP:Iteration 9F (1909.862712 sec): 3 clusters Score: Raw -1305634.145694 + Penalty 3284.695334 = -1302349.450360 nChanged 1281 SP:Iteration 10F (1909.942668 sec): 3 clusters Score: Raw -1306647.386723 + Penalty 3284.695334 = -1303362.691389 nChanged 1126 SP:Iteration 11Q (1910.027278 sec): 3 clusters Score: Raw -1307467.174417 + Penalty 3284.695334 = -1304182.479083 nChanged 906 SP:Iteration 12Q (1910.095410 sec): 3 clusters Score: Raw -1308001.677215 + Penalty 3284.695334 = -1304716.981881 nChanged 681 SP:Iteration 13Q (1910.178659 sec): 3 clusters Score: Raw -1308329.735660 + Penalty 3284.695334 = -1305045.040326 nChanged 538 SP:Iteration 14Q (1910.265299 sec): 3 clusters Score: Raw -1308569.793460 + Penalty 3284.695334 = -1305285.098126 nChanged 485 SP:Iteration 15Q (1910.332878 sec): 3 clusters Score: Raw -1308779.707609 + Penalty 3284.695334 = -1305495.012275 nChanged 462 SP:Iteration 16Q (1910.418984 sec): 3 clusters Score: Raw -1308985.300382 + Penalty 3284.695334 = -1305700.605048 nChanged 445 SP:Iteration 17Q (1910.502637 sec): 3 clusters Score: Raw -1309207.559620 + Penalty 3284.695334 = -1305922.864286 nChanged 451 SP:Iteration 18Q (1910.579345 sec): 3 clusters Score: Raw -1309418.180651 + Penalty 3284.695334 = -1306133.485317 nChanged 397 SP:Iteration 19Q (1910.649493 sec): 3 clusters Score: Raw -1309587.867795 + Penalty 3284.695334 = -1306303.172461 nChanged 373 SP:Iteration 20F (1910.738118 sec): 3 clusters Score: Raw -1309740.701399 + Penalty 3284.695334 = -1306456.006065 nChanged 330 SP:Iteration 21Q (1910.808242 sec): 3 clusters Score: Raw -1309875.571981 + Penalty 3284.695334 = -1306590.876647 nChanged 330 SP:Iteration 22Q (1910.880076 sec): 3 clusters Score: Raw -1310015.692795 + Penalty 3284.695334 = -1306730.997461 nChanged 301 SP:Iteration 23Q (1910.953138 sec): 3 clusters Score: Raw -1310143.079051 + Penalty 3284.695334 = -1306858.383717 nChanged 288 SP:Iteration 24Q (1911.042599 sec): 3 clusters Score: Raw -1310264.487365 + Penalty 3284.695334 = -1306979.792031 nChanged 252 SP:Iteration 25Q (1911.108863 sec): 3 clusters Score: Raw -1310368.116706 + Penalty 3284.695334 = -1307083.421372 nChanged 238 SP:Iteration 26Q (1911.179964 sec): 3 clusters Score: Raw -1310452.863488 + Penalty 3284.695334 = -1307168.168154 nChanged 225 SP:Iteration 27Q (1911.253100 sec): 3 clusters Score: Raw -1310538.801337 + Penalty 3284.695334 = -1307254.106003 nChanged 213 SP:Iteration 28Q (1911.326383 sec): 3 clusters Score: Raw -1310622.506656 + Penalty 3284.695334 = -1307337.811322 nChanged 183 SP:Iteration 29Q (1911.410144 sec): 3 clusters Score: Raw -1310685.277772 + Penalty 3284.695334 = -1307400.582438 nChanged 152 SP:Iteration 30Q (1911.486113 sec): 3 clusters Score: Raw -1310730.056109 + Penalty 3284.695334 = -1307445.360775 nChanged 131 SP:Iteration 31Q (1911.557918 sec): 3 clusters Score: Raw -1310769.159292 + Penalty 3284.695334 = -1307484.463958 nChanged 100 SP:Iteration 32Q (1911.640264 sec): 3 clusters Score: Raw -1310807.963465 + Penalty 3284.695334 = -1307523.268131 nChanged 100 SP:Iteration 33Q (1911.719200 sec): 3 clusters Score: Raw -1310851.967975 + Penalty 3284.695334 = -1307567.272641 nChanged 92 SP:Iteration 34Q (1911.792985 sec): 3 clusters Score: Raw -1310880.302665 + Penalty 3284.695334 = -1307595.607331 nChanged 67 SP:Iteration 35Q (1911.874444 sec): 3 clusters Score: Raw -1310899.621318 + Penalty 3284.695334 = -1307614.925984 nChanged 56 SP:Iteration 36Q (1911.951862 sec): 3 clusters Score: Raw -1310914.467280 + Penalty 3284.695334 = -1307629.771946 nChanged 53 SP:Iteration 37Q (1912.025607 sec): 3 clusters Score: Raw -1310929.635329 + Penalty 3284.695334 = -1307644.939995 nChanged 46 SP:Iteration 38Q (1912.107672 sec): 3 clusters Score: Raw -1310939.748621 + Penalty 3284.695334 = -1307655.053287 nChanged 40 SP:Iteration 39Q (1912.186470 sec): 3 clusters Score: Raw -1310950.655327 + Penalty 3284.695334 = -1307665.959993 nChanged 35 SP:Iteration 40F (1912.267142 sec): 3 clusters Score: Raw -1310960.633172 + Penalty 3284.695334 = -1307675.937838 nChanged 33 SP:Iteration 41Q (1912.345471 sec): 3 clusters Score: Raw -1310969.146113 + Penalty 3284.695334 = -1307684.450779 nChanged 26 SP:Iteration 42Q (1912.419625 sec): 3 clusters Score: Raw -1310975.400753 + Penalty 3284.695334 = -1307690.705419 nChanged 17 SP:Iteration 43Q (1912.499178 sec): 3 clusters Score: Raw -1310978.817340 + Penalty 3284.695334 = -1307694.122006 nChanged 20 SP:Iteration 44Q (1912.575094 sec): 3 clusters Score: Raw -1310982.481048 + Penalty 3284.695334 = -1307697.785714 nChanged 10 SP:Iteration 45Q (1912.663288 sec): 3 clusters Score: Raw -1310984.978910 + Penalty 3284.695334 = -1307700.283576 nChanged 15 SP:Iteration 46Q (1912.731660 sec): 3 clusters Score: Raw -1310988.635181 + Penalty 3284.695334 = -1307703.939847 nChanged 13 SP:Iteration 47Q (1912.799798 sec): 3 clusters Score: Raw -1310991.023146 + Penalty 3284.695334 = -1307706.327812 nChanged 9 SP:Iteration 48Q (1912.885245 sec): 3 clusters Score: Raw -1310992.077457 + Penalty 3284.695334 = -1307707.382123 nChanged 7 SP:Iteration 49Q (1912.952559 sec): 3 clusters Score: Raw -1310993.895035 + Penalty 3284.695334 = -1307709.199701 nChanged 10 SP:Iteration 50Q (1913.037736 sec): 3 clusters Score: Raw -1310996.113366 + Penalty 3284.695334 = -1307711.418032 nChanged 6 SP:Iteration 51Q (1913.111128 sec): 3 clusters Score: Raw -1310996.858444 + Penalty 3284.695334 = -1307712.163110 nChanged 6 SP:Iteration 52Q (1913.183903 sec): 3 clusters Score: Raw -1310997.917496 + Penalty 3284.695334 = -1307713.222162 nChanged 5 SP:Iteration 53Q (1913.260706 sec): 3 clusters Score: Raw -1310998.929707 + Penalty 3284.695334 = -1307714.234373 nChanged 4 SP:Iteration 54Q (1913.336176 sec): 3 clusters Score: Raw -1310999.551237 + Penalty 3284.695334 = -1307714.855903 nChanged 2 SP:Iteration 55Q (1913.408981 sec): 3 clusters Score: Raw -1310999.802063 + Penalty 3284.695334 = -1307715.106729 nChanged 3 SP:Iteration 56Q (1913.482395 sec): 3 clusters Score: Raw -1311000.177119 + Penalty 3284.695334 = -1307715.481785 nChanged 1 SP:Iteration 57Q (1913.551266 sec): 3 clusters Score: Raw -1311000.478117 + Penalty 3284.695334 = -1307715.782783 nChanged 0 SP:Iteration 58F (1913.632799 sec): 3 clusters Score: Raw -1311000.478117 + Penalty 3284.695334 = -1307715.782783 nChanged 0 Trying to split cluster 32 (16631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1913.673240 sec): 2 clusters Score: Raw -886134.924167 + Penalty 1579.341352 = -884555.582815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1913.736374 sec): 3 clusters Score: Raw -876241.113159 + Penalty 3158.682703 = -873082.430455 nChanged 7420 SP:Iteration 1F (1913.799402 sec): 3 clusters Score: Raw -880522.103601 + Penalty 3158.682703 = -877363.420898 nChanged 1045 SP:Iteration 2F (1913.866595 sec): 3 clusters Score: Raw -881267.228331 + Penalty 3158.682703 = -878108.545627 nChanged 1251 SP:Iteration 3F (1913.933568 sec): 3 clusters Score: Raw -882428.368369 + Penalty 3158.682703 = -879269.685665 nChanged 1530 SP:Iteration 4F (1913.996270 sec): 3 clusters Score: Raw -883956.261585 + Penalty 3158.682703 = -880797.578882 nChanged 1461 SP:Iteration 5F (1914.063494 sec): 3 clusters Score: Raw -885260.622640 + Penalty 3158.682703 = -882101.939937 nChanged 1142 SP:Iteration 6F (1914.128788 sec): 3 clusters Score: Raw -886140.832360 + Penalty 3158.682703 = -882982.149657 nChanged 766 SP:Iteration 7Q (1914.198070 sec): 3 clusters Score: Raw -886620.379004 + Penalty 3158.682703 = -883461.696301 nChanged 454 SP:Iteration 8Q (1914.262337 sec): 3 clusters Score: Raw -886836.586063 + Penalty 3158.682703 = -883677.903359 nChanged 277 SP:Iteration 9Q (1914.328939 sec): 3 clusters Score: Raw -886972.449460 + Penalty 3158.682703 = -883813.766756 nChanged 249 SP:Iteration 10Q (1914.404716 sec): 3 clusters Score: Raw -887088.520334 + Penalty 3158.682703 = -883929.837631 nChanged 215 SP:Iteration 11Q (1914.472437 sec): 3 clusters Score: Raw -887192.340893 + Penalty 3158.682703 = -884033.658189 nChanged 176 SP:Iteration 12Q (1914.540889 sec): 3 clusters Score: Raw -887284.967946 + Penalty 3158.682703 = -884126.285242 nChanged 162 SP:Iteration 13Q (1914.609730 sec): 3 clusters Score: Raw -887357.178575 + Penalty 3158.682703 = -884198.495872 nChanged 140 SP:Iteration 14Q (1914.678245 sec): 3 clusters Score: Raw -887411.083324 + Penalty 3158.682703 = -884252.400621 nChanged 120 SP:Iteration 15Q (1914.738019 sec): 3 clusters Score: Raw -887450.611482 + Penalty 3158.682703 = -884291.928779 nChanged 103 SP:Iteration 16Q (1914.801373 sec): 3 clusters Score: Raw -887481.488919 + Penalty 3158.682703 = -884322.806216 nChanged 89 SP:Iteration 17Q (1914.877618 sec): 3 clusters Score: Raw -887506.743507 + Penalty 3158.682703 = -884348.060804 nChanged 85 SP:Iteration 18Q (1914.934670 sec): 3 clusters Score: Raw -887525.982901 + Penalty 3158.682703 = -884367.300198 nChanged 72 SP:Iteration 19Q (1915.005577 sec): 3 clusters Score: Raw -887542.799796 + Penalty 3158.682703 = -884384.117093 nChanged 68 SP:Iteration 20F (1915.076099 sec): 3 clusters Score: Raw -887555.483052 + Penalty 3158.682703 = -884396.800348 nChanged 50 SP:Iteration 21Q (1915.142964 sec): 3 clusters Score: Raw -887564.078746 + Penalty 3158.682703 = -884405.396043 nChanged 38 SP:Iteration 22Q (1915.211429 sec): 3 clusters Score: Raw -887570.915279 + Penalty 3158.682703 = -884412.232576 nChanged 32 SP:Iteration 23Q (1915.280537 sec): 3 clusters Score: Raw -887577.252674 + Penalty 3158.682703 = -884418.569970 nChanged 36 SP:Iteration 24Q (1915.357887 sec): 3 clusters Score: Raw -887583.792310 + Penalty 3158.682703 = -884425.109606 nChanged 27 SP:Iteration 25Q (1915.416310 sec): 3 clusters Score: Raw -887586.881018 + Penalty 3158.682703 = -884428.198315 nChanged 21 SP:Iteration 26Q (1915.482774 sec): 3 clusters Score: Raw -887589.182328 + Penalty 3158.682703 = -884430.499625 nChanged 25 SP:Iteration 27Q (1915.553806 sec): 3 clusters Score: Raw -887591.954136 + Penalty 3158.682703 = -884433.271432 nChanged 16 SP:Iteration 28Q (1915.631617 sec): 3 clusters Score: Raw -887593.816751 + Penalty 3158.682703 = -884435.134048 nChanged 18 SP:Iteration 29Q (1915.696478 sec): 3 clusters Score: Raw -887596.860357 + Penalty 3158.682703 = -884438.177654 nChanged 27 SP:Iteration 30Q (1915.762318 sec): 3 clusters Score: Raw -887601.150529 + Penalty 3158.682703 = -884442.467826 nChanged 23 SP:Iteration 31Q (1915.822989 sec): 3 clusters Score: Raw -887605.268846 + Penalty 3158.682703 = -884446.586142 nChanged 28 SP:Iteration 32Q (1915.891782 sec): 3 clusters Score: Raw -887610.626027 + Penalty 3158.682703 = -884451.943323 nChanged 21 SP:Iteration 33Q (1915.965531 sec): 3 clusters Score: Raw -887613.806558 + Penalty 3158.682703 = -884455.123854 nChanged 21 SP:Iteration 34Q (1916.035492 sec): 3 clusters Score: Raw -887616.724275 + Penalty 3158.682703 = -884458.041572 nChanged 17 SP:Iteration 35Q (1916.100909 sec): 3 clusters Score: Raw -887618.954326 + Penalty 3158.682703 = -884460.271623 nChanged 14 SP:Iteration 36Q (1916.159849 sec): 3 clusters Score: Raw -887620.520318 + Penalty 3158.682703 = -884461.837615 nChanged 11 SP:Iteration 37Q (1916.235106 sec): 3 clusters Score: Raw -887621.579637 + Penalty 3158.682703 = -884462.896934 nChanged 9 SP:Iteration 38Q (1916.307476 sec): 3 clusters Score: Raw -887622.624077 + Penalty 3158.682703 = -884463.941373 nChanged 10 SP:Iteration 39Q (1916.381185 sec): 3 clusters Score: Raw -887623.861718 + Penalty 3158.682703 = -884465.179015 nChanged 13 SP:Iteration 40F (1916.449824 sec): 3 clusters Score: Raw -887625.678553 + Penalty 3158.682703 = -884466.995849 nChanged 13 SP:Iteration 41Q (1916.520512 sec): 3 clusters Score: Raw -887627.124174 + Penalty 3158.682703 = -884468.441470 nChanged 13 SP:Iteration 42Q (1916.592166 sec): 3 clusters Score: Raw -887629.154810 + Penalty 3158.682703 = -884470.472107 nChanged 18 SP:Iteration 43Q (1916.647785 sec): 3 clusters Score: Raw -887632.347743 + Penalty 3158.682703 = -884473.665040 nChanged 14 SP:Iteration 44Q (1916.714279 sec): 3 clusters Score: Raw -887634.703710 + Penalty 3158.682703 = -884476.021007 nChanged 12 SP:Iteration 45Q (1916.792702 sec): 3 clusters Score: Raw -887636.606011 + Penalty 3158.682703 = -884477.923307 nChanged 10 SP:Iteration 46Q (1916.853390 sec): 3 clusters Score: Raw -887637.666724 + Penalty 3158.682703 = -884478.984021 nChanged 11 SP:Iteration 47Q (1916.920614 sec): 3 clusters Score: Raw -887638.946232 + Penalty 3158.682703 = -884480.263529 nChanged 11 SP:Iteration 48Q (1916.991980 sec): 3 clusters Score: Raw -887639.995285 + Penalty 3158.682703 = -884481.312582 nChanged 4 SP:Iteration 49Q (1917.069047 sec): 3 clusters Score: Raw -887640.304995 + Penalty 3158.682703 = -884481.622292 nChanged 3 SP:Iteration 50Q (1917.127957 sec): 3 clusters Score: Raw -887640.542469 + Penalty 3158.682703 = -884481.859766 nChanged 2 SP:Iteration 51Q (1917.196714 sec): 3 clusters Score: Raw -887640.623837 + Penalty 3158.682703 = -884481.941134 nChanged 2 SP:Iteration 52Q (1917.272296 sec): 3 clusters Score: Raw -887640.829704 + Penalty 3158.682703 = -884482.147001 nChanged 3 SP:Iteration 53Q (1917.334034 sec): 3 clusters Score: Raw -887641.062380 + Penalty 3158.682703 = -884482.379677 nChanged 2 SP:Iteration 54Q (1917.401125 sec): 3 clusters Score: Raw -887641.224036 + Penalty 3158.682703 = -884482.541333 nChanged 0 SP:Iteration 55F (1917.474927 sec): 3 clusters Score: Raw -887641.224036 + Penalty 3158.682703 = -884482.541333 nChanged 0 Trying to split cluster 33 (4004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1917.500790 sec): 2 clusters Score: Raw -228307.733251 + Penalty 1347.945485 = -226959.787765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1917.558507 sec): 3 clusters Score: Raw -226351.895917 + Penalty 2695.890971 = -223656.004947 nChanged 1554 SP:Iteration 1F (1917.604144 sec): 3 clusters Score: Raw -227205.484358 + Penalty 2695.890971 = -224509.593388 nChanged 256 SP:Iteration 2F (1917.649820 sec): 3 clusters Score: Raw -227339.421741 + Penalty 2695.890971 = -224643.530771 nChanged 179 SP:Iteration 3Q (1917.696683 sec): 3 clusters Score: Raw -227442.885613 + Penalty 2695.890971 = -224746.994643 nChanged 162 SP:Iteration 4Q (1917.744976 sec): 3 clusters Score: Raw -227546.453188 + Penalty 2695.890971 = -224850.562217 nChanged 137 SP:Iteration 5Q (1917.798137 sec): 3 clusters Score: Raw -227634.131250 + Penalty 2695.890971 = -224938.240280 nChanged 127 SP:Iteration 6Q (1917.855176 sec): 3 clusters Score: Raw -227717.804145 + Penalty 2695.890971 = -225021.913174 nChanged 114 SP:Iteration 7Q (1917.897331 sec): 3 clusters Score: Raw -227786.390136 + Penalty 2695.890971 = -225090.499166 nChanged 104 SP:Iteration 8Q (1917.956905 sec): 3 clusters Score: Raw -227837.899614 + Penalty 2695.890971 = -225142.008643 nChanged 89 SP:Iteration 9Q (1918.007514 sec): 3 clusters Score: Raw -227886.620923 + Penalty 2695.890971 = -225190.729953 nChanged 102 SP:Iteration 10Q (1918.054468 sec): 3 clusters Score: Raw -227945.558194 + Penalty 2695.890971 = -225249.667223 nChanged 116 SP:Iteration 11Q (1918.106050 sec): 3 clusters Score: Raw -228010.363500 + Penalty 2695.890971 = -225314.472530 nChanged 108 SP:Iteration 12Q (1918.153844 sec): 3 clusters Score: Raw -228065.225070 + Penalty 2695.890971 = -225369.334099 nChanged 86 SP:Iteration 13Q (1918.210230 sec): 3 clusters Score: Raw -228107.631933 + Penalty 2695.890971 = -225411.740963 nChanged 74 SP:Iteration 14Q (1918.249005 sec): 3 clusters Score: Raw -228146.592259 + Penalty 2695.890971 = -225450.701289 nChanged 62 SP:Iteration 15Q (1918.304827 sec): 3 clusters Score: Raw -228172.996324 + Penalty 2695.890971 = -225477.105353 nChanged 59 SP:Iteration 16Q (1918.342904 sec): 3 clusters Score: Raw -228198.295486 + Penalty 2695.890971 = -225502.404515 nChanged 58 SP:Iteration 17Q (1918.398040 sec): 3 clusters Score: Raw -228229.231519 + Penalty 2695.890971 = -225533.340548 nChanged 63 SP:Iteration 18Q (1918.446061 sec): 3 clusters Score: Raw -228261.744747 + Penalty 2695.890971 = -225565.853776 nChanged 63 SP:Iteration 19Q (1918.488217 sec): 3 clusters Score: Raw -228293.912355 + Penalty 2695.890971 = -225598.021385 nChanged 54 SP:Iteration 20F (1918.550243 sec): 3 clusters Score: Raw -228321.481441 + Penalty 2695.890971 = -225625.590470 nChanged 49 SP:Iteration 21Q (1918.600949 sec): 3 clusters Score: Raw -228340.259137 + Penalty 2695.890971 = -225644.368167 nChanged 44 SP:Iteration 22Q (1918.644307 sec): 3 clusters Score: Raw -228357.727526 + Penalty 2695.890971 = -225661.836556 nChanged 44 SP:Iteration 23Q (1918.702021 sec): 3 clusters Score: Raw -228377.087254 + Penalty 2695.890971 = -225681.196284 nChanged 41 SP:Iteration 24Q (1918.755625 sec): 3 clusters Score: Raw -228397.145728 + Penalty 2695.890971 = -225701.254757 nChanged 42 SP:Iteration 25Q (1918.796460 sec): 3 clusters Score: Raw -228411.695400 + Penalty 2695.890971 = -225715.804430 nChanged 35 SP:Iteration 26Q (1918.853086 sec): 3 clusters Score: Raw -228425.424441 + Penalty 2695.890971 = -225729.533471 nChanged 30 SP:Iteration 27Q (1918.897202 sec): 3 clusters Score: Raw -228437.756976 + Penalty 2695.890971 = -225741.866005 nChanged 30 SP:Iteration 28Q (1918.947205 sec): 3 clusters Score: Raw -228447.621234 + Penalty 2695.890971 = -225751.730263 nChanged 31 SP:Iteration 29Q (1918.991490 sec): 3 clusters Score: Raw -228459.494539 + Penalty 2695.890971 = -225763.603569 nChanged 30 SP:Iteration 30Q (1919.042610 sec): 3 clusters Score: Raw -228471.761577 + Penalty 2695.890971 = -225775.870606 nChanged 36 SP:Iteration 31Q (1919.093821 sec): 3 clusters Score: Raw -228488.103870 + Penalty 2695.890971 = -225792.212900 nChanged 38 SP:Iteration 32Q (1919.132570 sec): 3 clusters Score: Raw -228504.043930 + Penalty 2695.890971 = -225808.152959 nChanged 27 SP:Iteration 33Q (1919.177308 sec): 3 clusters Score: Raw -228512.856375 + Penalty 2695.890971 = -225816.965405 nChanged 20 SP:Iteration 34Q (1919.219787 sec): 3 clusters Score: Raw -228517.375335 + Penalty 2695.890971 = -225821.484364 nChanged 8 SP:Iteration 35Q (1919.263882 sec): 3 clusters Score: Raw -228519.977685 + Penalty 2695.890971 = -225824.086714 nChanged 8 SP:Iteration 36Q (1919.312074 sec): 3 clusters Score: Raw -228521.991787 + Penalty 2695.890971 = -225826.100817 nChanged 5 SP:Iteration 37Q (1919.371367 sec): 3 clusters Score: Raw -228523.719971 + Penalty 2695.890971 = -225827.829001 nChanged 6 SP:Iteration 38Q (1919.406016 sec): 3 clusters Score: Raw -228525.901481 + Penalty 2695.890971 = -225830.010511 nChanged 6 SP:Iteration 39Q (1919.463375 sec): 3 clusters Score: Raw -228528.122206 + Penalty 2695.890971 = -225832.231236 nChanged 8 SP:Iteration 40F (1919.513157 sec): 3 clusters Score: Raw -228529.944751 + Penalty 2695.890971 = -225834.053781 nChanged 5 SP:Iteration 41Q (1919.564657 sec): 3 clusters Score: Raw -228531.069082 + Penalty 2695.890971 = -225835.178111 nChanged 2 SP:Iteration 42Q (1919.607619 sec): 3 clusters Score: Raw -228531.284252 + Penalty 2695.890971 = -225835.393281 nChanged 1 SP:Iteration 43Q (1919.647902 sec): 3 clusters Score: Raw -228531.926755 + Penalty 2695.890971 = -225836.035784 nChanged 3 SP:Iteration 44Q (1919.704243 sec): 3 clusters Score: Raw -228532.375404 + Penalty 2695.890971 = -225836.484433 nChanged 4 SP:Iteration 45Q (1919.755856 sec): 3 clusters Score: Raw -228533.554762 + Penalty 2695.890971 = -225837.663791 nChanged 5 SP:Iteration 46Q (1919.800539 sec): 3 clusters Score: Raw -228535.538184 + Penalty 2695.890971 = -225839.647213 nChanged 8 SP:Iteration 47Q (1919.841550 sec): 3 clusters Score: Raw -228537.966565 + Penalty 2695.890971 = -225842.075595 nChanged 8 SP:Iteration 48Q (1919.899607 sec): 3 clusters Score: Raw -228542.489334 + Penalty 2695.890971 = -225846.598363 nChanged 12 SP:Iteration 49Q (1919.948376 sec): 3 clusters Score: Raw -228546.928251 + Penalty 2695.890971 = -225851.037281 nChanged 15 SP:Iteration 50Q (1919.998030 sec): 3 clusters Score: Raw -228551.333145 + Penalty 2695.890971 = -225855.442175 nChanged 15 SP:Iteration 51Q (1920.049980 sec): 3 clusters Score: Raw -228557.620848 + Penalty 2695.890971 = -225861.729877 nChanged 18 SP:Iteration 52Q (1920.102922 sec): 3 clusters Score: Raw -228564.710242 + Penalty 2695.890971 = -225868.819272 nChanged 18 SP:Iteration 53Q (1920.145386 sec): 3 clusters Score: Raw -228572.024081 + Penalty 2695.890971 = -225876.133111 nChanged 13 SP:Iteration 54Q (1920.207512 sec): 3 clusters Score: Raw -228575.344368 + Penalty 2695.890971 = -225879.453397 nChanged 12 SP:Iteration 55Q (1920.258461 sec): 3 clusters Score: Raw -228579.638452 + Penalty 2695.890971 = -225883.747481 nChanged 9 SP:Iteration 56Q (1920.307859 sec): 3 clusters Score: Raw -228581.905401 + Penalty 2695.890971 = -225886.014431 nChanged 6 SP:Iteration 57Q (1920.341673 sec): 3 clusters Score: Raw -228583.173080 + Penalty 2695.890971 = -225887.282110 nChanged 7 SP:Iteration 58Q (1920.388431 sec): 3 clusters Score: Raw -228585.114394 + Penalty 2695.890971 = -225889.223423 nChanged 6 SP:Iteration 59Q (1920.430199 sec): 3 clusters Score: Raw -228587.023771 + Penalty 2695.890971 = -225891.132801 nChanged 7 SP:Iteration 60F (1920.470670 sec): 3 clusters Score: Raw -228589.119280 + Penalty 2695.890971 = -225893.228310 nChanged 6 SP:Iteration 61Q (1920.527397 sec): 3 clusters Score: Raw -228591.523918 + Penalty 2695.890971 = -225895.632947 nChanged 4 SP:Iteration 62Q (1920.565327 sec): 3 clusters Score: Raw -228593.342892 + Penalty 2695.890971 = -225897.451922 nChanged 7 SP:Iteration 63Q (1920.609883 sec): 3 clusters Score: Raw -228596.314926 + Penalty 2695.890971 = -225900.423956 nChanged 13 SP:Iteration 64Q (1920.665880 sec): 3 clusters Score: Raw -228601.975718 + Penalty 2695.890971 = -225906.084748 nChanged 12 SP:Iteration 65Q (1920.706493 sec): 3 clusters Score: Raw -228604.439147 + Penalty 2695.890971 = -225908.548176 nChanged 5 SP:Iteration 66Q (1920.753333 sec): 3 clusters Score: Raw -228606.419688 + Penalty 2695.890971 = -225910.528718 nChanged 6 SP:Iteration 67Q (1920.807357 sec): 3 clusters Score: Raw -228608.126614 + Penalty 2695.890971 = -225912.235643 nChanged 11 SP:Iteration 68Q (1920.854722 sec): 3 clusters Score: Raw -228611.824493 + Penalty 2695.890971 = -225915.933522 nChanged 12 SP:Iteration 69Q (1920.911969 sec): 3 clusters Score: Raw -228617.285192 + Penalty 2695.890971 = -225921.394221 nChanged 10 SP:Iteration 70Q (1920.964620 sec): 3 clusters Score: Raw -228620.045162 + Penalty 2695.890971 = -225924.154192 nChanged 10 SP:Iteration 71Q (1921.022304 sec): 3 clusters Score: Raw -228622.468377 + Penalty 2695.890971 = -225926.577406 nChanged 10 SP:Iteration 72Q (1921.072128 sec): 3 clusters Score: Raw -228625.748576 + Penalty 2695.890971 = -225929.857605 nChanged 8 SP:Iteration 73Q (1921.119553 sec): 3 clusters Score: Raw -228627.004450 + Penalty 2695.890971 = -225931.113479 nChanged 5 SP:Iteration 74Q (1921.164974 sec): 3 clusters Score: Raw -228627.740554 + Penalty 2695.890971 = -225931.849584 nChanged 3 SP:Iteration 75Q (1921.217230 sec): 3 clusters Score: Raw -228628.611936 + Penalty 2695.890971 = -225932.720965 nChanged 4 SP:Iteration 76Q (1921.277612 sec): 3 clusters Score: Raw -228629.423069 + Penalty 2695.890971 = -225933.532099 nChanged 4 SP:Iteration 77Q (1921.324948 sec): 3 clusters Score: Raw -228629.903501 + Penalty 2695.890971 = -225934.012530 nChanged 3 SP:Iteration 78Q (1921.368540 sec): 3 clusters Score: Raw -228630.358580 + Penalty 2695.890971 = -225934.467610 nChanged 0 SP:Iteration 79F (1921.419792 sec): 3 clusters Score: Raw -228630.358580 + Penalty 2695.890971 = -225934.467610 nChanged 0 Trying to split cluster 35 (5733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1921.460370 sec): 2 clusters Score: Raw -315565.709964 + Penalty 1406.274063 = -314159.435901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1921.508856 sec): 3 clusters Score: Raw -312540.533231 + Penalty 2812.548126 = -309727.985105 nChanged 2302 SP:Iteration 1F (1921.568837 sec): 3 clusters Score: Raw -313773.172257 + Penalty 2812.548126 = -310960.624131 nChanged 398 SP:Iteration 2F (1921.616246 sec): 3 clusters Score: Raw -313969.791350 + Penalty 2812.548126 = -311157.243225 nChanged 305 SP:Iteration 3F (1921.680746 sec): 3 clusters Score: Raw -314127.097535 + Penalty 2812.548126 = -311314.549409 nChanged 256 SP:Iteration 4Q (1921.739164 sec): 3 clusters Score: Raw -314265.463720 + Penalty 2812.548126 = -311452.915594 nChanged 240 SP:Iteration 5Q (1921.785282 sec): 3 clusters Score: Raw -314416.811523 + Penalty 2812.548126 = -311604.263397 nChanged 253 SP:Iteration 6Q (1921.836415 sec): 3 clusters Score: Raw -314618.282867 + Penalty 2812.548126 = -311805.734742 nChanged 251 SP:Iteration 7Q (1921.877076 sec): 3 clusters Score: Raw -314791.570350 + Penalty 2812.548126 = -311979.022224 nChanged 257 SP:Iteration 8Q (1921.931311 sec): 3 clusters Score: Raw -314959.739499 + Penalty 2812.548126 = -312147.191374 nChanged 250 SP:Iteration 9Q (1921.979566 sec): 3 clusters Score: Raw -315117.607911 + Penalty 2812.548126 = -312305.059785 nChanged 239 SP:Iteration 10Q (1922.033568 sec): 3 clusters Score: Raw -315295.716344 + Penalty 2812.548126 = -312483.168219 nChanged 229 SP:Iteration 11Q (1922.072073 sec): 3 clusters Score: Raw -315481.647644 + Penalty 2812.548126 = -312669.099518 nChanged 225 SP:Iteration 12Q (1922.119118 sec): 3 clusters Score: Raw -315631.453138 + Penalty 2812.548126 = -312818.905013 nChanged 187 SP:Iteration 13Q (1922.178282 sec): 3 clusters Score: Raw -315733.346325 + Penalty 2812.548126 = -312920.798199 nChanged 155 SP:Iteration 14Q (1922.227666 sec): 3 clusters Score: Raw -315802.812696 + Penalty 2812.548126 = -312990.264570 nChanged 137 SP:Iteration 15Q (1922.274329 sec): 3 clusters Score: Raw -315852.089456 + Penalty 2812.548126 = -313039.541331 nChanged 100 SP:Iteration 16Q (1922.329254 sec): 3 clusters Score: Raw -315888.214515 + Penalty 2812.548126 = -313075.666389 nChanged 66 SP:Iteration 17Q (1922.386772 sec): 3 clusters Score: Raw -315906.921864 + Penalty 2812.548126 = -313094.373738 nChanged 57 SP:Iteration 18Q (1922.444202 sec): 3 clusters Score: Raw -315922.162808 + Penalty 2812.548126 = -313109.614683 nChanged 50 SP:Iteration 19Q (1922.504547 sec): 3 clusters Score: Raw -315936.072768 + Penalty 2812.548126 = -313123.524642 nChanged 51 SP:Iteration 20F (1922.553968 sec): 3 clusters Score: Raw -315949.657720 + Penalty 2812.548126 = -313137.109595 nChanged 51 SP:Iteration 21Q (1922.608080 sec): 3 clusters Score: Raw -315964.297973 + Penalty 2812.548126 = -313151.749847 nChanged 46 SP:Iteration 22Q (1922.659440 sec): 3 clusters Score: Raw -315977.960203 + Penalty 2812.548126 = -313165.412078 nChanged 49 SP:Iteration 23Q (1922.716504 sec): 3 clusters Score: Raw -315992.158558 + Penalty 2812.548126 = -313179.610433 nChanged 50 SP:Iteration 24Q (1922.774163 sec): 3 clusters Score: Raw -316005.505498 + Penalty 2812.548126 = -313192.957373 nChanged 39 SP:Iteration 25Q (1922.830672 sec): 3 clusters Score: Raw -316016.718412 + Penalty 2812.548126 = -313204.170287 nChanged 36 SP:Iteration 26Q (1922.884613 sec): 3 clusters Score: Raw -316025.127838 + Penalty 2812.548126 = -313212.579712 nChanged 27 SP:Iteration 27Q (1922.934012 sec): 3 clusters Score: Raw -316031.314928 + Penalty 2812.548126 = -313218.766803 nChanged 28 SP:Iteration 28Q (1922.983342 sec): 3 clusters Score: Raw -316036.989268 + Penalty 2812.548126 = -313224.441143 nChanged 30 SP:Iteration 29Q (1923.037799 sec): 3 clusters Score: Raw -316043.420779 + Penalty 2812.548126 = -313230.872653 nChanged 28 SP:Iteration 30Q (1923.096921 sec): 3 clusters Score: Raw -316048.935318 + Penalty 2812.548126 = -313236.387192 nChanged 29 SP:Iteration 31Q (1923.156247 sec): 3 clusters Score: Raw -316055.601803 + Penalty 2812.548126 = -313243.053678 nChanged 29 SP:Iteration 32Q (1923.198980 sec): 3 clusters Score: Raw -316061.580429 + Penalty 2812.548126 = -313249.032304 nChanged 30 SP:Iteration 33Q (1923.252622 sec): 3 clusters Score: Raw -316067.759646 + Penalty 2812.548126 = -313255.211521 nChanged 23 SP:Iteration 34Q (1923.311558 sec): 3 clusters Score: Raw -316072.007539 + Penalty 2812.548126 = -313259.459414 nChanged 27 SP:Iteration 35Q (1923.355627 sec): 3 clusters Score: Raw -316080.141397 + Penalty 2812.548126 = -313267.593271 nChanged 37 SP:Iteration 36Q (1923.407563 sec): 3 clusters Score: Raw -316089.044718 + Penalty 2812.548126 = -313276.496593 nChanged 32 SP:Iteration 37Q (1923.452821 sec): 3 clusters Score: Raw -316098.361727 + Penalty 2812.548126 = -313285.813601 nChanged 44 SP:Iteration 38Q (1923.498936 sec): 3 clusters Score: Raw -316109.832571 + Penalty 2812.548126 = -313297.284445 nChanged 46 SP:Iteration 39Q (1923.558579 sec): 3 clusters Score: Raw -316121.631781 + Penalty 2812.548126 = -313309.083656 nChanged 36 SP:Iteration 40F (1923.604550 sec): 3 clusters Score: Raw -316129.813633 + Penalty 2812.548126 = -313317.265507 nChanged 40 SP:Iteration 41Q (1923.653245 sec): 3 clusters Score: Raw -316140.700475 + Penalty 2812.548126 = -313328.152350 nChanged 45 SP:Iteration 42Q (1923.703009 sec): 3 clusters Score: Raw -316151.963582 + Penalty 2812.548126 = -313339.415457 nChanged 42 SP:Iteration 43Q (1923.747384 sec): 3 clusters Score: Raw -316163.483010 + Penalty 2812.548126 = -313350.934885 nChanged 39 SP:Iteration 44Q (1923.799427 sec): 3 clusters Score: Raw -316173.535639 + Penalty 2812.548126 = -313360.987513 nChanged 32 SP:Iteration 45Q (1923.844593 sec): 3 clusters Score: Raw -316181.627536 + Penalty 2812.548126 = -313369.079410 nChanged 30 SP:Iteration 46Q (1923.898723 sec): 3 clusters Score: Raw -316190.852685 + Penalty 2812.548126 = -313378.304560 nChanged 30 SP:Iteration 47Q (1923.959801 sec): 3 clusters Score: Raw -316198.677554 + Penalty 2812.548126 = -313386.129428 nChanged 31 SP:Iteration 48Q (1924.009815 sec): 3 clusters Score: Raw -316207.383080 + Penalty 2812.548126 = -313394.834954 nChanged 35 SP:Iteration 49Q (1924.054284 sec): 3 clusters Score: Raw -316218.657858 + Penalty 2812.548126 = -313406.109733 nChanged 34 SP:Iteration 50Q (1924.107493 sec): 3 clusters Score: Raw -316227.867131 + Penalty 2812.548126 = -313415.319005 nChanged 33 SP:Iteration 51Q (1924.161474 sec): 3 clusters Score: Raw -316237.207561 + Penalty 2812.548126 = -313424.659435 nChanged 23 SP:Iteration 52Q (1924.208069 sec): 3 clusters Score: Raw -316241.999492 + Penalty 2812.548126 = -313429.451366 nChanged 15 SP:Iteration 53Q (1924.252375 sec): 3 clusters Score: Raw -316244.979461 + Penalty 2812.548126 = -313432.431335 nChanged 8 SP:Iteration 54Q (1924.306489 sec): 3 clusters Score: Raw -316246.331836 + Penalty 2812.548126 = -313433.783710 nChanged 4 SP:Iteration 55Q (1924.361707 sec): 3 clusters Score: Raw -316246.993061 + Penalty 2812.548126 = -313434.444935 nChanged 4 SP:Iteration 56Q (1924.408716 sec): 3 clusters Score: Raw -316247.823943 + Penalty 2812.548126 = -313435.275817 nChanged 6 SP:Iteration 57Q (1924.448167 sec): 3 clusters Score: Raw -316248.969887 + Penalty 2812.548126 = -313436.421761 nChanged 5 SP:Iteration 58Q (1924.511813 sec): 3 clusters Score: Raw -316250.156984 + Penalty 2812.548126 = -313437.608859 nChanged 6 SP:Iteration 59Q (1924.555616 sec): 3 clusters Score: Raw -316251.553040 + Penalty 2812.548126 = -313439.004914 nChanged 6 SP:Iteration 60F (1924.612805 sec): 3 clusters Score: Raw -316252.536444 + Penalty 2812.548126 = -313439.988318 nChanged 5 SP:Iteration 61Q (1924.652144 sec): 3 clusters Score: Raw -316253.820309 + Penalty 2812.548126 = -313441.272183 nChanged 4 SP:Iteration 62Q (1924.702763 sec): 3 clusters Score: Raw -316254.645872 + Penalty 2812.548126 = -313442.097746 nChanged 5 SP:Iteration 63Q (1924.764343 sec): 3 clusters Score: Raw -316256.258577 + Penalty 2812.548126 = -313443.710452 nChanged 6 SP:Iteration 64Q (1924.817123 sec): 3 clusters Score: Raw -316257.380579 + Penalty 2812.548126 = -313444.832453 nChanged 5 SP:Iteration 65Q (1924.860344 sec): 3 clusters Score: Raw -316258.222865 + Penalty 2812.548126 = -313445.674739 nChanged 6 SP:Iteration 66Q (1924.923318 sec): 3 clusters Score: Raw -316259.477389 + Penalty 2812.548126 = -313446.929263 nChanged 7 SP:Iteration 67Q (1924.963760 sec): 3 clusters Score: Raw -316260.464318 + Penalty 2812.548126 = -313447.916193 nChanged 2 SP:Iteration 68Q (1925.023157 sec): 3 clusters Score: Raw -316260.733634 + Penalty 2812.548126 = -313448.185508 nChanged 0 SP:Iteration 69F (1925.070796 sec): 3 clusters Score: Raw -316260.733634 + Penalty 2812.548126 = -313448.185508 nChanged 0 Trying to split cluster 36 (3598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1925.099773 sec): 2 clusters Score: Raw -193489.491220 + Penalty 1330.571680 = -192158.919540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1925.148457 sec): 3 clusters Score: Raw -191709.210266 + Penalty 2661.143360 = -189048.066907 nChanged 1416 SP:Iteration 1F (1925.193750 sec): 3 clusters Score: Raw -192583.662611 + Penalty 2661.143360 = -189922.519252 nChanged 276 SP:Iteration 2F (1925.240935 sec): 3 clusters Score: Raw -192738.452005 + Penalty 2661.143360 = -190077.308645 nChanged 173 SP:Iteration 3Q (1925.283540 sec): 3 clusters Score: Raw -192832.705952 + Penalty 2661.143360 = -190171.562593 nChanged 146 SP:Iteration 4Q (1925.335245 sec): 3 clusters Score: Raw -192912.210785 + Penalty 2661.143360 = -190251.067425 nChanged 112 SP:Iteration 5Q (1925.380179 sec): 3 clusters Score: Raw -192971.996055 + Penalty 2661.143360 = -190310.852695 nChanged 111 SP:Iteration 6Q (1925.422269 sec): 3 clusters Score: Raw -193040.586183 + Penalty 2661.143360 = -190379.442823 nChanged 116 SP:Iteration 7Q (1925.469161 sec): 3 clusters Score: Raw -193112.493856 + Penalty 2661.143360 = -190451.350497 nChanged 96 SP:Iteration 8Q (1925.520429 sec): 3 clusters Score: Raw -193184.978875 + Penalty 2661.143360 = -190523.835516 nChanged 115 SP:Iteration 9Q (1925.568634 sec): 3 clusters Score: Raw -193282.881493 + Penalty 2661.143360 = -190621.738133 nChanged 125 SP:Iteration 10Q (1925.617300 sec): 3 clusters Score: Raw -193393.583043 + Penalty 2661.143360 = -190732.439683 nChanged 135 SP:Iteration 11Q (1925.678616 sec): 3 clusters Score: Raw -193522.072332 + Penalty 2661.143360 = -190860.928972 nChanged 141 SP:Iteration 12Q (1925.730994 sec): 3 clusters Score: Raw -193661.883913 + Penalty 2661.143360 = -191000.740553 nChanged 112 SP:Iteration 13Q (1925.783084 sec): 3 clusters Score: Raw -193768.096939 + Penalty 2661.143360 = -191106.953579 nChanged 105 SP:Iteration 14Q (1925.835536 sec): 3 clusters Score: Raw -193877.443884 + Penalty 2661.143360 = -191216.300524 nChanged 100 SP:Iteration 15Q (1925.877802 sec): 3 clusters Score: Raw -193982.193971 + Penalty 2661.143360 = -191321.050612 nChanged 101 SP:Iteration 16Q (1925.928112 sec): 3 clusters Score: Raw -194081.987019 + Penalty 2661.143360 = -191420.843659 nChanged 92 SP:Iteration 17Q (1925.964173 sec): 3 clusters Score: Raw -194192.784960 + Penalty 2661.143360 = -191531.641600 nChanged 128 SP:Iteration 18Q (1926.007378 sec): 3 clusters Score: Raw -194375.217564 + Penalty 2661.143360 = -191714.074204 nChanged 130 SP:Iteration 19Q (1926.050611 sec): 3 clusters Score: Raw -194578.094261 + Penalty 2661.143360 = -191916.950901 nChanged 119 SP:Iteration 20F (1926.103409 sec): 3 clusters Score: Raw -194760.011734 + Penalty 2661.143360 = -192098.868374 nChanged 102 SP:Iteration 21Q (1926.149374 sec): 3 clusters Score: Raw -194919.002028 + Penalty 2661.143360 = -192257.858668 nChanged 68 SP:Iteration 22Q (1926.212059 sec): 3 clusters Score: Raw -195005.855335 + Penalty 2661.143360 = -192344.711976 nChanged 38 SP:Iteration 23Q (1926.258207 sec): 3 clusters Score: Raw -195038.537818 + Penalty 2661.143360 = -192377.394459 nChanged 22 SP:Iteration 24Q (1926.302893 sec): 3 clusters Score: Raw -195053.424668 + Penalty 2661.143360 = -192392.281309 nChanged 11 SP:Iteration 25Q (1926.355476 sec): 3 clusters Score: Raw -195059.635540 + Penalty 2661.143360 = -192398.492180 nChanged 7 SP:Iteration 26Q (1926.390092 sec): 3 clusters Score: Raw -195062.099169 + Penalty 2661.143360 = -192400.955809 nChanged 2 SP:Iteration 27Q (1926.427783 sec): 3 clusters Score: Raw -195062.934442 + Penalty 2661.143360 = -192401.791082 nChanged 1 SP:Iteration 28Q (1926.471015 sec): 3 clusters Score: Raw -195063.475579 + Penalty 2661.143360 = -192402.332220 nChanged 1 SP:Iteration 29Q (1926.509605 sec): 3 clusters Score: Raw -195063.688554 + Penalty 2661.143360 = -192402.545194 nChanged 0 SP:Iteration 30F (1926.544310 sec): 3 clusters Score: Raw -195063.688554 + Penalty 2661.143360 = -192402.545194 nChanged 0 Score: Raw -12070132.016187 + Penalty 86702.903280 = -11983429.112907 Splitting cluster 36 changes total score from -11982742.448060 to -11983429.112907 So it's getting split into cluster 43. Trying to split cluster 37 (2530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1933.545966 sec): 2 clusters Score: Raw -134325.558017 + Penalty 1273.345870 = -133052.212147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1933.586969 sec): 3 clusters Score: Raw -133152.345387 + Penalty 2546.691739 = -130605.653648 nChanged 960 SP:Iteration 1F (1933.632410 sec): 3 clusters Score: Raw -133767.598461 + Penalty 2546.691739 = -131220.906722 nChanged 207 SP:Iteration 2F (1933.689001 sec): 3 clusters Score: Raw -133941.309867 + Penalty 2546.691739 = -131394.618128 nChanged 148 SP:Iteration 3F (1933.733274 sec): 3 clusters Score: Raw -134050.690985 + Penalty 2546.691739 = -131503.999246 nChanged 104 SP:Iteration 4Q (1933.760005 sec): 3 clusters Score: Raw -134112.836785 + Penalty 2546.691739 = -131566.145046 nChanged 79 SP:Iteration 5Q (1933.801580 sec): 3 clusters Score: Raw -134159.339968 + Penalty 2546.691739 = -131612.648229 nChanged 67 SP:Iteration 6Q (1933.847928 sec): 3 clusters Score: Raw -134206.675362 + Penalty 2546.691739 = -131659.983623 nChanged 66 SP:Iteration 7Q (1933.897160 sec): 3 clusters Score: Raw -134272.120547 + Penalty 2546.691739 = -131725.428808 nChanged 75 SP:Iteration 8Q (1933.958590 sec): 3 clusters Score: Raw -134357.764744 + Penalty 2546.691739 = -131811.073005 nChanged 71 SP:Iteration 9Q (1933.996976 sec): 3 clusters Score: Raw -134421.530019 + Penalty 2546.691739 = -131874.838280 nChanged 61 SP:Iteration 10Q (1934.039748 sec): 3 clusters Score: Raw -134489.796384 + Penalty 2546.691739 = -131943.104645 nChanged 60 SP:Iteration 11Q (1934.084712 sec): 3 clusters Score: Raw -134556.337070 + Penalty 2546.691739 = -132009.645331 nChanged 69 SP:Iteration 12Q (1934.131990 sec): 3 clusters Score: Raw -134629.025390 + Penalty 2546.691739 = -132082.333651 nChanged 61 SP:Iteration 13Q (1934.182381 sec): 3 clusters Score: Raw -134684.960068 + Penalty 2546.691739 = -132138.268329 nChanged 54 SP:Iteration 14Q (1934.232071 sec): 3 clusters Score: Raw -134716.047660 + Penalty 2546.691739 = -132169.355921 nChanged 40 SP:Iteration 15Q (1934.286021 sec): 3 clusters Score: Raw -134738.482228 + Penalty 2546.691739 = -132191.790489 nChanged 24 SP:Iteration 16Q (1934.331620 sec): 3 clusters Score: Raw -134753.205041 + Penalty 2546.691739 = -132206.513302 nChanged 21 SP:Iteration 17Q (1934.384661 sec): 3 clusters Score: Raw -134765.710889 + Penalty 2546.691739 = -132219.019150 nChanged 24 SP:Iteration 18Q (1934.424356 sec): 3 clusters Score: Raw -134780.085198 + Penalty 2546.691739 = -132233.393459 nChanged 20 SP:Iteration 19Q (1934.465010 sec): 3 clusters Score: Raw -134790.580368 + Penalty 2546.691739 = -132243.888629 nChanged 17 SP:Iteration 20F (1934.493687 sec): 3 clusters Score: Raw -134799.754140 + Penalty 2546.691739 = -132253.062401 nChanged 17 SP:Iteration 21Q (1934.532166 sec): 3 clusters Score: Raw -134806.101609 + Penalty 2546.691739 = -132259.409870 nChanged 12 SP:Iteration 22Q (1934.576045 sec): 3 clusters Score: Raw -134810.965043 + Penalty 2546.691739 = -132264.273304 nChanged 5 SP:Iteration 23Q (1934.624304 sec): 3 clusters Score: Raw -134814.223959 + Penalty 2546.691739 = -132267.532220 nChanged 7 SP:Iteration 24Q (1934.661978 sec): 3 clusters Score: Raw -134819.078337 + Penalty 2546.691739 = -132272.386598 nChanged 3 SP:Iteration 25Q (1934.706125 sec): 3 clusters Score: Raw -134821.974476 + Penalty 2546.691739 = -132275.282737 nChanged 6 SP:Iteration 26Q (1934.749570 sec): 3 clusters Score: Raw -134825.264217 + Penalty 2546.691739 = -132278.572478 nChanged 4 SP:Iteration 27Q (1934.783104 sec): 3 clusters Score: Raw -134827.058311 + Penalty 2546.691739 = -132280.366572 nChanged 4 SP:Iteration 28Q (1934.827222 sec): 3 clusters Score: Raw -134828.902555 + Penalty 2546.691739 = -132282.210816 nChanged 3 SP:Iteration 29Q (1934.869216 sec): 3 clusters Score: Raw -134830.208891 + Penalty 2546.691739 = -132283.517152 nChanged 5 SP:Iteration 30Q (1934.912161 sec): 3 clusters Score: Raw -134831.618015 + Penalty 2546.691739 = -132284.926276 nChanged 3 SP:Iteration 31Q (1934.952611 sec): 3 clusters Score: Raw -134832.375900 + Penalty 2546.691739 = -132285.684161 nChanged 1 SP:Iteration 32Q (1934.991060 sec): 3 clusters Score: Raw -134832.744450 + Penalty 2546.691739 = -132286.052711 nChanged 1 SP:Iteration 33Q (1935.034840 sec): 3 clusters Score: Raw -134833.274517 + Penalty 2546.691739 = -132286.582778 nChanged 2 SP:Iteration 34Q (1935.080338 sec): 3 clusters Score: Raw -134833.752151 + Penalty 2546.691739 = -132287.060412 nChanged 0 SP:Iteration 35F (1935.125079 sec): 3 clusters Score: Raw -134833.752151 + Penalty 2546.691739 = -132287.060412 nChanged 0 Iteration 59Q (1938.616824 sec): 44 clusters Score: Raw -12071661.894246 + Penalty 86702.903280 = -11984958.990966 nChanged 2152 Iteration 60F (1945.861539 sec): 44 clusters Score: Raw -12073170.308126 + Penalty 86702.903280 = -11986467.404845 nChanged 2024 Iteration 61Q (1949.095259 sec): 44 clusters Score: Raw -12074060.822746 + Penalty 86702.903280 = -11987357.919466 nChanged 1349 Iteration 62Q (1952.321452 sec): 44 clusters Score: Raw -12074557.463384 + Penalty 86702.903280 = -11987854.560103 nChanged 1046 Iteration 63Q (1955.626423 sec): 44 clusters Score: Raw -12074890.422011 + Penalty 86702.903280 = -11988187.518731 nChanged 871 Iteration 64Q (1959.315260 sec): 44 clusters Score: Raw -12075148.703077 + Penalty 86702.903280 = -11988445.799796 nChanged 811 Iteration 65Q (1962.827292 sec): 44 clusters Score: Raw -12075362.833096 + Penalty 86702.903280 = -11988659.929816 nChanged 706 Iteration 66Q (1966.355867 sec): 44 clusters Score: Raw -12075537.822634 + Penalty 86702.903280 = -11988834.919354 nChanged 596 Iteration 67Q (1969.968303 sec): 44 clusters Score: Raw -12075678.150171 + Penalty 86702.903280 = -11988975.246891 nChanged 572 Iteration 68Q (1973.234013 sec): 44 clusters Score: Raw -12075797.022627 + Penalty 86702.903280 = -11989094.119347 nChanged 503 Iteration 69Q (1976.517692 sec): 44 clusters Score: Raw -12075891.735001 + Penalty 86702.903280 = -11989188.831721 nChanged 443 Iteration 70Q (1979.781645 sec): 44 clusters Score: Raw -12075972.667522 + Penalty 86702.903280 = -11989269.764242 nChanged 397 Iteration 71Q (1983.140807 sec): 44 clusters Score: Raw -12076049.079835 + Penalty 86702.903280 = -11989346.176554 nChanged 380 Iteration 72Q (1986.428369 sec): 44 clusters Score: Raw -12076115.947844 + Penalty 86702.903280 = -11989413.044563 nChanged 326 Iteration 73Q (1989.659045 sec): 44 clusters Score: Raw -12076170.395817 + Penalty 86702.903280 = -11989467.492537 nChanged 286 Iteration 74Q (1992.746384 sec): 44 clusters Score: Raw -12076217.311423 + Penalty 86702.903280 = -11989514.408143 nChanged 236 Iteration 75Q (1996.032797 sec): 44 clusters Score: Raw -12076249.449246 + Penalty 86702.903280 = -11989546.545966 nChanged 203 Iteration 76Q (1999.239808 sec): 44 clusters Score: Raw -12076277.965584 + Penalty 86702.903280 = -11989575.062303 nChanged 179 Iteration 77Q (2002.530923 sec): 44 clusters Score: Raw -12076301.698110 + Penalty 86702.903280 = -11989598.794829 nChanged 180 Iteration 78Q (2005.778525 sec): 44 clusters Score: Raw -12076328.931295 + Penalty 86702.903280 = -11989626.028015 nChanged 181 Iteration 79Q (2009.109145 sec): 44 clusters Score: Raw -12076357.240399 + Penalty 86702.903280 = -11989654.337119 nChanged 173 Iteration 80F (2015.950388 sec): 44 clusters Score: Raw -12076423.879051 + Penalty 86702.903280 = -11989720.975771 nChanged 177 Iteration 81Q (2019.238692 sec): 44 clusters Score: Raw -12076491.864908 + Penalty 86702.903280 = -11989788.961628 nChanged 203 Iteration 82Q (2022.532984 sec): 44 clusters Score: Raw -12076554.459436 + Penalty 86702.903280 = -11989851.556156 nChanged 199 Iteration 83Q (2025.782004 sec): 44 clusters Score: Raw -12076597.711781 + Penalty 86702.903280 = -11989894.808501 nChanged 181 Iteration 84Q (2029.033468 sec): 44 clusters Score: Raw -12076634.385437 + Penalty 86702.903280 = -11989931.482156 nChanged 177 Iteration 85Q (2032.195663 sec): 44 clusters Score: Raw -12076678.829903 + Penalty 86702.903280 = -11989975.926622 nChanged 187 Iteration 86Q (2035.448171 sec): 44 clusters Score: Raw -12076720.060677 + Penalty 86702.903280 = -11990017.157397 nChanged 164 Iteration 87Q (2038.675860 sec): 44 clusters Score: Raw -12076756.407576 + Penalty 86702.903280 = -11990053.504296 nChanged 178 Iteration 88Q (2041.890942 sec): 44 clusters Score: Raw -12076796.180978 + Penalty 86702.903280 = -11990093.277698 nChanged 161 Iteration 89Q (2045.178240 sec): 44 clusters Score: Raw -12076826.808364 + Penalty 86702.903280 = -11990123.905084 nChanged 123 Iteration 90Q (2048.524153 sec): 44 clusters Score: Raw -12076856.403634 + Penalty 86702.903280 = -11990153.500354 nChanged 121 Iteration 91Q (2051.754129 sec): 44 clusters Score: Raw -12076886.510526 + Penalty 86702.903280 = -11990183.607246 nChanged 124 Iteration 92Q (2054.987051 sec): 44 clusters Score: Raw -12076912.497246 + Penalty 86702.903280 = -11990209.593966 nChanged 124 Iteration 93Q (2058.168466 sec): 44 clusters Score: Raw -12076952.336127 + Penalty 86702.903280 = -11990249.432847 nChanged 137 Iteration 94Q (2061.368350 sec): 44 clusters Score: Raw -12076986.406610 + Penalty 86702.903280 = -11990283.503330 nChanged 141 Iteration 95Q (2064.611926 sec): 44 clusters Score: Raw -12077019.332626 + Penalty 86702.903280 = -11990316.429346 nChanged 141 Iteration 96Q (2067.840662 sec): 44 clusters Score: Raw -12077044.302613 + Penalty 86702.903280 = -11990341.399333 nChanged 143 Iteration 97Q (2071.086116 sec): 44 clusters Score: Raw -12077065.111677 + Penalty 86702.903280 = -11990362.208397 nChanged 120 Iteration 98Q (2074.290868 sec): 44 clusters Score: Raw -12077080.678580 + Penalty 86702.903280 = -11990377.775300 nChanged 108 Writing temp clu file Because OldScore, -11990362.208397, is greater than current (better) Score,-11990377.775300 Compute initial score before splitting: Score: Raw -12077080.678580 + Penalty 86702.903280 = -11990377.775300 Trying to split cluster 1 (15834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2074.386927 sec): 2 clusters Score: Raw -844777.296756 + Penalty 1571.361156 = -843205.935600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2074.449722 sec): 3 clusters Score: Raw -835422.039029 + Penalty 3142.722312 = -832279.316717 nChanged 7051 SP:Iteration 1F (2074.517765 sec): 3 clusters Score: Raw -839576.500327 + Penalty 3142.722312 = -836433.778015 nChanged 950 SP:Iteration 2F (2074.574758 sec): 3 clusters Score: Raw -839992.182788 + Penalty 3142.722312 = -836849.460476 nChanged 849 SP:Iteration 3F (2074.638041 sec): 3 clusters Score: Raw -840360.657449 + Penalty 3142.722312 = -837217.935137 nChanged 830 SP:Iteration 4F (2074.711880 sec): 3 clusters Score: Raw -840767.370099 + Penalty 3142.722312 = -837624.647787 nChanged 877 SP:Iteration 5F (2074.779108 sec): 3 clusters Score: Raw -841202.579112 + Penalty 3142.722312 = -838059.856800 nChanged 846 SP:Iteration 6F (2074.843576 sec): 3 clusters Score: Raw -841629.430625 + Penalty 3142.722312 = -838486.708313 nChanged 849 SP:Iteration 7F (2074.903377 sec): 3 clusters Score: Raw -842129.054448 + Penalty 3142.722312 = -838986.332136 nChanged 862 SP:Iteration 8F (2074.978223 sec): 3 clusters Score: Raw -842651.716710 + Penalty 3142.722312 = -839508.994398 nChanged 754 SP:Iteration 9Q (2075.034449 sec): 3 clusters Score: Raw -843057.387159 + Penalty 3142.722312 = -839914.664847 nChanged 597 SP:Iteration 10Q (2075.111838 sec): 3 clusters Score: Raw -843381.567129 + Penalty 3142.722312 = -840238.844817 nChanged 498 SP:Iteration 11Q (2075.174034 sec): 3 clusters Score: Raw -843644.967486 + Penalty 3142.722312 = -840502.245174 nChanged 453 SP:Iteration 12Q (2075.244908 sec): 3 clusters Score: Raw -843879.939805 + Penalty 3142.722312 = -840737.217493 nChanged 389 SP:Iteration 13Q (2075.311951 sec): 3 clusters Score: Raw -844075.962160 + Penalty 3142.722312 = -840933.239848 nChanged 305 SP:Iteration 14Q (2075.376062 sec): 3 clusters Score: Raw -844241.538301 + Penalty 3142.722312 = -841098.815989 nChanged 277 SP:Iteration 15Q (2075.453587 sec): 3 clusters Score: Raw -844385.995302 + Penalty 3142.722312 = -841243.272990 nChanged 225 SP:Iteration 16Q (2075.525092 sec): 3 clusters Score: Raw -844491.589121 + Penalty 3142.722312 = -841348.866809 nChanged 164 SP:Iteration 17Q (2075.586880 sec): 3 clusters Score: Raw -844579.476734 + Penalty 3142.722312 = -841436.754422 nChanged 146 SP:Iteration 18Q (2075.658715 sec): 3 clusters Score: Raw -844656.498421 + Penalty 3142.722312 = -841513.776109 nChanged 116 SP:Iteration 19Q (2075.716481 sec): 3 clusters Score: Raw -844717.781663 + Penalty 3142.722312 = -841575.059351 nChanged 90 SP:Iteration 20F (2075.784293 sec): 3 clusters Score: Raw -844763.314512 + Penalty 3142.722312 = -841620.592200 nChanged 68 SP:Iteration 21Q (2075.843644 sec): 3 clusters Score: Raw -844799.835907 + Penalty 3142.722312 = -841657.113595 nChanged 51 SP:Iteration 22Q (2075.903833 sec): 3 clusters Score: Raw -844829.905977 + Penalty 3142.722312 = -841687.183665 nChanged 46 SP:Iteration 23Q (2075.972014 sec): 3 clusters Score: Raw -844853.788244 + Penalty 3142.722312 = -841711.065932 nChanged 33 SP:Iteration 24Q (2076.026758 sec): 3 clusters Score: Raw -844872.053090 + Penalty 3142.722312 = -841729.330779 nChanged 29 SP:Iteration 25Q (2076.080600 sec): 3 clusters Score: Raw -844889.448886 + Penalty 3142.722312 = -841746.726574 nChanged 24 SP:Iteration 26Q (2076.158738 sec): 3 clusters Score: Raw -844900.769261 + Penalty 3142.722312 = -841758.046949 nChanged 16 SP:Iteration 27Q (2076.221761 sec): 3 clusters Score: Raw -844909.251399 + Penalty 3142.722312 = -841766.529087 nChanged 13 SP:Iteration 28Q (2076.278413 sec): 3 clusters Score: Raw -844914.970936 + Penalty 3142.722312 = -841772.248625 nChanged 7 SP:Iteration 29Q (2076.342684 sec): 3 clusters Score: Raw -844918.827492 + Penalty 3142.722312 = -841776.105180 nChanged 9 SP:Iteration 30Q (2076.410257 sec): 3 clusters Score: Raw -844922.846206 + Penalty 3142.722312 = -841780.123894 nChanged 5 SP:Iteration 31Q (2076.467056 sec): 3 clusters Score: Raw -844924.501424 + Penalty 3142.722312 = -841781.779113 nChanged 1 SP:Iteration 32Q (2076.538363 sec): 3 clusters Score: Raw -844924.868523 + Penalty 3142.722312 = -841782.146211 nChanged 2 SP:Iteration 33Q (2076.592481 sec): 3 clusters Score: Raw -844925.598091 + Penalty 3142.722312 = -841782.875779 nChanged 2 SP:Iteration 34Q (2076.663207 sec): 3 clusters Score: Raw -844926.645618 + Penalty 3142.722312 = -841783.923306 nChanged 4 SP:Iteration 35Q (2076.722298 sec): 3 clusters Score: Raw -844928.677492 + Penalty 3142.722312 = -841785.955180 nChanged 4 SP:Iteration 36Q (2076.787032 sec): 3 clusters Score: Raw -844929.967627 + Penalty 3142.722312 = -841787.245315 nChanged 4 SP:Iteration 37Q (2076.864921 sec): 3 clusters Score: Raw -844932.263091 + Penalty 3142.722312 = -841789.540779 nChanged 3 SP:Iteration 38Q (2076.920630 sec): 3 clusters Score: Raw -844933.355811 + Penalty 3142.722312 = -841790.633499 nChanged 2 SP:Iteration 39Q (2076.997754 sec): 3 clusters Score: Raw -844934.139095 + Penalty 3142.722312 = -841791.416783 nChanged 2 SP:Iteration 40F (2077.053597 sec): 3 clusters Score: Raw -844934.811066 + Penalty 3142.722312 = -841792.088754 nChanged 4 SP:Iteration 41Q (2077.116824 sec): 3 clusters Score: Raw -844936.043441 + Penalty 3142.722312 = -841793.321129 nChanged 2 SP:Iteration 42Q (2077.186839 sec): 3 clusters Score: Raw -844936.632061 + Penalty 3142.722312 = -841793.909750 nChanged 0 SP:Iteration 43F (2077.256135 sec): 3 clusters Score: Raw -844936.632061 + Penalty 3142.722312 = -841793.909750 nChanged 0 Trying to split cluster 2 (9469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2077.279141 sec): 2 clusters Score: Raw -529361.011427 + Penalty 1487.814020 = -527873.197407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2077.342444 sec): 3 clusters Score: Raw -523998.304306 + Penalty 2975.628040 = -521022.676267 nChanged 4095 SP:Iteration 1F (2077.399813 sec): 3 clusters Score: Raw -526173.001049 + Penalty 2975.628040 = -523197.373009 nChanged 581 SP:Iteration 2F (2077.443209 sec): 3 clusters Score: Raw -526450.486398 + Penalty 2975.628040 = -523474.858358 nChanged 483 SP:Iteration 3F (2077.498664 sec): 3 clusters Score: Raw -526714.806642 + Penalty 2975.628040 = -523739.178602 nChanged 464 SP:Iteration 4Q (2077.556384 sec): 3 clusters Score: Raw -526964.158427 + Penalty 2975.628040 = -523988.530387 nChanged 441 SP:Iteration 5Q (2077.616443 sec): 3 clusters Score: Raw -527212.104610 + Penalty 2975.628040 = -524236.476571 nChanged 417 SP:Iteration 6Q (2077.662887 sec): 3 clusters Score: Raw -527491.626886 + Penalty 2975.628040 = -524515.998846 nChanged 438 SP:Iteration 7Q (2077.720646 sec): 3 clusters Score: Raw -527800.377071 + Penalty 2975.628040 = -524824.749031 nChanged 436 SP:Iteration 8Q (2077.786547 sec): 3 clusters Score: Raw -528134.504655 + Penalty 2975.628040 = -525158.876615 nChanged 397 SP:Iteration 9Q (2077.839682 sec): 3 clusters Score: Raw -528437.686409 + Penalty 2975.628040 = -525462.058369 nChanged 355 SP:Iteration 10Q (2077.887153 sec): 3 clusters Score: Raw -528722.419198 + Penalty 2975.628040 = -525746.791158 nChanged 309 SP:Iteration 11Q (2077.956967 sec): 3 clusters Score: Raw -528967.016657 + Penalty 2975.628040 = -525991.388617 nChanged 237 SP:Iteration 12Q (2078.005149 sec): 3 clusters Score: Raw -529158.463837 + Penalty 2975.628040 = -526182.835797 nChanged 160 SP:Iteration 13Q (2078.050849 sec): 3 clusters Score: Raw -529282.490299 + Penalty 2975.628040 = -526306.862260 nChanged 119 SP:Iteration 14Q (2078.101471 sec): 3 clusters Score: Raw -529367.854672 + Penalty 2975.628040 = -526392.226632 nChanged 73 SP:Iteration 15Q (2078.160691 sec): 3 clusters Score: Raw -529415.984353 + Penalty 2975.628040 = -526440.356313 nChanged 53 SP:Iteration 16Q (2078.226845 sec): 3 clusters Score: Raw -529465.334579 + Penalty 2975.628040 = -526489.706539 nChanged 40 SP:Iteration 17Q (2078.276372 sec): 3 clusters Score: Raw -529501.171278 + Penalty 2975.628040 = -526525.543238 nChanged 30 SP:Iteration 18Q (2078.337751 sec): 3 clusters Score: Raw -529524.020160 + Penalty 2975.628040 = -526548.392121 nChanged 17 SP:Iteration 19Q (2078.377653 sec): 3 clusters Score: Raw -529536.618272 + Penalty 2975.628040 = -526560.990232 nChanged 7 SP:Iteration 20F (2078.432971 sec): 3 clusters Score: Raw -529542.201898 + Penalty 2975.628040 = -526566.573858 nChanged 6 SP:Iteration 21Q (2078.492032 sec): 3 clusters Score: Raw -529545.709268 + Penalty 2975.628040 = -526570.081228 nChanged 3 SP:Iteration 22Q (2078.538619 sec): 3 clusters Score: Raw -529547.636146 + Penalty 2975.628040 = -526572.008106 nChanged 3 SP:Iteration 23Q (2078.590435 sec): 3 clusters Score: Raw -529550.151996 + Penalty 2975.628040 = -526574.523956 nChanged 4 SP:Iteration 24Q (2078.652408 sec): 3 clusters Score: Raw -529551.403050 + Penalty 2975.628040 = -526575.775010 nChanged 2 SP:Iteration 25Q (2078.707388 sec): 3 clusters Score: Raw -529552.542548 + Penalty 2975.628040 = -526576.914509 nChanged 1 SP:Iteration 26Q (2078.751988 sec): 3 clusters Score: Raw -529552.846715 + Penalty 2975.628040 = -526577.218675 nChanged 0 SP:Iteration 27F (2078.814075 sec): 3 clusters Score: Raw -529552.846715 + Penalty 2975.628040 = -526577.218675 nChanged 0 Trying to split cluster 3 (10204 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2078.844441 sec): 2 clusters Score: Raw -537764.892809 + Penalty 1499.961950 = -536264.930859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2078.897968 sec): 3 clusters Score: Raw -531975.463408 + Penalty 2999.923901 = -528975.539507 nChanged 4382 SP:Iteration 1F (2078.955905 sec): 3 clusters Score: Raw -534358.015423 + Penalty 2999.923901 = -531358.091523 nChanged 663 SP:Iteration 2F (2079.009937 sec): 3 clusters Score: Raw -534641.350769 + Penalty 2999.923901 = -531641.426868 nChanged 528 SP:Iteration 3F (2079.065481 sec): 3 clusters Score: Raw -534865.120711 + Penalty 2999.923901 = -531865.196810 nChanged 481 SP:Iteration 4Q (2079.133503 sec): 3 clusters Score: Raw -535086.934847 + Penalty 2999.923901 = -532087.010946 nChanged 469 SP:Iteration 5Q (2079.188973 sec): 3 clusters Score: Raw -535315.316902 + Penalty 2999.923901 = -532315.393001 nChanged 455 SP:Iteration 6Q (2079.239678 sec): 3 clusters Score: Raw -535533.571083 + Penalty 2999.923901 = -532533.647182 nChanged 456 SP:Iteration 7Q (2079.286203 sec): 3 clusters Score: Raw -535787.045807 + Penalty 2999.923901 = -532787.121906 nChanged 468 SP:Iteration 8Q (2079.338302 sec): 3 clusters Score: Raw -536091.896609 + Penalty 2999.923901 = -533091.972708 nChanged 518 SP:Iteration 9F (2079.399349 sec): 3 clusters Score: Raw -536448.387719 + Penalty 2999.923901 = -533448.463818 nChanged 514 SP:Iteration 10F (2079.456246 sec): 3 clusters Score: Raw -536798.427324 + Penalty 2999.923901 = -533798.503423 nChanged 450 SP:Iteration 11Q (2079.506677 sec): 3 clusters Score: Raw -537080.038116 + Penalty 2999.923901 = -534080.114215 nChanged 362 SP:Iteration 12Q (2079.562857 sec): 3 clusters Score: Raw -537298.809327 + Penalty 2999.923901 = -534298.885426 nChanged 282 SP:Iteration 13Q (2079.628526 sec): 3 clusters Score: Raw -537469.888166 + Penalty 2999.923901 = -534469.964265 nChanged 244 SP:Iteration 14Q (2079.679581 sec): 3 clusters Score: Raw -537642.248034 + Penalty 2999.923901 = -534642.324133 nChanged 205 SP:Iteration 15Q (2079.735159 sec): 3 clusters Score: Raw -537789.212655 + Penalty 2999.923901 = -534789.288754 nChanged 193 SP:Iteration 16Q (2079.807231 sec): 3 clusters Score: Raw -537923.963251 + Penalty 2999.923901 = -534924.039350 nChanged 171 SP:Iteration 17Q (2079.859139 sec): 3 clusters Score: Raw -538052.420051 + Penalty 2999.923901 = -535052.496150 nChanged 166 SP:Iteration 18Q (2079.917883 sec): 3 clusters Score: Raw -538162.236730 + Penalty 2999.923901 = -535162.312829 nChanged 132 SP:Iteration 19Q (2079.972066 sec): 3 clusters Score: Raw -538248.532171 + Penalty 2999.923901 = -535248.608270 nChanged 115 SP:Iteration 20F (2080.039058 sec): 3 clusters Score: Raw -538298.612609 + Penalty 2999.923901 = -535298.688708 nChanged 81 SP:Iteration 21Q (2080.088182 sec): 3 clusters Score: Raw -538332.529287 + Penalty 2999.923901 = -535332.605387 nChanged 88 SP:Iteration 22Q (2080.158571 sec): 3 clusters Score: Raw -538366.781721 + Penalty 2999.923901 = -535366.857820 nChanged 73 SP:Iteration 23Q (2080.214700 sec): 3 clusters Score: Raw -538391.792258 + Penalty 2999.923901 = -535391.868357 nChanged 44 SP:Iteration 24Q (2080.267177 sec): 3 clusters Score: Raw -538404.862529 + Penalty 2999.923901 = -535404.938628 nChanged 37 SP:Iteration 25Q (2080.317722 sec): 3 clusters Score: Raw -538413.565250 + Penalty 2999.923901 = -535413.641349 nChanged 32 SP:Iteration 26Q (2080.365681 sec): 3 clusters Score: Raw -538421.233008 + Penalty 2999.923901 = -535421.309108 nChanged 24 SP:Iteration 27Q (2080.435815 sec): 3 clusters Score: Raw -538428.577704 + Penalty 2999.923901 = -535428.653803 nChanged 21 SP:Iteration 28Q (2080.470631 sec): 3 clusters Score: Raw -538432.235443 + Penalty 2999.923901 = -535432.311542 nChanged 15 SP:Iteration 29Q (2080.525777 sec): 3 clusters Score: Raw -538435.519199 + Penalty 2999.923901 = -535435.595298 nChanged 15 SP:Iteration 30Q (2080.578626 sec): 3 clusters Score: Raw -538439.160743 + Penalty 2999.923901 = -535439.236842 nChanged 16 SP:Iteration 31Q (2080.634807 sec): 3 clusters Score: Raw -538442.785897 + Penalty 2999.923901 = -535442.861996 nChanged 11 SP:Iteration 32Q (2080.687667 sec): 3 clusters Score: Raw -538445.026976 + Penalty 2999.923901 = -535445.103075 nChanged 15 SP:Iteration 33Q (2080.740616 sec): 3 clusters Score: Raw -538447.613736 + Penalty 2999.923901 = -535447.689835 nChanged 8 SP:Iteration 34Q (2080.798642 sec): 3 clusters Score: Raw -538448.723849 + Penalty 2999.923901 = -535448.799948 nChanged 4 SP:Iteration 35Q (2080.867792 sec): 3 clusters Score: Raw -538449.185646 + Penalty 2999.923901 = -535449.261745 nChanged 0 SP:Iteration 36F (2080.923304 sec): 3 clusters Score: Raw -538449.185646 + Penalty 2999.923901 = -535449.261745 nChanged 0 Trying to split cluster 4 (8511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2080.963780 sec): 2 clusters Score: Raw -463962.286787 + Penalty 1470.481143 = -462491.805645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2081.018449 sec): 3 clusters Score: Raw -459268.826893 + Penalty 2940.962285 = -456327.864608 nChanged 3627 SP:Iteration 1F (2081.074644 sec): 3 clusters Score: Raw -461327.532734 + Penalty 2940.962285 = -458386.570449 nChanged 635 SP:Iteration 2F (2081.119304 sec): 3 clusters Score: Raw -461655.892931 + Penalty 2940.962285 = -458714.930646 nChanged 449 SP:Iteration 3F (2081.183027 sec): 3 clusters Score: Raw -461880.917858 + Penalty 2940.962285 = -458939.955573 nChanged 413 SP:Iteration 4Q (2081.233132 sec): 3 clusters Score: Raw -462143.020978 + Penalty 2940.962285 = -459202.058693 nChanged 408 SP:Iteration 5Q (2081.285652 sec): 3 clusters Score: Raw -462507.538864 + Penalty 2940.962285 = -459566.576579 nChanged 434 SP:Iteration 6F (2081.346847 sec): 3 clusters Score: Raw -463023.987173 + Penalty 2940.962285 = -460083.024888 nChanged 448 SP:Iteration 7F (2081.395979 sec): 3 clusters Score: Raw -463504.211736 + Penalty 2940.962285 = -460563.249451 nChanged 436 SP:Iteration 8F (2081.450094 sec): 3 clusters Score: Raw -463851.223786 + Penalty 2940.962285 = -460910.261501 nChanged 370 SP:Iteration 9Q (2081.506013 sec): 3 clusters Score: Raw -464111.044875 + Penalty 2940.962285 = -461170.082589 nChanged 327 SP:Iteration 10Q (2081.559789 sec): 3 clusters Score: Raw -464340.739438 + Penalty 2940.962285 = -461399.777153 nChanged 276 SP:Iteration 11Q (2081.612048 sec): 3 clusters Score: Raw -464502.292266 + Penalty 2940.962285 = -461561.329980 nChanged 211 SP:Iteration 12Q (2081.664625 sec): 3 clusters Score: Raw -464591.116830 + Penalty 2940.962285 = -461650.154545 nChanged 147 SP:Iteration 13Q (2081.731326 sec): 3 clusters Score: Raw -464647.693934 + Penalty 2940.962285 = -461706.731649 nChanged 119 SP:Iteration 14Q (2081.776603 sec): 3 clusters Score: Raw -464687.857648 + Penalty 2940.962285 = -461746.895363 nChanged 99 SP:Iteration 15Q (2081.833378 sec): 3 clusters Score: Raw -464722.734179 + Penalty 2940.962285 = -461781.771894 nChanged 93 SP:Iteration 16Q (2081.877110 sec): 3 clusters Score: Raw -464754.028367 + Penalty 2940.962285 = -461813.066082 nChanged 98 SP:Iteration 17Q (2081.933365 sec): 3 clusters Score: Raw -464785.898779 + Penalty 2940.962285 = -461844.936494 nChanged 86 SP:Iteration 18Q (2081.991138 sec): 3 clusters Score: Raw -464811.493356 + Penalty 2940.962285 = -461870.531071 nChanged 68 SP:Iteration 19Q (2082.045406 sec): 3 clusters Score: Raw -464836.232445 + Penalty 2940.962285 = -461895.270160 nChanged 83 SP:Iteration 20F (2082.107764 sec): 3 clusters Score: Raw -464865.640760 + Penalty 2940.962285 = -461924.678475 nChanged 68 SP:Iteration 21Q (2082.153639 sec): 3 clusters Score: Raw -464887.824462 + Penalty 2940.962285 = -461946.862177 nChanged 64 SP:Iteration 22Q (2082.214256 sec): 3 clusters Score: Raw -464906.167650 + Penalty 2940.962285 = -461965.205364 nChanged 60 SP:Iteration 23Q (2082.264119 sec): 3 clusters Score: Raw -464920.937229 + Penalty 2940.962285 = -461979.974944 nChanged 50 SP:Iteration 24Q (2082.330798 sec): 3 clusters Score: Raw -464933.283836 + Penalty 2940.962285 = -461992.321551 nChanged 33 SP:Iteration 25Q (2082.368581 sec): 3 clusters Score: Raw -464942.618482 + Penalty 2940.962285 = -462001.656197 nChanged 34 SP:Iteration 26Q (2082.423050 sec): 3 clusters Score: Raw -464950.901550 + Penalty 2940.962285 = -462009.939265 nChanged 33 SP:Iteration 27Q (2082.477835 sec): 3 clusters Score: Raw -464957.667606 + Penalty 2940.962285 = -462016.705321 nChanged 34 SP:Iteration 28Q (2082.527202 sec): 3 clusters Score: Raw -464966.946617 + Penalty 2940.962285 = -462025.984332 nChanged 30 SP:Iteration 29Q (2082.584596 sec): 3 clusters Score: Raw -464974.548508 + Penalty 2940.962285 = -462033.586223 nChanged 32 SP:Iteration 30Q (2082.629945 sec): 3 clusters Score: Raw -464980.088949 + Penalty 2940.962285 = -462039.126664 nChanged 16 SP:Iteration 31Q (2082.686005 sec): 3 clusters Score: Raw -464983.020073 + Penalty 2940.962285 = -462042.057788 nChanged 13 SP:Iteration 32Q (2082.747677 sec): 3 clusters Score: Raw -464985.096095 + Penalty 2940.962285 = -462044.133810 nChanged 10 SP:Iteration 33Q (2082.799764 sec): 3 clusters Score: Raw -464986.409915 + Penalty 2940.962285 = -462045.447630 nChanged 9 SP:Iteration 34Q (2082.865123 sec): 3 clusters Score: Raw -464988.036106 + Penalty 2940.962285 = -462047.073820 nChanged 10 SP:Iteration 35Q (2082.916488 sec): 3 clusters Score: Raw -464989.634903 + Penalty 2940.962285 = -462048.672618 nChanged 8 SP:Iteration 36Q (2082.970351 sec): 3 clusters Score: Raw -464990.508401 + Penalty 2940.962285 = -462049.546115 nChanged 8 SP:Iteration 37Q (2083.026316 sec): 3 clusters Score: Raw -464991.111630 + Penalty 2940.962285 = -462050.149345 nChanged 5 SP:Iteration 38Q (2083.082000 sec): 3 clusters Score: Raw -464991.941457 + Penalty 2940.962285 = -462050.979172 nChanged 10 SP:Iteration 39Q (2083.131468 sec): 3 clusters Score: Raw -464993.317757 + Penalty 2940.962285 = -462052.355472 nChanged 4 SP:Iteration 40F (2083.188288 sec): 3 clusters Score: Raw -464993.944845 + Penalty 2940.962285 = -462052.982560 nChanged 5 SP:Iteration 41Q (2083.255868 sec): 3 clusters Score: Raw -464994.709625 + Penalty 2940.962285 = -462053.747340 nChanged 12 SP:Iteration 42Q (2083.295091 sec): 3 clusters Score: Raw -464996.926045 + Penalty 2940.962285 = -462055.963760 nChanged 13 SP:Iteration 43Q (2083.345901 sec): 3 clusters Score: Raw -464999.368533 + Penalty 2940.962285 = -462058.406248 nChanged 14 SP:Iteration 44Q (2083.394202 sec): 3 clusters Score: Raw -465001.254612 + Penalty 2940.962285 = -462060.292327 nChanged 13 SP:Iteration 45Q (2083.447914 sec): 3 clusters Score: Raw -465002.746051 + Penalty 2940.962285 = -462061.783766 nChanged 9 SP:Iteration 46Q (2083.498682 sec): 3 clusters Score: Raw -465003.762944 + Penalty 2940.962285 = -462062.800659 nChanged 12 SP:Iteration 47Q (2083.555894 sec): 3 clusters Score: Raw -465005.612105 + Penalty 2940.962285 = -462064.649820 nChanged 13 SP:Iteration 48Q (2083.608584 sec): 3 clusters Score: Raw -465007.474549 + Penalty 2940.962285 = -462066.512264 nChanged 13 SP:Iteration 49Q (2083.660687 sec): 3 clusters Score: Raw -465009.627779 + Penalty 2940.962285 = -462068.665494 nChanged 17 SP:Iteration 50Q (2083.721830 sec): 3 clusters Score: Raw -465014.360759 + Penalty 2940.962285 = -462073.398474 nChanged 13 SP:Iteration 51Q (2083.766613 sec): 3 clusters Score: Raw -465016.607564 + Penalty 2940.962285 = -462075.645278 nChanged 14 SP:Iteration 52Q (2083.822354 sec): 3 clusters Score: Raw -465018.599260 + Penalty 2940.962285 = -462077.636975 nChanged 12 SP:Iteration 53Q (2083.873587 sec): 3 clusters Score: Raw -465020.771952 + Penalty 2940.962285 = -462079.809667 nChanged 12 SP:Iteration 54Q (2083.930961 sec): 3 clusters Score: Raw -465022.511095 + Penalty 2940.962285 = -462081.548809 nChanged 12 SP:Iteration 55Q (2083.978741 sec): 3 clusters Score: Raw -465024.944442 + Penalty 2940.962285 = -462083.982157 nChanged 17 SP:Iteration 56Q (2084.027518 sec): 3 clusters Score: Raw -465027.817080 + Penalty 2940.962285 = -462086.854795 nChanged 14 SP:Iteration 57Q (2084.087647 sec): 3 clusters Score: Raw -465029.828606 + Penalty 2940.962285 = -462088.866321 nChanged 12 SP:Iteration 58Q (2084.143602 sec): 3 clusters Score: Raw -465031.468118 + Penalty 2940.962285 = -462090.505833 nChanged 12 SP:Iteration 59Q (2084.190681 sec): 3 clusters Score: Raw -465033.834363 + Penalty 2940.962285 = -462092.872078 nChanged 11 SP:Iteration 60F (2084.247030 sec): 3 clusters Score: Raw -465035.824941 + Penalty 2940.962285 = -462094.862656 nChanged 16 SP:Iteration 61Q (2084.303585 sec): 3 clusters Score: Raw -465038.467246 + Penalty 2940.962285 = -462097.504961 nChanged 16 SP:Iteration 62Q (2084.360283 sec): 3 clusters Score: Raw -465040.522385 + Penalty 2940.962285 = -462099.560100 nChanged 12 SP:Iteration 63Q (2084.424267 sec): 3 clusters Score: Raw -465041.875572 + Penalty 2940.962285 = -462100.913287 nChanged 10 SP:Iteration 64Q (2084.477850 sec): 3 clusters Score: Raw -465042.687569 + Penalty 2940.962285 = -462101.725284 nChanged 8 SP:Iteration 65Q (2084.526122 sec): 3 clusters Score: Raw -465043.776470 + Penalty 2940.962285 = -462102.814185 nChanged 10 SP:Iteration 66Q (2084.586131 sec): 3 clusters Score: Raw -465044.993737 + Penalty 2940.962285 = -462104.031452 nChanged 5 SP:Iteration 67Q (2084.632178 sec): 3 clusters Score: Raw -465045.546629 + Penalty 2940.962285 = -462104.584344 nChanged 6 SP:Iteration 68Q (2084.696378 sec): 3 clusters Score: Raw -465046.458353 + Penalty 2940.962285 = -462105.496068 nChanged 9 SP:Iteration 69Q (2084.744797 sec): 3 clusters Score: Raw -465047.718965 + Penalty 2940.962285 = -462106.756680 nChanged 10 SP:Iteration 70Q (2084.791326 sec): 3 clusters Score: Raw -465049.101811 + Penalty 2940.962285 = -462108.139525 nChanged 5 SP:Iteration 71Q (2084.855772 sec): 3 clusters Score: Raw -465049.948662 + Penalty 2940.962285 = -462108.986376 nChanged 8 SP:Iteration 72Q (2084.908581 sec): 3 clusters Score: Raw -465050.835404 + Penalty 2940.962285 = -462109.873119 nChanged 6 SP:Iteration 73Q (2084.971362 sec): 3 clusters Score: Raw -465051.701131 + Penalty 2940.962285 = -462110.738846 nChanged 10 SP:Iteration 74Q (2085.020897 sec): 3 clusters Score: Raw -465052.926850 + Penalty 2940.962285 = -462111.964565 nChanged 9 SP:Iteration 75Q (2085.073777 sec): 3 clusters Score: Raw -465053.947002 + Penalty 2940.962285 = -462112.984717 nChanged 9 SP:Iteration 76Q (2085.143787 sec): 3 clusters Score: Raw -465054.779149 + Penalty 2940.962285 = -462113.816864 nChanged 3 SP:Iteration 77Q (2085.193776 sec): 3 clusters Score: Raw -465055.082151 + Penalty 2940.962285 = -462114.119865 nChanged 5 SP:Iteration 78Q (2085.249470 sec): 3 clusters Score: Raw -465055.703174 + Penalty 2940.962285 = -462114.740888 nChanged 6 SP:Iteration 79Q (2085.312077 sec): 3 clusters Score: Raw -465056.713353 + Penalty 2940.962285 = -462115.751068 nChanged 7 SP:Iteration 80F (2085.369684 sec): 3 clusters Score: Raw -465057.831560 + Penalty 2940.962285 = -462116.869275 nChanged 13 SP:Iteration 81Q (2085.414598 sec): 3 clusters Score: Raw -465059.544139 + Penalty 2940.962285 = -462118.581853 nChanged 8 SP:Iteration 82Q (2085.469013 sec): 3 clusters Score: Raw -465060.194553 + Penalty 2940.962285 = -462119.232268 nChanged 7 SP:Iteration 83Q (2085.529429 sec): 3 clusters Score: Raw -465060.796117 + Penalty 2940.962285 = -462119.833832 nChanged 5 SP:Iteration 84Q (2085.574496 sec): 3 clusters Score: Raw -465061.137393 + Penalty 2940.962285 = -462120.175108 nChanged 3 SP:Iteration 85Q (2085.643530 sec): 3 clusters Score: Raw -465061.649226 + Penalty 2940.962285 = -462120.686941 nChanged 6 SP:Iteration 86Q (2085.692113 sec): 3 clusters Score: Raw -465062.830883 + Penalty 2940.962285 = -462121.868598 nChanged 9 SP:Iteration 87Q (2085.763740 sec): 3 clusters Score: Raw -465064.590297 + Penalty 2940.962285 = -462123.628012 nChanged 3 SP:Iteration 88Q (2085.806131 sec): 3 clusters Score: Raw -465064.984639 + Penalty 2940.962285 = -462124.022354 nChanged 0 SP:Iteration 89F (2085.866759 sec): 3 clusters Score: Raw -465064.984639 + Penalty 2940.962285 = -462124.022354 nChanged 0 Trying to split cluster 5 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2085.879030 sec): 2 clusters Score: Raw -50556.770787 + Penalty 1191.828519 = -49364.942268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2085.887792 sec): 3 clusters Score: Raw -49987.208715 + Penalty 2383.657039 = -47603.551676 nChanged 541 SP:Iteration 1F (2085.895752 sec): 3 clusters Score: Raw -50661.063400 + Penalty 2383.657039 = -48277.406361 nChanged 168 SP:Iteration 2F (2085.903717 sec): 3 clusters Score: Raw -51025.397631 + Penalty 2383.657039 = -48641.740592 nChanged 123 SP:Iteration 3F (2085.943611 sec): 3 clusters Score: Raw -51270.608903 + Penalty 2383.657039 = -48886.951864 nChanged 86 SP:Iteration 4F (2085.995072 sec): 3 clusters Score: Raw -51406.909166 + Penalty 2383.657039 = -49023.252127 nChanged 70 SP:Iteration 5Q (2086.028415 sec): 3 clusters Score: Raw -51515.417815 + Penalty 2383.657039 = -49131.760776 nChanged 58 SP:Iteration 6Q (2086.072352 sec): 3 clusters Score: Raw -51639.479892 + Penalty 2383.657039 = -49255.822853 nChanged 58 SP:Iteration 7Q (2086.114191 sec): 3 clusters Score: Raw -51774.600496 + Penalty 2383.657039 = -49390.943457 nChanged 66 SP:Iteration 8Q (2086.158920 sec): 3 clusters Score: Raw -51913.750920 + Penalty 2383.657039 = -49530.093881 nChanged 55 SP:Iteration 9Q (2086.206028 sec): 3 clusters Score: Raw -52009.524622 + Penalty 2383.657039 = -49625.867583 nChanged 34 SP:Iteration 10Q (2086.246122 sec): 3 clusters Score: Raw -52058.314001 + Penalty 2383.657039 = -49674.656963 nChanged 21 SP:Iteration 11Q (2086.290648 sec): 3 clusters Score: Raw -52086.961292 + Penalty 2383.657039 = -49703.304253 nChanged 17 SP:Iteration 12Q (2086.340241 sec): 3 clusters Score: Raw -52109.941114 + Penalty 2383.657039 = -49726.284075 nChanged 17 SP:Iteration 13Q (2086.383831 sec): 3 clusters Score: Raw -52131.493860 + Penalty 2383.657039 = -49747.836821 nChanged 13 SP:Iteration 14Q (2086.427419 sec): 3 clusters Score: Raw -52146.643350 + Penalty 2383.657039 = -49762.986312 nChanged 9 SP:Iteration 15Q (2086.471921 sec): 3 clusters Score: Raw -52157.141076 + Penalty 2383.657039 = -49773.484038 nChanged 6 SP:Iteration 16Q (2086.508211 sec): 3 clusters Score: Raw -52161.321648 + Penalty 2383.657039 = -49777.664609 nChanged 3 SP:Iteration 17Q (2086.550975 sec): 3 clusters Score: Raw -52163.283598 + Penalty 2383.657039 = -49779.626559 nChanged 2 SP:Iteration 18Q (2086.593131 sec): 3 clusters Score: Raw -52164.200884 + Penalty 2383.657039 = -49780.543845 nChanged 0 SP:Iteration 19F (2086.630718 sec): 3 clusters Score: Raw -52164.200884 + Penalty 2383.657039 = -49780.543845 nChanged 0 Score: Raw -12078699.248521 + Penalty 88719.249868 = -11989979.998653 Splitting cluster 5 changes total score from -11990377.775300 to -11989979.998653 So it's not getting split. Trying to split cluster 6 (2690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2093.709145 sec): 2 clusters Score: Raw -143687.158114 + Penalty 1283.310677 = -142403.847437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2093.758241 sec): 3 clusters Score: Raw -142426.893621 + Penalty 2566.621354 = -139860.272267 nChanged 989 SP:Iteration 1F (2093.803004 sec): 3 clusters Score: Raw -143031.074727 + Penalty 2566.621354 = -140464.453373 nChanged 237 SP:Iteration 2F (2093.841242 sec): 3 clusters Score: Raw -143233.442533 + Penalty 2566.621354 = -140666.821179 nChanged 186 SP:Iteration 3F (2093.892688 sec): 3 clusters Score: Raw -143384.361945 + Penalty 2566.621354 = -140817.740592 nChanged 149 SP:Iteration 4F (2093.932712 sec): 3 clusters Score: Raw -143526.152333 + Penalty 2566.621354 = -140959.530979 nChanged 146 SP:Iteration 5F (2093.980216 sec): 3 clusters Score: Raw -143665.317491 + Penalty 2566.621354 = -141098.696137 nChanged 117 SP:Iteration 6Q (2094.035635 sec): 3 clusters Score: Raw -143787.555891 + Penalty 2566.621354 = -141220.934537 nChanged 107 SP:Iteration 7Q (2094.072895 sec): 3 clusters Score: Raw -143909.138956 + Penalty 2566.621354 = -141342.517602 nChanged 102 SP:Iteration 8Q (2094.120433 sec): 3 clusters Score: Raw -144025.701345 + Penalty 2566.621354 = -141459.079991 nChanged 79 SP:Iteration 9Q (2094.162435 sec): 3 clusters Score: Raw -144127.273582 + Penalty 2566.621354 = -141560.652229 nChanged 87 SP:Iteration 10Q (2094.206684 sec): 3 clusters Score: Raw -144246.764859 + Penalty 2566.621354 = -141680.143505 nChanged 91 SP:Iteration 11Q (2094.254872 sec): 3 clusters Score: Raw -144342.779768 + Penalty 2566.621354 = -141776.158415 nChanged 79 SP:Iteration 12Q (2094.302097 sec): 3 clusters Score: Raw -144421.539048 + Penalty 2566.621354 = -141854.917695 nChanged 62 SP:Iteration 13Q (2094.347171 sec): 3 clusters Score: Raw -144480.795129 + Penalty 2566.621354 = -141914.173776 nChanged 66 SP:Iteration 14Q (2094.391667 sec): 3 clusters Score: Raw -144548.018217 + Penalty 2566.621354 = -141981.396863 nChanged 62 SP:Iteration 15Q (2094.434095 sec): 3 clusters Score: Raw -144611.638171 + Penalty 2566.621354 = -142045.016817 nChanged 44 SP:Iteration 16Q (2094.474840 sec): 3 clusters Score: Raw -144647.148025 + Penalty 2566.621354 = -142080.526672 nChanged 45 SP:Iteration 17Q (2094.529676 sec): 3 clusters Score: Raw -144685.097263 + Penalty 2566.621354 = -142118.475910 nChanged 41 SP:Iteration 18Q (2094.573989 sec): 3 clusters Score: Raw -144717.245988 + Penalty 2566.621354 = -142150.624634 nChanged 28 SP:Iteration 19Q (2094.608547 sec): 3 clusters Score: Raw -144731.832190 + Penalty 2566.621354 = -142165.210837 nChanged 20 SP:Iteration 20F (2094.653121 sec): 3 clusters Score: Raw -144744.922515 + Penalty 2566.621354 = -142178.301161 nChanged 21 SP:Iteration 21Q (2094.701758 sec): 3 clusters Score: Raw -144755.351911 + Penalty 2566.621354 = -142188.730557 nChanged 16 SP:Iteration 22Q (2094.744996 sec): 3 clusters Score: Raw -144763.382185 + Penalty 2566.621354 = -142196.760832 nChanged 13 SP:Iteration 23Q (2094.789937 sec): 3 clusters Score: Raw -144770.441974 + Penalty 2566.621354 = -142203.820620 nChanged 9 SP:Iteration 24Q (2094.824436 sec): 3 clusters Score: Raw -144774.168141 + Penalty 2566.621354 = -142207.546788 nChanged 6 SP:Iteration 25Q (2094.876360 sec): 3 clusters Score: Raw -144776.610666 + Penalty 2566.621354 = -142209.989312 nChanged 8 SP:Iteration 26Q (2094.914554 sec): 3 clusters Score: Raw -144780.313701 + Penalty 2566.621354 = -142213.692347 nChanged 7 SP:Iteration 27Q (2094.959366 sec): 3 clusters Score: Raw -144785.234562 + Penalty 2566.621354 = -142218.613208 nChanged 6 SP:Iteration 28Q (2095.001739 sec): 3 clusters Score: Raw -144787.393975 + Penalty 2566.621354 = -142220.772622 nChanged 3 SP:Iteration 29Q (2095.054598 sec): 3 clusters Score: Raw -144788.869295 + Penalty 2566.621354 = -142222.247941 nChanged 0 SP:Iteration 30F (2095.091876 sec): 3 clusters Score: Raw -144788.869295 + Penalty 2566.621354 = -142222.247941 nChanged 0 Trying to split cluster 7 (1982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2095.113562 sec): 2 clusters Score: Raw -85796.998560 + Penalty 1233.677529 = -84563.321032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2095.161716 sec): 3 clusters Score: Raw -84970.418977 + Penalty 2467.355057 = -82503.063920 nChanged 666 SP:Iteration 1F (2095.209387 sec): 3 clusters Score: Raw -85445.201499 + Penalty 2467.355057 = -82977.846441 nChanged 179 SP:Iteration 2F (2095.252689 sec): 3 clusters Score: Raw -85582.145506 + Penalty 2467.355057 = -83114.790449 nChanged 101 SP:Iteration 3F (2095.304589 sec): 3 clusters Score: Raw -85674.147557 + Penalty 2467.355057 = -83206.792499 nChanged 84 SP:Iteration 4Q (2095.348820 sec): 3 clusters Score: Raw -85754.328714 + Penalty 2467.355057 = -83286.973656 nChanged 81 SP:Iteration 5Q (2095.395646 sec): 3 clusters Score: Raw -85847.353720 + Penalty 2467.355057 = -83379.998663 nChanged 77 SP:Iteration 6Q (2095.439425 sec): 3 clusters Score: Raw -85938.949291 + Penalty 2467.355057 = -83471.594233 nChanged 91 SP:Iteration 7Q (2095.484267 sec): 3 clusters Score: Raw -86031.551116 + Penalty 2467.355057 = -83564.196058 nChanged 77 SP:Iteration 8Q (2095.525314 sec): 3 clusters Score: Raw -86125.334368 + Penalty 2467.355057 = -83657.979311 nChanged 63 SP:Iteration 9Q (2095.553990 sec): 3 clusters Score: Raw -86221.200874 + Penalty 2467.355057 = -83753.845816 nChanged 70 SP:Iteration 10Q (2095.588410 sec): 3 clusters Score: Raw -86312.481815 + Penalty 2467.355057 = -83845.126757 nChanged 60 SP:Iteration 11Q (2095.628840 sec): 3 clusters Score: Raw -86387.614717 + Penalty 2467.355057 = -83920.259659 nChanged 42 SP:Iteration 12Q (2095.674929 sec): 3 clusters Score: Raw -86432.069826 + Penalty 2467.355057 = -83964.714769 nChanged 34 SP:Iteration 13Q (2095.713191 sec): 3 clusters Score: Raw -86464.897592 + Penalty 2467.355057 = -83997.542534 nChanged 18 SP:Iteration 14Q (2095.751680 sec): 3 clusters Score: Raw -86478.778003 + Penalty 2467.355057 = -84011.422946 nChanged 15 SP:Iteration 15Q (2095.790430 sec): 3 clusters Score: Raw -86488.682415 + Penalty 2467.355057 = -84021.327357 nChanged 12 SP:Iteration 16Q (2095.820322 sec): 3 clusters Score: Raw -86497.930714 + Penalty 2467.355057 = -84030.575656 nChanged 10 SP:Iteration 17Q (2095.867021 sec): 3 clusters Score: Raw -86504.963769 + Penalty 2467.355057 = -84037.608712 nChanged 7 SP:Iteration 18Q (2095.898020 sec): 3 clusters Score: Raw -86508.592697 + Penalty 2467.355057 = -84041.237639 nChanged 5 SP:Iteration 19Q (2095.945425 sec): 3 clusters Score: Raw -86510.453564 + Penalty 2467.355057 = -84043.098507 nChanged 3 SP:Iteration 20F (2095.986536 sec): 3 clusters Score: Raw -86514.832639 + Penalty 2467.355057 = -84047.477582 nChanged 3 SP:Iteration 21Q (2096.023953 sec): 3 clusters Score: Raw -86515.921539 + Penalty 2467.355057 = -84048.566482 nChanged 2 SP:Iteration 22Q (2096.062664 sec): 3 clusters Score: Raw -86516.794873 + Penalty 2467.355057 = -84049.439816 nChanged 2 SP:Iteration 23Q (2096.105069 sec): 3 clusters Score: Raw -86518.437591 + Penalty 2467.355057 = -84051.082534 nChanged 1 SP:Iteration 24Q (2096.143197 sec): 3 clusters Score: Raw -86518.822168 + Penalty 2467.355057 = -84051.467111 nChanged 0 SP:Iteration 25F (2096.191235 sec): 3 clusters Score: Raw -86518.822168 + Penalty 2467.355057 = -84051.467111 nChanged 0 Trying to split cluster 8 (3068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2096.228000 sec): 2 clusters Score: Raw -157061.425775 + Penalty 1304.676939 = -155756.748836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2096.273937 sec): 3 clusters Score: Raw -155590.110853 + Penalty 2609.353878 = -152980.756975 nChanged 1188 SP:Iteration 1F (2096.328844 sec): 3 clusters Score: Raw -156311.932251 + Penalty 2609.353878 = -153702.578373 nChanged 251 SP:Iteration 2F (2096.363831 sec): 3 clusters Score: Raw -156501.598430 + Penalty 2609.353878 = -153892.244552 nChanged 208 SP:Iteration 3F (2096.410835 sec): 3 clusters Score: Raw -156660.206237 + Penalty 2609.353878 = -154050.852359 nChanged 159 SP:Iteration 4F (2096.454653 sec): 3 clusters Score: Raw -156760.236952 + Penalty 2609.353878 = -154150.883074 nChanged 117 SP:Iteration 5Q (2096.498119 sec): 3 clusters Score: Raw -156847.901642 + Penalty 2609.353878 = -154238.547765 nChanged 121 SP:Iteration 6Q (2096.541859 sec): 3 clusters Score: Raw -156938.842541 + Penalty 2609.353878 = -154329.488663 nChanged 102 SP:Iteration 7Q (2096.585976 sec): 3 clusters Score: Raw -157012.493414 + Penalty 2609.353878 = -154403.139536 nChanged 90 SP:Iteration 8Q (2096.634590 sec): 3 clusters Score: Raw -157069.710816 + Penalty 2609.353878 = -154460.356938 nChanged 85 SP:Iteration 9Q (2096.692534 sec): 3 clusters Score: Raw -157128.472049 + Penalty 2609.353878 = -154519.118171 nChanged 67 SP:Iteration 10Q (2096.732761 sec): 3 clusters Score: Raw -157172.881141 + Penalty 2609.353878 = -154563.527264 nChanged 63 SP:Iteration 11Q (2096.768723 sec): 3 clusters Score: Raw -157212.306198 + Penalty 2609.353878 = -154602.952320 nChanged 45 SP:Iteration 12Q (2096.811842 sec): 3 clusters Score: Raw -157236.821145 + Penalty 2609.353878 = -154627.467267 nChanged 38 SP:Iteration 13Q (2096.858306 sec): 3 clusters Score: Raw -157263.926440 + Penalty 2609.353878 = -154654.572563 nChanged 42 SP:Iteration 14Q (2096.899789 sec): 3 clusters Score: Raw -157292.319289 + Penalty 2609.353878 = -154682.965411 nChanged 42 SP:Iteration 15Q (2096.949922 sec): 3 clusters Score: Raw -157321.570016 + Penalty 2609.353878 = -154712.216138 nChanged 27 SP:Iteration 16Q (2097.007218 sec): 3 clusters Score: Raw -157338.289898 + Penalty 2609.353878 = -154728.936020 nChanged 21 SP:Iteration 17Q (2097.037327 sec): 3 clusters Score: Raw -157348.792690 + Penalty 2609.353878 = -154739.438813 nChanged 15 SP:Iteration 18Q (2097.081019 sec): 3 clusters Score: Raw -157357.220236 + Penalty 2609.353878 = -154747.866358 nChanged 15 SP:Iteration 19Q (2097.127486 sec): 3 clusters Score: Raw -157366.873528 + Penalty 2609.353878 = -154757.519650 nChanged 12 SP:Iteration 20F (2097.169812 sec): 3 clusters Score: Raw -157373.309785 + Penalty 2609.353878 = -154763.955907 nChanged 15 SP:Iteration 21Q (2097.214936 sec): 3 clusters Score: Raw -157381.686982 + Penalty 2609.353878 = -154772.333105 nChanged 13 SP:Iteration 22Q (2097.254543 sec): 3 clusters Score: Raw -157389.687196 + Penalty 2609.353878 = -154780.333318 nChanged 10 SP:Iteration 23Q (2097.300495 sec): 3 clusters Score: Raw -157393.803863 + Penalty 2609.353878 = -154784.449985 nChanged 2 SP:Iteration 24Q (2097.342884 sec): 3 clusters Score: Raw -157394.666129 + Penalty 2609.353878 = -154785.312251 nChanged 5 SP:Iteration 25Q (2097.388337 sec): 3 clusters Score: Raw -157396.709702 + Penalty 2609.353878 = -154787.355824 nChanged 5 SP:Iteration 26Q (2097.434395 sec): 3 clusters Score: Raw -157398.300317 + Penalty 2609.353878 = -154788.946440 nChanged 4 SP:Iteration 27Q (2097.477487 sec): 3 clusters Score: Raw -157399.671457 + Penalty 2609.353878 = -154790.317579 nChanged 3 SP:Iteration 28Q (2097.521487 sec): 3 clusters Score: Raw -157402.301162 + Penalty 2609.353878 = -154792.947284 nChanged 6 SP:Iteration 29Q (2097.560493 sec): 3 clusters Score: Raw -157407.269957 + Penalty 2609.353878 = -154797.916079 nChanged 2 SP:Iteration 30Q (2097.604584 sec): 3 clusters Score: Raw -157409.002846 + Penalty 2609.353878 = -154799.648968 nChanged 5 SP:Iteration 31Q (2097.649460 sec): 3 clusters Score: Raw -157411.893967 + Penalty 2609.353878 = -154802.540089 nChanged 4 SP:Iteration 32Q (2097.703890 sec): 3 clusters Score: Raw -157414.338380 + Penalty 2609.353878 = -154804.984502 nChanged 6 SP:Iteration 33Q (2097.738399 sec): 3 clusters Score: Raw -157416.587629 + Penalty 2609.353878 = -154807.233751 nChanged 4 SP:Iteration 34Q (2097.785243 sec): 3 clusters Score: Raw -157418.930337 + Penalty 2609.353878 = -154809.576460 nChanged 3 SP:Iteration 35Q (2097.830490 sec): 3 clusters Score: Raw -157421.588664 + Penalty 2609.353878 = -154812.234786 nChanged 4 SP:Iteration 36Q (2097.881741 sec): 3 clusters Score: Raw -157424.055015 + Penalty 2609.353878 = -154814.701137 nChanged 3 SP:Iteration 37Q (2097.931390 sec): 3 clusters Score: Raw -157425.244021 + Penalty 2609.353878 = -154815.890143 nChanged 2 SP:Iteration 38Q (2097.976737 sec): 3 clusters Score: Raw -157425.963844 + Penalty 2609.353878 = -154816.609966 nChanged 2 SP:Iteration 39Q (2098.025198 sec): 3 clusters Score: Raw -157427.065188 + Penalty 2609.353878 = -154817.711310 nChanged 3 SP:Iteration 40F (2098.064487 sec): 3 clusters Score: Raw -157428.388926 + Penalty 2609.353878 = -154819.035048 nChanged 2 SP:Iteration 41Q (2098.112453 sec): 3 clusters Score: Raw -157430.353013 + Penalty 2609.353878 = -154820.999135 nChanged 3 SP:Iteration 42Q (2098.162802 sec): 3 clusters Score: Raw -157431.720502 + Penalty 2609.353878 = -154822.366624 nChanged 3 SP:Iteration 43Q (2098.214295 sec): 3 clusters Score: Raw -157434.338394 + Penalty 2609.353878 = -154824.984516 nChanged 6 SP:Iteration 44Q (2098.266917 sec): 3 clusters Score: Raw -157438.446986 + Penalty 2609.353878 = -154829.093109 nChanged 5 SP:Iteration 45Q (2098.314433 sec): 3 clusters Score: Raw -157441.139183 + Penalty 2609.353878 = -154831.785306 nChanged 4 SP:Iteration 46Q (2098.348390 sec): 3 clusters Score: Raw -157442.530492 + Penalty 2609.353878 = -154833.176614 nChanged 2 SP:Iteration 47Q (2098.397972 sec): 3 clusters Score: Raw -157444.197501 + Penalty 2609.353878 = -154834.843623 nChanged 2 SP:Iteration 48Q (2098.448576 sec): 3 clusters Score: Raw -157445.015570 + Penalty 2609.353878 = -154835.661692 nChanged 1 SP:Iteration 49Q (2098.504525 sec): 3 clusters Score: Raw -157445.572558 + Penalty 2609.353878 = -154836.218681 nChanged 0 SP:Iteration 50F (2098.541473 sec): 3 clusters Score: Raw -157445.572558 + Penalty 2609.353878 = -154836.218681 nChanged 0 Trying to split cluster 9 (954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2098.564312 sec): 2 clusters Score: Raw -49040.836698 + Penalty 1114.857847 = -47925.978851 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2098.600409 sec): 3 clusters Score: Raw -48763.532665 + Penalty 2229.715693 = -46533.816972 nChanged 289 SP:Iteration 1F (2098.644825 sec): 3 clusters Score: Raw -49035.753780 + Penalty 2229.715693 = -46806.038087 nChanged 72 SP:Iteration 2F (2098.692821 sec): 3 clusters Score: Raw -49121.097368 + Penalty 2229.715693 = -46891.381674 nChanged 47 SP:Iteration 3Q (2098.735239 sec): 3 clusters Score: Raw -49196.267305 + Penalty 2229.715693 = -46966.551611 nChanged 50 SP:Iteration 4F (2098.781062 sec): 3 clusters Score: Raw -49272.333492 + Penalty 2229.715693 = -47042.617799 nChanged 48 SP:Iteration 5F (2098.813228 sec): 3 clusters Score: Raw -49358.409815 + Penalty 2229.715693 = -47128.694121 nChanged 47 SP:Iteration 6Q (2098.861142 sec): 3 clusters Score: Raw -49471.074322 + Penalty 2229.715693 = -47241.358629 nChanged 54 SP:Iteration 7F (2098.897407 sec): 3 clusters Score: Raw -49621.047252 + Penalty 2229.715693 = -47391.331559 nChanged 47 SP:Iteration 8Q (2098.939540 sec): 3 clusters Score: Raw -49749.898379 + Penalty 2229.715693 = -47520.182686 nChanged 26 SP:Iteration 9Q (2098.995457 sec): 3 clusters Score: Raw -49830.424415 + Penalty 2229.715693 = -47600.708722 nChanged 28 SP:Iteration 10Q (2099.037232 sec): 3 clusters Score: Raw -49897.646750 + Penalty 2229.715693 = -47667.931057 nChanged 19 SP:Iteration 11Q (2099.080453 sec): 3 clusters Score: Raw -49965.935153 + Penalty 2229.715693 = -47736.219460 nChanged 22 SP:Iteration 12Q (2099.115320 sec): 3 clusters Score: Raw -50040.560602 + Penalty 2229.715693 = -47810.844909 nChanged 18 SP:Iteration 13Q (2099.158512 sec): 3 clusters Score: Raw -50093.621271 + Penalty 2229.715693 = -47863.905577 nChanged 11 SP:Iteration 14Q (2099.206919 sec): 3 clusters Score: Raw -50111.142152 + Penalty 2229.715693 = -47881.426459 nChanged 7 SP:Iteration 15Q (2099.264715 sec): 3 clusters Score: Raw -50117.605389 + Penalty 2229.715693 = -47887.889696 nChanged 4 SP:Iteration 16Q (2099.295958 sec): 3 clusters Score: Raw -50121.225648 + Penalty 2229.715693 = -47891.509955 nChanged 2 SP:Iteration 17Q (2099.331813 sec): 3 clusters Score: Raw -50123.118441 + Penalty 2229.715693 = -47893.402748 nChanged 0 SP:Iteration 18F (2099.374630 sec): 3 clusters Score: Raw -50123.118441 + Penalty 2229.715693 = -47893.402748 nChanged 0 Trying to split cluster 10 (3789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2099.407536 sec): 2 clusters Score: Raw -208434.321836 + Penalty 1338.976829 = -207095.345006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2099.461891 sec): 3 clusters Score: Raw -206546.743432 + Penalty 2677.953659 = -203868.789774 nChanged 1520 SP:Iteration 1F (2099.508829 sec): 3 clusters Score: Raw -207375.926209 + Penalty 2677.953659 = -204697.972550 nChanged 276 SP:Iteration 2F (2099.551586 sec): 3 clusters Score: Raw -207526.381442 + Penalty 2677.953659 = -204848.427784 nChanged 189 SP:Iteration 3Q (2099.600907 sec): 3 clusters Score: Raw -207621.085422 + Penalty 2677.953659 = -204943.131763 nChanged 138 SP:Iteration 4Q (2099.636965 sec): 3 clusters Score: Raw -207689.027595 + Penalty 2677.953659 = -205011.073936 nChanged 112 SP:Iteration 5Q (2099.687264 sec): 3 clusters Score: Raw -207736.935777 + Penalty 2677.953659 = -205058.982118 nChanged 77 SP:Iteration 6Q (2099.741181 sec): 3 clusters Score: Raw -207767.577631 + Penalty 2677.953659 = -205089.623972 nChanged 72 SP:Iteration 7Q (2099.784720 sec): 3 clusters Score: Raw -207793.288311 + Penalty 2677.953659 = -205115.334653 nChanged 54 SP:Iteration 8Q (2099.835478 sec): 3 clusters Score: Raw -207813.646301 + Penalty 2677.953659 = -205135.692643 nChanged 41 SP:Iteration 9Q (2099.897788 sec): 3 clusters Score: Raw -207833.976454 + Penalty 2677.953659 = -205156.022796 nChanged 51 SP:Iteration 10Q (2099.941465 sec): 3 clusters Score: Raw -207852.058727 + Penalty 2677.953659 = -205174.105069 nChanged 43 SP:Iteration 11Q (2099.983530 sec): 3 clusters Score: Raw -207867.417203 + Penalty 2677.953659 = -205189.463545 nChanged 39 SP:Iteration 12Q (2100.026174 sec): 3 clusters Score: Raw -207881.487280 + Penalty 2677.953659 = -205203.533622 nChanged 35 SP:Iteration 13Q (2100.067424 sec): 3 clusters Score: Raw -207896.421097 + Penalty 2677.953659 = -205218.467439 nChanged 55 SP:Iteration 14Q (2100.123561 sec): 3 clusters Score: Raw -207914.287987 + Penalty 2677.953659 = -205236.334329 nChanged 50 SP:Iteration 15Q (2100.165664 sec): 3 clusters Score: Raw -207933.338151 + Penalty 2677.953659 = -205255.384493 nChanged 54 SP:Iteration 16Q (2100.223441 sec): 3 clusters Score: Raw -207956.588295 + Penalty 2677.953659 = -205278.634637 nChanged 53 SP:Iteration 17Q (2100.275959 sec): 3 clusters Score: Raw -207974.093250 + Penalty 2677.953659 = -205296.139591 nChanged 45 SP:Iteration 18Q (2100.321073 sec): 3 clusters Score: Raw -207992.407800 + Penalty 2677.953659 = -205314.454141 nChanged 48 SP:Iteration 19Q (2100.381733 sec): 3 clusters Score: Raw -208012.889840 + Penalty 2677.953659 = -205334.936182 nChanged 57 SP:Iteration 20F (2100.429301 sec): 3 clusters Score: Raw -208034.549506 + Penalty 2677.953659 = -205356.595847 nChanged 48 SP:Iteration 21Q (2100.473684 sec): 3 clusters Score: Raw -208057.278368 + Penalty 2677.953659 = -205379.324709 nChanged 54 SP:Iteration 22Q (2100.520895 sec): 3 clusters Score: Raw -208081.700987 + Penalty 2677.953659 = -205403.747328 nChanged 54 SP:Iteration 23Q (2100.570340 sec): 3 clusters Score: Raw -208101.113005 + Penalty 2677.953659 = -205423.159346 nChanged 35 SP:Iteration 24Q (2100.620520 sec): 3 clusters Score: Raw -208113.661667 + Penalty 2677.953659 = -205435.708009 nChanged 39 SP:Iteration 25Q (2100.661641 sec): 3 clusters Score: Raw -208128.182712 + Penalty 2677.953659 = -205450.229054 nChanged 31 SP:Iteration 26Q (2100.713011 sec): 3 clusters Score: Raw -208138.989707 + Penalty 2677.953659 = -205461.036048 nChanged 27 SP:Iteration 27Q (2100.767675 sec): 3 clusters Score: Raw -208145.939782 + Penalty 2677.953659 = -205467.986123 nChanged 23 SP:Iteration 28Q (2100.815651 sec): 3 clusters Score: Raw -208155.530675 + Penalty 2677.953659 = -205477.577016 nChanged 24 SP:Iteration 29Q (2100.854507 sec): 3 clusters Score: Raw -208163.783550 + Penalty 2677.953659 = -205485.829892 nChanged 23 SP:Iteration 30Q (2100.905711 sec): 3 clusters Score: Raw -208171.721070 + Penalty 2677.953659 = -205493.767412 nChanged 25 SP:Iteration 31Q (2100.950099 sec): 3 clusters Score: Raw -208180.986167 + Penalty 2677.953659 = -205503.032508 nChanged 28 SP:Iteration 32Q (2101.003510 sec): 3 clusters Score: Raw -208189.718974 + Penalty 2677.953659 = -205511.765315 nChanged 36 SP:Iteration 33Q (2101.047794 sec): 3 clusters Score: Raw -208203.410785 + Penalty 2677.953659 = -205525.457127 nChanged 35 SP:Iteration 34Q (2101.091647 sec): 3 clusters Score: Raw -208213.268400 + Penalty 2677.953659 = -205535.314741 nChanged 32 SP:Iteration 35Q (2101.145527 sec): 3 clusters Score: Raw -208223.694403 + Penalty 2677.953659 = -205545.740744 nChanged 33 SP:Iteration 36Q (2101.201022 sec): 3 clusters Score: Raw -208235.544351 + Penalty 2677.953659 = -205557.590692 nChanged 29 SP:Iteration 37Q (2101.237240 sec): 3 clusters Score: Raw -208245.665910 + Penalty 2677.953659 = -205567.712252 nChanged 29 SP:Iteration 38Q (2101.278263 sec): 3 clusters Score: Raw -208259.184328 + Penalty 2677.953659 = -205581.230669 nChanged 36 SP:Iteration 39Q (2101.318713 sec): 3 clusters Score: Raw -208279.382367 + Penalty 2677.953659 = -205601.428709 nChanged 41 SP:Iteration 40F (2101.370719 sec): 3 clusters Score: Raw -208301.631092 + Penalty 2677.953659 = -205623.677434 nChanged 46 SP:Iteration 41Q (2101.416394 sec): 3 clusters Score: Raw -208326.360439 + Penalty 2677.953659 = -205648.406780 nChanged 49 SP:Iteration 42Q (2101.458268 sec): 3 clusters Score: Raw -208353.258949 + Penalty 2677.953659 = -205675.305291 nChanged 49 SP:Iteration 43Q (2101.505287 sec): 3 clusters Score: Raw -208374.259695 + Penalty 2677.953659 = -205696.306037 nChanged 40 SP:Iteration 44Q (2101.557844 sec): 3 clusters Score: Raw -208387.411545 + Penalty 2677.953659 = -205709.457886 nChanged 30 SP:Iteration 45Q (2101.600307 sec): 3 clusters Score: Raw -208397.406723 + Penalty 2677.953659 = -205719.453064 nChanged 27 SP:Iteration 46Q (2101.651952 sec): 3 clusters Score: Raw -208407.833596 + Penalty 2677.953659 = -205729.879937 nChanged 32 SP:Iteration 47Q (2101.698359 sec): 3 clusters Score: Raw -208417.867874 + Penalty 2677.953659 = -205739.914215 nChanged 20 SP:Iteration 48Q (2101.751658 sec): 3 clusters Score: Raw -208424.124798 + Penalty 2677.953659 = -205746.171140 nChanged 17 SP:Iteration 49Q (2101.801868 sec): 3 clusters Score: Raw -208429.006499 + Penalty 2677.953659 = -205751.052840 nChanged 14 SP:Iteration 50Q (2101.841975 sec): 3 clusters Score: Raw -208433.030695 + Penalty 2677.953659 = -205755.077036 nChanged 13 SP:Iteration 51Q (2101.897638 sec): 3 clusters Score: Raw -208436.406909 + Penalty 2677.953659 = -205758.453251 nChanged 13 SP:Iteration 52Q (2101.938464 sec): 3 clusters Score: Raw -208440.589587 + Penalty 2677.953659 = -205762.635929 nChanged 16 SP:Iteration 53Q (2101.996555 sec): 3 clusters Score: Raw -208446.780966 + Penalty 2677.953659 = -205768.827307 nChanged 22 SP:Iteration 54Q (2102.043586 sec): 3 clusters Score: Raw -208455.054961 + Penalty 2677.953659 = -205777.101302 nChanged 23 SP:Iteration 55Q (2102.097055 sec): 3 clusters Score: Raw -208463.904155 + Penalty 2677.953659 = -205785.950496 nChanged 26 SP:Iteration 56Q (2102.149506 sec): 3 clusters Score: Raw -208470.584035 + Penalty 2677.953659 = -205792.630377 nChanged 21 SP:Iteration 57Q (2102.184204 sec): 3 clusters Score: Raw -208478.335542 + Penalty 2677.953659 = -205800.381883 nChanged 27 SP:Iteration 58Q (2102.237592 sec): 3 clusters Score: Raw -208489.192979 + Penalty 2677.953659 = -205811.239321 nChanged 18 SP:Iteration 59Q (2102.281171 sec): 3 clusters Score: Raw -208495.163104 + Penalty 2677.953659 = -205817.209445 nChanged 18 SP:Iteration 60F (2102.326393 sec): 3 clusters Score: Raw -208500.568267 + Penalty 2677.953659 = -205822.614608 nChanged 15 SP:Iteration 61Q (2102.370335 sec): 3 clusters Score: Raw -208505.569174 + Penalty 2677.953659 = -205827.615516 nChanged 10 SP:Iteration 62Q (2102.421355 sec): 3 clusters Score: Raw -208507.758567 + Penalty 2677.953659 = -205829.804909 nChanged 8 SP:Iteration 63Q (2102.467931 sec): 3 clusters Score: Raw -208509.170611 + Penalty 2677.953659 = -205831.216952 nChanged 7 SP:Iteration 64Q (2102.517746 sec): 3 clusters Score: Raw -208511.787206 + Penalty 2677.953659 = -205833.833548 nChanged 9 SP:Iteration 65Q (2102.562412 sec): 3 clusters Score: Raw -208515.192170 + Penalty 2677.953659 = -205837.238512 nChanged 9 SP:Iteration 66Q (2102.614827 sec): 3 clusters Score: Raw -208517.151605 + Penalty 2677.953659 = -205839.197946 nChanged 5 SP:Iteration 67Q (2102.671578 sec): 3 clusters Score: Raw -208518.594410 + Penalty 2677.953659 = -205840.640751 nChanged 4 SP:Iteration 68Q (2102.715593 sec): 3 clusters Score: Raw -208519.149168 + Penalty 2677.953659 = -205841.195509 nChanged 3 SP:Iteration 69Q (2102.772733 sec): 3 clusters Score: Raw -208519.818720 + Penalty 2677.953659 = -205841.865061 nChanged 3 SP:Iteration 70Q (2102.812247 sec): 3 clusters Score: Raw -208520.872774 + Penalty 2677.953659 = -205842.919115 nChanged 3 SP:Iteration 71Q (2102.864204 sec): 3 clusters Score: Raw -208522.051544 + Penalty 2677.953659 = -205844.097885 nChanged 4 SP:Iteration 72Q (2102.898658 sec): 3 clusters Score: Raw -208523.215590 + Penalty 2677.953659 = -205845.261931 nChanged 3 SP:Iteration 73Q (2102.956368 sec): 3 clusters Score: Raw -208524.315491 + Penalty 2677.953659 = -205846.361833 nChanged 2 SP:Iteration 74Q (2103.000788 sec): 3 clusters Score: Raw -208524.908602 + Penalty 2677.953659 = -205846.954943 nChanged 1 SP:Iteration 75Q (2103.059117 sec): 3 clusters Score: Raw -208525.017862 + Penalty 2677.953659 = -205847.064203 nChanged 0 SP:Iteration 76F (2103.106372 sec): 3 clusters Score: Raw -208525.017862 + Penalty 2677.953659 = -205847.064203 nChanged 0 Trying to split cluster 11 (3302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2103.124253 sec): 2 clusters Score: Raw -173856.098002 + Penalty 1316.621089 = -172539.476913 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2103.174154 sec): 3 clusters Score: Raw -172247.421017 + Penalty 2633.242178 = -169614.178839 nChanged 1317 SP:Iteration 1F (2103.225722 sec): 3 clusters Score: Raw -173110.243670 + Penalty 2633.242178 = -170477.001492 nChanged 325 SP:Iteration 2F (2103.287034 sec): 3 clusters Score: Raw -173413.442594 + Penalty 2633.242178 = -170780.200416 nChanged 267 SP:Iteration 3F (2103.337291 sec): 3 clusters Score: Raw -173676.261992 + Penalty 2633.242178 = -171043.019814 nChanged 221 SP:Iteration 4F (2103.388818 sec): 3 clusters Score: Raw -173910.103924 + Penalty 2633.242178 = -171276.861746 nChanged 196 SP:Iteration 5F (2103.430431 sec): 3 clusters Score: Raw -174144.176391 + Penalty 2633.242178 = -171510.934213 nChanged 211 SP:Iteration 6F (2103.487902 sec): 3 clusters Score: Raw -174438.185862 + Penalty 2633.242178 = -171804.943684 nChanged 186 SP:Iteration 7F (2103.531873 sec): 3 clusters Score: Raw -174775.886086 + Penalty 2633.242178 = -172142.643908 nChanged 188 SP:Iteration 8F (2103.589439 sec): 3 clusters Score: Raw -175133.111822 + Penalty 2633.242178 = -172499.869644 nChanged 146 SP:Iteration 9Q (2103.628132 sec): 3 clusters Score: Raw -175393.100754 + Penalty 2633.242178 = -172759.858576 nChanged 66 SP:Iteration 10Q (2103.687796 sec): 3 clusters Score: Raw -175483.313577 + Penalty 2633.242178 = -172850.071399 nChanged 43 SP:Iteration 11Q (2103.732947 sec): 3 clusters Score: Raw -175516.144942 + Penalty 2633.242178 = -172882.902764 nChanged 14 SP:Iteration 12Q (2103.775089 sec): 3 clusters Score: Raw -175523.764195 + Penalty 2633.242178 = -172890.522017 nChanged 5 SP:Iteration 13Q (2103.822898 sec): 3 clusters Score: Raw -175525.307939 + Penalty 2633.242178 = -172892.065761 nChanged 4 SP:Iteration 14Q (2103.871766 sec): 3 clusters Score: Raw -175526.832147 + Penalty 2633.242178 = -172893.589969 nChanged 2 SP:Iteration 15Q (2103.919623 sec): 3 clusters Score: Raw -175527.319311 + Penalty 2633.242178 = -172894.077133 nChanged 1 SP:Iteration 16Q (2103.959584 sec): 3 clusters Score: Raw -175527.594750 + Penalty 2633.242178 = -172894.352572 nChanged 0 SP:Iteration 17F (2104.017556 sec): 3 clusters Score: Raw -175527.594750 + Penalty 2633.242178 = -172894.352572 nChanged 0 Score: Raw -12078763.315172 + Penalty 88719.249868 = -11990044.065304 Splitting cluster 11 changes total score from -11990377.775300 to -11990044.065304 So it's not getting split. Trying to split cluster 12 (1623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2111.240140 sec): 2 clusters Score: Raw -81023.652252 + Penalty 1201.205130 = -79822.447122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2111.275889 sec): 3 clusters Score: Raw -80361.418296 + Penalty 2402.410259 = -77959.008037 nChanged 542 SP:Iteration 1F (2111.319539 sec): 3 clusters Score: Raw -80718.362905 + Penalty 2402.410259 = -78315.952646 nChanged 119 SP:Iteration 2F (2111.383679 sec): 3 clusters Score: Raw -80821.598915 + Penalty 2402.410259 = -78419.188655 nChanged 90 SP:Iteration 3F (2111.424138 sec): 3 clusters Score: Raw -80887.651290 + Penalty 2402.410259 = -78485.241031 nChanged 49 SP:Iteration 4Q (2111.469848 sec): 3 clusters Score: Raw -80929.782251 + Penalty 2402.410259 = -78527.371992 nChanged 33 SP:Iteration 5Q (2111.508895 sec): 3 clusters Score: Raw -80960.521017 + Penalty 2402.410259 = -78558.110758 nChanged 28 SP:Iteration 6Q (2111.557853 sec): 3 clusters Score: Raw -80987.324116 + Penalty 2402.410259 = -78584.913857 nChanged 29 SP:Iteration 7Q (2111.610776 sec): 3 clusters Score: Raw -81010.657956 + Penalty 2402.410259 = -78608.247696 nChanged 29 SP:Iteration 8Q (2111.663739 sec): 3 clusters Score: Raw -81031.491296 + Penalty 2402.410259 = -78629.081037 nChanged 29 SP:Iteration 9Q (2111.721334 sec): 3 clusters Score: Raw -81057.456216 + Penalty 2402.410259 = -78655.045957 nChanged 28 SP:Iteration 10Q (2111.756728 sec): 3 clusters Score: Raw -81084.344405 + Penalty 2402.410259 = -78681.934146 nChanged 36 SP:Iteration 11Q (2111.800632 sec): 3 clusters Score: Raw -81118.862645 + Penalty 2402.410259 = -78716.452386 nChanged 28 SP:Iteration 12Q (2111.845862 sec): 3 clusters Score: Raw -81151.019399 + Penalty 2402.410259 = -78748.609139 nChanged 24 SP:Iteration 13Q (2111.895604 sec): 3 clusters Score: Raw -81172.971864 + Penalty 2402.410259 = -78770.561604 nChanged 28 SP:Iteration 14Q (2111.941292 sec): 3 clusters Score: Raw -81197.427178 + Penalty 2402.410259 = -78795.016918 nChanged 33 SP:Iteration 15Q (2111.985846 sec): 3 clusters Score: Raw -81227.358041 + Penalty 2402.410259 = -78824.947781 nChanged 35 SP:Iteration 16Q (2112.023999 sec): 3 clusters Score: Raw -81261.258943 + Penalty 2402.410259 = -78858.848684 nChanged 43 SP:Iteration 17Q (2112.068911 sec): 3 clusters Score: Raw -81308.160994 + Penalty 2402.410259 = -78905.750734 nChanged 38 SP:Iteration 18Q (2112.109060 sec): 3 clusters Score: Raw -81346.950964 + Penalty 2402.410259 = -78944.540705 nChanged 37 SP:Iteration 19Q (2112.141124 sec): 3 clusters Score: Raw -81380.512830 + Penalty 2402.410259 = -78978.102571 nChanged 32 SP:Iteration 20F (2112.187241 sec): 3 clusters Score: Raw -81411.738282 + Penalty 2402.410259 = -79009.328023 nChanged 33 SP:Iteration 21Q (2112.233330 sec): 3 clusters Score: Raw -81447.892058 + Penalty 2402.410259 = -79045.481799 nChanged 28 SP:Iteration 22Q (2112.282976 sec): 3 clusters Score: Raw -81476.286778 + Penalty 2402.410259 = -79073.876519 nChanged 28 SP:Iteration 23Q (2112.318115 sec): 3 clusters Score: Raw -81509.705857 + Penalty 2402.410259 = -79107.295597 nChanged 36 SP:Iteration 24Q (2112.367929 sec): 3 clusters Score: Raw -81577.431927 + Penalty 2402.410259 = -79175.021668 nChanged 34 SP:Iteration 25Q (2112.415381 sec): 3 clusters Score: Raw -81646.531760 + Penalty 2402.410259 = -79244.121501 nChanged 36 SP:Iteration 26Q (2112.450184 sec): 3 clusters Score: Raw -81702.237420 + Penalty 2402.410259 = -79299.827160 nChanged 35 SP:Iteration 27Q (2112.506883 sec): 3 clusters Score: Raw -81754.731944 + Penalty 2402.410259 = -79352.321684 nChanged 35 SP:Iteration 28Q (2112.539781 sec): 3 clusters Score: Raw -81809.364506 + Penalty 2402.410259 = -79406.954246 nChanged 24 SP:Iteration 29Q (2112.598380 sec): 3 clusters Score: Raw -81846.062250 + Penalty 2402.410259 = -79443.651991 nChanged 28 SP:Iteration 30Q (2112.633982 sec): 3 clusters Score: Raw -81879.840267 + Penalty 2402.410259 = -79477.430008 nChanged 15 SP:Iteration 31Q (2112.678702 sec): 3 clusters Score: Raw -81896.590550 + Penalty 2402.410259 = -79494.180290 nChanged 19 SP:Iteration 32Q (2112.723294 sec): 3 clusters Score: Raw -81915.489123 + Penalty 2402.410259 = -79513.078864 nChanged 13 SP:Iteration 33Q (2112.758152 sec): 3 clusters Score: Raw -81933.354278 + Penalty 2402.410259 = -79530.944018 nChanged 9 SP:Iteration 34Q (2112.797501 sec): 3 clusters Score: Raw -81941.887666 + Penalty 2402.410259 = -79539.477406 nChanged 6 SP:Iteration 35Q (2112.848183 sec): 3 clusters Score: Raw -81948.827246 + Penalty 2402.410259 = -79546.416987 nChanged 5 SP:Iteration 36Q (2112.894362 sec): 3 clusters Score: Raw -81952.497490 + Penalty 2402.410259 = -79550.087231 nChanged 4 SP:Iteration 37Q (2112.926933 sec): 3 clusters Score: Raw -81955.095756 + Penalty 2402.410259 = -79552.685497 nChanged 1 SP:Iteration 38Q (2112.987686 sec): 3 clusters Score: Raw -81955.431419 + Penalty 2402.410259 = -79553.021160 nChanged 0 SP:Iteration 39F (2113.029886 sec): 3 clusters Score: Raw -81955.431419 + Penalty 2402.410259 = -79553.021160 nChanged 0 Trying to split cluster 13 (8159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2113.068063 sec): 2 clusters Score: Raw -430742.602303 + Penalty 1463.617495 = -429278.984808 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2113.116520 sec): 3 clusters Score: Raw -426185.070753 + Penalty 2927.234990 = -423257.835764 nChanged 3505 SP:Iteration 1F (2113.170946 sec): 3 clusters Score: Raw -428091.137453 + Penalty 2927.234990 = -425163.902464 nChanged 565 SP:Iteration 2F (2113.226702 sec): 3 clusters Score: Raw -428377.309402 + Penalty 2927.234990 = -425450.074412 nChanged 464 SP:Iteration 3F (2113.279988 sec): 3 clusters Score: Raw -428611.316954 + Penalty 2927.234990 = -425684.081964 nChanged 386 SP:Iteration 4Q (2113.350752 sec): 3 clusters Score: Raw -428821.207978 + Penalty 2927.234990 = -425893.972988 nChanged 392 SP:Iteration 5Q (2113.393908 sec): 3 clusters Score: Raw -429039.831304 + Penalty 2927.234990 = -426112.596314 nChanged 373 SP:Iteration 6Q (2113.450602 sec): 3 clusters Score: Raw -429270.629402 + Penalty 2927.234990 = -426343.394412 nChanged 425 SP:Iteration 7F (2113.502192 sec): 3 clusters Score: Raw -429556.945214 + Penalty 2927.234990 = -426629.710224 nChanged 435 SP:Iteration 8F (2113.553302 sec): 3 clusters Score: Raw -429854.517939 + Penalty 2927.234990 = -426927.282949 nChanged 397 SP:Iteration 9Q (2113.606678 sec): 3 clusters Score: Raw -430122.037018 + Penalty 2927.234990 = -427194.802028 nChanged 352 SP:Iteration 10Q (2113.663483 sec): 3 clusters Score: Raw -430385.458968 + Penalty 2927.234990 = -427458.223979 nChanged 337 SP:Iteration 11Q (2113.727503 sec): 3 clusters Score: Raw -430634.850008 + Penalty 2927.234990 = -427707.615018 nChanged 239 SP:Iteration 12Q (2113.790511 sec): 3 clusters Score: Raw -430839.991006 + Penalty 2927.234990 = -427912.756016 nChanged 179 SP:Iteration 13Q (2113.838569 sec): 3 clusters Score: Raw -431015.694012 + Penalty 2927.234990 = -428088.459022 nChanged 139 SP:Iteration 14Q (2113.895396 sec): 3 clusters Score: Raw -431136.568919 + Penalty 2927.234990 = -428209.333929 nChanged 95 SP:Iteration 15Q (2113.945151 sec): 3 clusters Score: Raw -431210.464089 + Penalty 2927.234990 = -428283.229100 nChanged 87 SP:Iteration 16Q (2114.010147 sec): 3 clusters Score: Raw -431255.356152 + Penalty 2927.234990 = -428328.121162 nChanged 51 SP:Iteration 17Q (2114.061028 sec): 3 clusters Score: Raw -431281.184290 + Penalty 2927.234990 = -428353.949301 nChanged 41 SP:Iteration 18Q (2114.110086 sec): 3 clusters Score: Raw -431299.476873 + Penalty 2927.234990 = -428372.241883 nChanged 25 SP:Iteration 19Q (2114.163332 sec): 3 clusters Score: Raw -431308.411817 + Penalty 2927.234990 = -428381.176828 nChanged 17 SP:Iteration 20F (2114.216952 sec): 3 clusters Score: Raw -431313.290924 + Penalty 2927.234990 = -428386.055934 nChanged 10 SP:Iteration 21Q (2114.278999 sec): 3 clusters Score: Raw -431315.800452 + Penalty 2927.234990 = -428388.565462 nChanged 9 SP:Iteration 22Q (2114.330336 sec): 3 clusters Score: Raw -431319.244653 + Penalty 2927.234990 = -428392.009663 nChanged 11 SP:Iteration 23Q (2114.378619 sec): 3 clusters Score: Raw -431324.181312 + Penalty 2927.234990 = -428396.946322 nChanged 10 SP:Iteration 24Q (2114.430358 sec): 3 clusters Score: Raw -431326.984580 + Penalty 2927.234990 = -428399.749590 nChanged 6 SP:Iteration 25Q (2114.479418 sec): 3 clusters Score: Raw -431328.471890 + Penalty 2927.234990 = -428401.236901 nChanged 6 SP:Iteration 26Q (2114.532987 sec): 3 clusters Score: Raw -431330.477121 + Penalty 2927.234990 = -428403.242131 nChanged 4 SP:Iteration 27Q (2114.584624 sec): 3 clusters Score: Raw -431331.681866 + Penalty 2927.234990 = -428404.446876 nChanged 2 SP:Iteration 28Q (2114.643701 sec): 3 clusters Score: Raw -431331.922966 + Penalty 2927.234990 = -428404.687976 nChanged 2 SP:Iteration 29Q (2114.695658 sec): 3 clusters Score: Raw -431332.838048 + Penalty 2927.234990 = -428405.603058 nChanged 3 SP:Iteration 30Q (2114.748914 sec): 3 clusters Score: Raw -431333.807674 + Penalty 2927.234990 = -428406.572684 nChanged 3 SP:Iteration 31Q (2114.793212 sec): 3 clusters Score: Raw -431334.634448 + Penalty 2927.234990 = -428407.399459 nChanged 5 SP:Iteration 32Q (2114.847989 sec): 3 clusters Score: Raw -431336.378337 + Penalty 2927.234990 = -428409.143347 nChanged 4 SP:Iteration 33Q (2114.904097 sec): 3 clusters Score: Raw -431337.392684 + Penalty 2927.234990 = -428410.157695 nChanged 4 SP:Iteration 34Q (2114.954936 sec): 3 clusters Score: Raw -431338.491414 + Penalty 2927.234990 = -428411.256424 nChanged 4 SP:Iteration 35Q (2115.005480 sec): 3 clusters Score: Raw -431339.356159 + Penalty 2927.234990 = -428412.121169 nChanged 5 SP:Iteration 36Q (2115.059931 sec): 3 clusters Score: Raw -431340.719422 + Penalty 2927.234990 = -428413.484433 nChanged 4 SP:Iteration 37Q (2115.109053 sec): 3 clusters Score: Raw -431341.710828 + Penalty 2927.234990 = -428414.475838 nChanged 2 SP:Iteration 38Q (2115.156997 sec): 3 clusters Score: Raw -431342.016046 + Penalty 2927.234990 = -428414.781056 nChanged 1 SP:Iteration 39Q (2115.209370 sec): 3 clusters Score: Raw -431342.140761 + Penalty 2927.234990 = -428414.905772 nChanged 1 SP:Iteration 40F (2115.273652 sec): 3 clusters Score: Raw -431342.699540 + Penalty 2927.234990 = -428415.464550 nChanged 0 Trying to split cluster 14 (6314 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2115.303086 sec): 2 clusters Score: Raw -326554.994773 + Penalty 1421.960259 = -325133.034514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2115.355355 sec): 3 clusters Score: Raw -323174.252634 + Penalty 2843.920517 = -320330.332116 nChanged 2606 SP:Iteration 1F (2115.406742 sec): 3 clusters Score: Raw -324570.230482 + Penalty 2843.920517 = -321726.309964 nChanged 446 SP:Iteration 2F (2115.467140 sec): 3 clusters Score: Raw -324846.749918 + Penalty 2843.920517 = -322002.829400 nChanged 402 SP:Iteration 3F (2115.508528 sec): 3 clusters Score: Raw -325134.399136 + Penalty 2843.920517 = -322290.478619 nChanged 372 SP:Iteration 4F (2115.564720 sec): 3 clusters Score: Raw -325375.702439 + Penalty 2843.920517 = -322531.781922 nChanged 317 SP:Iteration 5F (2115.611338 sec): 3 clusters Score: Raw -325591.173587 + Penalty 2843.920517 = -322747.253070 nChanged 303 SP:Iteration 6Q (2115.666492 sec): 3 clusters Score: Raw -325807.808307 + Penalty 2843.920517 = -322963.887789 nChanged 294 SP:Iteration 7Q (2115.706905 sec): 3 clusters Score: Raw -326003.015902 + Penalty 2843.920517 = -323159.095384 nChanged 257 SP:Iteration 8Q (2115.759023 sec): 3 clusters Score: Raw -326163.950633 + Penalty 2843.920517 = -323320.030116 nChanged 222 SP:Iteration 9Q (2115.807614 sec): 3 clusters Score: Raw -326283.404083 + Penalty 2843.920517 = -323439.483565 nChanged 188 SP:Iteration 10Q (2115.859061 sec): 3 clusters Score: Raw -326372.661478 + Penalty 2843.920517 = -323528.740960 nChanged 159 SP:Iteration 11Q (2115.913153 sec): 3 clusters Score: Raw -326446.076365 + Penalty 2843.920517 = -323602.155848 nChanged 143 SP:Iteration 12Q (2115.967945 sec): 3 clusters Score: Raw -326515.388067 + Penalty 2843.920517 = -323671.467549 nChanged 131 SP:Iteration 13Q (2116.024326 sec): 3 clusters Score: Raw -326571.917647 + Penalty 2843.920517 = -323727.997130 nChanged 115 SP:Iteration 14Q (2116.075814 sec): 3 clusters Score: Raw -326620.434838 + Penalty 2843.920517 = -323776.514321 nChanged 93 SP:Iteration 15Q (2116.130086 sec): 3 clusters Score: Raw -326659.297832 + Penalty 2843.920517 = -323815.377315 nChanged 90 SP:Iteration 16Q (2116.186853 sec): 3 clusters Score: Raw -326697.984104 + Penalty 2843.920517 = -323854.063586 nChanged 87 SP:Iteration 17Q (2116.233851 sec): 3 clusters Score: Raw -326732.473696 + Penalty 2843.920517 = -323888.553179 nChanged 80 SP:Iteration 18Q (2116.288503 sec): 3 clusters Score: Raw -326760.171204 + Penalty 2843.920517 = -323916.250686 nChanged 66 SP:Iteration 19Q (2116.330249 sec): 3 clusters Score: Raw -326783.219462 + Penalty 2843.920517 = -323939.298945 nChanged 50 SP:Iteration 20F (2116.383145 sec): 3 clusters Score: Raw -326798.856380 + Penalty 2843.920517 = -323954.935863 nChanged 48 SP:Iteration 21Q (2116.434215 sec): 3 clusters Score: Raw -326815.331387 + Penalty 2843.920517 = -323971.410869 nChanged 55 SP:Iteration 22Q (2116.490985 sec): 3 clusters Score: Raw -326834.963206 + Penalty 2843.920517 = -323991.042689 nChanged 51 SP:Iteration 23Q (2116.546083 sec): 3 clusters Score: Raw -326848.645082 + Penalty 2843.920517 = -324004.724564 nChanged 37 SP:Iteration 24Q (2116.605068 sec): 3 clusters Score: Raw -326859.300934 + Penalty 2843.920517 = -324015.380416 nChanged 30 SP:Iteration 25Q (2116.653449 sec): 3 clusters Score: Raw -326866.738570 + Penalty 2843.920517 = -324022.818052 nChanged 29 SP:Iteration 26Q (2116.706232 sec): 3 clusters Score: Raw -326875.792501 + Penalty 2843.920517 = -324031.871983 nChanged 33 SP:Iteration 27Q (2116.769559 sec): 3 clusters Score: Raw -326883.424451 + Penalty 2843.920517 = -324039.503933 nChanged 24 SP:Iteration 28Q (2116.814696 sec): 3 clusters Score: Raw -326888.276114 + Penalty 2843.920517 = -324044.355597 nChanged 27 SP:Iteration 29Q (2116.868960 sec): 3 clusters Score: Raw -326897.463059 + Penalty 2843.920517 = -324053.542541 nChanged 29 SP:Iteration 30Q (2116.916639 sec): 3 clusters Score: Raw -326906.203615 + Penalty 2843.920517 = -324062.283098 nChanged 38 SP:Iteration 31Q (2116.967471 sec): 3 clusters Score: Raw -326917.655385 + Penalty 2843.920517 = -324073.734868 nChanged 27 SP:Iteration 32Q (2117.020664 sec): 3 clusters Score: Raw -326924.828724 + Penalty 2843.920517 = -324080.908207 nChanged 24 SP:Iteration 33Q (2117.076019 sec): 3 clusters Score: Raw -326931.320574 + Penalty 2843.920517 = -324087.400057 nChanged 19 SP:Iteration 34Q (2117.138046 sec): 3 clusters Score: Raw -326938.474204 + Penalty 2843.920517 = -324094.553687 nChanged 20 SP:Iteration 35Q (2117.180692 sec): 3 clusters Score: Raw -326943.689057 + Penalty 2843.920517 = -324099.768540 nChanged 21 SP:Iteration 36Q (2117.240776 sec): 3 clusters Score: Raw -326948.849208 + Penalty 2843.920517 = -324104.928691 nChanged 15 SP:Iteration 37Q (2117.285866 sec): 3 clusters Score: Raw -326951.590700 + Penalty 2843.920517 = -324107.670182 nChanged 16 SP:Iteration 38Q (2117.332527 sec): 3 clusters Score: Raw -326955.117497 + Penalty 2843.920517 = -324111.196980 nChanged 17 SP:Iteration 39Q (2117.378734 sec): 3 clusters Score: Raw -326958.807236 + Penalty 2843.920517 = -324114.886718 nChanged 21 SP:Iteration 40F (2117.433434 sec): 3 clusters Score: Raw -326964.409789 + Penalty 2843.920517 = -324120.489272 nChanged 27 SP:Iteration 41Q (2117.484397 sec): 3 clusters Score: Raw -326972.069839 + Penalty 2843.920517 = -324128.149322 nChanged 28 SP:Iteration 42Q (2117.544406 sec): 3 clusters Score: Raw -326981.936585 + Penalty 2843.920517 = -324138.016068 nChanged 26 SP:Iteration 43Q (2117.589779 sec): 3 clusters Score: Raw -326989.968383 + Penalty 2843.920517 = -324146.047866 nChanged 31 SP:Iteration 44Q (2117.644897 sec): 3 clusters Score: Raw -326997.836073 + Penalty 2843.920517 = -324153.915556 nChanged 28 SP:Iteration 45Q (2117.694405 sec): 3 clusters Score: Raw -327005.857465 + Penalty 2843.920517 = -324161.936947 nChanged 13 SP:Iteration 46Q (2117.736854 sec): 3 clusters Score: Raw -327009.751409 + Penalty 2843.920517 = -324165.830891 nChanged 12 SP:Iteration 47Q (2117.795851 sec): 3 clusters Score: Raw -327011.974887 + Penalty 2843.920517 = -324168.054369 nChanged 7 SP:Iteration 48Q (2117.851263 sec): 3 clusters Score: Raw -327014.070632 + Penalty 2843.920517 = -324170.150115 nChanged 13 SP:Iteration 49Q (2117.887431 sec): 3 clusters Score: Raw -327017.142450 + Penalty 2843.920517 = -324173.221932 nChanged 12 SP:Iteration 50Q (2117.931369 sec): 3 clusters Score: Raw -327019.784924 + Penalty 2843.920517 = -324175.864407 nChanged 12 SP:Iteration 51Q (2117.978332 sec): 3 clusters Score: Raw -327022.469211 + Penalty 2843.920517 = -324178.548694 nChanged 11 SP:Iteration 52Q (2118.036649 sec): 3 clusters Score: Raw -327025.271285 + Penalty 2843.920517 = -324181.350767 nChanged 13 SP:Iteration 53Q (2118.080794 sec): 3 clusters Score: Raw -327027.437872 + Penalty 2843.920517 = -324183.517355 nChanged 9 SP:Iteration 54Q (2118.131346 sec): 3 clusters Score: Raw -327029.654996 + Penalty 2843.920517 = -324185.734479 nChanged 11 SP:Iteration 55Q (2118.181786 sec): 3 clusters Score: Raw -327031.482989 + Penalty 2843.920517 = -324187.562472 nChanged 3 SP:Iteration 56Q (2118.234540 sec): 3 clusters Score: Raw -327031.804541 + Penalty 2843.920517 = -324187.884023 nChanged 3 SP:Iteration 57Q (2118.284467 sec): 3 clusters Score: Raw -327032.087988 + Penalty 2843.920517 = -324188.167471 nChanged 2 SP:Iteration 58Q (2118.335341 sec): 3 clusters Score: Raw -327032.322929 + Penalty 2843.920517 = -324188.402411 nChanged 0 SP:Iteration 59F (2118.387441 sec): 3 clusters Score: Raw -327032.322929 + Penalty 2843.920517 = -324188.402411 nChanged 0 Trying to split cluster 15 (27674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2118.445152 sec): 2 clusters Score: Raw -1472740.600345 + Penalty 1662.090401 = -1471078.509944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2118.520758 sec): 3 clusters Score: Raw -1455754.431474 + Penalty 3324.180803 = -1452430.250671 nChanged 12724 SP:Iteration 1F (2118.608709 sec): 3 clusters Score: Raw -1463112.458994 + Penalty 3324.180803 = -1459788.278191 nChanged 1433 SP:Iteration 2F (2118.687455 sec): 3 clusters Score: Raw -1463738.193402 + Penalty 3324.180803 = -1460414.012599 nChanged 1469 SP:Iteration 3F (2118.775586 sec): 3 clusters Score: Raw -1464491.535509 + Penalty 3324.180803 = -1461167.354706 nChanged 1615 SP:Iteration 4F (2118.854073 sec): 3 clusters Score: Raw -1465430.932564 + Penalty 3324.180803 = -1462106.751762 nChanged 1682 SP:Iteration 5F (2118.937014 sec): 3 clusters Score: Raw -1466582.945231 + Penalty 3324.180803 = -1463258.764429 nChanged 1799 SP:Iteration 6F (2119.021146 sec): 3 clusters Score: Raw -1468025.620194 + Penalty 3324.180803 = -1464701.439392 nChanged 1779 SP:Iteration 7F (2119.106143 sec): 3 clusters Score: Raw -1469608.143645 + Penalty 3324.180803 = -1466283.962842 nChanged 1434 SP:Iteration 8F (2119.184285 sec): 3 clusters Score: Raw -1470933.517568 + Penalty 3324.180803 = -1467609.336766 nChanged 1037 SP:Iteration 9Q (2119.273649 sec): 3 clusters Score: Raw -1471869.737685 + Penalty 3324.180803 = -1468545.556883 nChanged 666 SP:Iteration 10Q (2119.364246 sec): 3 clusters Score: Raw -1472420.545733 + Penalty 3324.180803 = -1469096.364931 nChanged 429 SP:Iteration 11Q (2119.451934 sec): 3 clusters Score: Raw -1472774.867063 + Penalty 3324.180803 = -1469450.686260 nChanged 308 SP:Iteration 12Q (2119.529422 sec): 3 clusters Score: Raw -1473009.359132 + Penalty 3324.180803 = -1469685.178329 nChanged 191 SP:Iteration 13Q (2119.608788 sec): 3 clusters Score: Raw -1473134.998755 + Penalty 3324.180803 = -1469810.817952 nChanged 140 SP:Iteration 14Q (2119.690499 sec): 3 clusters Score: Raw -1473203.467464 + Penalty 3324.180803 = -1469879.286662 nChanged 92 SP:Iteration 15Q (2119.763679 sec): 3 clusters Score: Raw -1473249.106803 + Penalty 3324.180803 = -1469924.926001 nChanged 68 SP:Iteration 16Q (2119.840230 sec): 3 clusters Score: Raw -1473281.209989 + Penalty 3324.180803 = -1469957.029186 nChanged 65 SP:Iteration 17Q (2119.914058 sec): 3 clusters Score: Raw -1473314.856804 + Penalty 3324.180803 = -1469990.676001 nChanged 70 SP:Iteration 18Q (2119.988599 sec): 3 clusters Score: Raw -1473350.958229 + Penalty 3324.180803 = -1470026.777427 nChanged 62 SP:Iteration 19Q (2120.073493 sec): 3 clusters Score: Raw -1473379.328828 + Penalty 3324.180803 = -1470055.148026 nChanged 57 SP:Iteration 20F (2120.155997 sec): 3 clusters Score: Raw -1473403.337750 + Penalty 3324.180803 = -1470079.156947 nChanged 47 SP:Iteration 21Q (2120.224819 sec): 3 clusters Score: Raw -1473420.786530 + Penalty 3324.180803 = -1470096.605728 nChanged 34 SP:Iteration 22Q (2120.308159 sec): 3 clusters Score: Raw -1473435.477524 + Penalty 3324.180803 = -1470111.296722 nChanged 33 SP:Iteration 23Q (2120.371004 sec): 3 clusters Score: Raw -1473449.769391 + Penalty 3324.180803 = -1470125.588588 nChanged 25 SP:Iteration 24Q (2120.450372 sec): 3 clusters Score: Raw -1473458.852086 + Penalty 3324.180803 = -1470134.671283 nChanged 19 SP:Iteration 25Q (2120.525465 sec): 3 clusters Score: Raw -1473464.808395 + Penalty 3324.180803 = -1470140.627592 nChanged 11 SP:Iteration 26Q (2120.604611 sec): 3 clusters Score: Raw -1473468.681218 + Penalty 3324.180803 = -1470144.500415 nChanged 12 SP:Iteration 27Q (2120.684328 sec): 3 clusters Score: Raw -1473472.132651 + Penalty 3324.180803 = -1470147.951849 nChanged 7 SP:Iteration 28Q (2120.762935 sec): 3 clusters Score: Raw -1473474.249727 + Penalty 3324.180803 = -1470150.068925 nChanged 7 SP:Iteration 29Q (2120.842074 sec): 3 clusters Score: Raw -1473476.015857 + Penalty 3324.180803 = -1470151.835055 nChanged 4 SP:Iteration 30Q (2120.926708 sec): 3 clusters Score: Raw -1473476.985695 + Penalty 3324.180803 = -1470152.804892 nChanged 5 SP:Iteration 31Q (2121.001802 sec): 3 clusters Score: Raw -1473478.220024 + Penalty 3324.180803 = -1470154.039222 nChanged 6 SP:Iteration 32Q (2121.081771 sec): 3 clusters Score: Raw -1473479.661965 + Penalty 3324.180803 = -1470155.481163 nChanged 5 SP:Iteration 33Q (2121.155737 sec): 3 clusters Score: Raw -1473481.636311 + Penalty 3324.180803 = -1470157.455509 nChanged 7 SP:Iteration 34Q (2121.224125 sec): 3 clusters Score: Raw -1473483.305345 + Penalty 3324.180803 = -1470159.124542 nChanged 4 SP:Iteration 35Q (2121.303003 sec): 3 clusters Score: Raw -1473484.030457 + Penalty 3324.180803 = -1470159.849655 nChanged 5 SP:Iteration 36Q (2121.369016 sec): 3 clusters Score: Raw -1473485.745026 + Penalty 3324.180803 = -1470161.564223 nChanged 3 SP:Iteration 37Q (2121.444053 sec): 3 clusters Score: Raw -1473486.828289 + Penalty 3324.180803 = -1470162.647486 nChanged 4 SP:Iteration 38Q (2121.526697 sec): 3 clusters Score: Raw -1473487.492920 + Penalty 3324.180803 = -1470163.312117 nChanged 1 SP:Iteration 39Q (2121.597005 sec): 3 clusters Score: Raw -1473487.638308 + Penalty 3324.180803 = -1470163.457505 nChanged 1 SP:Iteration 40F (2121.679800 sec): 3 clusters Score: Raw -1473488.116824 + Penalty 3324.180803 = -1470163.936022 nChanged 2 SP:Iteration 41Q (2121.764867 sec): 3 clusters Score: Raw -1473488.440642 + Penalty 3324.180803 = -1470164.259839 nChanged 3 SP:Iteration 42Q (2121.836130 sec): 3 clusters Score: Raw -1473489.494980 + Penalty 3324.180803 = -1470165.314177 nChanged 4 SP:Iteration 43Q (2121.914660 sec): 3 clusters Score: Raw -1473490.217230 + Penalty 3324.180803 = -1470166.036427 nChanged 3 SP:Iteration 44Q (2121.999449 sec): 3 clusters Score: Raw -1473490.900685 + Penalty 3324.180803 = -1470166.719882 nChanged 4 SP:Iteration 45Q (2122.073006 sec): 3 clusters Score: Raw -1473491.953757 + Penalty 3324.180803 = -1470167.772954 nChanged 7 SP:Iteration 46Q (2122.144816 sec): 3 clusters Score: Raw -1473492.870019 + Penalty 3324.180803 = -1470168.689216 nChanged 4 SP:Iteration 47Q (2122.217858 sec): 3 clusters Score: Raw -1473493.688351 + Penalty 3324.180803 = -1470169.507549 nChanged 5 SP:Iteration 48Q (2122.306243 sec): 3 clusters Score: Raw -1473494.885660 + Penalty 3324.180803 = -1470170.704858 nChanged 6 SP:Iteration 49Q (2122.380441 sec): 3 clusters Score: Raw -1473496.440639 + Penalty 3324.180803 = -1470172.259837 nChanged 5 SP:Iteration 50Q (2122.450570 sec): 3 clusters Score: Raw -1473497.599683 + Penalty 3324.180803 = -1470173.418880 nChanged 2 SP:Iteration 51Q (2122.532650 sec): 3 clusters Score: Raw -1473498.126650 + Penalty 3324.180803 = -1470173.945847 nChanged 2 SP:Iteration 52Q (2122.605717 sec): 3 clusters Score: Raw -1473498.799216 + Penalty 3324.180803 = -1470174.618413 nChanged 3 SP:Iteration 53Q (2122.685553 sec): 3 clusters Score: Raw -1473499.890207 + Penalty 3324.180803 = -1470175.709405 nChanged 5 SP:Iteration 54Q (2122.765143 sec): 3 clusters Score: Raw -1473500.662387 + Penalty 3324.180803 = -1470176.481585 nChanged 1 SP:Iteration 55Q (2122.849988 sec): 3 clusters Score: Raw -1473500.930235 + Penalty 3324.180803 = -1470176.749432 nChanged 2 SP:Iteration 56Q (2122.926813 sec): 3 clusters Score: Raw -1473501.169980 + Penalty 3324.180803 = -1470176.989178 nChanged 1 SP:Iteration 57Q (2123.011476 sec): 3 clusters Score: Raw -1473501.498046 + Penalty 3324.180803 = -1470177.317244 nChanged 1 SP:Iteration 58Q (2123.098953 sec): 3 clusters Score: Raw -1473501.643129 + Penalty 3324.180803 = -1470177.462326 nChanged 1 SP:Iteration 59Q (2123.175338 sec): 3 clusters Score: Raw -1473501.806465 + Penalty 3324.180803 = -1470177.625662 nChanged 0 SP:Iteration 60F (2123.265452 sec): 3 clusters Score: Raw -1473501.806465 + Penalty 3324.180803 = -1470177.625662 nChanged 0 Trying to split cluster 16 (2495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2123.284248 sec): 2 clusters Score: Raw -133979.422808 + Penalty 1271.082151 = -132708.340656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2123.321188 sec): 3 clusters Score: Raw -132851.051744 + Penalty 2542.164303 = -130308.887442 nChanged 948 SP:Iteration 1F (2123.360182 sec): 3 clusters Score: Raw -133403.586154 + Penalty 2542.164303 = -130861.421852 nChanged 172 SP:Iteration 2F (2123.404667 sec): 3 clusters Score: Raw -133495.492194 + Penalty 2542.164303 = -130953.327891 nChanged 108 SP:Iteration 3Q (2123.438593 sec): 3 clusters Score: Raw -133555.205596 + Penalty 2542.164303 = -131013.041294 nChanged 83 SP:Iteration 4Q (2123.482972 sec): 3 clusters Score: Raw -133595.334064 + Penalty 2542.164303 = -131053.169761 nChanged 57 SP:Iteration 5Q (2123.530331 sec): 3 clusters Score: Raw -133620.869632 + Penalty 2542.164303 = -131078.705329 nChanged 33 SP:Iteration 6Q (2123.577557 sec): 3 clusters Score: Raw -133636.963417 + Penalty 2542.164303 = -131094.799115 nChanged 31 SP:Iteration 7Q (2123.636259 sec): 3 clusters Score: Raw -133651.120755 + Penalty 2542.164303 = -131108.956452 nChanged 25 SP:Iteration 8Q (2123.670461 sec): 3 clusters Score: Raw -133660.437841 + Penalty 2542.164303 = -131118.273538 nChanged 21 SP:Iteration 9Q (2123.708569 sec): 3 clusters Score: Raw -133669.558434 + Penalty 2542.164303 = -131127.394131 nChanged 17 SP:Iteration 10Q (2123.750027 sec): 3 clusters Score: Raw -133677.976669 + Penalty 2542.164303 = -131135.812366 nChanged 16 SP:Iteration 11Q (2123.789122 sec): 3 clusters Score: Raw -133683.831079 + Penalty 2542.164303 = -131141.666776 nChanged 14 SP:Iteration 12Q (2123.830812 sec): 3 clusters Score: Raw -133689.284106 + Penalty 2542.164303 = -131147.119803 nChanged 8 SP:Iteration 13Q (2123.882921 sec): 3 clusters Score: Raw -133692.844407 + Penalty 2542.164303 = -131150.680104 nChanged 11 SP:Iteration 14Q (2123.930609 sec): 3 clusters Score: Raw -133699.517653 + Penalty 2542.164303 = -131157.353350 nChanged 16 SP:Iteration 15Q (2123.978039 sec): 3 clusters Score: Raw -133707.222954 + Penalty 2542.164303 = -131165.058651 nChanged 17 SP:Iteration 16Q (2124.020885 sec): 3 clusters Score: Raw -133716.146209 + Penalty 2542.164303 = -131173.981907 nChanged 22 SP:Iteration 17Q (2124.060051 sec): 3 clusters Score: Raw -133723.547347 + Penalty 2542.164303 = -131181.383044 nChanged 12 SP:Iteration 18Q (2124.116841 sec): 3 clusters Score: Raw -133728.253881 + Penalty 2542.164303 = -131186.089579 nChanged 12 SP:Iteration 19Q (2124.153964 sec): 3 clusters Score: Raw -133732.768889 + Penalty 2542.164303 = -131190.604586 nChanged 10 SP:Iteration 20F (2124.196590 sec): 3 clusters Score: Raw -133736.133490 + Penalty 2542.164303 = -131193.969188 nChanged 3 SP:Iteration 21Q (2124.233866 sec): 3 clusters Score: Raw -133737.078402 + Penalty 2542.164303 = -131194.914099 nChanged 6 SP:Iteration 22Q (2124.283861 sec): 3 clusters Score: Raw -133739.364095 + Penalty 2542.164303 = -131197.199792 nChanged 4 SP:Iteration 23Q (2124.323191 sec): 3 clusters Score: Raw -133739.958658 + Penalty 2542.164303 = -131197.794355 nChanged 3 SP:Iteration 24Q (2124.369071 sec): 3 clusters Score: Raw -133740.893569 + Penalty 2542.164303 = -131198.729267 nChanged 6 SP:Iteration 25Q (2124.417686 sec): 3 clusters Score: Raw -133743.323113 + Penalty 2542.164303 = -131201.158810 nChanged 6 SP:Iteration 26Q (2124.461306 sec): 3 clusters Score: Raw -133745.426910 + Penalty 2542.164303 = -131203.262607 nChanged 8 SP:Iteration 27Q (2124.507211 sec): 3 clusters Score: Raw -133748.094199 + Penalty 2542.164303 = -131205.929897 nChanged 11 SP:Iteration 28Q (2124.549614 sec): 3 clusters Score: Raw -133751.313885 + Penalty 2542.164303 = -131209.149582 nChanged 9 SP:Iteration 29Q (2124.606877 sec): 3 clusters Score: Raw -133754.587884 + Penalty 2542.164303 = -131212.423581 nChanged 10 SP:Iteration 30Q (2124.655042 sec): 3 clusters Score: Raw -133758.192526 + Penalty 2542.164303 = -131216.028224 nChanged 9 SP:Iteration 31Q (2124.702171 sec): 3 clusters Score: Raw -133763.312926 + Penalty 2542.164303 = -131221.148623 nChanged 11 SP:Iteration 32Q (2124.748423 sec): 3 clusters Score: Raw -133767.300052 + Penalty 2542.164303 = -131225.135749 nChanged 6 SP:Iteration 33Q (2124.798956 sec): 3 clusters Score: Raw -133770.020070 + Penalty 2542.164303 = -131227.855768 nChanged 10 SP:Iteration 34Q (2124.841246 sec): 3 clusters Score: Raw -133773.433408 + Penalty 2542.164303 = -131231.269105 nChanged 5 SP:Iteration 35Q (2124.877269 sec): 3 clusters Score: Raw -133774.903212 + Penalty 2542.164303 = -131232.738910 nChanged 3 SP:Iteration 36Q (2124.916962 sec): 3 clusters Score: Raw -133776.027024 + Penalty 2542.164303 = -131233.862721 nChanged 5 SP:Iteration 37Q (2124.960103 sec): 3 clusters Score: Raw -133778.253188 + Penalty 2542.164303 = -131236.088886 nChanged 5 SP:Iteration 38Q (2125.009188 sec): 3 clusters Score: Raw -133780.443756 + Penalty 2542.164303 = -131238.279453 nChanged 11 SP:Iteration 39Q (2125.048767 sec): 3 clusters Score: Raw -133785.734647 + Penalty 2542.164303 = -131243.570345 nChanged 13 SP:Iteration 40F (2125.099754 sec): 3 clusters Score: Raw -133790.657042 + Penalty 2542.164303 = -131248.492740 nChanged 15 SP:Iteration 41Q (2125.142256 sec): 3 clusters Score: Raw -133795.987742 + Penalty 2542.164303 = -131253.823439 nChanged 14 SP:Iteration 42Q (2125.190128 sec): 3 clusters Score: Raw -133800.969779 + Penalty 2542.164303 = -131258.805476 nChanged 11 SP:Iteration 43Q (2125.227912 sec): 3 clusters Score: Raw -133805.312372 + Penalty 2542.164303 = -131263.148069 nChanged 16 SP:Iteration 44Q (2125.286437 sec): 3 clusters Score: Raw -133815.147303 + Penalty 2542.164303 = -131272.983000 nChanged 23 SP:Iteration 45Q (2125.334084 sec): 3 clusters Score: Raw -133827.475537 + Penalty 2542.164303 = -131285.311235 nChanged 33 SP:Iteration 46Q (2125.376233 sec): 3 clusters Score: Raw -133843.019181 + Penalty 2542.164303 = -131300.854878 nChanged 25 SP:Iteration 47Q (2125.417911 sec): 3 clusters Score: Raw -133855.937393 + Penalty 2542.164303 = -131313.773090 nChanged 16 SP:Iteration 48Q (2125.466286 sec): 3 clusters Score: Raw -133863.483445 + Penalty 2542.164303 = -131321.319143 nChanged 16 SP:Iteration 49Q (2125.507517 sec): 3 clusters Score: Raw -133870.029911 + Penalty 2542.164303 = -131327.865608 nChanged 22 SP:Iteration 50Q (2125.559183 sec): 3 clusters Score: Raw -133880.415316 + Penalty 2542.164303 = -131338.251013 nChanged 23 SP:Iteration 51Q (2125.599850 sec): 3 clusters Score: Raw -133892.758323 + Penalty 2542.164303 = -131350.594021 nChanged 20 SP:Iteration 52Q (2125.633935 sec): 3 clusters Score: Raw -133904.158111 + Penalty 2542.164303 = -131361.993808 nChanged 21 SP:Iteration 53Q (2125.679360 sec): 3 clusters Score: Raw -133917.403477 + Penalty 2542.164303 = -131375.239174 nChanged 21 SP:Iteration 54Q (2125.715404 sec): 3 clusters Score: Raw -133927.179706 + Penalty 2542.164303 = -131385.015404 nChanged 18 SP:Iteration 55Q (2125.761127 sec): 3 clusters Score: Raw -133938.730467 + Penalty 2542.164303 = -131396.566164 nChanged 22 SP:Iteration 56Q (2125.818126 sec): 3 clusters Score: Raw -133950.151574 + Penalty 2542.164303 = -131407.987272 nChanged 19 SP:Iteration 57Q (2125.861243 sec): 3 clusters Score: Raw -133959.944325 + Penalty 2542.164303 = -131417.780022 nChanged 15 SP:Iteration 58Q (2125.909204 sec): 3 clusters Score: Raw -133970.718286 + Penalty 2542.164303 = -131428.553984 nChanged 17 SP:Iteration 59Q (2125.952869 sec): 3 clusters Score: Raw -133983.215150 + Penalty 2542.164303 = -131441.050847 nChanged 13 SP:Iteration 60F (2125.992301 sec): 3 clusters Score: Raw -133991.984202 + Penalty 2542.164303 = -131449.819899 nChanged 15 SP:Iteration 61Q (2126.042102 sec): 3 clusters Score: Raw -134000.702874 + Penalty 2542.164303 = -131458.538572 nChanged 10 SP:Iteration 62Q (2126.086407 sec): 3 clusters Score: Raw -134004.718473 + Penalty 2542.164303 = -131462.554170 nChanged 6 SP:Iteration 63Q (2126.135027 sec): 3 clusters Score: Raw -134008.147810 + Penalty 2542.164303 = -131465.983508 nChanged 9 SP:Iteration 64Q (2126.182312 sec): 3 clusters Score: Raw -134011.911334 + Penalty 2542.164303 = -131469.747032 nChanged 5 SP:Iteration 65Q (2126.236171 sec): 3 clusters Score: Raw -134014.437373 + Penalty 2542.164303 = -131472.273070 nChanged 5 SP:Iteration 66Q (2126.274993 sec): 3 clusters Score: Raw -134016.295680 + Penalty 2542.164303 = -131474.131377 nChanged 6 SP:Iteration 67Q (2126.322694 sec): 3 clusters Score: Raw -134019.259235 + Penalty 2542.164303 = -131477.094932 nChanged 3 SP:Iteration 68Q (2126.377040 sec): 3 clusters Score: Raw -134021.622578 + Penalty 2542.164303 = -131479.458275 nChanged 5 SP:Iteration 69Q (2126.414772 sec): 3 clusters Score: Raw -134023.599657 + Penalty 2542.164303 = -131481.435355 nChanged 3 SP:Iteration 70Q (2126.458227 sec): 3 clusters Score: Raw -134024.621388 + Penalty 2542.164303 = -131482.457085 nChanged 0 SP:Iteration 71F (2126.494191 sec): 3 clusters Score: Raw -134024.621388 + Penalty 2542.164303 = -131482.457085 nChanged 0 Trying to split cluster 17 (1712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2126.515237 sec): 2 clusters Score: Raw -92942.619386 + Penalty 1209.880353 = -91732.739033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2126.567419 sec): 3 clusters Score: Raw -92212.136395 + Penalty 2419.760706 = -89792.375689 nChanged 600 SP:Iteration 1F (2126.611011 sec): 3 clusters Score: Raw -92595.584131 + Penalty 2419.760706 = -90175.823425 nChanged 135 SP:Iteration 2F (2126.648273 sec): 3 clusters Score: Raw -92693.292448 + Penalty 2419.760706 = -90273.531742 nChanged 78 SP:Iteration 3Q (2126.694801 sec): 3 clusters Score: Raw -92744.589656 + Penalty 2419.760706 = -90324.828950 nChanged 47 SP:Iteration 4Q (2126.731154 sec): 3 clusters Score: Raw -92774.838536 + Penalty 2419.760706 = -90355.077830 nChanged 35 SP:Iteration 5Q (2126.775892 sec): 3 clusters Score: Raw -92798.443895 + Penalty 2419.760706 = -90378.683189 nChanged 23 SP:Iteration 6Q (2126.818872 sec): 3 clusters Score: Raw -92812.857742 + Penalty 2419.760706 = -90393.097036 nChanged 24 SP:Iteration 7Q (2126.875463 sec): 3 clusters Score: Raw -92826.383774 + Penalty 2419.760706 = -90406.623068 nChanged 19 SP:Iteration 8Q (2126.922514 sec): 3 clusters Score: Raw -92838.637052 + Penalty 2419.760706 = -90418.876346 nChanged 22 SP:Iteration 9Q (2126.965943 sec): 3 clusters Score: Raw -92851.822660 + Penalty 2419.760706 = -90432.061954 nChanged 17 SP:Iteration 10Q (2127.005357 sec): 3 clusters Score: Raw -92860.817658 + Penalty 2419.760706 = -90441.056952 nChanged 9 SP:Iteration 11Q (2127.044772 sec): 3 clusters Score: Raw -92864.627051 + Penalty 2419.760706 = -90444.866346 nChanged 7 SP:Iteration 12Q (2127.085669 sec): 3 clusters Score: Raw -92868.972389 + Penalty 2419.760706 = -90449.211683 nChanged 7 SP:Iteration 13Q (2127.129158 sec): 3 clusters Score: Raw -92873.821565 + Penalty 2419.760706 = -90454.060859 nChanged 9 SP:Iteration 14Q (2127.168376 sec): 3 clusters Score: Raw -92876.996362 + Penalty 2419.760706 = -90457.235656 nChanged 6 SP:Iteration 15Q (2127.210339 sec): 3 clusters Score: Raw -92878.963682 + Penalty 2419.760706 = -90459.202976 nChanged 3 SP:Iteration 16Q (2127.254300 sec): 3 clusters Score: Raw -92880.045344 + Penalty 2419.760706 = -90460.284638 nChanged 3 SP:Iteration 17Q (2127.301696 sec): 3 clusters Score: Raw -92881.707871 + Penalty 2419.760706 = -90461.947165 nChanged 2 SP:Iteration 18Q (2127.360718 sec): 3 clusters Score: Raw -92882.589802 + Penalty 2419.760706 = -90462.829096 nChanged 3 SP:Iteration 19Q (2127.399266 sec): 3 clusters Score: Raw -92884.225553 + Penalty 2419.760706 = -90464.464847 nChanged 4 SP:Iteration 20F (2127.456684 sec): 3 clusters Score: Raw -92888.429596 + Penalty 2419.760706 = -90468.668890 nChanged 6 SP:Iteration 21Q (2127.489519 sec): 3 clusters Score: Raw -92890.131627 + Penalty 2419.760706 = -90470.370922 nChanged 5 SP:Iteration 22Q (2127.535488 sec): 3 clusters Score: Raw -92891.406431 + Penalty 2419.760706 = -90471.645725 nChanged 2 SP:Iteration 23Q (2127.574751 sec): 3 clusters Score: Raw -92892.141057 + Penalty 2419.760706 = -90472.380351 nChanged 2 SP:Iteration 24Q (2127.615635 sec): 3 clusters Score: Raw -92892.910535 + Penalty 2419.760706 = -90473.149829 nChanged 2 SP:Iteration 25Q (2127.659060 sec): 3 clusters Score: Raw -92893.467243 + Penalty 2419.760706 = -90473.706537 nChanged 1 SP:Iteration 26Q (2127.702309 sec): 3 clusters Score: Raw -92893.549685 + Penalty 2419.760706 = -90473.788980 nChanged 0 SP:Iteration 27F (2127.747860 sec): 3 clusters Score: Raw -92893.549685 + Penalty 2419.760706 = -90473.788980 nChanged 0 Trying to split cluster 18 (1583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2127.769285 sec): 2 clusters Score: Raw -82639.846644 + Penalty 1197.150022 = -81442.696621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2127.812171 sec): 3 clusters Score: Raw -82028.022065 + Penalty 2394.300044 = -79633.722021 nChanged 533 SP:Iteration 1F (2127.852230 sec): 3 clusters Score: Raw -82431.985836 + Penalty 2394.300044 = -80037.685791 nChanged 155 SP:Iteration 2F (2127.897694 sec): 3 clusters Score: Raw -82610.796856 + Penalty 2394.300044 = -80216.496812 nChanged 104 SP:Iteration 3F (2127.942275 sec): 3 clusters Score: Raw -82738.569181 + Penalty 2394.300044 = -80344.269137 nChanged 73 SP:Iteration 4Q (2127.988090 sec): 3 clusters Score: Raw -82828.283747 + Penalty 2394.300044 = -80433.983702 nChanged 55 SP:Iteration 5Q (2128.021908 sec): 3 clusters Score: Raw -82905.077777 + Penalty 2394.300044 = -80510.777732 nChanged 50 SP:Iteration 6Q (2128.069062 sec): 3 clusters Score: Raw -82977.461542 + Penalty 2394.300044 = -80583.161498 nChanged 37 SP:Iteration 7Q (2128.109386 sec): 3 clusters Score: Raw -83027.342482 + Penalty 2394.300044 = -80633.042438 nChanged 30 SP:Iteration 8Q (2128.151918 sec): 3 clusters Score: Raw -83068.069975 + Penalty 2394.300044 = -80673.769931 nChanged 37 SP:Iteration 9Q (2128.203107 sec): 3 clusters Score: Raw -83105.553833 + Penalty 2394.300044 = -80711.253789 nChanged 25 SP:Iteration 10Q (2128.239752 sec): 3 clusters Score: Raw -83131.036833 + Penalty 2394.300044 = -80736.736789 nChanged 19 SP:Iteration 11Q (2128.288596 sec): 3 clusters Score: Raw -83147.670546 + Penalty 2394.300044 = -80753.370502 nChanged 16 SP:Iteration 12Q (2128.341186 sec): 3 clusters Score: Raw -83160.385540 + Penalty 2394.300044 = -80766.085495 nChanged 11 SP:Iteration 13Q (2128.385081 sec): 3 clusters Score: Raw -83167.024245 + Penalty 2394.300044 = -80772.724200 nChanged 5 SP:Iteration 14Q (2128.436146 sec): 3 clusters Score: Raw -83171.481885 + Penalty 2394.300044 = -80777.181840 nChanged 6 SP:Iteration 15Q (2128.468837 sec): 3 clusters Score: Raw -83176.769849 + Penalty 2394.300044 = -80782.469805 nChanged 15 SP:Iteration 16Q (2128.514358 sec): 3 clusters Score: Raw -83189.759255 + Penalty 2394.300044 = -80795.459211 nChanged 16 SP:Iteration 17Q (2128.558650 sec): 3 clusters Score: Raw -83204.039194 + Penalty 2394.300044 = -80809.739150 nChanged 18 SP:Iteration 18Q (2128.618590 sec): 3 clusters Score: Raw -83221.477015 + Penalty 2394.300044 = -80827.176971 nChanged 16 SP:Iteration 19Q (2128.658303 sec): 3 clusters Score: Raw -83235.796682 + Penalty 2394.300044 = -80841.496638 nChanged 15 SP:Iteration 20F (2128.701907 sec): 3 clusters Score: Raw -83248.693017 + Penalty 2394.300044 = -80854.392972 nChanged 11 SP:Iteration 21Q (2128.746027 sec): 3 clusters Score: Raw -83262.718667 + Penalty 2394.300044 = -80868.418623 nChanged 13 SP:Iteration 22Q (2128.787527 sec): 3 clusters Score: Raw -83276.323348 + Penalty 2394.300044 = -80882.023303 nChanged 9 SP:Iteration 23Q (2128.825836 sec): 3 clusters Score: Raw -83289.627208 + Penalty 2394.300044 = -80895.327163 nChanged 12 SP:Iteration 24Q (2128.861687 sec): 3 clusters Score: Raw -83301.980695 + Penalty 2394.300044 = -80907.680650 nChanged 12 SP:Iteration 25Q (2128.905672 sec): 3 clusters Score: Raw -83312.225883 + Penalty 2394.300044 = -80917.925838 nChanged 8 SP:Iteration 26Q (2128.946294 sec): 3 clusters Score: Raw -83316.532892 + Penalty 2394.300044 = -80922.232848 nChanged 4 SP:Iteration 27Q (2129.001344 sec): 3 clusters Score: Raw -83320.781649 + Penalty 2394.300044 = -80926.481605 nChanged 1 SP:Iteration 28Q (2129.033685 sec): 3 clusters Score: Raw -83321.098552 + Penalty 2394.300044 = -80926.798508 nChanged 0 SP:Iteration 29F (2129.079085 sec): 3 clusters Score: Raw -83321.098552 + Penalty 2394.300044 = -80926.798508 nChanged 0 Trying to split cluster 19 (4850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2129.112217 sec): 2 clusters Score: Raw -253985.218738 + Penalty 1379.094272 = -252606.124466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2129.165601 sec): 3 clusters Score: Raw -251450.598191 + Penalty 2758.188545 = -248692.409646 nChanged 1957 SP:Iteration 1F (2129.207411 sec): 3 clusters Score: Raw -252548.541664 + Penalty 2758.188545 = -249790.353119 nChanged 380 SP:Iteration 2F (2129.268347 sec): 3 clusters Score: Raw -252805.733928 + Penalty 2758.188545 = -250047.545383 nChanged 317 SP:Iteration 3F (2129.320339 sec): 3 clusters Score: Raw -253043.008071 + Penalty 2758.188545 = -250284.819527 nChanged 283 SP:Iteration 4F (2129.364613 sec): 3 clusters Score: Raw -253251.184867 + Penalty 2758.188545 = -250492.996322 nChanged 250 SP:Iteration 5F (2129.407483 sec): 3 clusters Score: Raw -253425.870936 + Penalty 2758.188545 = -250667.682391 nChanged 224 SP:Iteration 6Q (2129.468986 sec): 3 clusters Score: Raw -253587.437519 + Penalty 2758.188545 = -250829.248974 nChanged 185 SP:Iteration 7Q (2129.524418 sec): 3 clusters Score: Raw -253718.751589 + Penalty 2758.188545 = -250960.563044 nChanged 163 SP:Iteration 8Q (2129.569143 sec): 3 clusters Score: Raw -253826.555581 + Penalty 2758.188545 = -251068.367036 nChanged 125 SP:Iteration 9Q (2129.618017 sec): 3 clusters Score: Raw -253896.941604 + Penalty 2758.188545 = -251138.753059 nChanged 99 SP:Iteration 10Q (2129.672779 sec): 3 clusters Score: Raw -253957.392019 + Penalty 2758.188545 = -251199.203474 nChanged 85 SP:Iteration 11Q (2129.720736 sec): 3 clusters Score: Raw -254015.649911 + Penalty 2758.188545 = -251257.461366 nChanged 74 SP:Iteration 12Q (2129.779148 sec): 3 clusters Score: Raw -254056.985134 + Penalty 2758.188545 = -251298.796590 nChanged 69 SP:Iteration 13Q (2129.827337 sec): 3 clusters Score: Raw -254102.403674 + Penalty 2758.188545 = -251344.215129 nChanged 70 SP:Iteration 14Q (2129.858556 sec): 3 clusters Score: Raw -254146.140744 + Penalty 2758.188545 = -251387.952199 nChanged 63 SP:Iteration 15Q (2129.910259 sec): 3 clusters Score: Raw -254187.833913 + Penalty 2758.188545 = -251429.645369 nChanged 62 SP:Iteration 16Q (2129.963419 sec): 3 clusters Score: Raw -254225.315456 + Penalty 2758.188545 = -251467.126912 nChanged 47 SP:Iteration 17Q (2130.024146 sec): 3 clusters Score: Raw -254255.710729 + Penalty 2758.188545 = -251497.522184 nChanged 38 SP:Iteration 18Q (2130.072553 sec): 3 clusters Score: Raw -254276.228663 + Penalty 2758.188545 = -251518.040118 nChanged 31 SP:Iteration 19Q (2130.119420 sec): 3 clusters Score: Raw -254295.496731 + Penalty 2758.188545 = -251537.308186 nChanged 22 SP:Iteration 20F (2130.165496 sec): 3 clusters Score: Raw -254306.889381 + Penalty 2758.188545 = -251548.700836 nChanged 24 SP:Iteration 21Q (2130.214690 sec): 3 clusters Score: Raw -254316.672150 + Penalty 2758.188545 = -251558.483605 nChanged 15 SP:Iteration 22Q (2130.270731 sec): 3 clusters Score: Raw -254324.465445 + Penalty 2758.188545 = -251566.276900 nChanged 8 SP:Iteration 23Q (2130.312360 sec): 3 clusters Score: Raw -254329.239551 + Penalty 2758.188545 = -251571.051006 nChanged 11 SP:Iteration 24Q (2130.364370 sec): 3 clusters Score: Raw -254334.622944 + Penalty 2758.188545 = -251576.434400 nChanged 9 SP:Iteration 25Q (2130.415731 sec): 3 clusters Score: Raw -254339.574631 + Penalty 2758.188545 = -251581.386086 nChanged 13 SP:Iteration 26Q (2130.467841 sec): 3 clusters Score: Raw -254348.398329 + Penalty 2758.188545 = -251590.209784 nChanged 14 SP:Iteration 27Q (2130.529218 sec): 3 clusters Score: Raw -254353.905253 + Penalty 2758.188545 = -251595.716708 nChanged 4 SP:Iteration 28Q (2130.574215 sec): 3 clusters Score: Raw -254355.755242 + Penalty 2758.188545 = -251597.566697 nChanged 2 SP:Iteration 29Q (2130.620204 sec): 3 clusters Score: Raw -254356.771655 + Penalty 2758.188545 = -251598.583110 nChanged 3 SP:Iteration 30Q (2130.665995 sec): 3 clusters Score: Raw -254357.889164 + Penalty 2758.188545 = -251599.700619 nChanged 2 SP:Iteration 31Q (2130.723163 sec): 3 clusters Score: Raw -254358.831674 + Penalty 2758.188545 = -251600.643129 nChanged 2 SP:Iteration 32Q (2130.763660 sec): 3 clusters Score: Raw -254359.584058 + Penalty 2758.188545 = -251601.395513 nChanged 5 SP:Iteration 33Q (2130.808292 sec): 3 clusters Score: Raw -254361.396338 + Penalty 2758.188545 = -251603.207793 nChanged 3 SP:Iteration 34Q (2130.852490 sec): 3 clusters Score: Raw -254362.087571 + Penalty 2758.188545 = -251603.899026 nChanged 1 SP:Iteration 35Q (2130.897726 sec): 3 clusters Score: Raw -254362.372297 + Penalty 2758.188545 = -251604.183752 nChanged 0 SP:Iteration 36F (2130.958871 sec): 3 clusters Score: Raw -254362.372297 + Penalty 2758.188545 = -251604.183752 nChanged 0 Trying to split cluster 20 (3498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2130.988185 sec): 2 clusters Score: Raw -189592.692273 + Penalty 1325.991332 = -188266.700941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2131.037737 sec): 3 clusters Score: Raw -187893.051852 + Penalty 2651.982663 = -185241.069189 nChanged 1316 SP:Iteration 1F (2131.079102 sec): 3 clusters Score: Raw -188635.537655 + Penalty 2651.982663 = -185983.554992 nChanged 264 SP:Iteration 2F (2131.113445 sec): 3 clusters Score: Raw -188807.822192 + Penalty 2651.982663 = -186155.839529 nChanged 196 SP:Iteration 3F (2131.163536 sec): 3 clusters Score: Raw -188921.412910 + Penalty 2651.982663 = -186269.430247 nChanged 140 SP:Iteration 4Q (2131.211757 sec): 3 clusters Score: Raw -188995.602002 + Penalty 2651.982663 = -186343.619339 nChanged 112 SP:Iteration 5Q (2131.262211 sec): 3 clusters Score: Raw -189058.473550 + Penalty 2651.982663 = -186406.490887 nChanged 102 SP:Iteration 6Q (2131.303223 sec): 3 clusters Score: Raw -189106.177514 + Penalty 2651.982663 = -186454.194851 nChanged 83 SP:Iteration 7Q (2131.337261 sec): 3 clusters Score: Raw -189156.252265 + Penalty 2651.982663 = -186504.269602 nChanged 94 SP:Iteration 8Q (2131.395071 sec): 3 clusters Score: Raw -189211.675469 + Penalty 2651.982663 = -186559.692806 nChanged 103 SP:Iteration 9Q (2131.447872 sec): 3 clusters Score: Raw -189276.630889 + Penalty 2651.982663 = -186624.648226 nChanged 98 SP:Iteration 10Q (2131.492524 sec): 3 clusters Score: Raw -189347.492009 + Penalty 2651.982663 = -186695.509346 nChanged 102 SP:Iteration 11Q (2131.540547 sec): 3 clusters Score: Raw -189427.394311 + Penalty 2651.982663 = -186775.411648 nChanged 88 SP:Iteration 12Q (2131.595675 sec): 3 clusters Score: Raw -189495.011003 + Penalty 2651.982663 = -186843.028340 nChanged 86 SP:Iteration 13Q (2131.638234 sec): 3 clusters Score: Raw -189564.873156 + Penalty 2651.982663 = -186912.890493 nChanged 69 SP:Iteration 14Q (2131.695591 sec): 3 clusters Score: Raw -189619.565429 + Penalty 2651.982663 = -186967.582766 nChanged 53 SP:Iteration 15Q (2131.738668 sec): 3 clusters Score: Raw -189663.735746 + Penalty 2651.982663 = -187011.753083 nChanged 40 SP:Iteration 16Q (2131.777026 sec): 3 clusters Score: Raw -189700.930128 + Penalty 2651.982663 = -187048.947465 nChanged 30 SP:Iteration 17Q (2131.826940 sec): 3 clusters Score: Raw -189722.225046 + Penalty 2651.982663 = -187070.242383 nChanged 20 SP:Iteration 18Q (2131.873727 sec): 3 clusters Score: Raw -189736.062262 + Penalty 2651.982663 = -187084.079599 nChanged 18 SP:Iteration 19Q (2131.920274 sec): 3 clusters Score: Raw -189749.904003 + Penalty 2651.982663 = -187097.921340 nChanged 14 SP:Iteration 20F (2131.966205 sec): 3 clusters Score: Raw -189759.185199 + Penalty 2651.982663 = -187107.202536 nChanged 10 SP:Iteration 21Q (2132.024286 sec): 3 clusters Score: Raw -189763.709315 + Penalty 2651.982663 = -187111.726652 nChanged 14 SP:Iteration 22Q (2132.061142 sec): 3 clusters Score: Raw -189771.731977 + Penalty 2651.982663 = -187119.749314 nChanged 8 SP:Iteration 23Q (2132.104983 sec): 3 clusters Score: Raw -189776.521032 + Penalty 2651.982663 = -187124.538369 nChanged 8 SP:Iteration 24Q (2132.157565 sec): 3 clusters Score: Raw -189781.729777 + Penalty 2651.982663 = -187129.747114 nChanged 6 SP:Iteration 25Q (2132.199568 sec): 3 clusters Score: Raw -189785.457118 + Penalty 2651.982663 = -187133.474455 nChanged 8 SP:Iteration 26Q (2132.250073 sec): 3 clusters Score: Raw -189788.215389 + Penalty 2651.982663 = -187136.232726 nChanged 1 SP:Iteration 27Q (2132.311731 sec): 3 clusters Score: Raw -189788.775756 + Penalty 2651.982663 = -187136.793093 nChanged 1 SP:Iteration 28Q (2132.354523 sec): 3 clusters Score: Raw -189789.386441 + Penalty 2651.982663 = -187137.403778 nChanged 0 SP:Iteration 29F (2132.390137 sec): 3 clusters Score: Raw -189789.386441 + Penalty 2651.982663 = -187137.403778 nChanged 0 Trying to split cluster 21 (13847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2132.440634 sec): 2 clusters Score: Raw -747741.545161 + Penalty 1549.571381 = -746191.973780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2132.495926 sec): 3 clusters Score: Raw -739611.232471 + Penalty 3099.142762 = -736512.089710 nChanged 6176 SP:Iteration 1F (2132.563177 sec): 3 clusters Score: Raw -742910.447333 + Penalty 3099.142762 = -739811.304571 nChanged 784 SP:Iteration 2F (2132.624377 sec): 3 clusters Score: Raw -743210.983789 + Penalty 3099.142762 = -740111.841028 nChanged 677 SP:Iteration 3Q (2132.695829 sec): 3 clusters Score: Raw -743485.273838 + Penalty 3099.142762 = -740386.131076 nChanged 624 SP:Iteration 4Q (2132.773219 sec): 3 clusters Score: Raw -743737.150852 + Penalty 3099.142762 = -740638.008090 nChanged 568 SP:Iteration 5Q (2132.828041 sec): 3 clusters Score: Raw -743952.738400 + Penalty 3099.142762 = -740853.595638 nChanged 522 SP:Iteration 6Q (2132.892260 sec): 3 clusters Score: Raw -744159.969972 + Penalty 3099.142762 = -741060.827210 nChanged 527 SP:Iteration 7Q (2132.957609 sec): 3 clusters Score: Raw -744364.006031 + Penalty 3099.142762 = -741264.863270 nChanged 517 SP:Iteration 8Q (2133.036422 sec): 3 clusters Score: Raw -744597.796159 + Penalty 3099.142762 = -741498.653397 nChanged 546 SP:Iteration 9Q (2133.097701 sec): 3 clusters Score: Raw -744855.011166 + Penalty 3099.142762 = -741755.868404 nChanged 551 SP:Iteration 10Q (2133.160433 sec): 3 clusters Score: Raw -745158.723916 + Penalty 3099.142762 = -742059.581155 nChanged 562 SP:Iteration 11Q (2133.228144 sec): 3 clusters Score: Raw -745499.599855 + Penalty 3099.142762 = -742400.457093 nChanged 582 SP:Iteration 12Q (2133.283175 sec): 3 clusters Score: Raw -745837.918513 + Penalty 3099.142762 = -742738.775751 nChanged 523 SP:Iteration 13Q (2133.359606 sec): 3 clusters Score: Raw -746117.040054 + Penalty 3099.142762 = -743017.897292 nChanged 454 SP:Iteration 14Q (2133.414758 sec): 3 clusters Score: Raw -746336.920478 + Penalty 3099.142762 = -743237.777716 nChanged 399 SP:Iteration 15Q (2133.485187 sec): 3 clusters Score: Raw -746522.389618 + Penalty 3099.142762 = -743423.246857 nChanged 339 SP:Iteration 16Q (2133.554542 sec): 3 clusters Score: Raw -746677.962804 + Penalty 3099.142762 = -743578.820042 nChanged 308 SP:Iteration 17Q (2133.613801 sec): 3 clusters Score: Raw -746817.671999 + Penalty 3099.142762 = -743718.529238 nChanged 283 SP:Iteration 18Q (2133.684426 sec): 3 clusters Score: Raw -746962.179744 + Penalty 3099.142762 = -743863.036983 nChanged 284 SP:Iteration 19Q (2133.736570 sec): 3 clusters Score: Raw -747107.421357 + Penalty 3099.142762 = -744008.278595 nChanged 281 SP:Iteration 20F (2133.812413 sec): 3 clusters Score: Raw -747272.330898 + Penalty 3099.142762 = -744173.188136 nChanged 302 SP:Iteration 21Q (2133.878530 sec): 3 clusters Score: Raw -747445.962349 + Penalty 3099.142762 = -744346.819587 nChanged 291 SP:Iteration 22Q (2133.936067 sec): 3 clusters Score: Raw -747594.900385 + Penalty 3099.142762 = -744495.757623 nChanged 262 SP:Iteration 23Q (2133.997454 sec): 3 clusters Score: Raw -747720.935382 + Penalty 3099.142762 = -744621.792621 nChanged 251 SP:Iteration 24Q (2134.066497 sec): 3 clusters Score: Raw -747847.057013 + Penalty 3099.142762 = -744747.914251 nChanged 258 SP:Iteration 25Q (2134.127119 sec): 3 clusters Score: Raw -747985.056802 + Penalty 3099.142762 = -744885.914040 nChanged 244 SP:Iteration 26Q (2134.184039 sec): 3 clusters Score: Raw -748107.200772 + Penalty 3099.142762 = -745008.058010 nChanged 240 SP:Iteration 27Q (2134.245874 sec): 3 clusters Score: Raw -748214.926906 + Penalty 3099.142762 = -745115.784144 nChanged 208 SP:Iteration 28Q (2134.315074 sec): 3 clusters Score: Raw -748292.498672 + Penalty 3099.142762 = -745193.355911 nChanged 167 SP:Iteration 29Q (2134.373176 sec): 3 clusters Score: Raw -748342.463979 + Penalty 3099.142762 = -745243.321218 nChanged 148 SP:Iteration 30Q (2134.446877 sec): 3 clusters Score: Raw -748380.978758 + Penalty 3099.142762 = -745281.835997 nChanged 128 SP:Iteration 31Q (2134.500697 sec): 3 clusters Score: Raw -748410.359549 + Penalty 3099.142762 = -745311.216788 nChanged 105 SP:Iteration 32Q (2134.554542 sec): 3 clusters Score: Raw -748437.282489 + Penalty 3099.142762 = -745338.139728 nChanged 108 SP:Iteration 33Q (2134.630899 sec): 3 clusters Score: Raw -748460.199211 + Penalty 3099.142762 = -745361.056449 nChanged 87 SP:Iteration 34Q (2134.686827 sec): 3 clusters Score: Raw -748478.584865 + Penalty 3099.142762 = -745379.442103 nChanged 81 SP:Iteration 35Q (2134.744830 sec): 3 clusters Score: Raw -748494.553152 + Penalty 3099.142762 = -745395.410390 nChanged 76 SP:Iteration 36Q (2134.797494 sec): 3 clusters Score: Raw -748510.023811 + Penalty 3099.142762 = -745410.881049 nChanged 71 SP:Iteration 37Q (2134.860718 sec): 3 clusters Score: Raw -748524.964899 + Penalty 3099.142762 = -745425.822137 nChanged 82 SP:Iteration 38Q (2134.938765 sec): 3 clusters Score: Raw -748541.851654 + Penalty 3099.142762 = -745442.708893 nChanged 86 SP:Iteration 39Q (2134.997806 sec): 3 clusters Score: Raw -748561.965497 + Penalty 3099.142762 = -745462.822736 nChanged 90 SP:Iteration 40F (2135.070965 sec): 3 clusters Score: Raw -748588.812474 + Penalty 3099.142762 = -745489.669713 nChanged 85 SP:Iteration 41Q (2135.128363 sec): 3 clusters Score: Raw -748607.573489 + Penalty 3099.142762 = -745508.430727 nChanged 87 SP:Iteration 42Q (2135.187979 sec): 3 clusters Score: Raw -748630.795108 + Penalty 3099.142762 = -745531.652347 nChanged 92 SP:Iteration 43Q (2135.247336 sec): 3 clusters Score: Raw -748650.480099 + Penalty 3099.142762 = -745551.337337 nChanged 84 SP:Iteration 44Q (2135.315728 sec): 3 clusters Score: Raw -748668.382062 + Penalty 3099.142762 = -745569.239300 nChanged 74 SP:Iteration 45Q (2135.382533 sec): 3 clusters Score: Raw -748682.670347 + Penalty 3099.142762 = -745583.527585 nChanged 85 SP:Iteration 46Q (2135.447025 sec): 3 clusters Score: Raw -748700.021100 + Penalty 3099.142762 = -745600.878338 nChanged 64 SP:Iteration 47Q (2135.504326 sec): 3 clusters Score: Raw -748710.720023 + Penalty 3099.142762 = -745611.577262 nChanged 67 SP:Iteration 48Q (2135.576196 sec): 3 clusters Score: Raw -748722.817953 + Penalty 3099.142762 = -745623.675192 nChanged 59 SP:Iteration 49Q (2135.635081 sec): 3 clusters Score: Raw -748731.860445 + Penalty 3099.142762 = -745632.717683 nChanged 47 SP:Iteration 50Q (2135.702151 sec): 3 clusters Score: Raw -748738.694296 + Penalty 3099.142762 = -745639.551535 nChanged 49 SP:Iteration 51Q (2135.764917 sec): 3 clusters Score: Raw -748745.975831 + Penalty 3099.142762 = -745646.833070 nChanged 45 SP:Iteration 52Q (2135.830184 sec): 3 clusters Score: Raw -748753.062659 + Penalty 3099.142762 = -745653.919897 nChanged 41 SP:Iteration 53Q (2135.902319 sec): 3 clusters Score: Raw -748759.776055 + Penalty 3099.142762 = -745660.633294 nChanged 49 SP:Iteration 54Q (2135.956183 sec): 3 clusters Score: Raw -748767.821906 + Penalty 3099.142762 = -745668.679144 nChanged 54 SP:Iteration 55Q (2136.015057 sec): 3 clusters Score: Raw -748778.055183 + Penalty 3099.142762 = -745678.912422 nChanged 64 SP:Iteration 56Q (2136.077453 sec): 3 clusters Score: Raw -748790.814764 + Penalty 3099.142762 = -745691.672003 nChanged 69 SP:Iteration 57Q (2136.142048 sec): 3 clusters Score: Raw -748803.568767 + Penalty 3099.142762 = -745704.426006 nChanged 58 SP:Iteration 58Q (2136.208312 sec): 3 clusters Score: Raw -748812.773616 + Penalty 3099.142762 = -745713.630855 nChanged 51 SP:Iteration 59Q (2136.273081 sec): 3 clusters Score: Raw -748821.994883 + Penalty 3099.142762 = -745722.852122 nChanged 51 SP:Iteration 60F (2136.338839 sec): 3 clusters Score: Raw -748831.121698 + Penalty 3099.142762 = -745731.978937 nChanged 58 SP:Iteration 61Q (2136.399226 sec): 3 clusters Score: Raw -748842.214166 + Penalty 3099.142762 = -745743.071404 nChanged 51 SP:Iteration 62Q (2136.463372 sec): 3 clusters Score: Raw -748852.463925 + Penalty 3099.142762 = -745753.321163 nChanged 57 SP:Iteration 63Q (2136.528873 sec): 3 clusters Score: Raw -748863.213417 + Penalty 3099.142762 = -745764.070656 nChanged 54 SP:Iteration 64Q (2136.594157 sec): 3 clusters Score: Raw -748874.951087 + Penalty 3099.142762 = -745775.808325 nChanged 60 SP:Iteration 65Q (2136.670942 sec): 3 clusters Score: Raw -748887.879576 + Penalty 3099.142762 = -745788.736814 nChanged 79 SP:Iteration 66Q (2136.739931 sec): 3 clusters Score: Raw -748903.248250 + Penalty 3099.142762 = -745804.105488 nChanged 70 SP:Iteration 67Q (2136.795752 sec): 3 clusters Score: Raw -748915.449541 + Penalty 3099.142762 = -745816.306780 nChanged 60 SP:Iteration 68Q (2136.860647 sec): 3 clusters Score: Raw -748924.987735 + Penalty 3099.142762 = -745825.844974 nChanged 47 SP:Iteration 69Q (2136.915968 sec): 3 clusters Score: Raw -748932.753926 + Penalty 3099.142762 = -745833.611165 nChanged 44 SP:Iteration 70Q (2136.986405 sec): 3 clusters Score: Raw -748940.862231 + Penalty 3099.142762 = -745841.719470 nChanged 44 SP:Iteration 71Q (2137.059536 sec): 3 clusters Score: Raw -748948.106274 + Penalty 3099.142762 = -745848.963513 nChanged 38 SP:Iteration 72Q (2137.119706 sec): 3 clusters Score: Raw -748953.164840 + Penalty 3099.142762 = -745854.022078 nChanged 37 SP:Iteration 73Q (2137.195100 sec): 3 clusters Score: Raw -748958.388242 + Penalty 3099.142762 = -745859.245480 nChanged 31 SP:Iteration 74Q (2137.261468 sec): 3 clusters Score: Raw -748963.205163 + Penalty 3099.142762 = -745864.062402 nChanged 36 SP:Iteration 75Q (2137.323119 sec): 3 clusters Score: Raw -748968.093238 + Penalty 3099.142762 = -745868.950476 nChanged 24 SP:Iteration 76Q (2137.393777 sec): 3 clusters Score: Raw -748971.638879 + Penalty 3099.142762 = -745872.496118 nChanged 19 SP:Iteration 77Q (2137.461744 sec): 3 clusters Score: Raw -748974.436834 + Penalty 3099.142762 = -745875.294073 nChanged 19 SP:Iteration 78Q (2137.531104 sec): 3 clusters Score: Raw -748976.697597 + Penalty 3099.142762 = -745877.554835 nChanged 19 SP:Iteration 79Q (2137.586733 sec): 3 clusters Score: Raw -748979.137849 + Penalty 3099.142762 = -745879.995088 nChanged 21 SP:Iteration 80F (2137.664906 sec): 3 clusters Score: Raw -748982.433355 + Penalty 3099.142762 = -745883.290594 nChanged 28 SP:Iteration 81Q (2137.724832 sec): 3 clusters Score: Raw -748986.674892 + Penalty 3099.142762 = -745887.532130 nChanged 22 SP:Iteration 82Q (2137.781803 sec): 3 clusters Score: Raw -748989.787027 + Penalty 3099.142762 = -745890.644266 nChanged 29 SP:Iteration 83Q (2137.845162 sec): 3 clusters Score: Raw -748993.217320 + Penalty 3099.142762 = -745894.074558 nChanged 19 SP:Iteration 84Q (2137.911929 sec): 3 clusters Score: Raw -748995.686128 + Penalty 3099.142762 = -745896.543367 nChanged 20 SP:Iteration 85Q (2137.976767 sec): 3 clusters Score: Raw -748997.785561 + Penalty 3099.142762 = -745898.642799 nChanged 22 SP:Iteration 86Q (2138.038751 sec): 3 clusters Score: Raw -748999.606289 + Penalty 3099.142762 = -745900.463527 nChanged 14 SP:Iteration 87Q (2138.102441 sec): 3 clusters Score: Raw -749000.943364 + Penalty 3099.142762 = -745901.800602 nChanged 16 SP:Iteration 88Q (2138.173961 sec): 3 clusters Score: Raw -749002.748373 + Penalty 3099.142762 = -745903.605612 nChanged 22 SP:Iteration 89Q (2138.225766 sec): 3 clusters Score: Raw -749005.181322 + Penalty 3099.142762 = -745906.038560 nChanged 13 SP:Iteration 90Q (2138.279395 sec): 3 clusters Score: Raw -749006.416941 + Penalty 3099.142762 = -745907.274180 nChanged 11 SP:Iteration 91Q (2138.342649 sec): 3 clusters Score: Raw -749007.306817 + Penalty 3099.142762 = -745908.164055 nChanged 10 SP:Iteration 92Q (2138.404785 sec): 3 clusters Score: Raw -749007.908568 + Penalty 3099.142762 = -745908.765806 nChanged 7 SP:Iteration 93Q (2138.481616 sec): 3 clusters Score: Raw -749008.513837 + Penalty 3099.142762 = -745909.371075 nChanged 4 SP:Iteration 94Q (2138.545106 sec): 3 clusters Score: Raw -749008.762794 + Penalty 3099.142762 = -745909.620032 nChanged 4 SP:Iteration 95Q (2138.613349 sec): 3 clusters Score: Raw -749009.099280 + Penalty 3099.142762 = -745909.956518 nChanged 4 SP:Iteration 96Q (2138.668239 sec): 3 clusters Score: Raw -749009.355042 + Penalty 3099.142762 = -745910.212281 nChanged 6 SP:Iteration 97Q (2138.738033 sec): 3 clusters Score: Raw -749009.621925 + Penalty 3099.142762 = -745910.479163 nChanged 4 SP:Iteration 98Q (2138.798952 sec): 3 clusters Score: Raw -749009.872127 + Penalty 3099.142762 = -745910.729366 nChanged 1 SP:Iteration 99Q (2138.863179 sec): 3 clusters Score: Raw -749009.927517 + Penalty 3099.142762 = -745910.784755 nChanged 1 SP:Iteration 100F (2138.927036 sec): 3 clusters Score: Raw -749009.957372 + Penalty 3099.142762 = -745910.814611 nChanged 1 SP:Iteration 101Q (2138.994245 sec): 3 clusters Score: Raw -749010.047800 + Penalty 3099.142762 = -745910.905038 nChanged 1 SP:Iteration 102Q (2139.073260 sec): 3 clusters Score: Raw -749010.190355 + Penalty 3099.142762 = -745911.047593 nChanged 3 SP:Iteration 103Q (2139.135119 sec): 3 clusters Score: Raw -749010.435552 + Penalty 3099.142762 = -745911.292790 nChanged 4 SP:Iteration 104Q (2139.195544 sec): 3 clusters Score: Raw -749011.328338 + Penalty 3099.142762 = -745912.185576 nChanged 4 SP:Iteration 105Q (2139.259030 sec): 3 clusters Score: Raw -749011.756243 + Penalty 3099.142762 = -745912.613481 nChanged 3 SP:Iteration 106Q (2139.337126 sec): 3 clusters Score: Raw -749011.933104 + Penalty 3099.142762 = -745912.790343 nChanged 3 SP:Iteration 107Q (2139.390090 sec): 3 clusters Score: Raw -749012.055615 + Penalty 3099.142762 = -745912.912853 nChanged 2 SP:Iteration 108Q (2139.461076 sec): 3 clusters Score: Raw -749012.296695 + Penalty 3099.142762 = -745913.153933 nChanged 2 SP:Iteration 109Q (2139.520359 sec): 3 clusters Score: Raw -749012.487677 + Penalty 3099.142762 = -745913.344915 nChanged 2 SP:Iteration 110Q (2139.595429 sec): 3 clusters Score: Raw -749012.674019 + Penalty 3099.142762 = -745913.531258 nChanged 1 SP:Iteration 111Q (2139.652565 sec): 3 clusters Score: Raw -749012.850114 + Penalty 3099.142762 = -745913.707352 nChanged 5 SP:Iteration 112Q (2139.722185 sec): 3 clusters Score: Raw -749013.499274 + Penalty 3099.142762 = -745914.356513 nChanged 8 SP:Iteration 113Q (2139.787214 sec): 3 clusters Score: Raw -749014.220476 + Penalty 3099.142762 = -745915.077715 nChanged 6 SP:Iteration 114Q (2139.855140 sec): 3 clusters Score: Raw -749014.779713 + Penalty 3099.142762 = -745915.636952 nChanged 6 SP:Iteration 115Q (2139.914941 sec): 3 clusters Score: Raw -749015.236294 + Penalty 3099.142762 = -745916.093532 nChanged 3 SP:Iteration 116Q (2139.977549 sec): 3 clusters Score: Raw -749015.477887 + Penalty 3099.142762 = -745916.335125 nChanged 2 SP:Iteration 117Q (2140.043582 sec): 3 clusters Score: Raw -749015.682270 + Penalty 3099.142762 = -745916.539508 nChanged 5 SP:Iteration 118Q (2140.113911 sec): 3 clusters Score: Raw -749015.998894 + Penalty 3099.142762 = -745916.856133 nChanged 2 SP:Iteration 119Q (2140.174625 sec): 3 clusters Score: Raw -749016.140981 + Penalty 3099.142762 = -745916.998219 nChanged 1 SP:Iteration 120F (2140.236950 sec): 3 clusters Score: Raw -749016.354775 + Penalty 3099.142762 = -745917.212013 nChanged 2 SP:Iteration 121Q (2140.308260 sec): 3 clusters Score: Raw -749016.423169 + Penalty 3099.142762 = -745917.280407 nChanged 0 SP:Iteration 122F (2140.370717 sec): 3 clusters Score: Raw -749016.423169 + Penalty 3099.142762 = -745917.280407 nChanged 0 Trying to split cluster 22 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2140.392569 sec): 2 clusters Score: Raw -51021.790251 + Penalty 1119.227293 = -49902.562958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2140.448939 sec): 3 clusters Score: Raw -50696.735575 + Penalty 2238.454586 = -48458.280990 nChanged 284 SP:Iteration 1F (2140.481154 sec): 3 clusters Score: Raw -50925.628561 + Penalty 2238.454586 = -48687.173975 nChanged 66 SP:Iteration 2F (2140.524762 sec): 3 clusters Score: Raw -50999.618506 + Penalty 2238.454586 = -48761.163920 nChanged 39 SP:Iteration 3Q (2140.567144 sec): 3 clusters Score: Raw -51040.967118 + Penalty 2238.454586 = -48802.512532 nChanged 21 SP:Iteration 4Q (2140.612094 sec): 3 clusters Score: Raw -51062.445166 + Penalty 2238.454586 = -48823.990580 nChanged 19 SP:Iteration 5Q (2140.643067 sec): 3 clusters Score: Raw -51085.321833 + Penalty 2238.454586 = -48846.867247 nChanged 19 SP:Iteration 6Q (2140.695645 sec): 3 clusters Score: Raw -51102.986714 + Penalty 2238.454586 = -48864.532128 nChanged 12 SP:Iteration 7Q (2140.731076 sec): 3 clusters Score: Raw -51111.816682 + Penalty 2238.454586 = -48873.362096 nChanged 6 SP:Iteration 8Q (2140.781141 sec): 3 clusters Score: Raw -51116.321950 + Penalty 2238.454586 = -48877.867365 nChanged 6 SP:Iteration 9Q (2140.813898 sec): 3 clusters Score: Raw -51122.137834 + Penalty 2238.454586 = -48883.683248 nChanged 8 SP:Iteration 10Q (2140.853521 sec): 3 clusters Score: Raw -51128.334813 + Penalty 2238.454586 = -48889.880227 nChanged 8 SP:Iteration 11Q (2140.899506 sec): 3 clusters Score: Raw -51135.793326 + Penalty 2238.454586 = -48897.338740 nChanged 5 SP:Iteration 12Q (2140.938439 sec): 3 clusters Score: Raw -51141.321840 + Penalty 2238.454586 = -48902.867254 nChanged 4 SP:Iteration 13Q (2140.980054 sec): 3 clusters Score: Raw -51146.257047 + Penalty 2238.454586 = -48907.802461 nChanged 5 SP:Iteration 14Q (2141.021525 sec): 3 clusters Score: Raw -51150.011659 + Penalty 2238.454586 = -48911.557073 nChanged 1 SP:Iteration 15Q (2141.059910 sec): 3 clusters Score: Raw -51152.157263 + Penalty 2238.454586 = -48913.702678 nChanged 1 SP:Iteration 16Q (2141.092577 sec): 3 clusters Score: Raw -51153.467402 + Penalty 2238.454586 = -48915.012816 nChanged 1 SP:Iteration 17Q (2141.140161 sec): 3 clusters Score: Raw -51154.217084 + Penalty 2238.454586 = -48915.762498 nChanged 0 SP:Iteration 18F (2141.175982 sec): 3 clusters Score: Raw -51154.217084 + Penalty 2238.454586 = -48915.762498 nChanged 0 Trying to split cluster 23 (5597 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2141.206675 sec): 2 clusters Score: Raw -309518.257928 + Penalty 1402.372728 = -308115.885200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2141.259050 sec): 3 clusters Score: Raw -306537.470292 + Penalty 2804.745456 = -303732.724836 nChanged 2286 SP:Iteration 1F (2141.309970 sec): 3 clusters Score: Raw -307909.899444 + Penalty 2804.745456 = -305105.153988 nChanged 437 SP:Iteration 2F (2141.356591 sec): 3 clusters Score: Raw -308243.720443 + Penalty 2804.745456 = -305438.974987 nChanged 426 SP:Iteration 3F (2141.413877 sec): 3 clusters Score: Raw -308651.505309 + Penalty 2804.745456 = -305846.759853 nChanged 427 SP:Iteration 4F (2141.453501 sec): 3 clusters Score: Raw -309172.070008 + Penalty 2804.745456 = -306367.324552 nChanged 432 SP:Iteration 5F (2141.513896 sec): 3 clusters Score: Raw -309767.481189 + Penalty 2804.745456 = -306962.735733 nChanged 383 SP:Iteration 6F (2141.567001 sec): 3 clusters Score: Raw -310290.222325 + Penalty 2804.745456 = -307485.476869 nChanged 300 SP:Iteration 7F (2141.615934 sec): 3 clusters Score: Raw -310570.352343 + Penalty 2804.745456 = -307765.606887 nChanged 172 SP:Iteration 8Q (2141.668569 sec): 3 clusters Score: Raw -310684.187356 + Penalty 2804.745456 = -307879.441900 nChanged 111 SP:Iteration 9Q (2141.728257 sec): 3 clusters Score: Raw -310746.913327 + Penalty 2804.745456 = -307942.167871 nChanged 70 SP:Iteration 10Q (2141.774268 sec): 3 clusters Score: Raw -310777.396561 + Penalty 2804.745456 = -307972.651105 nChanged 39 SP:Iteration 11Q (2141.815368 sec): 3 clusters Score: Raw -310789.778527 + Penalty 2804.745456 = -307985.033071 nChanged 27 SP:Iteration 12Q (2141.855235 sec): 3 clusters Score: Raw -310797.131623 + Penalty 2804.745456 = -307992.386167 nChanged 30 SP:Iteration 13Q (2141.900171 sec): 3 clusters Score: Raw -310804.852246 + Penalty 2804.745456 = -308000.106790 nChanged 19 SP:Iteration 14Q (2141.959968 sec): 3 clusters Score: Raw -310809.462966 + Penalty 2804.745456 = -308004.717510 nChanged 14 SP:Iteration 15Q (2142.006694 sec): 3 clusters Score: Raw -310813.549675 + Penalty 2804.745456 = -308008.804218 nChanged 13 SP:Iteration 16Q (2142.052798 sec): 3 clusters Score: Raw -310816.415966 + Penalty 2804.745456 = -308011.670510 nChanged 9 SP:Iteration 17Q (2142.099173 sec): 3 clusters Score: Raw -310818.412850 + Penalty 2804.745456 = -308013.667394 nChanged 8 SP:Iteration 18Q (2142.147914 sec): 3 clusters Score: Raw -310819.728793 + Penalty 2804.745456 = -308014.983337 nChanged 7 SP:Iteration 19Q (2142.194896 sec): 3 clusters Score: Raw -310821.277974 + Penalty 2804.745456 = -308016.532518 nChanged 4 SP:Iteration 20F (2142.257802 sec): 3 clusters Score: Raw -310822.067161 + Penalty 2804.745456 = -308017.321705 nChanged 6 SP:Iteration 21Q (2142.309228 sec): 3 clusters Score: Raw -310823.684508 + Penalty 2804.745456 = -308018.939052 nChanged 3 SP:Iteration 22Q (2142.362446 sec): 3 clusters Score: Raw -310824.312821 + Penalty 2804.745456 = -308019.567365 nChanged 3 SP:Iteration 23Q (2142.399309 sec): 3 clusters Score: Raw -310824.816608 + Penalty 2804.745456 = -308020.071151 nChanged 1 SP:Iteration 24Q (2142.452034 sec): 3 clusters Score: Raw -310824.861811 + Penalty 2804.745456 = -308020.116355 nChanged 2 SP:Iteration 25Q (2142.504549 sec): 3 clusters Score: Raw -310825.056392 + Penalty 2804.745456 = -308020.310936 nChanged 0 SP:Iteration 26F (2142.560930 sec): 3 clusters Score: Raw -310825.056392 + Penalty 2804.745456 = -308020.310936 nChanged 0 Trying to split cluster 24 (4057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2142.587957 sec): 2 clusters Score: Raw -176134.144066 + Penalty 1350.082348 = -174784.061719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2142.637818 sec): 3 clusters Score: Raw -174107.158550 + Penalty 2700.164696 = -171406.993855 nChanged 1614 SP:Iteration 1F (2142.676228 sec): 3 clusters Score: Raw -175218.130949 + Penalty 2700.164696 = -172517.966254 nChanged 414 SP:Iteration 2F (2142.724837 sec): 3 clusters Score: Raw -175626.810869 + Penalty 2700.164696 = -172926.646173 nChanged 325 SP:Iteration 3F (2142.775016 sec): 3 clusters Score: Raw -175926.961192 + Penalty 2700.164696 = -173226.796497 nChanged 270 SP:Iteration 4F (2142.828632 sec): 3 clusters Score: Raw -176191.691218 + Penalty 2700.164696 = -173491.526522 nChanged 218 SP:Iteration 5F (2142.870243 sec): 3 clusters Score: Raw -176380.207168 + Penalty 2700.164696 = -173680.042472 nChanged 178 SP:Iteration 6Q (2142.915725 sec): 3 clusters Score: Raw -176536.996713 + Penalty 2700.164696 = -173836.832018 nChanged 147 SP:Iteration 7Q (2142.972682 sec): 3 clusters Score: Raw -176671.188695 + Penalty 2700.164696 = -173971.024000 nChanged 125 SP:Iteration 8Q (2143.012827 sec): 3 clusters Score: Raw -176784.918455 + Penalty 2700.164696 = -174084.753760 nChanged 100 SP:Iteration 9Q (2143.065252 sec): 3 clusters Score: Raw -176888.763188 + Penalty 2700.164696 = -174188.598493 nChanged 102 SP:Iteration 10Q (2143.116095 sec): 3 clusters Score: Raw -176991.744041 + Penalty 2700.164696 = -174291.579345 nChanged 79 SP:Iteration 11Q (2143.170487 sec): 3 clusters Score: Raw -177041.879917 + Penalty 2700.164696 = -174341.715221 nChanged 43 SP:Iteration 12Q (2143.195188 sec): 3 clusters Score: Raw -177064.189943 + Penalty 2700.164696 = -174364.025247 nChanged 37 SP:Iteration 13Q (2143.214949 sec): 3 clusters Score: Raw -177083.270694 + Penalty 2700.164696 = -174383.105998 nChanged 28 SP:Iteration 14Q (2143.273968 sec): 3 clusters Score: Raw -177102.032501 + Penalty 2700.164696 = -174401.867806 nChanged 33 SP:Iteration 15Q (2143.317336 sec): 3 clusters Score: Raw -177121.470997 + Penalty 2700.164696 = -174421.306302 nChanged 27 SP:Iteration 16Q (2143.354842 sec): 3 clusters Score: Raw -177135.274264 + Penalty 2700.164696 = -174435.109569 nChanged 15 SP:Iteration 17Q (2143.392953 sec): 3 clusters Score: Raw -177142.361738 + Penalty 2700.164696 = -174442.197042 nChanged 9 SP:Iteration 18Q (2143.441725 sec): 3 clusters Score: Raw -177146.315420 + Penalty 2700.164696 = -174446.150725 nChanged 4 SP:Iteration 19Q (2143.493195 sec): 3 clusters Score: Raw -177149.350146 + Penalty 2700.164696 = -174449.185450 nChanged 9 SP:Iteration 20F (2143.544947 sec): 3 clusters Score: Raw -177151.926767 + Penalty 2700.164696 = -174451.762071 nChanged 1 SP:Iteration 21Q (2143.600451 sec): 3 clusters Score: Raw -177152.138851 + Penalty 2700.164696 = -174451.974155 nChanged 1 SP:Iteration 22Q (2143.649044 sec): 3 clusters Score: Raw -177152.262767 + Penalty 2700.164696 = -174452.098072 nChanged 0 SP:Iteration 23F (2143.692679 sec): 3 clusters Score: Raw -177152.262767 + Penalty 2700.164696 = -174452.098072 nChanged 0 Trying to split cluster 25 (948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2143.705939 sec): 2 clusters Score: Raw -45756.318247 + Penalty 1113.832607 = -44642.485640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2143.753605 sec): 3 clusters Score: Raw -45559.165716 + Penalty 2227.665213 = -43331.500503 nChanged 292 SP:Iteration 1F (2143.800749 sec): 3 clusters Score: Raw -45864.893432 + Penalty 2227.665213 = -43637.228219 nChanged 69 SP:Iteration 2F (2143.849236 sec): 3 clusters Score: Raw -45993.505827 + Penalty 2227.665213 = -43765.840614 nChanged 67 SP:Iteration 3F (2143.892782 sec): 3 clusters Score: Raw -46126.978131 + Penalty 2227.665213 = -43899.312918 nChanged 50 SP:Iteration 4F (2143.939653 sec): 3 clusters Score: Raw -46237.129452 + Penalty 2227.665213 = -44009.464239 nChanged 41 SP:Iteration 5Q (2143.980870 sec): 3 clusters Score: Raw -46321.905018 + Penalty 2227.665213 = -44094.239805 nChanged 32 SP:Iteration 6Q (2144.015378 sec): 3 clusters Score: Raw -46395.529390 + Penalty 2227.665213 = -44167.864177 nChanged 29 SP:Iteration 7Q (2144.065124 sec): 3 clusters Score: Raw -46463.066143 + Penalty 2227.665213 = -44235.400929 nChanged 28 SP:Iteration 8Q (2144.100990 sec): 3 clusters Score: Raw -46533.518282 + Penalty 2227.665213 = -44305.853069 nChanged 23 SP:Iteration 9Q (2144.141551 sec): 3 clusters Score: Raw -46583.663340 + Penalty 2227.665213 = -44355.998127 nChanged 17 SP:Iteration 10Q (2144.175098 sec): 3 clusters Score: Raw -46620.243610 + Penalty 2227.665213 = -44392.578396 nChanged 23 SP:Iteration 11Q (2144.220715 sec): 3 clusters Score: Raw -46723.496123 + Penalty 2227.665213 = -44495.830910 nChanged 24 SP:Iteration 12Q (2144.244568 sec): 3 clusters Score: Raw -46774.993305 + Penalty 2227.665213 = -44547.328092 nChanged 20 SP:Iteration 13Q (2144.281105 sec): 3 clusters Score: Raw -46796.762257 + Penalty 2227.665213 = -44569.097044 nChanged 18 SP:Iteration 14Q (2144.319627 sec): 3 clusters Score: Raw -46828.940179 + Penalty 2227.665213 = -44601.274966 nChanged 14 SP:Iteration 15Q (2144.366789 sec): 3 clusters Score: Raw -46851.569346 + Penalty 2227.665213 = -44623.904133 nChanged 14 SP:Iteration 16Q (2144.405534 sec): 3 clusters Score: Raw -46870.042389 + Penalty 2227.665213 = -44642.377176 nChanged 8 SP:Iteration 17Q (2144.458103 sec): 3 clusters Score: Raw -46880.040655 + Penalty 2227.665213 = -44652.375442 nChanged 4 SP:Iteration 18Q (2144.497179 sec): 3 clusters Score: Raw -46888.575961 + Penalty 2227.665213 = -44660.910747 nChanged 8 SP:Iteration 19Q (2144.548445 sec): 3 clusters Score: Raw -46900.447866 + Penalty 2227.665213 = -44672.782652 nChanged 5 SP:Iteration 20F (2144.580462 sec): 3 clusters Score: Raw -46913.545923 + Penalty 2227.665213 = -44685.880709 nChanged 8 SP:Iteration 21Q (2144.622052 sec): 3 clusters Score: Raw -46923.225993 + Penalty 2227.665213 = -44695.560780 nChanged 4 SP:Iteration 22Q (2144.671655 sec): 3 clusters Score: Raw -46926.637963 + Penalty 2227.665213 = -44698.972749 nChanged 2 SP:Iteration 23Q (2144.717093 sec): 3 clusters Score: Raw -46929.057644 + Penalty 2227.665213 = -44701.392431 nChanged 1 SP:Iteration 24Q (2144.763248 sec): 3 clusters Score: Raw -46929.744868 + Penalty 2227.665213 = -44702.079655 nChanged 1 SP:Iteration 25Q (2144.804828 sec): 3 clusters Score: Raw -46930.758404 + Penalty 2227.665213 = -44703.093190 nChanged 2 SP:Iteration 26Q (2144.846058 sec): 3 clusters Score: Raw -46936.867810 + Penalty 2227.665213 = -44709.202597 nChanged 5 SP:Iteration 27Q (2144.890811 sec): 3 clusters Score: Raw -46942.360074 + Penalty 2227.665213 = -44714.694861 nChanged 2 SP:Iteration 28Q (2144.896063 sec): 3 clusters Score: Raw -46944.276709 + Penalty 2227.665213 = -44716.611496 nChanged 1 SP:Iteration 29Q (2144.902272 sec): 3 clusters Score: Raw -46944.693583 + Penalty 2227.665213 = -44717.028370 nChanged 1 SP:Iteration 30Q (2144.907135 sec): 3 clusters Score: Raw -46946.472848 + Penalty 2227.665213 = -44718.807635 nChanged 0 SP:Iteration 31F (2144.912226 sec): 3 clusters Score: Raw -46946.472848 + Penalty 2227.665213 = -44718.807635 nChanged 0 Score: Raw -12078281.973026 + Penalty 88719.249868 = -11989562.723158 Splitting cluster 25 changes total score from -11990377.775300 to -11989562.723158 So it's not getting split. Trying to split cluster 26 (5375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2152.055895 sec): 2 clusters Score: Raw -277893.204806 + Penalty 1395.796001 = -276497.408805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2152.103106 sec): 3 clusters Score: Raw -275092.030631 + Penalty 2791.592002 = -272300.438629 nChanged 2223 SP:Iteration 1F (2152.165657 sec): 3 clusters Score: Raw -276363.003660 + Penalty 2791.592002 = -273571.411658 nChanged 391 SP:Iteration 2F (2152.215884 sec): 3 clusters Score: Raw -276572.126528 + Penalty 2791.592002 = -273780.534526 nChanged 275 SP:Iteration 3F (2152.268782 sec): 3 clusters Score: Raw -276719.278357 + Penalty 2791.592002 = -273927.686355 nChanged 223 SP:Iteration 4Q (2152.320171 sec): 3 clusters Score: Raw -276843.345223 + Penalty 2791.592002 = -274051.753221 nChanged 216 SP:Iteration 5Q (2152.372951 sec): 3 clusters Score: Raw -276959.129025 + Penalty 2791.592002 = -274167.537023 nChanged 187 SP:Iteration 6Q (2152.425207 sec): 3 clusters Score: Raw -277054.625726 + Penalty 2791.592002 = -274263.033724 nChanged 180 SP:Iteration 7Q (2152.463702 sec): 3 clusters Score: Raw -277141.322171 + Penalty 2791.592002 = -274349.730169 nChanged 176 SP:Iteration 8Q (2152.511888 sec): 3 clusters Score: Raw -277232.347680 + Penalty 2791.592002 = -274440.755678 nChanged 185 SP:Iteration 9Q (2152.580734 sec): 3 clusters Score: Raw -277339.882142 + Penalty 2791.592002 = -274548.290140 nChanged 211 SP:Iteration 10Q (2152.637094 sec): 3 clusters Score: Raw -277476.642719 + Penalty 2791.592002 = -274685.050717 nChanged 209 SP:Iteration 11Q (2152.681386 sec): 3 clusters Score: Raw -277629.051262 + Penalty 2791.592002 = -274837.459259 nChanged 225 SP:Iteration 12Q (2152.740153 sec): 3 clusters Score: Raw -277809.691352 + Penalty 2791.592002 = -275018.099350 nChanged 239 SP:Iteration 13Q (2152.789505 sec): 3 clusters Score: Raw -278009.348920 + Penalty 2791.592002 = -275217.756918 nChanged 216 SP:Iteration 14Q (2152.842942 sec): 3 clusters Score: Raw -278227.776558 + Penalty 2791.592002 = -275436.184556 nChanged 192 SP:Iteration 15Q (2152.900963 sec): 3 clusters Score: Raw -278458.363127 + Penalty 2791.592002 = -275666.771125 nChanged 140 SP:Iteration 16Q (2152.937183 sec): 3 clusters Score: Raw -278617.983943 + Penalty 2791.592002 = -275826.391940 nChanged 131 SP:Iteration 17Q (2152.990414 sec): 3 clusters Score: Raw -278734.182682 + Penalty 2791.592002 = -275942.590680 nChanged 87 SP:Iteration 18Q (2153.044976 sec): 3 clusters Score: Raw -278780.301600 + Penalty 2791.592002 = -275988.709597 nChanged 59 SP:Iteration 19Q (2153.084352 sec): 3 clusters Score: Raw -278806.850447 + Penalty 2791.592002 = -276015.258445 nChanged 36 SP:Iteration 20F (2153.132823 sec): 3 clusters Score: Raw -278822.630472 + Penalty 2791.592002 = -276031.038470 nChanged 23 SP:Iteration 21Q (2153.180687 sec): 3 clusters Score: Raw -278833.020703 + Penalty 2791.592002 = -276041.428701 nChanged 18 SP:Iteration 22Q (2153.237890 sec): 3 clusters Score: Raw -278838.309111 + Penalty 2791.592002 = -276046.717108 nChanged 13 SP:Iteration 23Q (2153.291168 sec): 3 clusters Score: Raw -278842.460563 + Penalty 2791.592002 = -276050.868561 nChanged 16 SP:Iteration 24Q (2153.342386 sec): 3 clusters Score: Raw -278846.733491 + Penalty 2791.592002 = -276055.141489 nChanged 5 SP:Iteration 25Q (2153.393320 sec): 3 clusters Score: Raw -278847.997585 + Penalty 2791.592002 = -276056.405583 nChanged 3 SP:Iteration 26Q (2153.437061 sec): 3 clusters Score: Raw -278848.527214 + Penalty 2791.592002 = -276056.935211 nChanged 3 SP:Iteration 27Q (2153.488444 sec): 3 clusters Score: Raw -278849.632047 + Penalty 2791.592002 = -276058.040044 nChanged 2 SP:Iteration 28Q (2153.536469 sec): 3 clusters Score: Raw -278850.062657 + Penalty 2791.592002 = -276058.470655 nChanged 2 SP:Iteration 29Q (2153.585929 sec): 3 clusters Score: Raw -278850.469400 + Penalty 2791.592002 = -276058.877397 nChanged 0 SP:Iteration 30F (2153.635482 sec): 3 clusters Score: Raw -278850.469400 + Penalty 2791.592002 = -276058.877397 nChanged 0 Trying to split cluster 27 (4059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2153.663974 sec): 2 clusters Score: Raw -178257.488218 + Penalty 1350.162436 = -176907.325781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2153.708499 sec): 3 clusters Score: Raw -176239.125703 + Penalty 2700.324873 = -173538.800830 nChanged 1594 SP:Iteration 1F (2153.756948 sec): 3 clusters Score: Raw -177280.287040 + Penalty 2700.324873 = -174579.962167 nChanged 352 SP:Iteration 2F (2153.791882 sec): 3 clusters Score: Raw -177581.501906 + Penalty 2700.324873 = -174881.177033 nChanged 280 SP:Iteration 3F (2153.835421 sec): 3 clusters Score: Raw -177829.696699 + Penalty 2700.324873 = -175129.371826 nChanged 222 SP:Iteration 4F (2153.891939 sec): 3 clusters Score: Raw -178061.514437 + Penalty 2700.324873 = -175361.189564 nChanged 208 SP:Iteration 5F (2153.937947 sec): 3 clusters Score: Raw -178269.618403 + Penalty 2700.324873 = -175569.293530 nChanged 164 SP:Iteration 6Q (2153.985888 sec): 3 clusters Score: Raw -178442.653368 + Penalty 2700.324873 = -175742.328495 nChanged 143 SP:Iteration 7Q (2154.025709 sec): 3 clusters Score: Raw -178589.737036 + Penalty 2700.324873 = -175889.412163 nChanged 113 SP:Iteration 8Q (2154.074705 sec): 3 clusters Score: Raw -178724.225387 + Penalty 2700.324873 = -176023.900514 nChanged 122 SP:Iteration 9Q (2154.121118 sec): 3 clusters Score: Raw -178841.512692 + Penalty 2700.324873 = -176141.187819 nChanged 98 SP:Iteration 10Q (2154.168024 sec): 3 clusters Score: Raw -178924.662990 + Penalty 2700.324873 = -176224.338117 nChanged 83 SP:Iteration 11Q (2154.222279 sec): 3 clusters Score: Raw -179008.509593 + Penalty 2700.324873 = -176308.184720 nChanged 80 SP:Iteration 12Q (2154.268866 sec): 3 clusters Score: Raw -179084.010423 + Penalty 2700.324873 = -176383.685550 nChanged 78 SP:Iteration 13Q (2154.323872 sec): 3 clusters Score: Raw -179152.069400 + Penalty 2700.324873 = -176451.744527 nChanged 84 SP:Iteration 14Q (2154.373349 sec): 3 clusters Score: Raw -179214.585851 + Penalty 2700.324873 = -176514.260978 nChanged 62 SP:Iteration 15Q (2154.427719 sec): 3 clusters Score: Raw -179249.387663 + Penalty 2700.324873 = -176549.062790 nChanged 58 SP:Iteration 16Q (2154.468796 sec): 3 clusters Score: Raw -179276.597282 + Penalty 2700.324873 = -176576.272409 nChanged 46 SP:Iteration 17Q (2154.512799 sec): 3 clusters Score: Raw -179295.488891 + Penalty 2700.324873 = -176595.164018 nChanged 35 SP:Iteration 18Q (2154.561104 sec): 3 clusters Score: Raw -179313.529767 + Penalty 2700.324873 = -176613.204894 nChanged 33 SP:Iteration 19Q (2154.615163 sec): 3 clusters Score: Raw -179326.978734 + Penalty 2700.324873 = -176626.653861 nChanged 24 SP:Iteration 20F (2154.662709 sec): 3 clusters Score: Raw -179337.686487 + Penalty 2700.324873 = -176637.361614 nChanged 31 SP:Iteration 21Q (2154.703653 sec): 3 clusters Score: Raw -179350.852880 + Penalty 2700.324873 = -176650.528007 nChanged 29 SP:Iteration 22Q (2154.746066 sec): 3 clusters Score: Raw -179361.704918 + Penalty 2700.324873 = -176661.380045 nChanged 24 SP:Iteration 23Q (2154.798679 sec): 3 clusters Score: Raw -179372.973412 + Penalty 2700.324873 = -176672.648539 nChanged 18 SP:Iteration 24Q (2154.847602 sec): 3 clusters Score: Raw -179380.054026 + Penalty 2700.324873 = -176679.729153 nChanged 14 SP:Iteration 25Q (2154.905194 sec): 3 clusters Score: Raw -179387.531185 + Penalty 2700.324873 = -176687.206312 nChanged 16 SP:Iteration 26Q (2154.949772 sec): 3 clusters Score: Raw -179394.894461 + Penalty 2700.324873 = -176694.569588 nChanged 18 SP:Iteration 27Q (2154.998662 sec): 3 clusters Score: Raw -179400.851586 + Penalty 2700.324873 = -176700.526713 nChanged 13 SP:Iteration 28Q (2155.040299 sec): 3 clusters Score: Raw -179404.675992 + Penalty 2700.324873 = -176704.351119 nChanged 9 SP:Iteration 29Q (2155.086099 sec): 3 clusters Score: Raw -179406.509677 + Penalty 2700.324873 = -176706.184804 nChanged 7 SP:Iteration 30Q (2155.129575 sec): 3 clusters Score: Raw -179409.947453 + Penalty 2700.324873 = -176709.622580 nChanged 8 SP:Iteration 31Q (2155.179291 sec): 3 clusters Score: Raw -179412.872153 + Penalty 2700.324873 = -176712.547280 nChanged 6 SP:Iteration 32Q (2155.233136 sec): 3 clusters Score: Raw -179414.692140 + Penalty 2700.324873 = -176714.367267 nChanged 6 SP:Iteration 33Q (2155.283914 sec): 3 clusters Score: Raw -179415.722964 + Penalty 2700.324873 = -176715.398091 nChanged 4 SP:Iteration 34Q (2155.334701 sec): 3 clusters Score: Raw -179417.428517 + Penalty 2700.324873 = -176717.103644 nChanged 3 SP:Iteration 35Q (2155.387554 sec): 3 clusters Score: Raw -179417.889400 + Penalty 2700.324873 = -176717.564527 nChanged 3 SP:Iteration 36Q (2155.425630 sec): 3 clusters Score: Raw -179418.609714 + Penalty 2700.324873 = -176718.284841 nChanged 4 SP:Iteration 37Q (2155.479063 sec): 3 clusters Score: Raw -179419.925405 + Penalty 2700.324873 = -176719.600532 nChanged 3 SP:Iteration 38Q (2155.515526 sec): 3 clusters Score: Raw -179420.745600 + Penalty 2700.324873 = -176720.420727 nChanged 2 SP:Iteration 39Q (2155.562683 sec): 3 clusters Score: Raw -179421.197799 + Penalty 2700.324873 = -176720.872926 nChanged 1 SP:Iteration 40F (2155.604969 sec): 3 clusters Score: Raw -179421.453256 + Penalty 2700.324873 = -176721.128383 nChanged 3 SP:Iteration 41Q (2155.660547 sec): 3 clusters Score: Raw -179421.872906 + Penalty 2700.324873 = -176721.548033 nChanged 1 SP:Iteration 42Q (2155.715981 sec): 3 clusters Score: Raw -179422.009654 + Penalty 2700.324873 = -176721.684781 nChanged 2 SP:Iteration 43Q (2155.744905 sec): 3 clusters Score: Raw -179422.265942 + Penalty 2700.324873 = -176721.941069 nChanged 1 SP:Iteration 44Q (2155.795890 sec): 3 clusters Score: Raw -179422.542511 + Penalty 2700.324873 = -176722.217638 nChanged 2 SP:Iteration 45Q (2155.837201 sec): 3 clusters Score: Raw -179422.811767 + Penalty 2700.324873 = -176722.486894 nChanged 1 SP:Iteration 46Q (2155.876412 sec): 3 clusters Score: Raw -179423.219290 + Penalty 2700.324873 = -176722.894417 nChanged 1 SP:Iteration 47Q (2155.922322 sec): 3 clusters Score: Raw -179423.497595 + Penalty 2700.324873 = -176723.172722 nChanged 2 SP:Iteration 48Q (2155.967828 sec): 3 clusters Score: Raw -179423.745159 + Penalty 2700.324873 = -176723.420286 nChanged 2 SP:Iteration 49Q (2156.015430 sec): 3 clusters Score: Raw -179424.147488 + Penalty 2700.324873 = -176723.822615 nChanged 2 SP:Iteration 50Q (2156.065659 sec): 3 clusters Score: Raw -179424.661016 + Penalty 2700.324873 = -176724.336143 nChanged 2 SP:Iteration 51Q (2156.123448 sec): 3 clusters Score: Raw -179424.934032 + Penalty 2700.324873 = -176724.609159 nChanged 1 SP:Iteration 52Q (2156.173022 sec): 3 clusters Score: Raw -179425.065899 + Penalty 2700.324873 = -176724.741026 nChanged 0 SP:Iteration 53F (2156.221572 sec): 3 clusters Score: Raw -179425.065899 + Penalty 2700.324873 = -176724.741026 nChanged 0 Trying to split cluster 28 (3201 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2156.249713 sec): 2 clusters Score: Raw -171756.957729 + Penalty 1311.573013 = -170445.384716 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2156.301311 sec): 3 clusters Score: Raw -170215.657717 + Penalty 2623.146025 = -167592.511692 nChanged 1254 SP:Iteration 1F (2156.350676 sec): 3 clusters Score: Raw -171024.436278 + Penalty 2623.146025 = -168401.290253 nChanged 288 SP:Iteration 2F (2156.390967 sec): 3 clusters Score: Raw -171244.669180 + Penalty 2623.146025 = -168621.523154 nChanged 187 SP:Iteration 3F (2156.436852 sec): 3 clusters Score: Raw -171384.335056 + Penalty 2623.146025 = -168761.189030 nChanged 151 SP:Iteration 4Q (2156.494501 sec): 3 clusters Score: Raw -171501.294012 + Penalty 2623.146025 = -168878.147986 nChanged 150 SP:Iteration 5Q (2156.537018 sec): 3 clusters Score: Raw -171649.055867 + Penalty 2623.146025 = -169025.909841 nChanged 146 SP:Iteration 6Q (2156.585086 sec): 3 clusters Score: Raw -171838.695709 + Penalty 2623.146025 = -169215.549684 nChanged 157 SP:Iteration 7Q (2156.631802 sec): 3 clusters Score: Raw -171997.794365 + Penalty 2623.146025 = -169374.648340 nChanged 133 SP:Iteration 8Q (2156.680792 sec): 3 clusters Score: Raw -172109.102435 + Penalty 2623.146025 = -169485.956409 nChanged 108 SP:Iteration 9Q (2156.728053 sec): 3 clusters Score: Raw -172192.428285 + Penalty 2623.146025 = -169569.282260 nChanged 74 SP:Iteration 10Q (2156.773603 sec): 3 clusters Score: Raw -172245.959305 + Penalty 2623.146025 = -169622.813280 nChanged 53 SP:Iteration 11Q (2156.833335 sec): 3 clusters Score: Raw -172281.728893 + Penalty 2623.146025 = -169658.582868 nChanged 53 SP:Iteration 12Q (2156.874881 sec): 3 clusters Score: Raw -172319.864556 + Penalty 2623.146025 = -169696.718530 nChanged 66 SP:Iteration 13Q (2156.922193 sec): 3 clusters Score: Raw -172397.311802 + Penalty 2623.146025 = -169774.165777 nChanged 83 SP:Iteration 14Q (2156.977532 sec): 3 clusters Score: Raw -172490.142994 + Penalty 2623.146025 = -169866.996969 nChanged 78 SP:Iteration 15Q (2157.031944 sec): 3 clusters Score: Raw -172570.139746 + Penalty 2623.146025 = -169946.993720 nChanged 69 SP:Iteration 16Q (2157.083905 sec): 3 clusters Score: Raw -172625.385140 + Penalty 2623.146025 = -170002.239114 nChanged 56 SP:Iteration 17Q (2157.120414 sec): 3 clusters Score: Raw -172674.857012 + Penalty 2623.146025 = -170051.710986 nChanged 57 SP:Iteration 18Q (2157.162152 sec): 3 clusters Score: Raw -172726.713421 + Penalty 2623.146025 = -170103.567395 nChanged 58 SP:Iteration 19Q (2157.204687 sec): 3 clusters Score: Raw -172785.359900 + Penalty 2623.146025 = -170162.213875 nChanged 62 SP:Iteration 20F (2157.253781 sec): 3 clusters Score: Raw -172846.093831 + Penalty 2623.146025 = -170222.947806 nChanged 54 SP:Iteration 21Q (2157.301520 sec): 3 clusters Score: Raw -172902.346909 + Penalty 2623.146025 = -170279.200884 nChanged 56 SP:Iteration 22Q (2157.352422 sec): 3 clusters Score: Raw -172960.514288 + Penalty 2623.146025 = -170337.368262 nChanged 41 SP:Iteration 23Q (2157.407152 sec): 3 clusters Score: Raw -173004.827230 + Penalty 2623.146025 = -170381.681204 nChanged 37 SP:Iteration 24Q (2157.461946 sec): 3 clusters Score: Raw -173047.615227 + Penalty 2623.146025 = -170424.469201 nChanged 27 SP:Iteration 25Q (2157.500325 sec): 3 clusters Score: Raw -173067.659652 + Penalty 2623.146025 = -170444.513627 nChanged 13 SP:Iteration 26Q (2157.537744 sec): 3 clusters Score: Raw -173074.566422 + Penalty 2623.146025 = -170451.420396 nChanged 13 SP:Iteration 27Q (2157.574470 sec): 3 clusters Score: Raw -173080.433819 + Penalty 2623.146025 = -170457.287794 nChanged 8 SP:Iteration 28Q (2157.614476 sec): 3 clusters Score: Raw -173083.171279 + Penalty 2623.146025 = -170460.025253 nChanged 4 SP:Iteration 29Q (2157.653981 sec): 3 clusters Score: Raw -173084.545439 + Penalty 2623.146025 = -170461.399414 nChanged 3 SP:Iteration 30Q (2157.697940 sec): 3 clusters Score: Raw -173085.634508 + Penalty 2623.146025 = -170462.488482 nChanged 3 SP:Iteration 31Q (2157.740246 sec): 3 clusters Score: Raw -173086.316795 + Penalty 2623.146025 = -170463.170769 nChanged 1 SP:Iteration 32Q (2157.788395 sec): 3 clusters Score: Raw -173086.695700 + Penalty 2623.146025 = -170463.549675 nChanged 3 SP:Iteration 33Q (2157.836366 sec): 3 clusters Score: Raw -173087.280601 + Penalty 2623.146025 = -170464.134575 nChanged 0 SP:Iteration 34F (2157.882532 sec): 3 clusters Score: Raw -173087.280601 + Penalty 2623.146025 = -170464.134575 nChanged 0 Score: Raw -12078422.141296 + Penalty 88719.249868 = -11989702.891427 Splitting cluster 28 changes total score from -11990377.775300 to -11989702.891427 So it's not getting split. Trying to split cluster 29 (3237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2165.377515 sec): 2 clusters Score: Raw -165883.697067 + Penalty 1313.390366 = -164570.306701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2165.431266 sec): 3 clusters Score: Raw -164283.934773 + Penalty 2626.780733 = -161657.154041 nChanged 1265 SP:Iteration 1F (2165.465547 sec): 3 clusters Score: Raw -165046.025187 + Penalty 2626.780733 = -162419.244454 nChanged 281 SP:Iteration 2F (2165.512089 sec): 3 clusters Score: Raw -165252.874585 + Penalty 2626.780733 = -162626.093852 nChanged 224 SP:Iteration 3F (2165.569266 sec): 3 clusters Score: Raw -165439.182052 + Penalty 2626.780733 = -162812.401320 nChanged 161 SP:Iteration 4Q (2165.602243 sec): 3 clusters Score: Raw -165594.512592 + Penalty 2626.780733 = -162967.731859 nChanged 147 SP:Iteration 5Q (2165.661942 sec): 3 clusters Score: Raw -165737.744139 + Penalty 2626.780733 = -163110.963407 nChanged 148 SP:Iteration 6Q (2165.701190 sec): 3 clusters Score: Raw -165856.734477 + Penalty 2626.780733 = -163229.953744 nChanged 121 SP:Iteration 7Q (2165.747824 sec): 3 clusters Score: Raw -165972.310125 + Penalty 2626.780733 = -163345.529393 nChanged 133 SP:Iteration 8Q (2165.797189 sec): 3 clusters Score: Raw -166079.067387 + Penalty 2626.780733 = -163452.286655 nChanged 98 SP:Iteration 9Q (2165.839599 sec): 3 clusters Score: Raw -166157.506703 + Penalty 2626.780733 = -163530.725970 nChanged 102 SP:Iteration 10Q (2165.881646 sec): 3 clusters Score: Raw -166255.093055 + Penalty 2626.780733 = -163628.312322 nChanged 101 SP:Iteration 11Q (2165.925623 sec): 3 clusters Score: Raw -166366.096160 + Penalty 2626.780733 = -163739.315428 nChanged 90 SP:Iteration 12Q (2165.984615 sec): 3 clusters Score: Raw -166472.942287 + Penalty 2626.780733 = -163846.161554 nChanged 79 SP:Iteration 13Q (2166.033184 sec): 3 clusters Score: Raw -166561.658098 + Penalty 2626.780733 = -163934.877366 nChanged 75 SP:Iteration 14Q (2166.076850 sec): 3 clusters Score: Raw -166632.629630 + Penalty 2626.780733 = -164005.848898 nChanged 56 SP:Iteration 15Q (2166.122071 sec): 3 clusters Score: Raw -166689.420681 + Penalty 2626.780733 = -164062.639949 nChanged 49 SP:Iteration 16Q (2166.168706 sec): 3 clusters Score: Raw -166739.626329 + Penalty 2626.780733 = -164112.845596 nChanged 40 SP:Iteration 17Q (2166.221743 sec): 3 clusters Score: Raw -166775.687364 + Penalty 2626.780733 = -164148.906632 nChanged 30 SP:Iteration 18Q (2166.262521 sec): 3 clusters Score: Raw -166795.085696 + Penalty 2626.780733 = -164168.304963 nChanged 22 SP:Iteration 19Q (2166.313608 sec): 3 clusters Score: Raw -166802.248596 + Penalty 2626.780733 = -164175.467864 nChanged 8 SP:Iteration 20F (2166.357055 sec): 3 clusters Score: Raw -166806.041851 + Penalty 2626.780733 = -164179.261119 nChanged 7 SP:Iteration 21Q (2166.405375 sec): 3 clusters Score: Raw -166810.510648 + Penalty 2626.780733 = -164183.729915 nChanged 9 SP:Iteration 22Q (2166.452361 sec): 3 clusters Score: Raw -166816.091958 + Penalty 2626.780733 = -164189.311225 nChanged 8 SP:Iteration 23Q (2166.492546 sec): 3 clusters Score: Raw -166819.531903 + Penalty 2626.780733 = -164192.751171 nChanged 8 SP:Iteration 24Q (2166.536766 sec): 3 clusters Score: Raw -166822.043238 + Penalty 2626.780733 = -164195.262505 nChanged 3 SP:Iteration 25Q (2166.583157 sec): 3 clusters Score: Raw -166823.860013 + Penalty 2626.780733 = -164197.079280 nChanged 3 SP:Iteration 26Q (2166.621288 sec): 3 clusters Score: Raw -166824.757509 + Penalty 2626.780733 = -164197.976776 nChanged 2 SP:Iteration 27Q (2166.658468 sec): 3 clusters Score: Raw -166825.430551 + Penalty 2626.780733 = -164198.649819 nChanged 2 SP:Iteration 28Q (2166.703206 sec): 3 clusters Score: Raw -166826.619345 + Penalty 2626.780733 = -164199.838612 nChanged 1 SP:Iteration 29Q (2166.753352 sec): 3 clusters Score: Raw -166826.844427 + Penalty 2626.780733 = -164200.063694 nChanged 1 SP:Iteration 30Q (2166.798885 sec): 3 clusters Score: Raw -166827.327593 + Penalty 2626.780733 = -164200.546861 nChanged 1 SP:Iteration 31Q (2166.837909 sec): 3 clusters Score: Raw -166827.692740 + Penalty 2626.780733 = -164200.912008 nChanged 0 SP:Iteration 32F (2166.885060 sec): 3 clusters Score: Raw -166827.692740 + Penalty 2626.780733 = -164200.912008 nChanged 0 Trying to split cluster 30 (1324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2166.909229 sec): 2 clusters Score: Raw -65203.524993 + Penalty 1168.117070 = -64035.407923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2166.950064 sec): 3 clusters Score: Raw -64724.107474 + Penalty 2336.234139 = -62387.873334 nChanged 432 SP:Iteration 1F (2167.001695 sec): 3 clusters Score: Raw -65051.272017 + Penalty 2336.234139 = -62715.037878 nChanged 112 SP:Iteration 2F (2167.048854 sec): 3 clusters Score: Raw -65151.406364 + Penalty 2336.234139 = -62815.172225 nChanged 73 SP:Iteration 3F (2167.089014 sec): 3 clusters Score: Raw -65221.047711 + Penalty 2336.234139 = -62884.813572 nChanged 48 SP:Iteration 4Q (2167.136410 sec): 3 clusters Score: Raw -65272.068006 + Penalty 2336.234139 = -62935.833867 nChanged 35 SP:Iteration 5Q (2167.174209 sec): 3 clusters Score: Raw -65296.733033 + Penalty 2336.234139 = -62960.498893 nChanged 23 SP:Iteration 6Q (2167.226600 sec): 3 clusters Score: Raw -65313.498083 + Penalty 2336.234139 = -62977.263944 nChanged 21 SP:Iteration 7Q (2167.263416 sec): 3 clusters Score: Raw -65335.707024 + Penalty 2336.234139 = -62999.472885 nChanged 21 SP:Iteration 8Q (2167.320426 sec): 3 clusters Score: Raw -65358.114138 + Penalty 2336.234139 = -63021.879998 nChanged 23 SP:Iteration 9Q (2167.364817 sec): 3 clusters Score: Raw -65375.649945 + Penalty 2336.234139 = -63039.415806 nChanged 16 SP:Iteration 10Q (2167.404113 sec): 3 clusters Score: Raw -65388.437354 + Penalty 2336.234139 = -63052.203215 nChanged 14 SP:Iteration 11Q (2167.455307 sec): 3 clusters Score: Raw -65398.611555 + Penalty 2336.234139 = -63062.377416 nChanged 15 SP:Iteration 12Q (2167.489703 sec): 3 clusters Score: Raw -65411.868562 + Penalty 2336.234139 = -63075.634423 nChanged 14 SP:Iteration 13Q (2167.536002 sec): 3 clusters Score: Raw -65424.513891 + Penalty 2336.234139 = -63088.279752 nChanged 13 SP:Iteration 14Q (2167.587830 sec): 3 clusters Score: Raw -65433.627347 + Penalty 2336.234139 = -63097.393208 nChanged 9 SP:Iteration 15Q (2167.635951 sec): 3 clusters Score: Raw -65438.559296 + Penalty 2336.234139 = -63102.325157 nChanged 10 SP:Iteration 16Q (2167.676835 sec): 3 clusters Score: Raw -65446.856986 + Penalty 2336.234139 = -63110.622847 nChanged 5 SP:Iteration 17Q (2167.715772 sec): 3 clusters Score: Raw -65450.655698 + Penalty 2336.234139 = -63114.421558 nChanged 7 SP:Iteration 18Q (2167.754817 sec): 3 clusters Score: Raw -65455.009339 + Penalty 2336.234139 = -63118.775199 nChanged 9 SP:Iteration 19Q (2167.800772 sec): 3 clusters Score: Raw -65459.945056 + Penalty 2336.234139 = -63123.710917 nChanged 4 SP:Iteration 20F (2167.836835 sec): 3 clusters Score: Raw -65465.132399 + Penalty 2336.234139 = -63128.898260 nChanged 10 SP:Iteration 21Q (2167.869038 sec): 3 clusters Score: Raw -65476.700115 + Penalty 2336.234139 = -63140.465976 nChanged 8 SP:Iteration 22Q (2167.927087 sec): 3 clusters Score: Raw -65481.700247 + Penalty 2336.234139 = -63145.466107 nChanged 2 SP:Iteration 23Q (2167.970664 sec): 3 clusters Score: Raw -65483.053241 + Penalty 2336.234139 = -63146.819102 nChanged 1 SP:Iteration 24Q (2168.005142 sec): 3 clusters Score: Raw -65483.744129 + Penalty 2336.234139 = -63147.509989 nChanged 2 SP:Iteration 25Q (2168.060167 sec): 3 clusters Score: Raw -65484.320898 + Penalty 2336.234139 = -63148.086759 nChanged 2 SP:Iteration 26Q (2168.106484 sec): 3 clusters Score: Raw -65485.504580 + Penalty 2336.234139 = -63149.270441 nChanged 5 SP:Iteration 27Q (2168.155055 sec): 3 clusters Score: Raw -65490.236613 + Penalty 2336.234139 = -63154.002473 nChanged 6 SP:Iteration 28Q (2168.190975 sec): 3 clusters Score: Raw -65495.935391 + Penalty 2336.234139 = -63159.701251 nChanged 2 SP:Iteration 29Q (2168.230744 sec): 3 clusters Score: Raw -65496.558015 + Penalty 2336.234139 = -63160.323875 nChanged 1 SP:Iteration 30Q (2168.280195 sec): 3 clusters Score: Raw -65496.943068 + Penalty 2336.234139 = -63160.708928 nChanged 1 SP:Iteration 31Q (2168.318415 sec): 3 clusters Score: Raw -65497.293874 + Penalty 2336.234139 = -63161.059735 nChanged 2 SP:Iteration 32Q (2168.370432 sec): 3 clusters Score: Raw -65498.373525 + Penalty 2336.234139 = -63162.139385 nChanged 4 SP:Iteration 33Q (2168.407468 sec): 3 clusters Score: Raw -65502.287486 + Penalty 2336.234139 = -63166.053347 nChanged 4 SP:Iteration 34Q (2168.452555 sec): 3 clusters Score: Raw -65505.626114 + Penalty 2336.234139 = -63169.391974 nChanged 5 SP:Iteration 35Q (2168.508878 sec): 3 clusters Score: Raw -65508.167587 + Penalty 2336.234139 = -63171.933448 nChanged 3 SP:Iteration 36Q (2168.549529 sec): 3 clusters Score: Raw -65514.619570 + Penalty 2336.234139 = -63178.385431 nChanged 3 SP:Iteration 37Q (2168.595367 sec): 3 clusters Score: Raw -65516.267883 + Penalty 2336.234139 = -63180.033743 nChanged 3 SP:Iteration 38Q (2168.640002 sec): 3 clusters Score: Raw -65518.583035 + Penalty 2336.234139 = -63182.348896 nChanged 1 SP:Iteration 39Q (2168.693113 sec): 3 clusters Score: Raw -65520.083737 + Penalty 2336.234139 = -63183.849598 nChanged 2 SP:Iteration 40F (2168.741992 sec): 3 clusters Score: Raw -65521.041181 + Penalty 2336.234139 = -63184.807041 nChanged 2 SP:Iteration 41Q (2168.778961 sec): 3 clusters Score: Raw -65523.091577 + Penalty 2336.234139 = -63186.857437 nChanged 1 SP:Iteration 42Q (2168.831250 sec): 3 clusters Score: Raw -65523.919927 + Penalty 2336.234139 = -63187.685788 nChanged 1 SP:Iteration 43Q (2168.876479 sec): 3 clusters Score: Raw -65524.745476 + Penalty 2336.234139 = -63188.511336 nChanged 2 SP:Iteration 44Q (2168.911333 sec): 3 clusters Score: Raw -65525.712216 + Penalty 2336.234139 = -63189.478077 nChanged 2 SP:Iteration 45Q (2168.962501 sec): 3 clusters Score: Raw -65526.810447 + Penalty 2336.234139 = -63190.576308 nChanged 0 SP:Iteration 46F (2169.001969 sec): 3 clusters Score: Raw -65526.810447 + Penalty 2336.234139 = -63190.576308 nChanged 0 Trying to split cluster 31 (24580 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2169.051006 sec): 2 clusters Score: Raw -1316242.475939 + Penalty 1642.824362 = -1314599.651576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2169.137618 sec): 3 clusters Score: Raw -1301311.574807 + Penalty 3285.648725 = -1298025.926082 nChanged 11253 SP:Iteration 1F (2169.222524 sec): 3 clusters Score: Raw -1307656.573579 + Penalty 3285.648725 = -1304370.924854 nChanged 1283 SP:Iteration 2F (2169.302119 sec): 3 clusters Score: Raw -1308162.180092 + Penalty 3285.648725 = -1304876.531367 nChanged 1180 SP:Iteration 3Q (2169.389081 sec): 3 clusters Score: Raw -1308617.899761 + Penalty 3285.648725 = -1305332.251036 nChanged 1060 SP:Iteration 4Q (2169.470803 sec): 3 clusters Score: Raw -1309036.093005 + Penalty 3285.648725 = -1305750.444281 nChanged 1038 SP:Iteration 5Q (2169.560012 sec): 3 clusters Score: Raw -1309516.125372 + Penalty 3285.648725 = -1306230.476647 nChanged 1063 SP:Iteration 6Q (2169.644348 sec): 3 clusters Score: Raw -1310086.150381 + Penalty 3285.648725 = -1306800.501656 nChanged 1138 SP:Iteration 7Q (2169.737335 sec): 3 clusters Score: Raw -1310729.691846 + Penalty 3285.648725 = -1307444.043122 nChanged 1167 SP:Iteration 8Q (2169.818846 sec): 3 clusters Score: Raw -1311445.282889 + Penalty 3285.648725 = -1308159.634164 nChanged 1234 SP:Iteration 9F (2169.910642 sec): 3 clusters Score: Raw -1312267.769303 + Penalty 3285.648725 = -1308982.120578 nChanged 1179 SP:Iteration 10Q (2169.993402 sec): 3 clusters Score: Raw -1313062.925308 + Penalty 3285.648725 = -1309777.276584 nChanged 1048 SP:Iteration 11Q (2170.083038 sec): 3 clusters Score: Raw -1313757.294932 + Penalty 3285.648725 = -1310471.646208 nChanged 926 SP:Iteration 12Q (2170.149717 sec): 3 clusters Score: Raw -1314377.384094 + Penalty 3285.648725 = -1311091.735369 nChanged 760 SP:Iteration 13Q (2170.235062 sec): 3 clusters Score: Raw -1314900.847642 + Penalty 3285.648725 = -1311615.198917 nChanged 644 SP:Iteration 14Q (2170.306370 sec): 3 clusters Score: Raw -1315321.903945 + Penalty 3285.648725 = -1312036.255221 nChanged 468 SP:Iteration 15Q (2170.390655 sec): 3 clusters Score: Raw -1315617.516442 + Penalty 3285.648725 = -1312331.867717 nChanged 345 SP:Iteration 16Q (2170.462605 sec): 3 clusters Score: Raw -1315830.583119 + Penalty 3285.648725 = -1312544.934394 nChanged 251 SP:Iteration 17Q (2170.534921 sec): 3 clusters Score: Raw -1315990.283663 + Penalty 3285.648725 = -1312704.634939 nChanged 195 SP:Iteration 18Q (2170.618631 sec): 3 clusters Score: Raw -1316124.190260 + Penalty 3285.648725 = -1312838.541535 nChanged 146 SP:Iteration 19Q (2170.691045 sec): 3 clusters Score: Raw -1316228.818612 + Penalty 3285.648725 = -1312943.169887 nChanged 103 SP:Iteration 20F (2170.773619 sec): 3 clusters Score: Raw -1316298.503459 + Penalty 3285.648725 = -1313012.854735 nChanged 70 SP:Iteration 21Q (2170.860191 sec): 3 clusters Score: Raw -1316353.541519 + Penalty 3285.648725 = -1313067.892795 nChanged 46 SP:Iteration 22Q (2170.934853 sec): 3 clusters Score: Raw -1316391.167635 + Penalty 3285.648725 = -1313105.518911 nChanged 29 SP:Iteration 23Q (2171.012093 sec): 3 clusters Score: Raw -1316414.241359 + Penalty 3285.648725 = -1313128.592634 nChanged 19 SP:Iteration 24Q (2171.088091 sec): 3 clusters Score: Raw -1316425.310244 + Penalty 3285.648725 = -1313139.661519 nChanged 14 SP:Iteration 25Q (2171.167914 sec): 3 clusters Score: Raw -1316434.891124 + Penalty 3285.648725 = -1313149.242399 nChanged 14 SP:Iteration 26Q (2171.249591 sec): 3 clusters Score: Raw -1316447.112694 + Penalty 3285.648725 = -1313161.463970 nChanged 11 SP:Iteration 27Q (2171.323941 sec): 3 clusters Score: Raw -1316458.949315 + Penalty 3285.648725 = -1313173.300590 nChanged 9 SP:Iteration 28Q (2171.404068 sec): 3 clusters Score: Raw -1316469.798131 + Penalty 3285.648725 = -1313184.149407 nChanged 9 SP:Iteration 29Q (2171.477634 sec): 3 clusters Score: Raw -1316477.040846 + Penalty 3285.648725 = -1313191.392122 nChanged 8 SP:Iteration 30Q (2171.550466 sec): 3 clusters Score: Raw -1316481.142968 + Penalty 3285.648725 = -1313195.494243 nChanged 5 SP:Iteration 31Q (2171.616228 sec): 3 clusters Score: Raw -1316485.090140 + Penalty 3285.648725 = -1313199.441415 nChanged 6 SP:Iteration 32Q (2171.701477 sec): 3 clusters Score: Raw -1316489.004265 + Penalty 3285.648725 = -1313203.355541 nChanged 2 SP:Iteration 33Q (2171.772995 sec): 3 clusters Score: Raw -1316491.040575 + Penalty 3285.648725 = -1313205.391851 nChanged 1 SP:Iteration 34Q (2171.841286 sec): 3 clusters Score: Raw -1316491.635972 + Penalty 3285.648725 = -1313205.987247 nChanged 0 SP:Iteration 35F (2171.924433 sec): 3 clusters Score: Raw -1316491.635972 + Penalty 3285.648725 = -1313205.987247 nChanged 0 Trying to split cluster 32 (16788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2171.957858 sec): 2 clusters Score: Raw -893526.824323 + Penalty 1580.868189 = -891945.956134 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2172.034441 sec): 3 clusters Score: Raw -883674.787696 + Penalty 3161.736378 = -880513.051318 nChanged 7531 SP:Iteration 1F (2172.105803 sec): 3 clusters Score: Raw -887915.303254 + Penalty 3161.736378 = -884753.566876 nChanged 1011 SP:Iteration 2F (2172.173953 sec): 3 clusters Score: Raw -888431.923158 + Penalty 3161.736378 = -885270.186780 nChanged 984 SP:Iteration 3F (2172.246100 sec): 3 clusters Score: Raw -888957.651572 + Penalty 3161.736378 = -885795.915195 nChanged 984 SP:Iteration 4F (2172.320080 sec): 3 clusters Score: Raw -889584.876298 + Penalty 3161.736378 = -886423.139920 nChanged 1078 SP:Iteration 5F (2172.390565 sec): 3 clusters Score: Raw -890377.358866 + Penalty 3161.736378 = -887215.622488 nChanged 1084 SP:Iteration 6F (2172.457968 sec): 3 clusters Score: Raw -891262.781038 + Penalty 3161.736378 = -888101.044660 nChanged 975 SP:Iteration 7F (2172.522456 sec): 3 clusters Score: Raw -892057.988813 + Penalty 3161.736378 = -888896.252435 nChanged 876 SP:Iteration 8F (2172.593061 sec): 3 clusters Score: Raw -892763.286384 + Penalty 3161.736378 = -889601.550006 nChanged 725 SP:Iteration 9Q (2172.664108 sec): 3 clusters Score: Raw -893364.326259 + Penalty 3161.736378 = -890202.589881 nChanged 630 SP:Iteration 10Q (2172.729959 sec): 3 clusters Score: Raw -893856.078004 + Penalty 3161.736378 = -890694.341626 nChanged 519 SP:Iteration 11Q (2172.803769 sec): 3 clusters Score: Raw -894253.363072 + Penalty 3161.736378 = -891091.626694 nChanged 417 SP:Iteration 12Q (2172.870015 sec): 3 clusters Score: Raw -894535.624853 + Penalty 3161.736378 = -891373.888475 nChanged 324 SP:Iteration 13Q (2172.930367 sec): 3 clusters Score: Raw -894735.114894 + Penalty 3161.736378 = -891573.378516 nChanged 265 SP:Iteration 14Q (2172.996921 sec): 3 clusters Score: Raw -894896.779104 + Penalty 3161.736378 = -891735.042726 nChanged 236 SP:Iteration 15Q (2173.075088 sec): 3 clusters Score: Raw -895042.284302 + Penalty 3161.736378 = -891880.547924 nChanged 189 SP:Iteration 16Q (2173.131974 sec): 3 clusters Score: Raw -895160.612853 + Penalty 3161.736378 = -891998.876475 nChanged 152 SP:Iteration 17Q (2173.201646 sec): 3 clusters Score: Raw -895241.204908 + Penalty 3161.736378 = -892079.468530 nChanged 119 SP:Iteration 18Q (2173.267804 sec): 3 clusters Score: Raw -895293.653254 + Penalty 3161.736378 = -892131.916876 nChanged 84 SP:Iteration 19Q (2173.343144 sec): 3 clusters Score: Raw -895323.357382 + Penalty 3161.736378 = -892161.621004 nChanged 70 SP:Iteration 20F (2173.408851 sec): 3 clusters Score: Raw -895351.883968 + Penalty 3161.736378 = -892190.147590 nChanged 66 SP:Iteration 21Q (2173.473106 sec): 3 clusters Score: Raw -895374.658174 + Penalty 3161.736378 = -892212.921797 nChanged 45 SP:Iteration 22Q (2173.549115 sec): 3 clusters Score: Raw -895384.109459 + Penalty 3161.736378 = -892222.373081 nChanged 33 SP:Iteration 23Q (2173.613195 sec): 3 clusters Score: Raw -895391.262932 + Penalty 3161.736378 = -892229.526554 nChanged 29 SP:Iteration 24Q (2173.681801 sec): 3 clusters Score: Raw -895396.126857 + Penalty 3161.736378 = -892234.390479 nChanged 19 SP:Iteration 25Q (2173.751452 sec): 3 clusters Score: Raw -895398.864444 + Penalty 3161.736378 = -892237.128066 nChanged 10 SP:Iteration 26Q (2173.810696 sec): 3 clusters Score: Raw -895400.762664 + Penalty 3161.736378 = -892239.026287 nChanged 10 SP:Iteration 27Q (2173.887328 sec): 3 clusters Score: Raw -895402.219072 + Penalty 3161.736378 = -892240.482694 nChanged 6 SP:Iteration 28Q (2173.948914 sec): 3 clusters Score: Raw -895402.900709 + Penalty 3161.736378 = -892241.164331 nChanged 5 SP:Iteration 29Q (2174.022855 sec): 3 clusters Score: Raw -895403.412266 + Penalty 3161.736378 = -892241.675889 nChanged 3 SP:Iteration 30Q (2174.084406 sec): 3 clusters Score: Raw -895403.881342 + Penalty 3161.736378 = -892242.144964 nChanged 3 SP:Iteration 31Q (2174.162963 sec): 3 clusters Score: Raw -895404.286460 + Penalty 3161.736378 = -892242.550082 nChanged 4 SP:Iteration 32Q (2174.223842 sec): 3 clusters Score: Raw -895404.878549 + Penalty 3161.736378 = -892243.142171 nChanged 2 SP:Iteration 33Q (2174.285108 sec): 3 clusters Score: Raw -895405.199230 + Penalty 3161.736378 = -892243.462852 nChanged 0 SP:Iteration 34F (2174.354043 sec): 3 clusters Score: Raw -895405.199230 + Penalty 3161.736378 = -892243.462852 nChanged 0 Score: Raw -12078970.193331 + Penalty 88719.249868 = -11990250.943463 Splitting cluster 32 changes total score from -11990377.775300 to -11990250.943463 So it's not getting split. Trying to split cluster 33 (4053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2181.855379 sec): 2 clusters Score: Raw -230984.314404 + Penalty 1349.922052 = -229634.392352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2181.898407 sec): 3 clusters Score: Raw -228952.438651 + Penalty 2699.844104 = -226252.594547 nChanged 1594 SP:Iteration 1F (2181.937737 sec): 3 clusters Score: Raw -229877.287712 + Penalty 2699.844104 = -227177.443608 nChanged 309 SP:Iteration 2F (2181.989127 sec): 3 clusters Score: Raw -230050.711065 + Penalty 2699.844104 = -227350.866961 nChanged 226 SP:Iteration 3F (2182.032640 sec): 3 clusters Score: Raw -230177.981072 + Penalty 2699.844104 = -227478.136968 nChanged 173 SP:Iteration 4Q (2182.095728 sec): 3 clusters Score: Raw -230271.909537 + Penalty 2699.844104 = -227572.065433 nChanged 124 SP:Iteration 5Q (2182.134565 sec): 3 clusters Score: Raw -230323.282868 + Penalty 2699.844104 = -227623.438765 nChanged 92 SP:Iteration 6Q (2182.177756 sec): 3 clusters Score: Raw -230356.185677 + Penalty 2699.844104 = -227656.341573 nChanged 71 SP:Iteration 7Q (2182.221117 sec): 3 clusters Score: Raw -230385.383895 + Penalty 2699.844104 = -227685.539792 nChanged 63 SP:Iteration 8Q (2182.267161 sec): 3 clusters Score: Raw -230411.046733 + Penalty 2699.844104 = -227711.202629 nChanged 58 SP:Iteration 9Q (2182.322701 sec): 3 clusters Score: Raw -230431.253850 + Penalty 2699.844104 = -227731.409746 nChanged 54 SP:Iteration 10Q (2182.371974 sec): 3 clusters Score: Raw -230455.913164 + Penalty 2699.844104 = -227756.069060 nChanged 54 SP:Iteration 11Q (2182.408249 sec): 3 clusters Score: Raw -230483.402390 + Penalty 2699.844104 = -227783.558286 nChanged 56 SP:Iteration 12Q (2182.455890 sec): 3 clusters Score: Raw -230503.320719 + Penalty 2699.844104 = -227803.476615 nChanged 39 SP:Iteration 13Q (2182.506257 sec): 3 clusters Score: Raw -230520.887959 + Penalty 2699.844104 = -227821.043855 nChanged 50 SP:Iteration 14Q (2182.552909 sec): 3 clusters Score: Raw -230541.623151 + Penalty 2699.844104 = -227841.779047 nChanged 44 SP:Iteration 15Q (2182.599226 sec): 3 clusters Score: Raw -230558.839489 + Penalty 2699.844104 = -227858.995386 nChanged 49 SP:Iteration 16Q (2182.651953 sec): 3 clusters Score: Raw -230582.249429 + Penalty 2699.844104 = -227882.405325 nChanged 55 SP:Iteration 17Q (2182.707584 sec): 3 clusters Score: Raw -230605.363775 + Penalty 2699.844104 = -227905.519671 nChanged 46 SP:Iteration 18Q (2182.745315 sec): 3 clusters Score: Raw -230622.910354 + Penalty 2699.844104 = -227923.066250 nChanged 42 SP:Iteration 19Q (2182.801457 sec): 3 clusters Score: Raw -230640.251023 + Penalty 2699.844104 = -227940.406920 nChanged 49 SP:Iteration 20F (2182.845173 sec): 3 clusters Score: Raw -230662.561253 + Penalty 2699.844104 = -227962.717149 nChanged 50 SP:Iteration 21Q (2182.893857 sec): 3 clusters Score: Raw -230686.436962 + Penalty 2699.844104 = -227986.592858 nChanged 62 SP:Iteration 22Q (2182.946483 sec): 3 clusters Score: Raw -230714.903292 + Penalty 2699.844104 = -228015.059189 nChanged 58 SP:Iteration 23Q (2182.988536 sec): 3 clusters Score: Raw -230743.491553 + Penalty 2699.844104 = -228043.647449 nChanged 54 SP:Iteration 24Q (2183.036785 sec): 3 clusters Score: Raw -230768.275956 + Penalty 2699.844104 = -228068.431853 nChanged 45 SP:Iteration 25Q (2183.074437 sec): 3 clusters Score: Raw -230787.987953 + Penalty 2699.844104 = -228088.143850 nChanged 48 SP:Iteration 26Q (2183.124763 sec): 3 clusters Score: Raw -230808.076598 + Penalty 2699.844104 = -228108.232494 nChanged 53 SP:Iteration 27Q (2183.179249 sec): 3 clusters Score: Raw -230834.407960 + Penalty 2699.844104 = -228134.563856 nChanged 64 SP:Iteration 28Q (2183.226340 sec): 3 clusters Score: Raw -230863.279018 + Penalty 2699.844104 = -228163.434914 nChanged 55 SP:Iteration 29Q (2183.272761 sec): 3 clusters Score: Raw -230890.826896 + Penalty 2699.844104 = -228190.982792 nChanged 62 SP:Iteration 30Q (2183.317798 sec): 3 clusters Score: Raw -230925.449055 + Penalty 2699.844104 = -228225.604952 nChanged 66 SP:Iteration 31Q (2183.368128 sec): 3 clusters Score: Raw -230955.477354 + Penalty 2699.844104 = -228255.633250 nChanged 60 SP:Iteration 32Q (2183.423677 sec): 3 clusters Score: Raw -230981.094487 + Penalty 2699.844104 = -228281.250383 nChanged 42 SP:Iteration 33Q (2183.462516 sec): 3 clusters Score: Raw -230998.713044 + Penalty 2699.844104 = -228298.868940 nChanged 38 SP:Iteration 34Q (2183.496201 sec): 3 clusters Score: Raw -231014.805739 + Penalty 2699.844104 = -228314.961636 nChanged 36 SP:Iteration 35Q (2183.540020 sec): 3 clusters Score: Raw -231029.366860 + Penalty 2699.844104 = -228329.522756 nChanged 35 SP:Iteration 36Q (2183.587029 sec): 3 clusters Score: Raw -231043.366386 + Penalty 2699.844104 = -228343.522282 nChanged 30 SP:Iteration 37Q (2183.633328 sec): 3 clusters Score: Raw -231054.451110 + Penalty 2699.844104 = -228354.607006 nChanged 30 SP:Iteration 38Q (2183.681670 sec): 3 clusters Score: Raw -231065.018329 + Penalty 2699.844104 = -228365.174226 nChanged 25 SP:Iteration 39Q (2183.728694 sec): 3 clusters Score: Raw -231074.928809 + Penalty 2699.844104 = -228375.084705 nChanged 32 SP:Iteration 40F (2183.785094 sec): 3 clusters Score: Raw -231083.631364 + Penalty 2699.844104 = -228383.787261 nChanged 31 SP:Iteration 41Q (2183.835852 sec): 3 clusters Score: Raw -231100.292446 + Penalty 2699.844104 = -228400.448343 nChanged 38 SP:Iteration 42Q (2183.888543 sec): 3 clusters Score: Raw -231114.285666 + Penalty 2699.844104 = -228414.441562 nChanged 28 SP:Iteration 43Q (2183.929752 sec): 3 clusters Score: Raw -231122.823325 + Penalty 2699.844104 = -228422.979221 nChanged 14 SP:Iteration 44Q (2183.975581 sec): 3 clusters Score: Raw -231125.714557 + Penalty 2699.844104 = -228425.870453 nChanged 9 SP:Iteration 45Q (2184.017947 sec): 3 clusters Score: Raw -231129.091884 + Penalty 2699.844104 = -228429.247781 nChanged 11 SP:Iteration 46Q (2184.068074 sec): 3 clusters Score: Raw -231131.136434 + Penalty 2699.844104 = -228431.292330 nChanged 6 SP:Iteration 47Q (2184.111707 sec): 3 clusters Score: Raw -231132.509949 + Penalty 2699.844104 = -228432.665846 nChanged 6 SP:Iteration 48Q (2184.168866 sec): 3 clusters Score: Raw -231134.339749 + Penalty 2699.844104 = -228434.495645 nChanged 11 SP:Iteration 49Q (2184.205420 sec): 3 clusters Score: Raw -231138.753921 + Penalty 2699.844104 = -228438.909817 nChanged 13 SP:Iteration 50Q (2184.258817 sec): 3 clusters Score: Raw -231142.653088 + Penalty 2699.844104 = -228442.808984 nChanged 10 SP:Iteration 51Q (2184.308315 sec): 3 clusters Score: Raw -231146.957213 + Penalty 2699.844104 = -228447.113110 nChanged 13 SP:Iteration 52Q (2184.361704 sec): 3 clusters Score: Raw -231152.661903 + Penalty 2699.844104 = -228452.817800 nChanged 15 SP:Iteration 53Q (2184.407298 sec): 3 clusters Score: Raw -231157.366861 + Penalty 2699.844104 = -228457.522757 nChanged 16 SP:Iteration 54Q (2184.461007 sec): 3 clusters Score: Raw -231162.838377 + Penalty 2699.844104 = -228462.994273 nChanged 11 SP:Iteration 55Q (2184.501772 sec): 3 clusters Score: Raw -231165.817450 + Penalty 2699.844104 = -228465.973346 nChanged 11 SP:Iteration 56Q (2184.550410 sec): 3 clusters Score: Raw -231168.139457 + Penalty 2699.844104 = -228468.295354 nChanged 3 SP:Iteration 57Q (2184.593654 sec): 3 clusters Score: Raw -231168.966324 + Penalty 2699.844104 = -228469.122220 nChanged 5 SP:Iteration 58Q (2184.642947 sec): 3 clusters Score: Raw -231170.431741 + Penalty 2699.844104 = -228470.587637 nChanged 2 SP:Iteration 59Q (2184.682289 sec): 3 clusters Score: Raw -231170.769353 + Penalty 2699.844104 = -228470.925249 nChanged 3 SP:Iteration 60F (2184.740392 sec): 3 clusters Score: Raw -231171.581253 + Penalty 2699.844104 = -228471.737149 nChanged 4 SP:Iteration 61Q (2184.786768 sec): 3 clusters Score: Raw -231172.953568 + Penalty 2699.844104 = -228473.109465 nChanged 3 SP:Iteration 62Q (2184.832230 sec): 3 clusters Score: Raw -231173.920887 + Penalty 2699.844104 = -228474.076784 nChanged 4 SP:Iteration 63Q (2184.872609 sec): 3 clusters Score: Raw -231174.766479 + Penalty 2699.844104 = -228474.922375 nChanged 3 SP:Iteration 64Q (2184.919494 sec): 3 clusters Score: Raw -231175.987654 + Penalty 2699.844104 = -228476.143550 nChanged 6 SP:Iteration 65Q (2184.967473 sec): 3 clusters Score: Raw -231179.044471 + Penalty 2699.844104 = -228479.200368 nChanged 8 SP:Iteration 66Q (2185.012033 sec): 3 clusters Score: Raw -231180.683856 + Penalty 2699.844104 = -228480.839752 nChanged 1 SP:Iteration 67Q (2185.058447 sec): 3 clusters Score: Raw -231180.977507 + Penalty 2699.844104 = -228481.133403 nChanged 1 SP:Iteration 68Q (2185.100393 sec): 3 clusters Score: Raw -231181.153565 + Penalty 2699.844104 = -228481.309461 nChanged 1 SP:Iteration 69Q (2185.159399 sec): 3 clusters Score: Raw -231181.355052 + Penalty 2699.844104 = -228481.510948 nChanged 0 SP:Iteration 70F (2185.203864 sec): 3 clusters Score: Raw -231181.355052 + Penalty 2699.844104 = -228481.510948 nChanged 0 Trying to split cluster 34 (8669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2185.230903 sec): 2 clusters Score: Raw -429973.092587 + Penalty 1473.470167 = -428499.622419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2185.297749 sec): 3 clusters Score: Raw -425103.853341 + Penalty 2946.940335 = -422156.913006 nChanged 3682 SP:Iteration 1F (2185.341052 sec): 3 clusters Score: Raw -427153.734090 + Penalty 2946.940335 = -424206.793755 nChanged 628 SP:Iteration 2F (2185.393422 sec): 3 clusters Score: Raw -427506.895584 + Penalty 2946.940335 = -424559.955249 nChanged 533 SP:Iteration 3F (2185.454681 sec): 3 clusters Score: Raw -427802.129849 + Penalty 2946.940335 = -424855.189514 nChanged 470 SP:Iteration 4F (2185.507595 sec): 3 clusters Score: Raw -428096.883509 + Penalty 2946.940335 = -425149.943174 nChanged 473 SP:Iteration 5F (2185.561918 sec): 3 clusters Score: Raw -428413.740477 + Penalty 2946.940335 = -425466.800142 nChanged 474 SP:Iteration 6F (2185.624660 sec): 3 clusters Score: Raw -428690.822819 + Penalty 2946.940335 = -425743.882484 nChanged 409 SP:Iteration 7Q (2185.673632 sec): 3 clusters Score: Raw -428899.199951 + Penalty 2946.940335 = -425952.259616 nChanged 342 SP:Iteration 8Q (2185.735965 sec): 3 clusters Score: Raw -429073.351662 + Penalty 2946.940335 = -426126.411327 nChanged 292 SP:Iteration 9Q (2185.793618 sec): 3 clusters Score: Raw -429201.574849 + Penalty 2946.940335 = -426254.634514 nChanged 228 SP:Iteration 10Q (2185.835104 sec): 3 clusters Score: Raw -429303.317751 + Penalty 2946.940335 = -426356.377416 nChanged 217 SP:Iteration 11Q (2185.892560 sec): 3 clusters Score: Raw -429395.819303 + Penalty 2946.940335 = -426448.878968 nChanged 183 SP:Iteration 12Q (2185.948984 sec): 3 clusters Score: Raw -429470.981200 + Penalty 2946.940335 = -426524.040865 nChanged 187 SP:Iteration 13Q (2186.003284 sec): 3 clusters Score: Raw -429540.327660 + Penalty 2946.940335 = -426593.387325 nChanged 170 SP:Iteration 14Q (2186.065955 sec): 3 clusters Score: Raw -429610.651598 + Penalty 2946.940335 = -426663.711263 nChanged 183 SP:Iteration 15Q (2186.122972 sec): 3 clusters Score: Raw -429692.865441 + Penalty 2946.940335 = -426745.925106 nChanged 182 SP:Iteration 16Q (2186.168237 sec): 3 clusters Score: Raw -429771.656655 + Penalty 2946.940335 = -426824.716320 nChanged 167 SP:Iteration 17Q (2186.227958 sec): 3 clusters Score: Raw -429870.296112 + Penalty 2946.940335 = -426923.355777 nChanged 201 SP:Iteration 18Q (2186.285707 sec): 3 clusters Score: Raw -429987.213319 + Penalty 2946.940335 = -427040.272984 nChanged 184 SP:Iteration 19Q (2186.349740 sec): 3 clusters Score: Raw -430073.576228 + Penalty 2946.940335 = -427126.635893 nChanged 141 SP:Iteration 20F (2186.399000 sec): 3 clusters Score: Raw -430128.702630 + Penalty 2946.940335 = -427181.762295 nChanged 119 SP:Iteration 21Q (2186.456063 sec): 3 clusters Score: Raw -430172.140491 + Penalty 2946.940335 = -427225.200156 nChanged 105 SP:Iteration 22Q (2186.508682 sec): 3 clusters Score: Raw -430204.096170 + Penalty 2946.940335 = -427257.155835 nChanged 91 SP:Iteration 23Q (2186.558855 sec): 3 clusters Score: Raw -430228.488517 + Penalty 2946.940335 = -427281.548183 nChanged 71 SP:Iteration 24Q (2186.618006 sec): 3 clusters Score: Raw -430246.055522 + Penalty 2946.940335 = -427299.115187 nChanged 69 SP:Iteration 25Q (2186.674133 sec): 3 clusters Score: Raw -430261.462374 + Penalty 2946.940335 = -427314.522039 nChanged 71 SP:Iteration 26Q (2186.731701 sec): 3 clusters Score: Raw -430278.685663 + Penalty 2946.940335 = -427331.745329 nChanged 65 SP:Iteration 27Q (2186.778744 sec): 3 clusters Score: Raw -430294.807617 + Penalty 2946.940335 = -427347.867282 nChanged 43 SP:Iteration 28Q (2186.834624 sec): 3 clusters Score: Raw -430304.442872 + Penalty 2946.940335 = -427357.502537 nChanged 50 SP:Iteration 29Q (2186.895728 sec): 3 clusters Score: Raw -430316.589736 + Penalty 2946.940335 = -427369.649401 nChanged 42 SP:Iteration 30Q (2186.947036 sec): 3 clusters Score: Raw -430327.013256 + Penalty 2946.940335 = -427380.072921 nChanged 45 SP:Iteration 31Q (2187.003081 sec): 3 clusters Score: Raw -430336.666230 + Penalty 2946.940335 = -427389.725895 nChanged 48 SP:Iteration 32Q (2187.061758 sec): 3 clusters Score: Raw -430347.289276 + Penalty 2946.940335 = -427400.348941 nChanged 40 SP:Iteration 33Q (2187.116534 sec): 3 clusters Score: Raw -430355.577952 + Penalty 2946.940335 = -427408.637617 nChanged 35 SP:Iteration 34Q (2187.171884 sec): 3 clusters Score: Raw -430361.620088 + Penalty 2946.940335 = -427414.679753 nChanged 30 SP:Iteration 35Q (2187.223572 sec): 3 clusters Score: Raw -430367.115565 + Penalty 2946.940335 = -427420.175230 nChanged 28 SP:Iteration 36Q (2187.286700 sec): 3 clusters Score: Raw -430373.428495 + Penalty 2946.940335 = -427426.488160 nChanged 39 SP:Iteration 37Q (2187.334407 sec): 3 clusters Score: Raw -430383.491812 + Penalty 2946.940335 = -427436.551477 nChanged 37 SP:Iteration 38Q (2187.391847 sec): 3 clusters Score: Raw -430392.151227 + Penalty 2946.940335 = -427445.210892 nChanged 31 SP:Iteration 39Q (2187.438284 sec): 3 clusters Score: Raw -430399.555102 + Penalty 2946.940335 = -427452.614767 nChanged 33 SP:Iteration 40F (2187.495608 sec): 3 clusters Score: Raw -430406.120143 + Penalty 2946.940335 = -427459.179808 nChanged 25 SP:Iteration 41Q (2187.547619 sec): 3 clusters Score: Raw -430411.306909 + Penalty 2946.940335 = -427464.366575 nChanged 26 SP:Iteration 42Q (2187.608885 sec): 3 clusters Score: Raw -430418.599339 + Penalty 2946.940335 = -427471.659004 nChanged 30 SP:Iteration 43Q (2187.655968 sec): 3 clusters Score: Raw -430426.743599 + Penalty 2946.940335 = -427479.803264 nChanged 37 SP:Iteration 44Q (2187.720588 sec): 3 clusters Score: Raw -430434.760778 + Penalty 2946.940335 = -427487.820444 nChanged 34 SP:Iteration 45Q (2187.766302 sec): 3 clusters Score: Raw -430441.651050 + Penalty 2946.940335 = -427494.710716 nChanged 25 SP:Iteration 46Q (2187.829223 sec): 3 clusters Score: Raw -430446.100234 + Penalty 2946.940335 = -427499.159899 nChanged 25 SP:Iteration 47Q (2187.880786 sec): 3 clusters Score: Raw -430450.482673 + Penalty 2946.940335 = -427503.542338 nChanged 16 SP:Iteration 48Q (2187.933511 sec): 3 clusters Score: Raw -430453.103067 + Penalty 2946.940335 = -427506.162732 nChanged 15 SP:Iteration 49Q (2187.995798 sec): 3 clusters Score: Raw -430457.019396 + Penalty 2946.940335 = -427510.079061 nChanged 18 SP:Iteration 50Q (2188.050455 sec): 3 clusters Score: Raw -430461.163630 + Penalty 2946.940335 = -427514.223295 nChanged 22 SP:Iteration 51Q (2188.103041 sec): 3 clusters Score: Raw -430465.861946 + Penalty 2946.940335 = -427518.921611 nChanged 25 SP:Iteration 52Q (2188.130686 sec): 3 clusters Score: Raw -430471.566897 + Penalty 2946.940335 = -427524.626562 nChanged 28 SP:Iteration 53Q (2188.189147 sec): 3 clusters Score: Raw -430477.741269 + Penalty 2946.940335 = -427530.800934 nChanged 22 SP:Iteration 54Q (2188.238689 sec): 3 clusters Score: Raw -430481.895258 + Penalty 2946.940335 = -427534.954923 nChanged 21 SP:Iteration 55Q (2188.292861 sec): 3 clusters Score: Raw -430485.878102 + Penalty 2946.940335 = -427538.937767 nChanged 25 SP:Iteration 56Q (2188.343110 sec): 3 clusters Score: Raw -430490.567821 + Penalty 2946.940335 = -427543.627486 nChanged 15 SP:Iteration 57Q (2188.403228 sec): 3 clusters Score: Raw -430492.500887 + Penalty 2946.940335 = -427545.560552 nChanged 4 SP:Iteration 58Q (2188.451514 sec): 3 clusters Score: Raw -430493.082831 + Penalty 2946.940335 = -427546.142496 nChanged 7 SP:Iteration 59Q (2188.515932 sec): 3 clusters Score: Raw -430494.229746 + Penalty 2946.940335 = -427547.289411 nChanged 4 SP:Iteration 60F (2188.562805 sec): 3 clusters Score: Raw -430495.095272 + Penalty 2946.940335 = -427548.154938 nChanged 6 SP:Iteration 61Q (2188.624659 sec): 3 clusters Score: Raw -430496.289761 + Penalty 2946.940335 = -427549.349426 nChanged 4 SP:Iteration 62Q (2188.666171 sec): 3 clusters Score: Raw -430496.963874 + Penalty 2946.940335 = -427550.023539 nChanged 2 SP:Iteration 63Q (2188.717804 sec): 3 clusters Score: Raw -430497.167736 + Penalty 2946.940335 = -427550.227401 nChanged 4 SP:Iteration 64Q (2188.777226 sec): 3 clusters Score: Raw -430497.998950 + Penalty 2946.940335 = -427551.058615 nChanged 5 SP:Iteration 65Q (2188.830414 sec): 3 clusters Score: Raw -430498.916115 + Penalty 2946.940335 = -427551.975780 nChanged 3 SP:Iteration 66Q (2188.878842 sec): 3 clusters Score: Raw -430499.291687 + Penalty 2946.940335 = -427552.351352 nChanged 3 SP:Iteration 67Q (2188.926596 sec): 3 clusters Score: Raw -430499.567945 + Penalty 2946.940335 = -427552.627610 nChanged 2 SP:Iteration 68Q (2188.980875 sec): 3 clusters Score: Raw -430499.827710 + Penalty 2946.940335 = -427552.887375 nChanged 2 SP:Iteration 69Q (2189.031148 sec): 3 clusters Score: Raw -430500.455459 + Penalty 2946.940335 = -427553.515124 nChanged 5 SP:Iteration 70Q (2189.085283 sec): 3 clusters Score: Raw -430501.778349 + Penalty 2946.940335 = -427554.838014 nChanged 7 SP:Iteration 71Q (2189.146606 sec): 3 clusters Score: Raw -430503.177422 + Penalty 2946.940335 = -427556.237087 nChanged 7 SP:Iteration 72Q (2189.205713 sec): 3 clusters Score: Raw -430504.272430 + Penalty 2946.940335 = -427557.332095 nChanged 6 SP:Iteration 73Q (2189.255601 sec): 3 clusters Score: Raw -430505.330957 + Penalty 2946.940335 = -427558.390622 nChanged 6 SP:Iteration 74Q (2189.308033 sec): 3 clusters Score: Raw -430506.308877 + Penalty 2946.940335 = -427559.368542 nChanged 4 SP:Iteration 75Q (2189.346363 sec): 3 clusters Score: Raw -430506.910906 + Penalty 2946.940335 = -427559.970571 nChanged 1 SP:Iteration 76Q (2189.398000 sec): 3 clusters Score: Raw -430507.030312 + Penalty 2946.940335 = -427560.089977 nChanged 3 SP:Iteration 77Q (2189.442633 sec): 3 clusters Score: Raw -430507.532030 + Penalty 2946.940335 = -427560.591695 nChanged 1 SP:Iteration 78Q (2189.506236 sec): 3 clusters Score: Raw -430507.617994 + Penalty 2946.940335 = -427560.677659 nChanged 0 SP:Iteration 79F (2189.554697 sec): 3 clusters Score: Raw -430507.617994 + Penalty 2946.940335 = -427560.677659 nChanged 0 Trying to split cluster 35 (5710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2189.577322 sec): 2 clusters Score: Raw -314719.143721 + Penalty 1405.620824 = -313313.522897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2189.620964 sec): 3 clusters Score: Raw -311720.658530 + Penalty 2811.241648 = -308909.416882 nChanged 2344 SP:Iteration 1F (2189.666513 sec): 3 clusters Score: Raw -313169.404634 + Penalty 2811.241648 = -310358.162986 nChanged 488 SP:Iteration 2F (2189.726269 sec): 3 clusters Score: Raw -313582.948875 + Penalty 2811.241648 = -310771.707227 nChanged 466 SP:Iteration 3F (2189.765076 sec): 3 clusters Score: Raw -313999.861999 + Penalty 2811.241648 = -311188.620351 nChanged 455 SP:Iteration 4F (2189.813597 sec): 3 clusters Score: Raw -314416.986835 + Penalty 2811.241648 = -311605.745187 nChanged 372 SP:Iteration 5F (2189.862515 sec): 3 clusters Score: Raw -314737.556976 + Penalty 2811.241648 = -311926.315327 nChanged 312 SP:Iteration 6F (2189.920988 sec): 3 clusters Score: Raw -314964.304925 + Penalty 2811.241648 = -312153.063277 nChanged 215 SP:Iteration 7Q (2189.963109 sec): 3 clusters Score: Raw -315113.763526 + Penalty 2811.241648 = -312302.521878 nChanged 148 SP:Iteration 8Q (2190.010576 sec): 3 clusters Score: Raw -315194.730667 + Penalty 2811.241648 = -312383.489019 nChanged 106 SP:Iteration 9Q (2190.054297 sec): 3 clusters Score: Raw -315241.418323 + Penalty 2811.241648 = -312430.176675 nChanged 78 SP:Iteration 10Q (2190.102602 sec): 3 clusters Score: Raw -315275.210579 + Penalty 2811.241648 = -312463.968930 nChanged 53 SP:Iteration 11Q (2190.147114 sec): 3 clusters Score: Raw -315299.207529 + Penalty 2811.241648 = -312487.965881 nChanged 42 SP:Iteration 12Q (2190.201525 sec): 3 clusters Score: Raw -315318.850923 + Penalty 2811.241648 = -312507.609275 nChanged 42 SP:Iteration 13Q (2190.258966 sec): 3 clusters Score: Raw -315337.211926 + Penalty 2811.241648 = -312525.970278 nChanged 28 SP:Iteration 14Q (2190.302936 sec): 3 clusters Score: Raw -315349.574054 + Penalty 2811.241648 = -312538.332406 nChanged 19 SP:Iteration 15Q (2190.351954 sec): 3 clusters Score: Raw -315355.430577 + Penalty 2811.241648 = -312544.188928 nChanged 13 SP:Iteration 16Q (2190.402767 sec): 3 clusters Score: Raw -315359.376056 + Penalty 2811.241648 = -312548.134408 nChanged 8 SP:Iteration 17Q (2190.449869 sec): 3 clusters Score: Raw -315361.418189 + Penalty 2811.241648 = -312550.176540 nChanged 10 SP:Iteration 18Q (2190.503761 sec): 3 clusters Score: Raw -315364.153465 + Penalty 2811.241648 = -312552.911817 nChanged 7 SP:Iteration 19Q (2190.558611 sec): 3 clusters Score: Raw -315365.594374 + Penalty 2811.241648 = -312554.352725 nChanged 5 SP:Iteration 20F (2190.618149 sec): 3 clusters Score: Raw -315366.723572 + Penalty 2811.241648 = -312555.481923 nChanged 2 SP:Iteration 21Q (2190.663184 sec): 3 clusters Score: Raw -315367.084926 + Penalty 2811.241648 = -312555.843278 nChanged 1 SP:Iteration 22Q (2190.715387 sec): 3 clusters Score: Raw -315367.147685 + Penalty 2811.241648 = -312555.906037 nChanged 0 SP:Iteration 23F (2190.770345 sec): 3 clusters Score: Raw -315367.147685 + Penalty 2811.241648 = -312555.906037 nChanged 0 Trying to split cluster 36 (1510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2190.793731 sec): 2 clusters Score: Raw -81805.060393 + Penalty 1189.478051 = -80615.582342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2190.826726 sec): 3 clusters Score: Raw -81213.907912 + Penalty 2378.956102 = -78834.951810 nChanged 492 SP:Iteration 1F (2190.866291 sec): 3 clusters Score: Raw -81560.569272 + Penalty 2378.956102 = -79181.613170 nChanged 126 SP:Iteration 2F (2190.909872 sec): 3 clusters Score: Raw -81671.813925 + Penalty 2378.956102 = -79292.857823 nChanged 65 SP:Iteration 3Q (2190.942748 sec): 3 clusters Score: Raw -81718.301356 + Penalty 2378.956102 = -79339.345254 nChanged 42 SP:Iteration 4Q (2190.990246 sec): 3 clusters Score: Raw -81744.898514 + Penalty 2378.956102 = -79365.942412 nChanged 28 SP:Iteration 5Q (2191.037554 sec): 3 clusters Score: Raw -81763.264927 + Penalty 2378.956102 = -79384.308825 nChanged 18 SP:Iteration 6Q (2191.078541 sec): 3 clusters Score: Raw -81774.871089 + Penalty 2378.956102 = -79395.914987 nChanged 12 SP:Iteration 7Q (2191.126156 sec): 3 clusters Score: Raw -81783.816654 + Penalty 2378.956102 = -79404.860552 nChanged 11 SP:Iteration 8Q (2191.154196 sec): 3 clusters Score: Raw -81790.088108 + Penalty 2378.956102 = -79411.132006 nChanged 8 SP:Iteration 9Q (2191.198201 sec): 3 clusters Score: Raw -81794.419697 + Penalty 2378.956102 = -79415.463595 nChanged 7 SP:Iteration 10Q (2191.241509 sec): 3 clusters Score: Raw -81798.623558 + Penalty 2378.956102 = -79419.667455 nChanged 6 SP:Iteration 11Q (2191.285281 sec): 3 clusters Score: Raw -81800.898815 + Penalty 2378.956102 = -79421.942713 nChanged 4 SP:Iteration 12Q (2191.334678 sec): 3 clusters Score: Raw -81803.285429 + Penalty 2378.956102 = -79424.329327 nChanged 5 SP:Iteration 13Q (2191.381963 sec): 3 clusters Score: Raw -81805.872960 + Penalty 2378.956102 = -79426.916858 nChanged 2 SP:Iteration 14Q (2191.417647 sec): 3 clusters Score: Raw -81807.557012 + Penalty 2378.956102 = -79428.600910 nChanged 2 SP:Iteration 15Q (2191.456573 sec): 3 clusters Score: Raw -81808.932691 + Penalty 2378.956102 = -79429.976589 nChanged 3 SP:Iteration 16Q (2191.486552 sec): 3 clusters Score: Raw -81810.634027 + Penalty 2378.956102 = -79431.677925 nChanged 2 SP:Iteration 17Q (2191.532823 sec): 3 clusters Score: Raw -81811.452446 + Penalty 2378.956102 = -79432.496343 nChanged 2 SP:Iteration 18Q (2191.570524 sec): 3 clusters Score: Raw -81812.623272 + Penalty 2378.956102 = -79433.667170 nChanged 2 SP:Iteration 19Q (2191.610947 sec): 3 clusters Score: Raw -81813.960959 + Penalty 2378.956102 = -79435.004857 nChanged 4 SP:Iteration 20F (2191.650803 sec): 3 clusters Score: Raw -81815.664094 + Penalty 2378.956102 = -79436.707992 nChanged 5 SP:Iteration 21Q (2191.693150 sec): 3 clusters Score: Raw -81819.428172 + Penalty 2378.956102 = -79440.472069 nChanged 5 SP:Iteration 22Q (2191.733973 sec): 3 clusters Score: Raw -81820.784459 + Penalty 2378.956102 = -79441.828357 nChanged 4 SP:Iteration 23Q (2191.768581 sec): 3 clusters Score: Raw -81821.935807 + Penalty 2378.956102 = -79442.979704 nChanged 1 SP:Iteration 24Q (2191.813604 sec): 3 clusters Score: Raw -81822.356920 + Penalty 2378.956102 = -79443.400818 nChanged 0 SP:Iteration 25F (2191.856621 sec): 3 clusters Score: Raw -81822.356920 + Penalty 2378.956102 = -79443.400818 nChanged 0 Trying to split cluster 37 (2659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2191.881165 sec): 2 clusters Score: Raw -140652.322329 + Penalty 1281.427126 = -139370.895203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2191.928281 sec): 3 clusters Score: Raw -139412.211418 + Penalty 2562.854252 = -136849.357166 nChanged 983 SP:Iteration 1F (2191.976440 sec): 3 clusters Score: Raw -139984.267458 + Penalty 2562.854252 = -137421.413206 nChanged 226 SP:Iteration 2F (2192.016393 sec): 3 clusters Score: Raw -140144.666714 + Penalty 2562.854252 = -137581.812462 nChanged 142 SP:Iteration 3F (2192.059518 sec): 3 clusters Score: Raw -140237.575226 + Penalty 2562.854252 = -137674.720973 nChanged 110 SP:Iteration 4Q (2192.105519 sec): 3 clusters Score: Raw -140320.526077 + Penalty 2562.854252 = -137757.671824 nChanged 76 SP:Iteration 5Q (2192.144311 sec): 3 clusters Score: Raw -140378.855559 + Penalty 2562.854252 = -137816.001307 nChanged 88 SP:Iteration 6Q (2192.190292 sec): 3 clusters Score: Raw -140444.083873 + Penalty 2562.854252 = -137881.229621 nChanged 67 SP:Iteration 7Q (2192.241275 sec): 3 clusters Score: Raw -140490.498087 + Penalty 2562.854252 = -137927.643835 nChanged 54 SP:Iteration 8Q (2192.282277 sec): 3 clusters Score: Raw -140531.477096 + Penalty 2562.854252 = -137968.622844 nChanged 50 SP:Iteration 9Q (2192.319912 sec): 3 clusters Score: Raw -140574.010000 + Penalty 2562.854252 = -138011.155748 nChanged 64 SP:Iteration 10Q (2192.372186 sec): 3 clusters Score: Raw -140619.766624 + Penalty 2562.854252 = -138056.912371 nChanged 69 SP:Iteration 11Q (2192.416792 sec): 3 clusters Score: Raw -140684.905140 + Penalty 2562.854252 = -138122.050888 nChanged 81 SP:Iteration 12Q (2192.465922 sec): 3 clusters Score: Raw -140770.195280 + Penalty 2562.854252 = -138207.341027 nChanged 96 SP:Iteration 13Q (2192.510090 sec): 3 clusters Score: Raw -140882.929567 + Penalty 2562.854252 = -138320.075315 nChanged 100 SP:Iteration 14Q (2192.553140 sec): 3 clusters Score: Raw -141015.939034 + Penalty 2562.854252 = -138453.084781 nChanged 93 SP:Iteration 15Q (2192.592150 sec): 3 clusters Score: Raw -141134.864966 + Penalty 2562.854252 = -138572.010714 nChanged 97 SP:Iteration 16Q (2192.631643 sec): 3 clusters Score: Raw -141250.120539 + Penalty 2562.854252 = -138687.266287 nChanged 82 SP:Iteration 17Q (2192.671064 sec): 3 clusters Score: Raw -141343.788811 + Penalty 2562.854252 = -138780.934559 nChanged 62 SP:Iteration 18Q (2192.716543 sec): 3 clusters Score: Raw -141400.053555 + Penalty 2562.854252 = -138837.199302 nChanged 47 SP:Iteration 19Q (2192.753997 sec): 3 clusters Score: Raw -141444.462089 + Penalty 2562.854252 = -138881.607837 nChanged 37 SP:Iteration 20F (2192.797358 sec): 3 clusters Score: Raw -141479.598574 + Penalty 2562.854252 = -138916.744322 nChanged 35 SP:Iteration 21Q (2192.846452 sec): 3 clusters Score: Raw -141503.588197 + Penalty 2562.854252 = -138940.733945 nChanged 34 SP:Iteration 22Q (2192.882108 sec): 3 clusters Score: Raw -141528.785053 + Penalty 2562.854252 = -138965.930800 nChanged 30 SP:Iteration 23Q (2192.942609 sec): 3 clusters Score: Raw -141555.411778 + Penalty 2562.854252 = -138992.557526 nChanged 29 SP:Iteration 24Q (2192.978893 sec): 3 clusters Score: Raw -141583.166801 + Penalty 2562.854252 = -139020.312549 nChanged 19 SP:Iteration 25Q (2193.030732 sec): 3 clusters Score: Raw -141600.309453 + Penalty 2562.854252 = -139037.455201 nChanged 20 SP:Iteration 26Q (2193.067894 sec): 3 clusters Score: Raw -141618.932830 + Penalty 2562.854252 = -139056.078578 nChanged 24 SP:Iteration 27Q (2193.112344 sec): 3 clusters Score: Raw -141637.685351 + Penalty 2562.854252 = -139074.831099 nChanged 20 SP:Iteration 28Q (2193.155375 sec): 3 clusters Score: Raw -141649.760779 + Penalty 2562.854252 = -139086.906527 nChanged 18 SP:Iteration 29Q (2193.196847 sec): 3 clusters Score: Raw -141659.747580 + Penalty 2562.854252 = -139096.893328 nChanged 16 SP:Iteration 30Q (2193.242053 sec): 3 clusters Score: Raw -141668.955804 + Penalty 2562.854252 = -139106.101552 nChanged 14 SP:Iteration 31Q (2193.287018 sec): 3 clusters Score: Raw -141678.859300 + Penalty 2562.854252 = -139116.005048 nChanged 10 SP:Iteration 32Q (2193.332319 sec): 3 clusters Score: Raw -141684.396772 + Penalty 2562.854252 = -139121.542519 nChanged 9 SP:Iteration 33Q (2193.372685 sec): 3 clusters Score: Raw -141687.844072 + Penalty 2562.854252 = -139124.989819 nChanged 3 SP:Iteration 34Q (2193.424892 sec): 3 clusters Score: Raw -141689.357891 + Penalty 2562.854252 = -139126.503639 nChanged 4 SP:Iteration 35Q (2193.463798 sec): 3 clusters Score: Raw -141690.849354 + Penalty 2562.854252 = -139127.995102 nChanged 0 SP:Iteration 36F (2193.511048 sec): 3 clusters Score: Raw -141690.849354 + Penalty 2562.854252 = -139127.995102 nChanged 0 Trying to split cluster 38 (7625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2193.532389 sec): 2 clusters Score: Raw -413834.249101 + Penalty 1452.617985 = -412381.631116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2193.589959 sec): 3 clusters Score: Raw -409627.370039 + Penalty 2905.235970 = -406722.134068 nChanged 3281 SP:Iteration 1F (2193.644305 sec): 3 clusters Score: Raw -411530.792580 + Penalty 2905.235970 = -408625.556609 nChanged 570 SP:Iteration 2F (2193.703066 sec): 3 clusters Score: Raw -411910.657846 + Penalty 2905.235970 = -409005.421875 nChanged 509 SP:Iteration 3F (2193.752830 sec): 3 clusters Score: Raw -412244.771236 + Penalty 2905.235970 = -409339.535266 nChanged 434 SP:Iteration 4F (2193.799478 sec): 3 clusters Score: Raw -412613.865061 + Penalty 2905.235970 = -409708.629091 nChanged 448 SP:Iteration 5F (2193.846412 sec): 3 clusters Score: Raw -413050.523481 + Penalty 2905.235970 = -410145.287511 nChanged 477 SP:Iteration 6F (2193.900370 sec): 3 clusters Score: Raw -413465.862216 + Penalty 2905.235970 = -410560.626245 nChanged 453 SP:Iteration 7F (2193.962865 sec): 3 clusters Score: Raw -413884.301230 + Penalty 2905.235970 = -410979.065260 nChanged 413 SP:Iteration 8F (2194.010621 sec): 3 clusters Score: Raw -414251.397238 + Penalty 2905.235970 = -411346.161267 nChanged 364 SP:Iteration 9Q (2194.066212 sec): 3 clusters Score: Raw -414534.721774 + Penalty 2905.235970 = -411629.485804 nChanged 269 SP:Iteration 10Q (2194.122100 sec): 3 clusters Score: Raw -414710.779033 + Penalty 2905.235970 = -411805.543062 nChanged 223 SP:Iteration 11Q (2194.169126 sec): 3 clusters Score: Raw -414850.770109 + Penalty 2905.235970 = -411945.534138 nChanged 171 SP:Iteration 12Q (2194.232546 sec): 3 clusters Score: Raw -414946.706393 + Penalty 2905.235970 = -412041.470422 nChanged 158 SP:Iteration 13Q (2194.276390 sec): 3 clusters Score: Raw -415030.806990 + Penalty 2905.235970 = -412125.571019 nChanged 122 SP:Iteration 14Q (2194.329455 sec): 3 clusters Score: Raw -415083.721006 + Penalty 2905.235970 = -412178.485035 nChanged 89 SP:Iteration 15Q (2194.385910 sec): 3 clusters Score: Raw -415110.910914 + Penalty 2905.235970 = -412205.674944 nChanged 58 SP:Iteration 16Q (2194.438757 sec): 3 clusters Score: Raw -415126.336078 + Penalty 2905.235970 = -412221.100108 nChanged 43 SP:Iteration 17Q (2194.506253 sec): 3 clusters Score: Raw -415137.953995 + Penalty 2905.235970 = -412232.718025 nChanged 37 SP:Iteration 18Q (2194.547924 sec): 3 clusters Score: Raw -415144.079164 + Penalty 2905.235970 = -412238.843193 nChanged 20 SP:Iteration 19Q (2194.605872 sec): 3 clusters Score: Raw -415147.854495 + Penalty 2905.235970 = -412242.618525 nChanged 12 SP:Iteration 20F (2194.667499 sec): 3 clusters Score: Raw -415149.529628 + Penalty 2905.235970 = -412244.293657 nChanged 7 SP:Iteration 21Q (2194.716077 sec): 3 clusters Score: Raw -415150.523225 + Penalty 2905.235970 = -412245.287254 nChanged 4 SP:Iteration 22Q (2194.771626 sec): 3 clusters Score: Raw -415150.928673 + Penalty 2905.235970 = -412245.692702 nChanged 3 SP:Iteration 23Q (2194.835438 sec): 3 clusters Score: Raw -415151.406807 + Penalty 2905.235970 = -412246.170836 nChanged 2 SP:Iteration 24Q (2194.883643 sec): 3 clusters Score: Raw -415151.545683 + Penalty 2905.235970 = -412246.309713 nChanged 3 SP:Iteration 25Q (2194.927014 sec): 3 clusters Score: Raw -415151.856147 + Penalty 2905.235970 = -412246.620176 nChanged 2 SP:Iteration 26Q (2194.988123 sec): 3 clusters Score: Raw -415152.022732 + Penalty 2905.235970 = -412246.786761 nChanged 2 SP:Iteration 27Q (2195.050415 sec): 3 clusters Score: Raw -415152.255363 + Penalty 2905.235970 = -412247.019392 nChanged 1 SP:Iteration 28Q (2195.108874 sec): 3 clusters Score: Raw -415152.324166 + Penalty 2905.235970 = -412247.088195 nChanged 0 SP:Iteration 29F (2195.161460 sec): 3 clusters Score: Raw -415152.324166 + Penalty 2905.235970 = -412247.088195 nChanged 0 Trying to split cluster 39 (1921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2195.184964 sec): 2 clusters Score: Raw -105653.588191 + Penalty 1228.597689 = -104424.990502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2195.222524 sec): 3 clusters Score: Raw -104860.179750 + Penalty 2457.195378 = -102402.984372 nChanged 669 SP:Iteration 1F (2195.270753 sec): 3 clusters Score: Raw -105284.391083 + Penalty 2457.195378 = -102827.195705 nChanged 162 SP:Iteration 2F (2195.320651 sec): 3 clusters Score: Raw -105407.245723 + Penalty 2457.195378 = -102950.050345 nChanged 94 SP:Iteration 3Q (2195.370110 sec): 3 clusters Score: Raw -105492.827810 + Penalty 2457.195378 = -103035.632432 nChanged 67 SP:Iteration 4Q (2195.402388 sec): 3 clusters Score: Raw -105542.427590 + Penalty 2457.195378 = -103085.232213 nChanged 58 SP:Iteration 5Q (2195.442061 sec): 3 clusters Score: Raw -105580.646837 + Penalty 2457.195378 = -103123.451459 nChanged 45 SP:Iteration 6Q (2195.490294 sec): 3 clusters Score: Raw -105614.871009 + Penalty 2457.195378 = -103157.675631 nChanged 39 SP:Iteration 7Q (2195.534097 sec): 3 clusters Score: Raw -105639.133596 + Penalty 2457.195378 = -103181.938218 nChanged 25 SP:Iteration 8Q (2195.567639 sec): 3 clusters Score: Raw -105650.801507 + Penalty 2457.195378 = -103193.606129 nChanged 16 SP:Iteration 9Q (2195.609968 sec): 3 clusters Score: Raw -105659.681957 + Penalty 2457.195378 = -103202.486579 nChanged 14 SP:Iteration 10Q (2195.652980 sec): 3 clusters Score: Raw -105665.307527 + Penalty 2457.195378 = -103208.112149 nChanged 8 SP:Iteration 11Q (2195.695473 sec): 3 clusters Score: Raw -105668.402561 + Penalty 2457.195378 = -103211.207184 nChanged 7 SP:Iteration 12Q (2195.739685 sec): 3 clusters Score: Raw -105670.571794 + Penalty 2457.195378 = -103213.376416 nChanged 2 SP:Iteration 13Q (2195.783790 sec): 3 clusters Score: Raw -105672.122227 + Penalty 2457.195378 = -103214.926849 nChanged 5 SP:Iteration 14Q (2195.828702 sec): 3 clusters Score: Raw -105674.164478 + Penalty 2457.195378 = -103216.969101 nChanged 6 SP:Iteration 15Q (2195.866454 sec): 3 clusters Score: Raw -105676.863090 + Penalty 2457.195378 = -103219.667712 nChanged 9 SP:Iteration 16Q (2195.905223 sec): 3 clusters Score: Raw -105679.943392 + Penalty 2457.195378 = -103222.748014 nChanged 8 SP:Iteration 17Q (2195.944015 sec): 3 clusters Score: Raw -105682.963959 + Penalty 2457.195378 = -103225.768581 nChanged 6 SP:Iteration 18Q (2195.984800 sec): 3 clusters Score: Raw -105685.142163 + Penalty 2457.195378 = -103227.946785 nChanged 10 SP:Iteration 19Q (2196.027275 sec): 3 clusters Score: Raw -105688.855684 + Penalty 2457.195378 = -103231.660306 nChanged 4 SP:Iteration 20F (2196.072399 sec): 3 clusters Score: Raw -105689.960916 + Penalty 2457.195378 = -103232.765538 nChanged 2 SP:Iteration 21Q (2196.110141 sec): 3 clusters Score: Raw -105690.968056 + Penalty 2457.195378 = -103233.772678 nChanged 2 SP:Iteration 22Q (2196.145305 sec): 3 clusters Score: Raw -105691.271906 + Penalty 2457.195378 = -103234.076529 nChanged 1 SP:Iteration 23Q (2196.197358 sec): 3 clusters Score: Raw -105691.533071 + Penalty 2457.195378 = -103234.337693 nChanged 0 SP:Iteration 24F (2196.243601 sec): 3 clusters Score: Raw -105691.533071 + Penalty 2457.195378 = -103234.337693 nChanged 0 Trying to split cluster 40 (1073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2196.271644 sec): 2 clusters Score: Raw -56754.884960 + Penalty 1133.959733 = -55620.925227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2196.309423 sec): 3 clusters Score: Raw -56387.722095 + Penalty 2267.919466 = -54119.802629 nChanged 315 SP:Iteration 1F (2196.346226 sec): 3 clusters Score: Raw -56663.586635 + Penalty 2267.919466 = -54395.667168 nChanged 91 SP:Iteration 2F (2196.388024 sec): 3 clusters Score: Raw -56751.640212 + Penalty 2267.919466 = -54483.720745 nChanged 42 SP:Iteration 3Q (2196.436923 sec): 3 clusters Score: Raw -56788.496761 + Penalty 2267.919466 = -54520.577294 nChanged 27 SP:Iteration 4Q (2196.482974 sec): 3 clusters Score: Raw -56808.738569 + Penalty 2267.919466 = -54540.819103 nChanged 16 SP:Iteration 5Q (2196.521856 sec): 3 clusters Score: Raw -56824.862130 + Penalty 2267.919466 = -54556.942664 nChanged 14 SP:Iteration 6Q (2196.552710 sec): 3 clusters Score: Raw -56837.567511 + Penalty 2267.919466 = -54569.648045 nChanged 14 SP:Iteration 7Q (2196.598295 sec): 3 clusters Score: Raw -56850.117300 + Penalty 2267.919466 = -54582.197834 nChanged 13 SP:Iteration 8Q (2196.648965 sec): 3 clusters Score: Raw -56862.800333 + Penalty 2267.919466 = -54594.880867 nChanged 12 SP:Iteration 9Q (2196.691926 sec): 3 clusters Score: Raw -56879.017313 + Penalty 2267.919466 = -54611.097846 nChanged 13 SP:Iteration 10Q (2196.737331 sec): 3 clusters Score: Raw -56892.768540 + Penalty 2267.919466 = -54624.849073 nChanged 9 SP:Iteration 11Q (2196.778140 sec): 3 clusters Score: Raw -56900.420989 + Penalty 2267.919466 = -54632.501523 nChanged 3 SP:Iteration 12Q (2196.813975 sec): 3 clusters Score: Raw -56901.795504 + Penalty 2267.919466 = -54633.876038 nChanged 4 SP:Iteration 13Q (2196.856713 sec): 3 clusters Score: Raw -56905.257325 + Penalty 2267.919466 = -54637.337859 nChanged 4 SP:Iteration 14Q (2196.901436 sec): 3 clusters Score: Raw -56908.986216 + Penalty 2267.919466 = -54641.066750 nChanged 3 SP:Iteration 15Q (2196.944359 sec): 3 clusters Score: Raw -56912.125761 + Penalty 2267.919466 = -54644.206295 nChanged 3 SP:Iteration 16Q (2196.982054 sec): 3 clusters Score: Raw -56913.557894 + Penalty 2267.919466 = -54645.638427 nChanged 2 SP:Iteration 17Q (2197.019723 sec): 3 clusters Score: Raw -56914.074196 + Penalty 2267.919466 = -54646.154729 nChanged 0 SP:Iteration 18F (2197.059307 sec): 3 clusters Score: Raw -56914.074196 + Penalty 2267.919466 = -54646.154729 nChanged 0 Trying to split cluster 41 (3253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2197.086906 sec): 2 clusters Score: Raw -140529.024182 + Penalty 1314.191601 = -139214.832581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2197.135846 sec): 3 clusters Score: Raw -138917.795839 + Penalty 2628.383201 = -136289.412638 nChanged 1264 SP:Iteration 1F (2197.180158 sec): 3 clusters Score: Raw -139820.302385 + Penalty 2628.383201 = -137191.919184 nChanged 330 SP:Iteration 2F (2197.224291 sec): 3 clusters Score: Raw -140119.832548 + Penalty 2628.383201 = -137491.449347 nChanged 242 SP:Iteration 3F (2197.260861 sec): 3 clusters Score: Raw -140321.284605 + Penalty 2628.383201 = -137692.901404 nChanged 179 SP:Iteration 4F (2197.300692 sec): 3 clusters Score: Raw -140467.677024 + Penalty 2628.383201 = -137839.293823 nChanged 158 SP:Iteration 5Q (2197.343296 sec): 3 clusters Score: Raw -140599.415606 + Penalty 2628.383201 = -137971.032405 nChanged 159 SP:Iteration 6Q (2197.387016 sec): 3 clusters Score: Raw -140760.090233 + Penalty 2628.383201 = -138131.707032 nChanged 135 SP:Iteration 7Q (2197.435371 sec): 3 clusters Score: Raw -140892.005600 + Penalty 2628.383201 = -138263.622399 nChanged 121 SP:Iteration 8Q (2197.489559 sec): 3 clusters Score: Raw -141009.551828 + Penalty 2628.383201 = -138381.168627 nChanged 109 SP:Iteration 9Q (2197.541633 sec): 3 clusters Score: Raw -141129.894891 + Penalty 2628.383201 = -138501.511690 nChanged 88 SP:Iteration 10Q (2197.588771 sec): 3 clusters Score: Raw -141211.874434 + Penalty 2628.383201 = -138583.491233 nChanged 85 SP:Iteration 11Q (2197.638030 sec): 3 clusters Score: Raw -141307.642571 + Penalty 2628.383201 = -138679.259370 nChanged 78 SP:Iteration 12Q (2197.673472 sec): 3 clusters Score: Raw -141374.894004 + Penalty 2628.383201 = -138746.510803 nChanged 59 SP:Iteration 13Q (2197.718112 sec): 3 clusters Score: Raw -141415.778969 + Penalty 2628.383201 = -138787.395768 nChanged 40 SP:Iteration 14Q (2197.757645 sec): 3 clusters Score: Raw -141441.839184 + Penalty 2628.383201 = -138813.455983 nChanged 29 SP:Iteration 15Q (2197.800751 sec): 3 clusters Score: Raw -141461.929468 + Penalty 2628.383201 = -138833.546267 nChanged 24 SP:Iteration 16Q (2197.856810 sec): 3 clusters Score: Raw -141473.849552 + Penalty 2628.383201 = -138845.466351 nChanged 15 SP:Iteration 17Q (2197.907514 sec): 3 clusters Score: Raw -141480.708070 + Penalty 2628.383201 = -138852.324869 nChanged 9 SP:Iteration 18Q (2197.946447 sec): 3 clusters Score: Raw -141484.541730 + Penalty 2628.383201 = -138856.158528 nChanged 8 SP:Iteration 19Q (2197.992885 sec): 3 clusters Score: Raw -141486.915649 + Penalty 2628.383201 = -138858.532448 nChanged 3 SP:Iteration 20F (2198.037596 sec): 3 clusters Score: Raw -141487.687560 + Penalty 2628.383201 = -138859.304359 nChanged 0 Trying to split cluster 42 (3056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2198.065494 sec): 2 clusters Score: Raw -163005.959598 + Penalty 1304.040099 = -161701.919499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2198.112148 sec): 3 clusters Score: Raw -161623.517833 + Penalty 2608.080199 = -159015.437635 nChanged 1149 SP:Iteration 1F (2198.153322 sec): 3 clusters Score: Raw -162285.902008 + Penalty 2608.080199 = -159677.821809 nChanged 238 SP:Iteration 2F (2198.200402 sec): 3 clusters Score: Raw -162446.196960 + Penalty 2608.080199 = -159838.116761 nChanged 177 SP:Iteration 3F (2198.246901 sec): 3 clusters Score: Raw -162581.360844 + Penalty 2608.080199 = -159973.280645 nChanged 157 SP:Iteration 4F (2198.292384 sec): 3 clusters Score: Raw -162698.213731 + Penalty 2608.080199 = -160090.133533 nChanged 139 SP:Iteration 5Q (2198.337281 sec): 3 clusters Score: Raw -162800.174589 + Penalty 2608.080199 = -160192.094390 nChanged 117 SP:Iteration 6Q (2198.380458 sec): 3 clusters Score: Raw -162869.292451 + Penalty 2608.080199 = -160261.212252 nChanged 87 SP:Iteration 7Q (2198.424836 sec): 3 clusters Score: Raw -162929.270041 + Penalty 2608.080199 = -160321.189842 nChanged 85 SP:Iteration 8Q (2198.484657 sec): 3 clusters Score: Raw -162985.246392 + Penalty 2608.080199 = -160377.166193 nChanged 85 SP:Iteration 9Q (2198.536445 sec): 3 clusters Score: Raw -163033.258990 + Penalty 2608.080199 = -160425.178791 nChanged 79 SP:Iteration 10Q (2198.574899 sec): 3 clusters Score: Raw -163082.045606 + Penalty 2608.080199 = -160473.965407 nChanged 74 SP:Iteration 11Q (2198.621482 sec): 3 clusters Score: Raw -163126.403736 + Penalty 2608.080199 = -160518.323537 nChanged 75 SP:Iteration 12Q (2198.670257 sec): 3 clusters Score: Raw -163184.732821 + Penalty 2608.080199 = -160576.652622 nChanged 63 SP:Iteration 13Q (2198.726946 sec): 3 clusters Score: Raw -163227.402836 + Penalty 2608.080199 = -160619.322637 nChanged 46 SP:Iteration 14Q (2198.764009 sec): 3 clusters Score: Raw -163259.325767 + Penalty 2608.080199 = -160651.245568 nChanged 53 SP:Iteration 15Q (2198.809997 sec): 3 clusters Score: Raw -163297.207228 + Penalty 2608.080199 = -160689.127029 nChanged 39 SP:Iteration 16Q (2198.844451 sec): 3 clusters Score: Raw -163320.876966 + Penalty 2608.080199 = -160712.796767 nChanged 31 SP:Iteration 17Q (2198.887977 sec): 3 clusters Score: Raw -163337.150783 + Penalty 2608.080199 = -160729.070584 nChanged 28 SP:Iteration 18Q (2198.922594 sec): 3 clusters Score: Raw -163351.686560 + Penalty 2608.080199 = -160743.606361 nChanged 20 SP:Iteration 19Q (2198.967609 sec): 3 clusters Score: Raw -163361.321600 + Penalty 2608.080199 = -160753.241401 nChanged 16 SP:Iteration 20F (2199.001848 sec): 3 clusters Score: Raw -163369.459970 + Penalty 2608.080199 = -160761.379771 nChanged 17 SP:Iteration 21Q (2199.041527 sec): 3 clusters Score: Raw -163379.825541 + Penalty 2608.080199 = -160771.745342 nChanged 13 SP:Iteration 22Q (2199.088173 sec): 3 clusters Score: Raw -163384.147690 + Penalty 2608.080199 = -160776.067491 nChanged 11 SP:Iteration 23Q (2199.137876 sec): 3 clusters Score: Raw -163390.316421 + Penalty 2608.080199 = -160782.236222 nChanged 9 SP:Iteration 24Q (2199.192676 sec): 3 clusters Score: Raw -163393.766779 + Penalty 2608.080199 = -160785.686581 nChanged 4 SP:Iteration 25Q (2199.240843 sec): 3 clusters Score: Raw -163395.772353 + Penalty 2608.080199 = -160787.692155 nChanged 4 SP:Iteration 26Q (2199.280230 sec): 3 clusters Score: Raw -163397.287642 + Penalty 2608.080199 = -160789.207443 nChanged 6 SP:Iteration 27Q (2199.333850 sec): 3 clusters Score: Raw -163399.970775 + Penalty 2608.080199 = -160791.890576 nChanged 2 SP:Iteration 28Q (2199.386002 sec): 3 clusters Score: Raw -163400.975483 + Penalty 2608.080199 = -160792.895284 nChanged 3 SP:Iteration 29Q (2199.431085 sec): 3 clusters Score: Raw -163402.344434 + Penalty 2608.080199 = -160794.264235 nChanged 1 SP:Iteration 30Q (2199.481893 sec): 3 clusters Score: Raw -163402.535771 + Penalty 2608.080199 = -160794.455572 nChanged 0 SP:Iteration 31F (2199.529612 sec): 3 clusters Score: Raw -163402.535771 + Penalty 2608.080199 = -160794.455572 nChanged 0 Trying to split cluster 43 (2041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2199.553173 sec): 2 clusters Score: Raw -113590.203706 + Penalty 1238.444214 = -112351.759492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2199.597897 sec): 3 clusters Score: Raw -112692.733668 + Penalty 2476.888428 = -110215.845240 nChanged 718 SP:Iteration 1F (2199.641664 sec): 3 clusters Score: Raw -113137.094002 + Penalty 2476.888428 = -110660.205574 nChanged 149 SP:Iteration 2F (2199.681099 sec): 3 clusters Score: Raw -113254.449973 + Penalty 2476.888428 = -110777.561545 nChanged 90 SP:Iteration 3Q (2199.718436 sec): 3 clusters Score: Raw -113321.360449 + Penalty 2476.888428 = -110844.472022 nChanged 79 SP:Iteration 4Q (2199.764276 sec): 3 clusters Score: Raw -113387.035478 + Penalty 2476.888428 = -110910.147050 nChanged 66 SP:Iteration 5Q (2199.800396 sec): 3 clusters Score: Raw -113428.988816 + Penalty 2476.888428 = -110952.100388 nChanged 44 SP:Iteration 6Q (2199.839900 sec): 3 clusters Score: Raw -113450.467768 + Penalty 2476.888428 = -110973.579340 nChanged 27 SP:Iteration 7Q (2199.887285 sec): 3 clusters Score: Raw -113462.441392 + Penalty 2476.888428 = -110985.552965 nChanged 29 SP:Iteration 8Q (2199.927074 sec): 3 clusters Score: Raw -113478.486599 + Penalty 2476.888428 = -111001.598171 nChanged 19 SP:Iteration 9Q (2199.976588 sec): 3 clusters Score: Raw -113487.024132 + Penalty 2476.888428 = -111010.135704 nChanged 12 SP:Iteration 10Q (2200.028065 sec): 3 clusters Score: Raw -113491.625133 + Penalty 2476.888428 = -111014.736705 nChanged 10 SP:Iteration 11Q (2200.071769 sec): 3 clusters Score: Raw -113496.707599 + Penalty 2476.888428 = -111019.819171 nChanged 9 SP:Iteration 12Q (2200.119427 sec): 3 clusters Score: Raw -113500.865544 + Penalty 2476.888428 = -111023.977117 nChanged 7 SP:Iteration 13Q (2200.171838 sec): 3 clusters Score: Raw -113504.021192 + Penalty 2476.888428 = -111027.132764 nChanged 6 SP:Iteration 14Q (2200.217957 sec): 3 clusters Score: Raw -113506.377326 + Penalty 2476.888428 = -111029.488898 nChanged 8 SP:Iteration 15Q (2200.267442 sec): 3 clusters Score: Raw -113509.525877 + Penalty 2476.888428 = -111032.637449 nChanged 3 SP:Iteration 16Q (2200.294407 sec): 3 clusters Score: Raw -113510.015489 + Penalty 2476.888428 = -111033.127062 nChanged 3 SP:Iteration 17Q (2200.344275 sec): 3 clusters Score: Raw -113510.779811 + Penalty 2476.888428 = -111033.891383 nChanged 3 SP:Iteration 18Q (2200.379776 sec): 3 clusters Score: Raw -113511.496673 + Penalty 2476.888428 = -111034.608245 nChanged 3 SP:Iteration 19Q (2200.414979 sec): 3 clusters Score: Raw -113512.469805 + Penalty 2476.888428 = -111035.581377 nChanged 1 SP:Iteration 20F (2200.462166 sec): 3 clusters Score: Raw -113512.594846 + Penalty 2476.888428 = -111035.706418 nChanged 0 Iteration 99Q (2203.605018 sec): 44 clusters Score: Raw -12077094.455420 + Penalty 86702.903280 = -11990391.552140 nChanged 99 Iteration 100F (2210.509321 sec): 44 clusters Score: Raw -12077115.411301 + Penalty 86702.903280 = -11990412.508021 nChanged 76 Iteration 101Q (2213.870607 sec): 44 clusters Score: Raw -12077128.171846 + Penalty 86702.903280 = -11990425.268566 nChanged 81 Iteration 102Q (2217.169250 sec): 44 clusters Score: Raw -12077143.254547 + Penalty 86702.903280 = -11990440.351267 nChanged 72 Iteration 103Q (2220.530488 sec): 44 clusters Score: Raw -12077154.580751 + Penalty 86702.903280 = -11990451.677471 nChanged 62 Iteration 104Q (2223.834981 sec): 44 clusters Score: Raw -12077162.141096 + Penalty 86702.903280 = -11990459.237816 nChanged 67 Iteration 105Q (2227.155344 sec): 44 clusters Score: Raw -12077170.791943 + Penalty 86702.903280 = -11990467.888662 nChanged 67 Iteration 106Q (2230.400465 sec): 44 clusters Score: Raw -12077180.597358 + Penalty 86702.903280 = -11990477.694078 nChanged 67 Iteration 107Q (2233.646235 sec): 44 clusters Score: Raw -12077193.212885 + Penalty 86702.903280 = -11990490.309605 nChanged 71 Iteration 108Q (2237.011933 sec): 44 clusters Score: Raw -12077202.901966 + Penalty 86702.903280 = -11990499.998685 nChanged 67 Iteration 109Q (2240.319765 sec): 44 clusters Score: Raw -12077209.086435 + Penalty 86702.903280 = -11990506.183154 nChanged 60 Iteration 110Q (2243.681465 sec): 44 clusters Score: Raw -12077214.555152 + Penalty 86702.903280 = -11990511.651871 nChanged 61 Iteration 111Q (2246.997135 sec): 44 clusters Score: Raw -12077219.982598 + Penalty 86702.903280 = -11990517.079317 nChanged 52 Iteration 112Q (2250.320776 sec): 44 clusters Score: Raw -12077224.453289 + Penalty 86702.903280 = -11990521.550009 nChanged 41 Iteration 113Q (2253.640360 sec): 44 clusters Score: Raw -12077226.879750 + Penalty 86702.903280 = -11990523.976470 nChanged 41 Iteration 114Q (2256.881802 sec): 44 clusters Score: Raw -12077230.541273 + Penalty 86702.903280 = -11990527.637993 nChanged 34 Iteration 115Q (2260.226365 sec): 44 clusters Score: Raw -12077233.957686 + Penalty 86702.903280 = -11990531.054405 nChanged 33 Iteration 116Q (2263.553226 sec): 44 clusters Score: Raw -12077236.444085 + Penalty 86702.903280 = -11990533.540805 nChanged 25 Iteration 117Q (2266.839008 sec): 44 clusters Score: Raw -12077241.211901 + Penalty 86702.903280 = -11990538.308621 nChanged 37 Iteration 118Q (2270.158516 sec): 44 clusters Score: Raw -12077247.087429 + Penalty 86702.903280 = -11990544.184148 nChanged 56 Iteration 119Q (2273.497450 sec): 44 clusters Score: Raw -12077252.592934 + Penalty 86702.903280 = -11990549.689653 nChanged 42 Iteration 120F (2280.436670 sec): 44 clusters Score: Raw -12077255.868212 + Penalty 86702.903280 = -11990552.964931 nChanged 47 Iteration 121Q (2283.771403 sec): 44 clusters Score: Raw -12077259.575925 + Penalty 86702.903280 = -11990556.672644 nChanged 43 Iteration 122Q (2287.138886 sec): 44 clusters Score: Raw -12077262.961090 + Penalty 86702.903280 = -11990560.057810 nChanged 37 Iteration 123Q (2290.421327 sec): 44 clusters Score: Raw -12077266.372852 + Penalty 86702.903280 = -11990563.469572 nChanged 48 Iteration 124Q (2293.701460 sec): 44 clusters Score: Raw -12077271.245025 + Penalty 86702.903280 = -11990568.341744 nChanged 36 Iteration 125Q (2297.074122 sec): 44 clusters Score: Raw -12077274.697306 + Penalty 86702.903280 = -11990571.794026 nChanged 44 Iteration 126Q (2300.411122 sec): 44 clusters Score: Raw -12077279.690782 + Penalty 86702.903280 = -11990576.787502 nChanged 36 Iteration 127Q (2303.766971 sec): 44 clusters Score: Raw -12077283.654561 + Penalty 86702.903280 = -11990580.751281 nChanged 28 Iteration 128Q (2307.097831 sec): 44 clusters Score: Raw -12077285.227919 + Penalty 86702.903280 = -11990582.324638 nChanged 13 Iteration 129Q (2310.403296 sec): 44 clusters Score: Raw -12077287.289553 + Penalty 86702.903280 = -11990584.386272 nChanged 11 Iteration 130Q (2313.793293 sec): 44 clusters Score: Raw -12077288.433461 + Penalty 86702.903280 = -11990585.530181 nChanged 6 Iteration 131Q (2317.085726 sec): 44 clusters Score: Raw -12077289.008719 + Penalty 86702.903280 = -11990586.105439 nChanged 5 Iteration 132Q (2320.379984 sec): 44 clusters Score: Raw -12077289.325144 + Penalty 86702.903280 = -11990586.421864 nChanged 4 Iteration 133Q (2323.728749 sec): 44 clusters Score: Raw -12077289.756731 + Penalty 86702.903280 = -11990586.853450 nChanged 3 Iteration 134Q (2327.024541 sec): 44 clusters Score: Raw -12077290.107561 + Penalty 86702.903280 = -11990587.204280 nChanged 2 Iteration 135Q (2330.290214 sec): 44 clusters Score: Raw -12077290.427249 + Penalty 86702.903280 = -11990587.523969 nChanged 2 Iteration 136Q (2333.652364 sec): 44 clusters Score: Raw -12077290.811526 + Penalty 86702.903280 = -11990587.908246 nChanged 2 Iteration 137Q (2336.931462 sec): 44 clusters Score: Raw -12077291.082940 + Penalty 86702.903280 = -11990588.179659 nChanged 1 Iteration 138Q (2340.331215 sec): 44 clusters Score: Raw -12077291.245959 + Penalty 86702.903280 = -11990588.342679 nChanged 4 Writing temp clu file Because OldScore, -11990588.179659, is greater than current (better) Score,-11990588.342679 Compute initial score before splitting: Score: Raw -12077291.245959 + Penalty 86702.903280 = -11990588.342679 Trying to split cluster 1 (15817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2340.427908 sec): 2 clusters Score: Raw -844013.368390 + Penalty 1571.186596 = -842442.181794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2340.507239 sec): 3 clusters Score: Raw -834722.040074 + Penalty 3142.373192 = -831579.666882 nChanged 7040 SP:Iteration 1F (2340.563326 sec): 3 clusters Score: Raw -838775.780478 + Penalty 3142.373192 = -835633.407286 nChanged 945 SP:Iteration 2F (2340.638461 sec): 3 clusters Score: Raw -839203.873653 + Penalty 3142.373192 = -836061.500461 nChanged 883 SP:Iteration 3F (2340.712715 sec): 3 clusters Score: Raw -839628.366894 + Penalty 3142.373192 = -836485.993703 nChanged 780 SP:Iteration 4Q (2340.770394 sec): 3 clusters Score: Raw -840041.044835 + Penalty 3142.373192 = -836898.671643 nChanged 782 SP:Iteration 5Q (2340.841399 sec): 3 clusters Score: Raw -840437.721906 + Penalty 3142.373192 = -837295.348715 nChanged 799 SP:Iteration 6F (2340.904253 sec): 3 clusters Score: Raw -840863.180213 + Penalty 3142.373192 = -837720.807021 nChanged 730 SP:Iteration 7Q (2340.972483 sec): 3 clusters Score: Raw -841241.947805 + Penalty 3142.373192 = -838099.574613 nChanged 613 SP:Iteration 8Q (2341.040590 sec): 3 clusters Score: Raw -841510.030474 + Penalty 3142.373192 = -838367.657282 nChanged 552 SP:Iteration 9Q (2341.118350 sec): 3 clusters Score: Raw -841728.503662 + Penalty 3142.373192 = -838586.130470 nChanged 489 SP:Iteration 10Q (2341.185555 sec): 3 clusters Score: Raw -841906.573616 + Penalty 3142.373192 = -838764.200425 nChanged 414 SP:Iteration 11Q (2341.241495 sec): 3 clusters Score: Raw -842056.304948 + Penalty 3142.373192 = -838913.931756 nChanged 408 SP:Iteration 12Q (2341.307926 sec): 3 clusters Score: Raw -842198.254636 + Penalty 3142.373192 = -839055.881444 nChanged 347 SP:Iteration 13Q (2341.381305 sec): 3 clusters Score: Raw -842310.262786 + Penalty 3142.373192 = -839167.889594 nChanged 339 SP:Iteration 14Q (2341.446889 sec): 3 clusters Score: Raw -842423.173736 + Penalty 3142.373192 = -839280.800545 nChanged 348 SP:Iteration 15Q (2341.509637 sec): 3 clusters Score: Raw -842539.844668 + Penalty 3142.373192 = -839397.471477 nChanged 360 SP:Iteration 16Q (2341.578394 sec): 3 clusters Score: Raw -842667.398338 + Penalty 3142.373192 = -839525.025146 nChanged 367 SP:Iteration 17Q (2341.647262 sec): 3 clusters Score: Raw -842807.486995 + Penalty 3142.373192 = -839665.113804 nChanged 352 SP:Iteration 18Q (2341.721509 sec): 3 clusters Score: Raw -842954.316177 + Penalty 3142.373192 = -839811.942986 nChanged 357 SP:Iteration 19Q (2341.786729 sec): 3 clusters Score: Raw -843111.918797 + Penalty 3142.373192 = -839969.545606 nChanged 356 SP:Iteration 20F (2341.848166 sec): 3 clusters Score: Raw -843274.961842 + Penalty 3142.373192 = -840132.588651 nChanged 317 SP:Iteration 21Q (2341.924015 sec): 3 clusters Score: Raw -843416.506779 + Penalty 3142.373192 = -840274.133588 nChanged 306 SP:Iteration 22Q (2341.982161 sec): 3 clusters Score: Raw -843553.399368 + Penalty 3142.373192 = -840411.026176 nChanged 244 SP:Iteration 23Q (2342.050000 sec): 3 clusters Score: Raw -843659.491465 + Penalty 3142.373192 = -840517.118274 nChanged 220 SP:Iteration 24Q (2342.111799 sec): 3 clusters Score: Raw -843755.972303 + Penalty 3142.373192 = -840613.599111 nChanged 191 SP:Iteration 25Q (2342.172300 sec): 3 clusters Score: Raw -843841.280882 + Penalty 3142.373192 = -840698.907690 nChanged 152 SP:Iteration 26Q (2342.233112 sec): 3 clusters Score: Raw -843905.694487 + Penalty 3142.373192 = -840763.321295 nChanged 109 SP:Iteration 27Q (2342.309191 sec): 3 clusters Score: Raw -843953.112573 + Penalty 3142.373192 = -840810.739381 nChanged 94 SP:Iteration 28Q (2342.371927 sec): 3 clusters Score: Raw -843994.394175 + Penalty 3142.373192 = -840852.020984 nChanged 85 SP:Iteration 29Q (2342.442269 sec): 3 clusters Score: Raw -844034.680005 + Penalty 3142.373192 = -840892.306813 nChanged 86 SP:Iteration 30Q (2342.504763 sec): 3 clusters Score: Raw -844074.192484 + Penalty 3142.373192 = -840931.819293 nChanged 76 SP:Iteration 31Q (2342.575695 sec): 3 clusters Score: Raw -844109.567117 + Penalty 3142.373192 = -840967.193925 nChanged 54 SP:Iteration 32Q (2342.639932 sec): 3 clusters Score: Raw -844136.377008 + Penalty 3142.373192 = -840994.003816 nChanged 53 SP:Iteration 33Q (2342.694745 sec): 3 clusters Score: Raw -844159.222395 + Penalty 3142.373192 = -841016.849203 nChanged 47 SP:Iteration 34Q (2342.761229 sec): 3 clusters Score: Raw -844176.772871 + Penalty 3142.373192 = -841034.399679 nChanged 39 SP:Iteration 35Q (2342.816235 sec): 3 clusters Score: Raw -844189.678968 + Penalty 3142.373192 = -841047.305776 nChanged 31 SP:Iteration 36Q (2342.887129 sec): 3 clusters Score: Raw -844200.268383 + Penalty 3142.373192 = -841057.895192 nChanged 18 SP:Iteration 37Q (2342.955187 sec): 3 clusters Score: Raw -844206.661514 + Penalty 3142.373192 = -841064.288322 nChanged 21 SP:Iteration 38Q (2343.016596 sec): 3 clusters Score: Raw -844215.179830 + Penalty 3142.373192 = -841072.806639 nChanged 17 SP:Iteration 39Q (2343.067372 sec): 3 clusters Score: Raw -844225.342257 + Penalty 3142.373192 = -841082.969065 nChanged 17 SP:Iteration 40F (2343.124384 sec): 3 clusters Score: Raw -844231.199914 + Penalty 3142.373192 = -841088.826722 nChanged 11 SP:Iteration 41Q (2343.189257 sec): 3 clusters Score: Raw -844235.136225 + Penalty 3142.373192 = -841092.763033 nChanged 12 SP:Iteration 42Q (2343.264387 sec): 3 clusters Score: Raw -844239.791283 + Penalty 3142.373192 = -841097.418092 nChanged 10 SP:Iteration 43Q (2343.316296 sec): 3 clusters Score: Raw -844245.891138 + Penalty 3142.373192 = -841103.517946 nChanged 16 SP:Iteration 44Q (2343.374704 sec): 3 clusters Score: Raw -844253.679324 + Penalty 3142.373192 = -841111.306132 nChanged 13 SP:Iteration 45Q (2343.440736 sec): 3 clusters Score: Raw -844259.225995 + Penalty 3142.373192 = -841116.852803 nChanged 11 SP:Iteration 46Q (2343.513649 sec): 3 clusters Score: Raw -844263.567209 + Penalty 3142.373192 = -841121.194018 nChanged 15 SP:Iteration 47Q (2343.563519 sec): 3 clusters Score: Raw -844268.815265 + Penalty 3142.373192 = -841126.442074 nChanged 10 SP:Iteration 48Q (2343.633883 sec): 3 clusters Score: Raw -844272.957918 + Penalty 3142.373192 = -841130.584727 nChanged 9 SP:Iteration 49Q (2343.705430 sec): 3 clusters Score: Raw -844275.850684 + Penalty 3142.373192 = -841133.477493 nChanged 5 SP:Iteration 50Q (2343.763026 sec): 3 clusters Score: Raw -844277.804802 + Penalty 3142.373192 = -841135.431610 nChanged 7 SP:Iteration 51Q (2343.822494 sec): 3 clusters Score: Raw -844280.549461 + Penalty 3142.373192 = -841138.176270 nChanged 6 SP:Iteration 52Q (2343.891469 sec): 3 clusters Score: Raw -844283.173993 + Penalty 3142.373192 = -841140.800802 nChanged 2 SP:Iteration 53Q (2343.948952 sec): 3 clusters Score: Raw -844283.863387 + Penalty 3142.373192 = -841141.490195 nChanged 2 SP:Iteration 54Q (2344.000503 sec): 3 clusters Score: Raw -844284.971344 + Penalty 3142.373192 = -841142.598153 nChanged 3 SP:Iteration 55Q (2344.067630 sec): 3 clusters Score: Raw -844285.973295 + Penalty 3142.373192 = -841143.600103 nChanged 4 SP:Iteration 56Q (2344.125925 sec): 3 clusters Score: Raw -844288.187694 + Penalty 3142.373192 = -841145.814502 nChanged 2 SP:Iteration 57Q (2344.195698 sec): 3 clusters Score: Raw -844289.139113 + Penalty 3142.373192 = -841146.765921 nChanged 3 SP:Iteration 58Q (2344.256960 sec): 3 clusters Score: Raw -844291.012472 + Penalty 3142.373192 = -841148.639280 nChanged 4 SP:Iteration 59Q (2344.319981 sec): 3 clusters Score: Raw -844292.363424 + Penalty 3142.373192 = -841149.990233 nChanged 4 SP:Iteration 60F (2344.384590 sec): 3 clusters Score: Raw -844293.964882 + Penalty 3142.373192 = -841151.591690 nChanged 4 SP:Iteration 61Q (2344.439001 sec): 3 clusters Score: Raw -844295.767930 + Penalty 3142.373192 = -841153.394738 nChanged 3 SP:Iteration 62Q (2344.491760 sec): 3 clusters Score: Raw -844296.645528 + Penalty 3142.373192 = -841154.272336 nChanged 3 SP:Iteration 63Q (2344.547420 sec): 3 clusters Score: Raw -844297.677775 + Penalty 3142.373192 = -841155.304583 nChanged 2 SP:Iteration 64Q (2344.609995 sec): 3 clusters Score: Raw -844298.536268 + Penalty 3142.373192 = -841156.163076 nChanged 2 SP:Iteration 65Q (2344.679644 sec): 3 clusters Score: Raw -844299.458272 + Penalty 3142.373192 = -841157.085080 nChanged 1 SP:Iteration 66Q (2344.751572 sec): 3 clusters Score: Raw -844299.860590 + Penalty 3142.373192 = -841157.487398 nChanged 0 SP:Iteration 67F (2344.804348 sec): 3 clusters Score: Raw -844299.860590 + Penalty 3142.373192 = -841157.487398 nChanged 0 Trying to split cluster 2 (9466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2344.836256 sec): 2 clusters Score: Raw -529216.105787 + Penalty 1487.762528 = -527728.343259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2344.896069 sec): 3 clusters Score: Raw -523851.443190 + Penalty 2975.525056 = -520875.918134 nChanged 4066 SP:Iteration 1F (2344.955723 sec): 3 clusters Score: Raw -526166.676022 + Penalty 2975.525056 = -523191.150966 nChanged 649 SP:Iteration 2F (2345.010957 sec): 3 clusters Score: Raw -526467.170340 + Penalty 2975.525056 = -523491.645284 nChanged 506 SP:Iteration 3F (2345.074175 sec): 3 clusters Score: Raw -526687.969978 + Penalty 2975.525056 = -523712.444923 nChanged 468 SP:Iteration 4Q (2345.130133 sec): 3 clusters Score: Raw -526898.834261 + Penalty 2975.525056 = -523923.309205 nChanged 440 SP:Iteration 5Q (2345.193921 sec): 3 clusters Score: Raw -527095.606013 + Penalty 2975.525056 = -524120.080957 nChanged 396 SP:Iteration 6Q (2345.244038 sec): 3 clusters Score: Raw -527255.208259 + Penalty 2975.525056 = -524279.683203 nChanged 360 SP:Iteration 7Q (2345.301833 sec): 3 clusters Score: Raw -527425.310959 + Penalty 2975.525056 = -524449.785903 nChanged 374 SP:Iteration 8Q (2345.364534 sec): 3 clusters Score: Raw -527616.638668 + Penalty 2975.525056 = -524641.113612 nChanged 371 SP:Iteration 9Q (2345.416855 sec): 3 clusters Score: Raw -527811.728609 + Penalty 2975.525056 = -524836.203553 nChanged 356 SP:Iteration 10Q (2345.476512 sec): 3 clusters Score: Raw -527999.740781 + Penalty 2975.525056 = -525024.215725 nChanged 319 SP:Iteration 11Q (2345.530583 sec): 3 clusters Score: Raw -528176.464089 + Penalty 2975.525056 = -525200.939033 nChanged 311 SP:Iteration 12Q (2345.594555 sec): 3 clusters Score: Raw -528359.623796 + Penalty 2975.525056 = -525384.098740 nChanged 289 SP:Iteration 13Q (2345.655223 sec): 3 clusters Score: Raw -528525.309439 + Penalty 2975.525056 = -525549.784383 nChanged 229 SP:Iteration 14Q (2345.712173 sec): 3 clusters Score: Raw -528651.748819 + Penalty 2975.525056 = -525676.223763 nChanged 193 SP:Iteration 15Q (2345.766954 sec): 3 clusters Score: Raw -528767.169457 + Penalty 2975.525056 = -525791.644402 nChanged 186 SP:Iteration 16Q (2345.822962 sec): 3 clusters Score: Raw -528888.693969 + Penalty 2975.525056 = -525913.168913 nChanged 160 SP:Iteration 17Q (2345.880506 sec): 3 clusters Score: Raw -529009.587503 + Penalty 2975.525056 = -526034.062447 nChanged 149 SP:Iteration 18Q (2345.941319 sec): 3 clusters Score: Raw -529121.431482 + Penalty 2975.525056 = -526145.906426 nChanged 109 SP:Iteration 19Q (2346.004499 sec): 3 clusters Score: Raw -529205.609641 + Penalty 2975.525056 = -526230.084585 nChanged 87 SP:Iteration 20F (2346.061542 sec): 3 clusters Score: Raw -529274.801991 + Penalty 2975.525056 = -526299.276935 nChanged 56 SP:Iteration 21Q (2346.099119 sec): 3 clusters Score: Raw -529319.974757 + Penalty 2975.525056 = -526344.449701 nChanged 52 SP:Iteration 22Q (2346.158053 sec): 3 clusters Score: Raw -529359.261023 + Penalty 2975.525056 = -526383.735968 nChanged 28 SP:Iteration 23Q (2346.231594 sec): 3 clusters Score: Raw -529380.969923 + Penalty 2975.525056 = -526405.444867 nChanged 15 SP:Iteration 24Q (2346.280877 sec): 3 clusters Score: Raw -529391.775859 + Penalty 2975.525056 = -526416.250803 nChanged 11 SP:Iteration 25Q (2346.339925 sec): 3 clusters Score: Raw -529402.232219 + Penalty 2975.525056 = -526426.707163 nChanged 14 SP:Iteration 26Q (2346.392864 sec): 3 clusters Score: Raw -529413.916611 + Penalty 2975.525056 = -526438.391555 nChanged 11 SP:Iteration 27Q (2346.446725 sec): 3 clusters Score: Raw -529424.193428 + Penalty 2975.525056 = -526448.668372 nChanged 8 SP:Iteration 28Q (2346.503942 sec): 3 clusters Score: Raw -529431.473268 + Penalty 2975.525056 = -526455.948212 nChanged 6 SP:Iteration 29Q (2346.568575 sec): 3 clusters Score: Raw -529435.227111 + Penalty 2975.525056 = -526459.702055 nChanged 3 SP:Iteration 30Q (2346.619571 sec): 3 clusters Score: Raw -529437.693748 + Penalty 2975.525056 = -526462.168692 nChanged 1 SP:Iteration 31Q (2346.672821 sec): 3 clusters Score: Raw -529438.942148 + Penalty 2975.525056 = -526463.417092 nChanged 1 SP:Iteration 32Q (2346.739096 sec): 3 clusters Score: Raw -529439.485226 + Penalty 2975.525056 = -526463.960170 nChanged 0 SP:Iteration 33F (2346.790898 sec): 3 clusters Score: Raw -529439.485226 + Penalty 2975.525056 = -526463.960170 nChanged 0 Trying to split cluster 3 (10139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2346.826287 sec): 2 clusters Score: Raw -534497.964051 + Penalty 1498.923506 = -532999.040545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2346.887840 sec): 3 clusters Score: Raw -528750.045077 + Penalty 2997.847012 = -525752.198064 nChanged 4392 SP:Iteration 1F (2346.958978 sec): 3 clusters Score: Raw -531312.101794 + Penalty 2997.847012 = -528314.254782 nChanged 705 SP:Iteration 2F (2347.017147 sec): 3 clusters Score: Raw -531755.327057 + Penalty 2997.847012 = -528757.480045 nChanged 684 SP:Iteration 3F (2347.072706 sec): 3 clusters Score: Raw -532169.365372 + Penalty 2997.847012 = -529171.518360 nChanged 610 SP:Iteration 4F (2347.130166 sec): 3 clusters Score: Raw -532487.427866 + Penalty 2997.847012 = -529489.580853 nChanged 497 SP:Iteration 5Q (2347.190307 sec): 3 clusters Score: Raw -532762.170618 + Penalty 2997.847012 = -529764.323606 nChanged 448 SP:Iteration 6Q (2347.244923 sec): 3 clusters Score: Raw -533007.184472 + Penalty 2997.847012 = -530009.337460 nChanged 418 SP:Iteration 7Q (2347.298425 sec): 3 clusters Score: Raw -533255.612261 + Penalty 2997.847012 = -530257.765249 nChanged 370 SP:Iteration 8Q (2347.352917 sec): 3 clusters Score: Raw -533471.878223 + Penalty 2997.847012 = -530474.031211 nChanged 333 SP:Iteration 9Q (2347.419081 sec): 3 clusters Score: Raw -533661.726062 + Penalty 2997.847012 = -530663.879050 nChanged 320 SP:Iteration 10Q (2347.469416 sec): 3 clusters Score: Raw -533889.347335 + Penalty 2997.847012 = -530891.500323 nChanged 339 SP:Iteration 11Q (2347.529088 sec): 3 clusters Score: Raw -534228.998720 + Penalty 2997.847012 = -531231.151708 nChanged 322 SP:Iteration 12Q (2347.586290 sec): 3 clusters Score: Raw -534576.550356 + Penalty 2997.847012 = -531578.703344 nChanged 266 SP:Iteration 13Q (2347.653025 sec): 3 clusters Score: Raw -534798.338356 + Penalty 2997.847012 = -531800.491344 nChanged 226 SP:Iteration 14Q (2347.700757 sec): 3 clusters Score: Raw -534942.428970 + Penalty 2997.847012 = -531944.581958 nChanged 180 SP:Iteration 15Q (2347.755968 sec): 3 clusters Score: Raw -535024.769933 + Penalty 2997.847012 = -532026.922921 nChanged 123 SP:Iteration 16Q (2347.813675 sec): 3 clusters Score: Raw -535073.905291 + Penalty 2997.847012 = -532076.058279 nChanged 91 SP:Iteration 17Q (2347.867763 sec): 3 clusters Score: Raw -535108.568557 + Penalty 2997.847012 = -532110.721544 nChanged 81 SP:Iteration 18Q (2347.926470 sec): 3 clusters Score: Raw -535135.628344 + Penalty 2997.847012 = -532137.781332 nChanged 72 SP:Iteration 19Q (2347.981269 sec): 3 clusters Score: Raw -535160.232461 + Penalty 2997.847012 = -532162.385449 nChanged 73 SP:Iteration 20F (2348.040099 sec): 3 clusters Score: Raw -535183.162481 + Penalty 2997.847012 = -532185.315469 nChanged 63 SP:Iteration 21Q (2348.105961 sec): 3 clusters Score: Raw -535199.172914 + Penalty 2997.847012 = -532201.325902 nChanged 55 SP:Iteration 22Q (2348.156956 sec): 3 clusters Score: Raw -535215.226226 + Penalty 2997.847012 = -532217.379214 nChanged 56 SP:Iteration 23Q (2348.224673 sec): 3 clusters Score: Raw -535229.959251 + Penalty 2997.847012 = -532232.112239 nChanged 53 SP:Iteration 24Q (2348.285932 sec): 3 clusters Score: Raw -535244.994778 + Penalty 2997.847012 = -532247.147766 nChanged 37 SP:Iteration 25Q (2348.329658 sec): 3 clusters Score: Raw -535256.298161 + Penalty 2997.847012 = -532258.451149 nChanged 29 SP:Iteration 26Q (2348.390580 sec): 3 clusters Score: Raw -535262.332287 + Penalty 2997.847012 = -532264.485275 nChanged 20 SP:Iteration 27Q (2348.449124 sec): 3 clusters Score: Raw -535265.502998 + Penalty 2997.847012 = -532267.655986 nChanged 15 SP:Iteration 28Q (2348.505950 sec): 3 clusters Score: Raw -535267.770159 + Penalty 2997.847012 = -532269.923147 nChanged 12 SP:Iteration 29Q (2348.558545 sec): 3 clusters Score: Raw -535269.562862 + Penalty 2997.847012 = -532271.715850 nChanged 8 SP:Iteration 30Q (2348.622516 sec): 3 clusters Score: Raw -535270.838459 + Penalty 2997.847012 = -532272.991446 nChanged 8 SP:Iteration 31Q (2348.670547 sec): 3 clusters Score: Raw -535271.569583 + Penalty 2997.847012 = -532273.722571 nChanged 4 SP:Iteration 32Q (2348.725749 sec): 3 clusters Score: Raw -535271.952685 + Penalty 2997.847012 = -532274.105673 nChanged 3 SP:Iteration 33Q (2348.784432 sec): 3 clusters Score: Raw -535272.543818 + Penalty 2997.847012 = -532274.696806 nChanged 5 SP:Iteration 34Q (2348.842676 sec): 3 clusters Score: Raw -535273.361300 + Penalty 2997.847012 = -532275.514288 nChanged 3 SP:Iteration 35Q (2348.889162 sec): 3 clusters Score: Raw -535274.072054 + Penalty 2997.847012 = -532276.225042 nChanged 1 SP:Iteration 36Q (2348.944541 sec): 3 clusters Score: Raw -535274.304741 + Penalty 2997.847012 = -532276.457729 nChanged 1 SP:Iteration 37Q (2349.004140 sec): 3 clusters Score: Raw -535274.505268 + Penalty 2997.847012 = -532276.658256 nChanged 3 SP:Iteration 38Q (2349.062101 sec): 3 clusters Score: Raw -535274.890782 + Penalty 2997.847012 = -532277.043770 nChanged 2 SP:Iteration 39Q (2349.124656 sec): 3 clusters Score: Raw -535274.962564 + Penalty 2997.847012 = -532277.115552 nChanged 0 SP:Iteration 40F (2349.187608 sec): 3 clusters Score: Raw -535274.962564 + Penalty 2997.847012 = -532277.115552 nChanged 0 Trying to split cluster 4 (8527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2349.214989 sec): 2 clusters Score: Raw -464694.256663 + Penalty 1470.786343 = -463223.470320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2349.272000 sec): 3 clusters Score: Raw -459992.092536 + Penalty 2941.572686 = -457050.519851 nChanged 3654 SP:Iteration 1F (2349.329778 sec): 3 clusters Score: Raw -461959.863955 + Penalty 2941.572686 = -459018.291269 nChanged 503 SP:Iteration 2F (2349.386636 sec): 3 clusters Score: Raw -462198.219425 + Penalty 2941.572686 = -459256.646739 nChanged 449 SP:Iteration 3F (2349.441022 sec): 3 clusters Score: Raw -462467.351721 + Penalty 2941.572686 = -459525.779036 nChanged 452 SP:Iteration 4F (2349.501747 sec): 3 clusters Score: Raw -462786.142956 + Penalty 2941.572686 = -459844.570270 nChanged 503 SP:Iteration 5F (2349.559614 sec): 3 clusters Score: Raw -463232.477880 + Penalty 2941.572686 = -460290.905194 nChanged 564 SP:Iteration 6F (2349.619036 sec): 3 clusters Score: Raw -463788.769174 + Penalty 2941.572686 = -460847.196488 nChanged 582 SP:Iteration 7F (2349.663182 sec): 3 clusters Score: Raw -464405.637142 + Penalty 2941.572686 = -461464.064456 nChanged 556 SP:Iteration 8F (2349.719532 sec): 3 clusters Score: Raw -464960.090440 + Penalty 2941.572686 = -462018.517755 nChanged 446 SP:Iteration 9F (2349.765757 sec): 3 clusters Score: Raw -465348.023873 + Penalty 2941.572686 = -462406.451187 nChanged 332 SP:Iteration 10Q (2349.823708 sec): 3 clusters Score: Raw -465583.305432 + Penalty 2941.572686 = -462641.732746 nChanged 227 SP:Iteration 11Q (2349.893632 sec): 3 clusters Score: Raw -465733.727677 + Penalty 2941.572686 = -462792.154991 nChanged 164 SP:Iteration 12Q (2349.940066 sec): 3 clusters Score: Raw -465823.649540 + Penalty 2941.572686 = -462882.076855 nChanged 112 SP:Iteration 13Q (2350.010414 sec): 3 clusters Score: Raw -465869.359522 + Penalty 2941.572686 = -462927.786837 nChanged 93 SP:Iteration 14Q (2350.060668 sec): 3 clusters Score: Raw -465907.730428 + Penalty 2941.572686 = -462966.157743 nChanged 76 SP:Iteration 15Q (2350.112831 sec): 3 clusters Score: Raw -465933.390583 + Penalty 2941.572686 = -462991.817898 nChanged 52 SP:Iteration 16Q (2350.177120 sec): 3 clusters Score: Raw -465949.775008 + Penalty 2941.572686 = -463008.202322 nChanged 46 SP:Iteration 17Q (2350.226539 sec): 3 clusters Score: Raw -465965.485640 + Penalty 2941.572686 = -463023.912955 nChanged 50 SP:Iteration 18Q (2350.293387 sec): 3 clusters Score: Raw -465978.911743 + Penalty 2941.572686 = -463037.339058 nChanged 40 SP:Iteration 19Q (2350.356334 sec): 3 clusters Score: Raw -465988.868999 + Penalty 2941.572686 = -463047.296313 nChanged 36 SP:Iteration 20F (2350.404414 sec): 3 clusters Score: Raw -465998.048281 + Penalty 2941.572686 = -463056.475595 nChanged 33 SP:Iteration 21Q (2350.469274 sec): 3 clusters Score: Raw -466007.430817 + Penalty 2941.572686 = -463065.858131 nChanged 30 SP:Iteration 22Q (2350.518557 sec): 3 clusters Score: Raw -466019.175923 + Penalty 2941.572686 = -463077.603237 nChanged 29 SP:Iteration 23Q (2350.574143 sec): 3 clusters Score: Raw -466029.847673 + Penalty 2941.572686 = -463088.274987 nChanged 28 SP:Iteration 24Q (2350.632309 sec): 3 clusters Score: Raw -466042.684586 + Penalty 2941.572686 = -463101.111900 nChanged 29 SP:Iteration 25Q (2350.679566 sec): 3 clusters Score: Raw -466055.506777 + Penalty 2941.572686 = -463113.934092 nChanged 35 SP:Iteration 26Q (2350.750091 sec): 3 clusters Score: Raw -466065.487313 + Penalty 2941.572686 = -463123.914627 nChanged 23 SP:Iteration 27Q (2350.793818 sec): 3 clusters Score: Raw -466069.530744 + Penalty 2941.572686 = -463127.958058 nChanged 12 SP:Iteration 28Q (2350.845544 sec): 3 clusters Score: Raw -466072.330725 + Penalty 2941.572686 = -463130.758039 nChanged 16 SP:Iteration 29Q (2350.894440 sec): 3 clusters Score: Raw -466075.695785 + Penalty 2941.572686 = -463134.123099 nChanged 15 SP:Iteration 30Q (2350.951688 sec): 3 clusters Score: Raw -466077.896819 + Penalty 2941.572686 = -463136.324134 nChanged 11 SP:Iteration 31Q (2351.010906 sec): 3 clusters Score: Raw -466079.622195 + Penalty 2941.572686 = -463138.049509 nChanged 6 SP:Iteration 32Q (2351.070457 sec): 3 clusters Score: Raw -466080.406810 + Penalty 2941.572686 = -463138.834124 nChanged 1 SP:Iteration 33Q (2351.123372 sec): 3 clusters Score: Raw -466080.457662 + Penalty 2941.572686 = -463138.884976 nChanged 1 SP:Iteration 34Q (2351.181054 sec): 3 clusters Score: Raw -466080.882089 + Penalty 2941.572686 = -463139.309404 nChanged 6 SP:Iteration 35Q (2351.230520 sec): 3 clusters Score: Raw -466081.673009 + Penalty 2941.572686 = -463140.100324 nChanged 4 SP:Iteration 36Q (2351.290407 sec): 3 clusters Score: Raw -466082.220219 + Penalty 2941.572686 = -463140.647534 nChanged 4 SP:Iteration 37Q (2351.348421 sec): 3 clusters Score: Raw -466083.029821 + Penalty 2941.572686 = -463141.457135 nChanged 5 SP:Iteration 38Q (2351.402212 sec): 3 clusters Score: Raw -466084.167654 + Penalty 2941.572686 = -463142.594968 nChanged 3 SP:Iteration 39Q (2351.451568 sec): 3 clusters Score: Raw -466084.495580 + Penalty 2941.572686 = -463142.922895 nChanged 2 SP:Iteration 40F (2351.505131 sec): 3 clusters Score: Raw -466084.716832 + Penalty 2941.572686 = -463143.144147 nChanged 1 SP:Iteration 41Q (2351.556803 sec): 3 clusters Score: Raw -466084.772729 + Penalty 2941.572686 = -463143.200043 nChanged 0 SP:Iteration 42F (2351.611763 sec): 3 clusters Score: Raw -466084.772729 + Penalty 2941.572686 = -463143.200043 nChanged 0 Trying to split cluster 5 (1425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2351.642054 sec): 2 clusters Score: Raw -46417.385851 + Penalty 1180.063153 = -45237.322699 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2351.683121 sec): 3 clusters Score: Raw -45943.165232 + Penalty 2360.126305 = -43583.038927 nChanged 475 SP:Iteration 1F (2351.721341 sec): 3 clusters Score: Raw -46477.426377 + Penalty 2360.126305 = -44117.300072 nChanged 143 SP:Iteration 2F (2351.768988 sec): 3 clusters Score: Raw -46810.074384 + Penalty 2360.126305 = -44449.948079 nChanged 138 SP:Iteration 3F (2351.811182 sec): 3 clusters Score: Raw -47167.324758 + Penalty 2360.126305 = -44807.198453 nChanged 142 SP:Iteration 4F (2351.848548 sec): 3 clusters Score: Raw -47456.907968 + Penalty 2360.126305 = -45096.781663 nChanged 98 SP:Iteration 5F (2351.888261 sec): 3 clusters Score: Raw -47657.718898 + Penalty 2360.126305 = -45297.592593 nChanged 65 SP:Iteration 6Q (2351.940445 sec): 3 clusters Score: Raw -47809.056370 + Penalty 2360.126305 = -45448.930065 nChanged 46 SP:Iteration 7Q (2351.988414 sec): 3 clusters Score: Raw -47903.732212 + Penalty 2360.126305 = -45543.605907 nChanged 36 SP:Iteration 8Q (2352.029675 sec): 3 clusters Score: Raw -47947.907928 + Penalty 2360.126305 = -45587.781623 nChanged 20 SP:Iteration 9Q (2352.066613 sec): 3 clusters Score: Raw -47973.181695 + Penalty 2360.126305 = -45613.055390 nChanged 19 SP:Iteration 10Q (2352.104842 sec): 3 clusters Score: Raw -47997.949228 + Penalty 2360.126305 = -45637.822923 nChanged 11 SP:Iteration 11Q (2352.152382 sec): 3 clusters Score: Raw -48010.102404 + Penalty 2360.126305 = -45649.976098 nChanged 7 SP:Iteration 12Q (2352.191563 sec): 3 clusters Score: Raw -48017.466095 + Penalty 2360.126305 = -45657.339790 nChanged 2 SP:Iteration 13Q (2352.222327 sec): 3 clusters Score: Raw -48018.636957 + Penalty 2360.126305 = -45658.510651 nChanged 2 SP:Iteration 14Q (2352.265364 sec): 3 clusters Score: Raw -48022.769699 + Penalty 2360.126305 = -45662.643394 nChanged 2 SP:Iteration 15Q (2352.300493 sec): 3 clusters Score: Raw -48025.506235 + Penalty 2360.126305 = -45665.379930 nChanged 3 SP:Iteration 16Q (2352.350395 sec): 3 clusters Score: Raw -48026.945484 + Penalty 2360.126305 = -45666.819179 nChanged 1 SP:Iteration 17Q (2352.391056 sec): 3 clusters Score: Raw -48027.307806 + Penalty 2360.126305 = -45667.181501 nChanged 0 SP:Iteration 18F (2352.442858 sec): 3 clusters Score: Raw -48027.307806 + Penalty 2360.126305 = -45667.181501 nChanged 0 Score: Raw -12078901.615256 + Penalty 88719.249868 = -11990182.365387 Splitting cluster 5 changes total score from -11990588.342679 to -11990182.365387 So it's not getting split. Trying to split cluster 6 (2688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2359.476675 sec): 2 clusters Score: Raw -143592.220145 + Penalty 1283.189814 = -142309.030331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2359.518256 sec): 3 clusters Score: Raw -142374.087153 + Penalty 2566.379628 = -139807.707525 nChanged 997 SP:Iteration 1F (2359.563716 sec): 3 clusters Score: Raw -143014.410929 + Penalty 2566.379628 = -140448.031301 nChanged 225 SP:Iteration 2F (2359.590721 sec): 3 clusters Score: Raw -143189.054736 + Penalty 2566.379628 = -140622.675108 nChanged 171 SP:Iteration 3F (2359.632053 sec): 3 clusters Score: Raw -143309.295323 + Penalty 2566.379628 = -140742.915695 nChanged 121 SP:Iteration 4Q (2359.688321 sec): 3 clusters Score: Raw -143402.163744 + Penalty 2566.379628 = -140835.784116 nChanged 99 SP:Iteration 5Q (2359.732931 sec): 3 clusters Score: Raw -143472.412824 + Penalty 2566.379628 = -140906.033196 nChanged 86 SP:Iteration 6Q (2359.781274 sec): 3 clusters Score: Raw -143541.980916 + Penalty 2566.379628 = -140975.601288 nChanged 84 SP:Iteration 7Q (2359.826997 sec): 3 clusters Score: Raw -143612.397701 + Penalty 2566.379628 = -141046.018073 nChanged 80 SP:Iteration 8Q (2359.870195 sec): 3 clusters Score: Raw -143674.932872 + Penalty 2566.379628 = -141108.553244 nChanged 85 SP:Iteration 9Q (2359.914051 sec): 3 clusters Score: Raw -143752.396248 + Penalty 2566.379628 = -141186.016620 nChanged 93 SP:Iteration 10Q (2359.960421 sec): 3 clusters Score: Raw -143837.508775 + Penalty 2566.379628 = -141271.129147 nChanged 98 SP:Iteration 11Q (2360.002598 sec): 3 clusters Score: Raw -143956.468106 + Penalty 2566.379628 = -141390.088478 nChanged 115 SP:Iteration 12Q (2360.046051 sec): 3 clusters Score: Raw -144161.268120 + Penalty 2566.379628 = -141594.888492 nChanged 126 SP:Iteration 13Q (2360.089780 sec): 3 clusters Score: Raw -144386.801401 + Penalty 2566.379628 = -141820.421773 nChanged 104 SP:Iteration 14Q (2360.138018 sec): 3 clusters Score: Raw -144565.683217 + Penalty 2566.379628 = -141999.303589 nChanged 72 SP:Iteration 15Q (2360.192903 sec): 3 clusters Score: Raw -144652.382795 + Penalty 2566.379628 = -142086.003167 nChanged 33 SP:Iteration 16Q (2360.245064 sec): 3 clusters Score: Raw -144677.622811 + Penalty 2566.379628 = -142111.243183 nChanged 20 SP:Iteration 17Q (2360.281279 sec): 3 clusters Score: Raw -144690.704406 + Penalty 2566.379628 = -142124.324778 nChanged 6 SP:Iteration 18Q (2360.325779 sec): 3 clusters Score: Raw -144693.082542 + Penalty 2566.379628 = -142126.702914 nChanged 2 SP:Iteration 19Q (2360.372003 sec): 3 clusters Score: Raw -144694.286397 + Penalty 2566.379628 = -142127.906769 nChanged 2 SP:Iteration 20F (2360.409479 sec): 3 clusters Score: Raw -144694.771226 + Penalty 2566.379628 = -142128.391598 nChanged 0 Trying to split cluster 7 (2068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2360.432787 sec): 2 clusters Score: Raw -89127.591045 + Penalty 1240.579801 = -87887.011244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2360.476829 sec): 3 clusters Score: Raw -88256.927256 + Penalty 2481.159602 = -85775.767654 nChanged 722 SP:Iteration 1F (2360.521239 sec): 3 clusters Score: Raw -88733.753859 + Penalty 2481.159602 = -86252.594257 nChanged 166 SP:Iteration 2F (2360.568031 sec): 3 clusters Score: Raw -88861.859286 + Penalty 2481.159602 = -86380.699685 nChanged 112 SP:Iteration 3F (2360.628121 sec): 3 clusters Score: Raw -88948.968684 + Penalty 2481.159602 = -86467.809082 nChanged 91 SP:Iteration 4Q (2360.675892 sec): 3 clusters Score: Raw -89021.606033 + Penalty 2481.159602 = -86540.446432 nChanged 75 SP:Iteration 5Q (2360.721709 sec): 3 clusters Score: Raw -89092.455279 + Penalty 2481.159602 = -86611.295677 nChanged 71 SP:Iteration 6Q (2360.761051 sec): 3 clusters Score: Raw -89153.148412 + Penalty 2481.159602 = -86671.988811 nChanged 61 SP:Iteration 7Q (2360.799134 sec): 3 clusters Score: Raw -89213.335327 + Penalty 2481.159602 = -86732.175726 nChanged 56 SP:Iteration 8Q (2360.851767 sec): 3 clusters Score: Raw -89260.056279 + Penalty 2481.159602 = -86778.896677 nChanged 59 SP:Iteration 9Q (2360.888795 sec): 3 clusters Score: Raw -89313.055842 + Penalty 2481.159602 = -86831.896240 nChanged 57 SP:Iteration 10Q (2360.933055 sec): 3 clusters Score: Raw -89365.618482 + Penalty 2481.159602 = -86884.458881 nChanged 53 SP:Iteration 11Q (2360.977933 sec): 3 clusters Score: Raw -89410.772626 + Penalty 2481.159602 = -86929.613025 nChanged 51 SP:Iteration 12Q (2361.016096 sec): 3 clusters Score: Raw -89454.043271 + Penalty 2481.159602 = -86972.883670 nChanged 45 SP:Iteration 13Q (2361.065328 sec): 3 clusters Score: Raw -89485.236915 + Penalty 2481.159602 = -87004.077314 nChanged 40 SP:Iteration 14Q (2361.122928 sec): 3 clusters Score: Raw -89523.275847 + Penalty 2481.159602 = -87042.116246 nChanged 38 SP:Iteration 15Q (2361.162743 sec): 3 clusters Score: Raw -89557.892190 + Penalty 2481.159602 = -87076.732588 nChanged 39 SP:Iteration 16Q (2361.209726 sec): 3 clusters Score: Raw -89601.752342 + Penalty 2481.159602 = -87120.592740 nChanged 43 SP:Iteration 17Q (2361.257923 sec): 3 clusters Score: Raw -89627.651139 + Penalty 2481.159602 = -87146.491538 nChanged 16 SP:Iteration 18Q (2361.294521 sec): 3 clusters Score: Raw -89638.300414 + Penalty 2481.159602 = -87157.140813 nChanged 15 SP:Iteration 19Q (2361.328144 sec): 3 clusters Score: Raw -89647.549346 + Penalty 2481.159602 = -87166.389745 nChanged 8 SP:Iteration 20F (2361.364592 sec): 3 clusters Score: Raw -89653.761101 + Penalty 2481.159602 = -87172.601499 nChanged 15 SP:Iteration 21Q (2361.400535 sec): 3 clusters Score: Raw -89666.348811 + Penalty 2481.159602 = -87185.189210 nChanged 14 SP:Iteration 22Q (2361.453716 sec): 3 clusters Score: Raw -89681.627918 + Penalty 2481.159602 = -87200.468317 nChanged 21 SP:Iteration 23Q (2361.493081 sec): 3 clusters Score: Raw -89697.756241 + Penalty 2481.159602 = -87216.596640 nChanged 19 SP:Iteration 24Q (2361.535342 sec): 3 clusters Score: Raw -89708.560981 + Penalty 2481.159602 = -87227.401379 nChanged 20 SP:Iteration 25Q (2361.577690 sec): 3 clusters Score: Raw -89722.547917 + Penalty 2481.159602 = -87241.388316 nChanged 18 SP:Iteration 26Q (2361.617192 sec): 3 clusters Score: Raw -89739.038598 + Penalty 2481.159602 = -87257.878996 nChanged 26 SP:Iteration 27Q (2361.659083 sec): 3 clusters Score: Raw -89752.465671 + Penalty 2481.159602 = -87271.306070 nChanged 12 SP:Iteration 28Q (2361.715163 sec): 3 clusters Score: Raw -89759.240931 + Penalty 2481.159602 = -87278.081329 nChanged 10 SP:Iteration 29Q (2361.740518 sec): 3 clusters Score: Raw -89764.516099 + Penalty 2481.159602 = -87283.356498 nChanged 5 SP:Iteration 30Q (2361.785269 sec): 3 clusters Score: Raw -89766.866697 + Penalty 2481.159602 = -87285.707095 nChanged 9 SP:Iteration 31Q (2361.843162 sec): 3 clusters Score: Raw -89769.853316 + Penalty 2481.159602 = -87288.693714 nChanged 3 SP:Iteration 32Q (2361.894624 sec): 3 clusters Score: Raw -89770.888794 + Penalty 2481.159602 = -87289.729193 nChanged 3 SP:Iteration 33Q (2361.940195 sec): 3 clusters Score: Raw -89771.540933 + Penalty 2481.159602 = -87290.381332 nChanged 1 SP:Iteration 34Q (2361.984810 sec): 3 clusters Score: Raw -89771.889103 + Penalty 2481.159602 = -87290.729501 nChanged 1 SP:Iteration 35Q (2362.011112 sec): 3 clusters Score: Raw -89772.086509 + Penalty 2481.159602 = -87290.926907 nChanged 0 SP:Iteration 36F (2362.056815 sec): 3 clusters Score: Raw -89772.086509 + Penalty 2481.159602 = -87290.926907 nChanged 0 Trying to split cluster 8 (3071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2362.083083 sec): 2 clusters Score: Raw -157181.346103 + Penalty 1304.835760 = -155876.510343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2362.135739 sec): 3 clusters Score: Raw -155729.186863 + Penalty 2609.671519 = -153119.515344 nChanged 1189 SP:Iteration 1F (2362.174126 sec): 3 clusters Score: Raw -156413.196066 + Penalty 2609.671519 = -153803.524547 nChanged 234 SP:Iteration 2F (2362.225049 sec): 3 clusters Score: Raw -156558.421446 + Penalty 2609.671519 = -153948.749927 nChanged 157 SP:Iteration 3F (2362.265474 sec): 3 clusters Score: Raw -156652.153054 + Penalty 2609.671519 = -154042.481535 nChanged 123 SP:Iteration 4Q (2362.314402 sec): 3 clusters Score: Raw -156726.453842 + Penalty 2609.671519 = -154116.782323 nChanged 112 SP:Iteration 5Q (2362.370306 sec): 3 clusters Score: Raw -156789.111454 + Penalty 2609.671519 = -154179.439935 nChanged 89 SP:Iteration 6Q (2362.409466 sec): 3 clusters Score: Raw -156848.576567 + Penalty 2609.671519 = -154238.905048 nChanged 93 SP:Iteration 7Q (2362.454682 sec): 3 clusters Score: Raw -156927.600962 + Penalty 2609.671519 = -154317.929443 nChanged 115 SP:Iteration 8Q (2362.503301 sec): 3 clusters Score: Raw -157011.579932 + Penalty 2609.671519 = -154401.908413 nChanged 117 SP:Iteration 9Q (2362.543592 sec): 3 clusters Score: Raw -157086.815450 + Penalty 2609.671519 = -154477.143930 nChanged 119 SP:Iteration 10Q (2362.590802 sec): 3 clusters Score: Raw -157160.398805 + Penalty 2609.671519 = -154550.727285 nChanged 93 SP:Iteration 11Q (2362.648372 sec): 3 clusters Score: Raw -157215.289821 + Penalty 2609.671519 = -154605.618302 nChanged 104 SP:Iteration 12Q (2362.698562 sec): 3 clusters Score: Raw -157280.533453 + Penalty 2609.671519 = -154670.861934 nChanged 91 SP:Iteration 13Q (2362.745119 sec): 3 clusters Score: Raw -157336.091485 + Penalty 2609.671519 = -154726.419966 nChanged 85 SP:Iteration 14Q (2362.789977 sec): 3 clusters Score: Raw -157384.368880 + Penalty 2609.671519 = -154774.697361 nChanged 70 SP:Iteration 15Q (2362.823687 sec): 3 clusters Score: Raw -157424.712061 + Penalty 2609.671519 = -154815.040542 nChanged 51 SP:Iteration 16Q (2362.871257 sec): 3 clusters Score: Raw -157450.655347 + Penalty 2609.671519 = -154840.983827 nChanged 35 SP:Iteration 17Q (2362.921696 sec): 3 clusters Score: Raw -157468.072962 + Penalty 2609.671519 = -154858.401443 nChanged 34 SP:Iteration 18Q (2362.957794 sec): 3 clusters Score: Raw -157488.208346 + Penalty 2609.671519 = -154878.536827 nChanged 35 SP:Iteration 19Q (2363.002274 sec): 3 clusters Score: Raw -157508.177119 + Penalty 2609.671519 = -154898.505600 nChanged 33 SP:Iteration 20F (2363.052399 sec): 3 clusters Score: Raw -157523.861564 + Penalty 2609.671519 = -154914.190045 nChanged 28 SP:Iteration 21Q (2363.101428 sec): 3 clusters Score: Raw -157535.566312 + Penalty 2609.671519 = -154925.894793 nChanged 11 SP:Iteration 22Q (2363.145946 sec): 3 clusters Score: Raw -157539.545151 + Penalty 2609.671519 = -154929.873632 nChanged 10 SP:Iteration 23Q (2363.195771 sec): 3 clusters Score: Raw -157543.614609 + Penalty 2609.671519 = -154933.943090 nChanged 10 SP:Iteration 24Q (2363.242019 sec): 3 clusters Score: Raw -157547.429035 + Penalty 2609.671519 = -154937.757516 nChanged 4 SP:Iteration 25Q (2363.282423 sec): 3 clusters Score: Raw -157548.668461 + Penalty 2609.671519 = -154938.996942 nChanged 1 SP:Iteration 26Q (2363.324896 sec): 3 clusters Score: Raw -157549.044633 + Penalty 2609.671519 = -154939.373114 nChanged 0 SP:Iteration 27F (2363.379424 sec): 3 clusters Score: Raw -157549.044633 + Penalty 2609.671519 = -154939.373114 nChanged 0 Trying to split cluster 9 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2363.402956 sec): 2 clusters Score: Raw -49252.365183 + Penalty 1115.537764 = -48136.827419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2363.437250 sec): 3 clusters Score: Raw -48983.466780 + Penalty 2231.075528 = -46752.391252 nChanged 289 SP:Iteration 1F (2363.484973 sec): 3 clusters Score: Raw -49421.738031 + Penalty 2231.075528 = -47190.662503 nChanged 121 SP:Iteration 2F (2363.539810 sec): 3 clusters Score: Raw -49724.523880 + Penalty 2231.075528 = -47493.448352 nChanged 91 SP:Iteration 3F (2363.574565 sec): 3 clusters Score: Raw -49945.279859 + Penalty 2231.075528 = -47714.204331 nChanged 67 SP:Iteration 4F (2363.618085 sec): 3 clusters Score: Raw -50147.071774 + Penalty 2231.075528 = -47915.996246 nChanged 36 SP:Iteration 5Q (2363.656937 sec): 3 clusters Score: Raw -50233.963027 + Penalty 2231.075528 = -48002.887499 nChanged 18 SP:Iteration 6Q (2363.702338 sec): 3 clusters Score: Raw -50268.977239 + Penalty 2231.075528 = -48037.901711 nChanged 13 SP:Iteration 7Q (2363.739333 sec): 3 clusters Score: Raw -50290.316845 + Penalty 2231.075528 = -48059.241317 nChanged 8 SP:Iteration 8Q (2363.779541 sec): 3 clusters Score: Raw -50303.067702 + Penalty 2231.075528 = -48071.992174 nChanged 2 SP:Iteration 9Q (2363.816921 sec): 3 clusters Score: Raw -50305.506580 + Penalty 2231.075528 = -48074.431052 nChanged 0 SP:Iteration 10F (2363.852317 sec): 3 clusters Score: Raw -50305.506580 + Penalty 2231.075528 = -48074.431052 nChanged 0 Trying to split cluster 10 (3790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2363.881057 sec): 2 clusters Score: Raw -208486.386630 + Penalty 1339.019711 = -207147.366919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2363.930004 sec): 3 clusters Score: Raw -206610.792174 + Penalty 2678.039422 = -203932.752753 nChanged 1426 SP:Iteration 1F (2363.979856 sec): 3 clusters Score: Raw -207369.594323 + Penalty 2678.039422 = -204691.554901 nChanged 270 SP:Iteration 2F (2364.023034 sec): 3 clusters Score: Raw -207529.328484 + Penalty 2678.039422 = -204851.289062 nChanged 206 SP:Iteration 3F (2364.083228 sec): 3 clusters Score: Raw -207645.253863 + Penalty 2678.039422 = -204967.214441 nChanged 168 SP:Iteration 4Q (2364.120697 sec): 3 clusters Score: Raw -207744.443075 + Penalty 2678.039422 = -205066.403653 nChanged 154 SP:Iteration 5Q (2364.164242 sec): 3 clusters Score: Raw -207826.990412 + Penalty 2678.039422 = -205148.950990 nChanged 149 SP:Iteration 6Q (2364.215233 sec): 3 clusters Score: Raw -207921.345625 + Penalty 2678.039422 = -205243.306203 nChanged 146 SP:Iteration 7Q (2364.278691 sec): 3 clusters Score: Raw -208014.311363 + Penalty 2678.039422 = -205336.271941 nChanged 158 SP:Iteration 8Q (2364.317698 sec): 3 clusters Score: Raw -208107.663625 + Penalty 2678.039422 = -205429.624204 nChanged 121 SP:Iteration 9Q (2364.364461 sec): 3 clusters Score: Raw -208172.219447 + Penalty 2678.039422 = -205494.180026 nChanged 95 SP:Iteration 10Q (2364.410168 sec): 3 clusters Score: Raw -208215.539617 + Penalty 2678.039422 = -205537.500196 nChanged 65 SP:Iteration 11Q (2364.458302 sec): 3 clusters Score: Raw -208246.379895 + Penalty 2678.039422 = -205568.340473 nChanged 65 SP:Iteration 12Q (2364.520535 sec): 3 clusters Score: Raw -208283.640498 + Penalty 2678.039422 = -205605.601076 nChanged 82 SP:Iteration 13Q (2364.559213 sec): 3 clusters Score: Raw -208327.086784 + Penalty 2678.039422 = -205649.047362 nChanged 61 SP:Iteration 14Q (2364.604705 sec): 3 clusters Score: Raw -208361.724471 + Penalty 2678.039422 = -205683.685050 nChanged 67 SP:Iteration 15Q (2364.646138 sec): 3 clusters Score: Raw -208407.603538 + Penalty 2678.039422 = -205729.564116 nChanged 70 SP:Iteration 16Q (2364.686078 sec): 3 clusters Score: Raw -208454.934568 + Penalty 2678.039422 = -205776.895147 nChanged 58 SP:Iteration 17Q (2364.734473 sec): 3 clusters Score: Raw -208500.809096 + Penalty 2678.039422 = -205822.769674 nChanged 59 SP:Iteration 18Q (2364.787012 sec): 3 clusters Score: Raw -208541.400092 + Penalty 2678.039422 = -205863.360670 nChanged 50 SP:Iteration 19Q (2364.851597 sec): 3 clusters Score: Raw -208576.049243 + Penalty 2678.039422 = -205898.009821 nChanged 36 SP:Iteration 20F (2364.900197 sec): 3 clusters Score: Raw -208600.639673 + Penalty 2678.039422 = -205922.600252 nChanged 30 SP:Iteration 21Q (2364.936577 sec): 3 clusters Score: Raw -208619.254640 + Penalty 2678.039422 = -205941.215218 nChanged 23 SP:Iteration 22Q (2364.998648 sec): 3 clusters Score: Raw -208636.028706 + Penalty 2678.039422 = -205957.989284 nChanged 20 SP:Iteration 23Q (2365.043386 sec): 3 clusters Score: Raw -208647.279109 + Penalty 2678.039422 = -205969.239687 nChanged 17 SP:Iteration 24Q (2365.097842 sec): 3 clusters Score: Raw -208657.017637 + Penalty 2678.039422 = -205978.978215 nChanged 16 SP:Iteration 25Q (2365.146216 sec): 3 clusters Score: Raw -208666.481352 + Penalty 2678.039422 = -205988.441930 nChanged 12 SP:Iteration 26Q (2365.194419 sec): 3 clusters Score: Raw -208674.430937 + Penalty 2678.039422 = -205996.391515 nChanged 14 SP:Iteration 27Q (2365.250928 sec): 3 clusters Score: Raw -208684.865717 + Penalty 2678.039422 = -206006.826295 nChanged 10 SP:Iteration 28Q (2365.300299 sec): 3 clusters Score: Raw -208692.139148 + Penalty 2678.039422 = -206014.099726 nChanged 10 SP:Iteration 29Q (2365.344281 sec): 3 clusters Score: Raw -208697.772208 + Penalty 2678.039422 = -206019.732786 nChanged 4 SP:Iteration 30Q (2365.393849 sec): 3 clusters Score: Raw -208700.308802 + Penalty 2678.039422 = -206022.269381 nChanged 2 SP:Iteration 31Q (2365.436444 sec): 3 clusters Score: Raw -208701.255352 + Penalty 2678.039422 = -206023.215930 nChanged 2 SP:Iteration 32Q (2365.492811 sec): 3 clusters Score: Raw -208702.125477 + Penalty 2678.039422 = -206024.086056 nChanged 3 SP:Iteration 33Q (2365.540683 sec): 3 clusters Score: Raw -208704.181421 + Penalty 2678.039422 = -206026.141999 nChanged 4 SP:Iteration 34Q (2365.591455 sec): 3 clusters Score: Raw -208706.347699 + Penalty 2678.039422 = -206028.308277 nChanged 1 SP:Iteration 35Q (2365.642412 sec): 3 clusters Score: Raw -208706.625080 + Penalty 2678.039422 = -206028.585658 nChanged 1 SP:Iteration 36Q (2365.681281 sec): 3 clusters Score: Raw -208707.003453 + Penalty 2678.039422 = -206028.964031 nChanged 2 SP:Iteration 37Q (2365.730345 sec): 3 clusters Score: Raw -208707.636838 + Penalty 2678.039422 = -206029.597416 nChanged 2 SP:Iteration 38Q (2365.780753 sec): 3 clusters Score: Raw -208709.442033 + Penalty 2678.039422 = -206031.402611 nChanged 3 SP:Iteration 39Q (2365.830332 sec): 3 clusters Score: Raw -208711.365957 + Penalty 2678.039422 = -206033.326535 nChanged 2 SP:Iteration 40F (2365.887321 sec): 3 clusters Score: Raw -208712.677571 + Penalty 2678.039422 = -206034.638149 nChanged 2 SP:Iteration 41Q (2365.935165 sec): 3 clusters Score: Raw -208713.620199 + Penalty 2678.039422 = -206035.580777 nChanged 3 SP:Iteration 42Q (2365.979138 sec): 3 clusters Score: Raw -208714.598242 + Penalty 2678.039422 = -206036.558820 nChanged 2 SP:Iteration 43Q (2366.015231 sec): 3 clusters Score: Raw -208715.579970 + Penalty 2678.039422 = -206037.540548 nChanged 1 SP:Iteration 44Q (2366.060550 sec): 3 clusters Score: Raw -208715.887129 + Penalty 2678.039422 = -206037.847707 nChanged 0 SP:Iteration 45F (2366.102118 sec): 3 clusters Score: Raw -208715.887129 + Penalty 2678.039422 = -206037.847707 nChanged 0 Trying to split cluster 11 (3304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2366.127126 sec): 2 clusters Score: Raw -173945.251776 + Penalty 1316.719484 = -172628.532292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2366.176850 sec): 3 clusters Score: Raw -172347.053141 + Penalty 2633.438969 = -169713.614172 nChanged 1257 SP:Iteration 1F (2366.221386 sec): 3 clusters Score: Raw -173113.630538 + Penalty 2633.438969 = -170480.191569 nChanged 229 SP:Iteration 2F (2366.262398 sec): 3 clusters Score: Raw -173232.834038 + Penalty 2633.438969 = -170599.395069 nChanged 146 SP:Iteration 3Q (2366.303827 sec): 3 clusters Score: Raw -173315.130315 + Penalty 2633.438969 = -170681.691346 nChanged 124 SP:Iteration 4Q (2366.351276 sec): 3 clusters Score: Raw -173396.032852 + Penalty 2633.438969 = -170762.593883 nChanged 127 SP:Iteration 5Q (2366.396866 sec): 3 clusters Score: Raw -173487.604002 + Penalty 2633.438969 = -170854.165033 nChanged 131 SP:Iteration 6Q (2366.434715 sec): 3 clusters Score: Raw -173604.920032 + Penalty 2633.438969 = -170971.481063 nChanged 154 SP:Iteration 7Q (2366.469555 sec): 3 clusters Score: Raw -173739.410082 + Penalty 2633.438969 = -171105.971114 nChanged 156 SP:Iteration 8Q (2366.503441 sec): 3 clusters Score: Raw -173879.908967 + Penalty 2633.438969 = -171246.469999 nChanged 159 SP:Iteration 9Q (2366.545192 sec): 3 clusters Score: Raw -174019.883918 + Penalty 2633.438969 = -171386.444949 nChanged 162 SP:Iteration 10Q (2366.582989 sec): 3 clusters Score: Raw -174170.120214 + Penalty 2633.438969 = -171536.681245 nChanged 130 SP:Iteration 11Q (2366.635094 sec): 3 clusters Score: Raw -174308.500180 + Penalty 2633.438969 = -171675.061211 nChanged 122 SP:Iteration 12Q (2366.684393 sec): 3 clusters Score: Raw -174436.462515 + Penalty 2633.438969 = -171803.023546 nChanged 108 SP:Iteration 13Q (2366.734007 sec): 3 clusters Score: Raw -174552.666579 + Penalty 2633.438969 = -171919.227610 nChanged 87 SP:Iteration 14Q (2366.774787 sec): 3 clusters Score: Raw -174658.159804 + Penalty 2633.438969 = -172024.720835 nChanged 67 SP:Iteration 15Q (2366.816880 sec): 3 clusters Score: Raw -174745.867491 + Penalty 2633.438969 = -172112.428522 nChanged 67 SP:Iteration 16Q (2366.856094 sec): 3 clusters Score: Raw -174847.626206 + Penalty 2633.438969 = -172214.187237 nChanged 73 SP:Iteration 17Q (2366.904572 sec): 3 clusters Score: Raw -174992.298422 + Penalty 2633.438969 = -172358.859453 nChanged 75 SP:Iteration 18Q (2366.958306 sec): 3 clusters Score: Raw -175102.588612 + Penalty 2633.438969 = -172469.149643 nChanged 61 SP:Iteration 19Q (2366.997674 sec): 3 clusters Score: Raw -175187.344408 + Penalty 2633.438969 = -172553.905439 nChanged 54 SP:Iteration 20F (2367.049446 sec): 3 clusters Score: Raw -175240.930452 + Penalty 2633.438969 = -172607.491483 nChanged 48 SP:Iteration 21Q (2367.095233 sec): 3 clusters Score: Raw -175297.954666 + Penalty 2633.438969 = -172664.515697 nChanged 50 SP:Iteration 22Q (2367.138988 sec): 3 clusters Score: Raw -175354.420196 + Penalty 2633.438969 = -172720.981228 nChanged 53 SP:Iteration 23Q (2367.177172 sec): 3 clusters Score: Raw -175407.453015 + Penalty 2633.438969 = -172774.014046 nChanged 39 SP:Iteration 24Q (2367.221179 sec): 3 clusters Score: Raw -175444.501819 + Penalty 2633.438969 = -172811.062850 nChanged 38 SP:Iteration 25Q (2367.267312 sec): 3 clusters Score: Raw -175485.701164 + Penalty 2633.438969 = -172852.262196 nChanged 34 SP:Iteration 26Q (2367.316994 sec): 3 clusters Score: Raw -175519.102026 + Penalty 2633.438969 = -172885.663057 nChanged 25 SP:Iteration 27Q (2367.366652 sec): 3 clusters Score: Raw -175539.612672 + Penalty 2633.438969 = -172906.173703 nChanged 20 SP:Iteration 28Q (2367.415462 sec): 3 clusters Score: Raw -175550.718036 + Penalty 2633.438969 = -172917.279067 nChanged 16 SP:Iteration 29Q (2367.461205 sec): 3 clusters Score: Raw -175559.757658 + Penalty 2633.438969 = -172926.318690 nChanged 11 SP:Iteration 30Q (2367.508812 sec): 3 clusters Score: Raw -175565.284953 + Penalty 2633.438969 = -172931.845984 nChanged 10 SP:Iteration 31Q (2367.566791 sec): 3 clusters Score: Raw -175570.243899 + Penalty 2633.438969 = -172936.804930 nChanged 9 SP:Iteration 32Q (2367.608937 sec): 3 clusters Score: Raw -175576.048993 + Penalty 2633.438969 = -172942.610024 nChanged 11 SP:Iteration 33Q (2367.653378 sec): 3 clusters Score: Raw -175581.161609 + Penalty 2633.438969 = -172947.722640 nChanged 11 SP:Iteration 34Q (2367.696118 sec): 3 clusters Score: Raw -175587.373330 + Penalty 2633.438969 = -172953.934361 nChanged 12 SP:Iteration 35Q (2367.738237 sec): 3 clusters Score: Raw -175592.839477 + Penalty 2633.438969 = -172959.400509 nChanged 6 SP:Iteration 36Q (2367.791504 sec): 3 clusters Score: Raw -175595.381204 + Penalty 2633.438969 = -172961.942235 nChanged 5 SP:Iteration 37Q (2367.839474 sec): 3 clusters Score: Raw -175597.286881 + Penalty 2633.438969 = -172963.847912 nChanged 2 SP:Iteration 38Q (2367.885500 sec): 3 clusters Score: Raw -175598.953426 + Penalty 2633.438969 = -172965.514457 nChanged 2 SP:Iteration 39Q (2367.928973 sec): 3 clusters Score: Raw -175599.597753 + Penalty 2633.438969 = -172966.158784 nChanged 1 SP:Iteration 40F (2367.981768 sec): 3 clusters Score: Raw -175605.465518 + Penalty 2633.438969 = -172972.026549 nChanged 5 SP:Iteration 41Q (2368.026764 sec): 3 clusters Score: Raw -175610.199046 + Penalty 2633.438969 = -172976.760077 nChanged 3 SP:Iteration 42Q (2368.073444 sec): 3 clusters Score: Raw -175610.757467 + Penalty 2633.438969 = -172977.318498 nChanged 4 SP:Iteration 43Q (2368.122001 sec): 3 clusters Score: Raw -175612.639922 + Penalty 2633.438969 = -172979.200954 nChanged 5 SP:Iteration 44Q (2368.161734 sec): 3 clusters Score: Raw -175614.640730 + Penalty 2633.438969 = -172981.201761 nChanged 6 SP:Iteration 45Q (2368.205953 sec): 3 clusters Score: Raw -175617.433347 + Penalty 2633.438969 = -172983.994378 nChanged 1 SP:Iteration 46Q (2368.239973 sec): 3 clusters Score: Raw -175617.688457 + Penalty 2633.438969 = -172984.249489 nChanged 0 SP:Iteration 47F (2368.285967 sec): 3 clusters Score: Raw -175617.688457 + Penalty 2633.438969 = -172984.249489 nChanged 0 Score: Raw -12078964.129983 + Penalty 88719.249868 = -11990244.880115 Splitting cluster 11 changes total score from -11990588.342679 to -11990244.880115 So it's not getting split. Trying to split cluster 12 (1623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2375.408582 sec): 2 clusters Score: Raw -81023.652252 + Penalty 1201.205130 = -79822.447122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2375.448784 sec): 3 clusters Score: Raw -80357.831059 + Penalty 2402.410259 = -77955.420800 nChanged 554 SP:Iteration 1F (2375.484009 sec): 3 clusters Score: Raw -80746.181580 + Penalty 2402.410259 = -78343.771320 nChanged 127 SP:Iteration 2F (2375.528808 sec): 3 clusters Score: Raw -80852.929066 + Penalty 2402.410259 = -78450.518806 nChanged 85 SP:Iteration 3F (2375.572994 sec): 3 clusters Score: Raw -80920.565212 + Penalty 2402.410259 = -78518.154953 nChanged 59 SP:Iteration 4Q (2375.627412 sec): 3 clusters Score: Raw -80974.634888 + Penalty 2402.410259 = -78572.224628 nChanged 47 SP:Iteration 5Q (2375.661166 sec): 3 clusters Score: Raw -81040.682727 + Penalty 2402.410259 = -78638.272467 nChanged 51 SP:Iteration 6Q (2375.710245 sec): 3 clusters Score: Raw -81117.128977 + Penalty 2402.410259 = -78714.718718 nChanged 58 SP:Iteration 7Q (2375.747415 sec): 3 clusters Score: Raw -81174.481461 + Penalty 2402.410259 = -78772.071201 nChanged 47 SP:Iteration 8Q (2375.810282 sec): 3 clusters Score: Raw -81229.704421 + Penalty 2402.410259 = -78827.294162 nChanged 49 SP:Iteration 9Q (2375.853116 sec): 3 clusters Score: Raw -81281.744472 + Penalty 2402.410259 = -78879.334212 nChanged 53 SP:Iteration 10Q (2375.890148 sec): 3 clusters Score: Raw -81335.339292 + Penalty 2402.410259 = -78932.929032 nChanged 53 SP:Iteration 11Q (2375.940617 sec): 3 clusters Score: Raw -81405.324044 + Penalty 2402.410259 = -79002.913785 nChanged 60 SP:Iteration 12Q (2375.972943 sec): 3 clusters Score: Raw -81491.407563 + Penalty 2402.410259 = -79088.997303 nChanged 67 SP:Iteration 13Q (2376.020325 sec): 3 clusters Score: Raw -81609.842477 + Penalty 2402.410259 = -79207.432218 nChanged 69 SP:Iteration 14Q (2376.080927 sec): 3 clusters Score: Raw -81731.741840 + Penalty 2402.410259 = -79329.331581 nChanged 60 SP:Iteration 15Q (2376.118337 sec): 3 clusters Score: Raw -81823.289025 + Penalty 2402.410259 = -79420.878766 nChanged 39 SP:Iteration 16Q (2376.154018 sec): 3 clusters Score: Raw -81873.180070 + Penalty 2402.410259 = -79470.769810 nChanged 27 SP:Iteration 17Q (2376.206111 sec): 3 clusters Score: Raw -81901.593028 + Penalty 2402.410259 = -79499.182769 nChanged 20 SP:Iteration 18Q (2376.236039 sec): 3 clusters Score: Raw -81922.405491 + Penalty 2402.410259 = -79519.995231 nChanged 14 SP:Iteration 19Q (2376.278562 sec): 3 clusters Score: Raw -81932.603783 + Penalty 2402.410259 = -79530.193523 nChanged 7 SP:Iteration 20F (2376.328839 sec): 3 clusters Score: Raw -81937.083732 + Penalty 2402.410259 = -79534.673473 nChanged 2 SP:Iteration 21Q (2376.370506 sec): 3 clusters Score: Raw -81938.199636 + Penalty 2402.410259 = -79535.789377 nChanged 1 SP:Iteration 22Q (2376.409933 sec): 3 clusters Score: Raw -81938.879397 + Penalty 2402.410259 = -79536.469138 nChanged 1 SP:Iteration 23Q (2376.452627 sec): 3 clusters Score: Raw -81939.629013 + Penalty 2402.410259 = -79537.218753 nChanged 3 SP:Iteration 24Q (2376.480914 sec): 3 clusters Score: Raw -81941.331673 + Penalty 2402.410259 = -79538.921413 nChanged 3 SP:Iteration 25Q (2376.518634 sec): 3 clusters Score: Raw -81943.921374 + Penalty 2402.410259 = -79541.511114 nChanged 4 SP:Iteration 26Q (2376.563635 sec): 3 clusters Score: Raw -81945.375825 + Penalty 2402.410259 = -79542.965566 nChanged 1 SP:Iteration 27Q (2376.622310 sec): 3 clusters Score: Raw -81946.562744 + Penalty 2402.410259 = -79544.152485 nChanged 1 SP:Iteration 28Q (2376.667111 sec): 3 clusters Score: Raw -81949.008144 + Penalty 2402.410259 = -79546.597885 nChanged 0 SP:Iteration 29F (2376.709730 sec): 3 clusters Score: Raw -81949.008144 + Penalty 2402.410259 = -79546.597885 nChanged 0 Trying to split cluster 13 (8143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2376.733193 sec): 2 clusters Score: Raw -430193.946192 + Penalty 1463.298515 = -428730.647676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2376.791980 sec): 3 clusters Score: Raw -425713.673610 + Penalty 2926.597031 = -422787.076579 nChanged 3467 SP:Iteration 1F (2376.858678 sec): 3 clusters Score: Raw -427546.430503 + Penalty 2926.597031 = -424619.833472 nChanged 536 SP:Iteration 2F (2376.908432 sec): 3 clusters Score: Raw -427777.401288 + Penalty 2926.597031 = -424850.804257 nChanged 387 SP:Iteration 3Q (2376.975044 sec): 3 clusters Score: Raw -427950.423632 + Penalty 2926.597031 = -425023.826601 nChanged 371 SP:Iteration 4Q (2377.020226 sec): 3 clusters Score: Raw -428119.231291 + Penalty 2926.597031 = -425192.634260 nChanged 319 SP:Iteration 5Q (2377.081933 sec): 3 clusters Score: Raw -428269.692311 + Penalty 2926.597031 = -425343.095280 nChanged 343 SP:Iteration 6Q (2377.141794 sec): 3 clusters Score: Raw -428434.143476 + Penalty 2926.597031 = -425507.546445 nChanged 322 SP:Iteration 7Q (2377.212346 sec): 3 clusters Score: Raw -428582.233514 + Penalty 2926.597031 = -425655.636483 nChanged 319 SP:Iteration 8Q (2377.262114 sec): 3 clusters Score: Raw -428745.961608 + Penalty 2926.597031 = -425819.364577 nChanged 313 SP:Iteration 9Q (2377.322972 sec): 3 clusters Score: Raw -428905.187130 + Penalty 2926.597031 = -425978.590099 nChanged 289 SP:Iteration 10Q (2377.374952 sec): 3 clusters Score: Raw -429060.461933 + Penalty 2926.597031 = -426133.864902 nChanged 291 SP:Iteration 11Q (2377.436618 sec): 3 clusters Score: Raw -429215.364061 + Penalty 2926.597031 = -426288.767030 nChanged 253 SP:Iteration 12Q (2377.494334 sec): 3 clusters Score: Raw -429351.920334 + Penalty 2926.597031 = -426425.323303 nChanged 250 SP:Iteration 13Q (2377.544772 sec): 3 clusters Score: Raw -429506.898427 + Penalty 2926.597031 = -426580.301396 nChanged 248 SP:Iteration 14Q (2377.596881 sec): 3 clusters Score: Raw -429649.767248 + Penalty 2926.597031 = -426723.170217 nChanged 210 SP:Iteration 15Q (2377.663099 sec): 3 clusters Score: Raw -429768.991880 + Penalty 2926.597031 = -426842.394849 nChanged 165 SP:Iteration 16Q (2377.712217 sec): 3 clusters Score: Raw -429863.285047 + Penalty 2926.597031 = -426936.688016 nChanged 144 SP:Iteration 17Q (2377.768582 sec): 3 clusters Score: Raw -429943.681570 + Penalty 2926.597031 = -427017.084539 nChanged 129 SP:Iteration 18Q (2377.829825 sec): 3 clusters Score: Raw -430013.739036 + Penalty 2926.597031 = -427087.142005 nChanged 107 SP:Iteration 19Q (2377.875134 sec): 3 clusters Score: Raw -430081.294721 + Penalty 2926.597031 = -427154.697690 nChanged 110 SP:Iteration 20F (2377.932766 sec): 3 clusters Score: Raw -430157.995707 + Penalty 2926.597031 = -427231.398676 nChanged 92 SP:Iteration 21Q (2377.987341 sec): 3 clusters Score: Raw -430212.187323 + Penalty 2926.597031 = -427285.590292 nChanged 72 SP:Iteration 22Q (2378.050189 sec): 3 clusters Score: Raw -430258.159187 + Penalty 2926.597031 = -427331.562156 nChanged 73 SP:Iteration 23Q (2378.100480 sec): 3 clusters Score: Raw -430302.868675 + Penalty 2926.597031 = -427376.271645 nChanged 61 SP:Iteration 24Q (2378.158727 sec): 3 clusters Score: Raw -430331.819383 + Penalty 2926.597031 = -427405.222352 nChanged 50 SP:Iteration 25Q (2378.210441 sec): 3 clusters Score: Raw -430360.907674 + Penalty 2926.597031 = -427434.310643 nChanged 39 SP:Iteration 26Q (2378.251671 sec): 3 clusters Score: Raw -430379.903612 + Penalty 2926.597031 = -427453.306581 nChanged 27 SP:Iteration 27Q (2378.308882 sec): 3 clusters Score: Raw -430393.846333 + Penalty 2926.597031 = -427467.249302 nChanged 18 SP:Iteration 28Q (2378.355002 sec): 3 clusters Score: Raw -430402.160557 + Penalty 2926.597031 = -427475.563526 nChanged 16 SP:Iteration 29Q (2378.392431 sec): 3 clusters Score: Raw -430408.649133 + Penalty 2926.597031 = -427482.052102 nChanged 15 SP:Iteration 30Q (2378.451208 sec): 3 clusters Score: Raw -430416.841524 + Penalty 2926.597031 = -427490.244493 nChanged 15 SP:Iteration 31Q (2378.499815 sec): 3 clusters Score: Raw -430424.098959 + Penalty 2926.597031 = -427497.501928 nChanged 13 SP:Iteration 32Q (2378.559599 sec): 3 clusters Score: Raw -430430.563623 + Penalty 2926.597031 = -427503.966592 nChanged 10 SP:Iteration 33Q (2378.603234 sec): 3 clusters Score: Raw -430434.952161 + Penalty 2926.597031 = -427508.355130 nChanged 9 SP:Iteration 34Q (2378.666989 sec): 3 clusters Score: Raw -430440.751030 + Penalty 2926.597031 = -427514.153999 nChanged 8 SP:Iteration 35Q (2378.713856 sec): 3 clusters Score: Raw -430444.926455 + Penalty 2926.597031 = -427518.329424 nChanged 8 SP:Iteration 36Q (2378.765264 sec): 3 clusters Score: Raw -430449.632458 + Penalty 2926.597031 = -427523.035427 nChanged 12 SP:Iteration 37Q (2378.820315 sec): 3 clusters Score: Raw -430456.076435 + Penalty 2926.597031 = -427529.479404 nChanged 9 SP:Iteration 38Q (2378.871347 sec): 3 clusters Score: Raw -430461.844927 + Penalty 2926.597031 = -427535.247896 nChanged 11 SP:Iteration 39Q (2378.929404 sec): 3 clusters Score: Raw -430470.541466 + Penalty 2926.597031 = -427543.944435 nChanged 14 SP:Iteration 40F (2378.984482 sec): 3 clusters Score: Raw -430477.225788 + Penalty 2926.597031 = -427550.628757 nChanged 7 SP:Iteration 41Q (2379.045482 sec): 3 clusters Score: Raw -430480.915971 + Penalty 2926.597031 = -427554.318940 nChanged 5 SP:Iteration 42Q (2379.090975 sec): 3 clusters Score: Raw -430482.971679 + Penalty 2926.597031 = -427556.374648 nChanged 4 SP:Iteration 43Q (2379.144671 sec): 3 clusters Score: Raw -430484.812767 + Penalty 2926.597031 = -427558.215736 nChanged 0 SP:Iteration 44F (2379.201064 sec): 3 clusters Score: Raw -430484.812767 + Penalty 2926.597031 = -427558.215736 nChanged 0 Trying to split cluster 14 (6220 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2379.237321 sec): 2 clusters Score: Raw -322567.863014 + Penalty 1419.522843 = -321148.340171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2379.291703 sec): 3 clusters Score: Raw -319162.998506 + Penalty 2839.045685 = -316323.952821 nChanged 2601 SP:Iteration 1F (2379.324988 sec): 3 clusters Score: Raw -320560.580974 + Penalty 2839.045685 = -317721.535289 nChanged 406 SP:Iteration 2F (2379.386803 sec): 3 clusters Score: Raw -320773.165761 + Penalty 2839.045685 = -317934.120076 nChanged 346 SP:Iteration 3F (2379.431611 sec): 3 clusters Score: Raw -320963.882567 + Penalty 2839.045685 = -318124.836881 nChanged 345 SP:Iteration 4F (2379.478102 sec): 3 clusters Score: Raw -321154.257853 + Penalty 2839.045685 = -318315.212167 nChanged 320 SP:Iteration 5F (2379.529448 sec): 3 clusters Score: Raw -321352.600886 + Penalty 2839.045685 = -318513.555201 nChanged 321 SP:Iteration 6F (2379.579362 sec): 3 clusters Score: Raw -321579.282782 + Penalty 2839.045685 = -318740.237097 nChanged 295 SP:Iteration 7Q (2379.633517 sec): 3 clusters Score: Raw -321804.614722 + Penalty 2839.045685 = -318965.569036 nChanged 296 SP:Iteration 8Q (2379.697322 sec): 3 clusters Score: Raw -322033.904972 + Penalty 2839.045685 = -319194.859287 nChanged 284 SP:Iteration 9Q (2379.745592 sec): 3 clusters Score: Raw -322278.391139 + Penalty 2839.045685 = -319439.345454 nChanged 258 SP:Iteration 10Q (2379.809090 sec): 3 clusters Score: Raw -322534.148990 + Penalty 2839.045685 = -319695.103305 nChanged 220 SP:Iteration 11Q (2379.857814 sec): 3 clusters Score: Raw -322738.199639 + Penalty 2839.045685 = -319899.153954 nChanged 167 SP:Iteration 12Q (2379.924982 sec): 3 clusters Score: Raw -322859.301458 + Penalty 2839.045685 = -320020.255773 nChanged 105 SP:Iteration 13Q (2379.978692 sec): 3 clusters Score: Raw -322931.695479 + Penalty 2839.045685 = -320092.649794 nChanged 90 SP:Iteration 14Q (2380.024026 sec): 3 clusters Score: Raw -322995.860085 + Penalty 2839.045685 = -320156.814400 nChanged 80 SP:Iteration 15Q (2380.081252 sec): 3 clusters Score: Raw -323046.777834 + Penalty 2839.045685 = -320207.732149 nChanged 51 SP:Iteration 16Q (2380.131290 sec): 3 clusters Score: Raw -323066.139988 + Penalty 2839.045685 = -320227.094302 nChanged 23 SP:Iteration 17Q (2380.179068 sec): 3 clusters Score: Raw -323076.542188 + Penalty 2839.045685 = -320237.496503 nChanged 20 SP:Iteration 18Q (2380.237523 sec): 3 clusters Score: Raw -323085.533175 + Penalty 2839.045685 = -320246.487490 nChanged 23 SP:Iteration 19Q (2380.285160 sec): 3 clusters Score: Raw -323097.966585 + Penalty 2839.045685 = -320258.920900 nChanged 27 SP:Iteration 20F (2380.340907 sec): 3 clusters Score: Raw -323108.262032 + Penalty 2839.045685 = -320269.216347 nChanged 17 SP:Iteration 21Q (2380.391768 sec): 3 clusters Score: Raw -323112.237966 + Penalty 2839.045685 = -320273.192280 nChanged 8 SP:Iteration 22Q (2380.447751 sec): 3 clusters Score: Raw -323114.021712 + Penalty 2839.045685 = -320274.976027 nChanged 5 SP:Iteration 23Q (2380.501942 sec): 3 clusters Score: Raw -323115.016397 + Penalty 2839.045685 = -320275.970712 nChanged 2 SP:Iteration 24Q (2380.564544 sec): 3 clusters Score: Raw -323115.421675 + Penalty 2839.045685 = -320276.375990 nChanged 1 SP:Iteration 25Q (2380.613496 sec): 3 clusters Score: Raw -323115.598867 + Penalty 2839.045685 = -320276.553181 nChanged 1 SP:Iteration 26Q (2380.653131 sec): 3 clusters Score: Raw -323115.696538 + Penalty 2839.045685 = -320276.650853 nChanged 0 SP:Iteration 27F (2380.715567 sec): 3 clusters Score: Raw -323115.696538 + Penalty 2839.045685 = -320276.650853 nChanged 0 Trying to split cluster 15 (27014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2380.772563 sec): 2 clusters Score: Raw -1440202.873458 + Penalty 1658.167961 = -1438544.705497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2380.863425 sec): 3 clusters Score: Raw -1423668.591140 + Penalty 3316.335922 = -1420352.255218 nChanged 12355 SP:Iteration 1F (2380.946288 sec): 3 clusters Score: Raw -1430812.470408 + Penalty 3316.335922 = -1427496.134486 nChanged 1433 SP:Iteration 2F (2381.036559 sec): 3 clusters Score: Raw -1431405.312768 + Penalty 3316.335922 = -1428088.976846 nChanged 1491 SP:Iteration 3F (2381.119480 sec): 3 clusters Score: Raw -1432119.772501 + Penalty 3316.335922 = -1428803.436579 nChanged 1629 SP:Iteration 4F (2381.210054 sec): 3 clusters Score: Raw -1433076.540910 + Penalty 3316.335922 = -1429760.204988 nChanged 1853 SP:Iteration 5F (2381.297650 sec): 3 clusters Score: Raw -1434405.035728 + Penalty 3316.335922 = -1431088.699806 nChanged 1903 SP:Iteration 6F (2381.377720 sec): 3 clusters Score: Raw -1435957.227313 + Penalty 3316.335922 = -1432640.891391 nChanged 1810 SP:Iteration 7F (2381.458402 sec): 3 clusters Score: Raw -1437611.752576 + Penalty 3316.335922 = -1434295.416654 nChanged 1395 SP:Iteration 8F (2381.551002 sec): 3 clusters Score: Raw -1438892.998055 + Penalty 3316.335922 = -1435576.662134 nChanged 821 SP:Iteration 9Q (2381.631735 sec): 3 clusters Score: Raw -1439650.340679 + Penalty 3316.335922 = -1436334.004757 nChanged 427 SP:Iteration 10Q (2381.707628 sec): 3 clusters Score: Raw -1440057.823209 + Penalty 3316.335922 = -1436741.487287 nChanged 162 SP:Iteration 11Q (2381.798464 sec): 3 clusters Score: Raw -1440219.313429 + Penalty 3316.335922 = -1436902.977508 nChanged 71 SP:Iteration 12Q (2381.873383 sec): 3 clusters Score: Raw -1440294.499197 + Penalty 3316.335922 = -1436978.163275 nChanged 37 SP:Iteration 13Q (2381.957174 sec): 3 clusters Score: Raw -1440337.064518 + Penalty 3316.335922 = -1437020.728596 nChanged 15 SP:Iteration 14Q (2382.029433 sec): 3 clusters Score: Raw -1440357.383887 + Penalty 3316.335922 = -1437041.047965 nChanged 14 SP:Iteration 15Q (2382.105782 sec): 3 clusters Score: Raw -1440374.628980 + Penalty 3316.335922 = -1437058.293058 nChanged 11 SP:Iteration 16Q (2382.182824 sec): 3 clusters Score: Raw -1440385.788651 + Penalty 3316.335922 = -1437069.452729 nChanged 10 SP:Iteration 17Q (2382.259199 sec): 3 clusters Score: Raw -1440399.960909 + Penalty 3316.335922 = -1437083.624987 nChanged 12 SP:Iteration 18Q (2382.338979 sec): 3 clusters Score: Raw -1440414.026416 + Penalty 3316.335922 = -1437097.690494 nChanged 11 SP:Iteration 19Q (2382.421183 sec): 3 clusters Score: Raw -1440423.102108 + Penalty 3316.335922 = -1437106.766186 nChanged 7 SP:Iteration 20F (2382.509244 sec): 3 clusters Score: Raw -1440429.216596 + Penalty 3316.335922 = -1437112.880674 nChanged 1 SP:Iteration 21Q (2382.580015 sec): 3 clusters Score: Raw -1440430.974437 + Penalty 3316.335922 = -1437114.638515 nChanged 2 SP:Iteration 22Q (2382.653983 sec): 3 clusters Score: Raw -1440433.841331 + Penalty 3316.335922 = -1437117.505409 nChanged 1 SP:Iteration 23Q (2382.741655 sec): 3 clusters Score: Raw -1440434.168482 + Penalty 3316.335922 = -1437117.832560 nChanged 0 SP:Iteration 24F (2382.815245 sec): 3 clusters Score: Raw -1440434.168482 + Penalty 3316.335922 = -1437117.832560 nChanged 0 Trying to split cluster 16 (2498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2382.839806 sec): 2 clusters Score: Raw -134114.425795 + Penalty 1271.277425 = -132843.148371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2382.886037 sec): 3 clusters Score: Raw -132954.138202 + Penalty 2542.554849 = -130411.583353 nChanged 924 SP:Iteration 1F (2382.932647 sec): 3 clusters Score: Raw -133471.210818 + Penalty 2542.554849 = -130928.655968 nChanged 178 SP:Iteration 2F (2382.971599 sec): 3 clusters Score: Raw -133578.755554 + Penalty 2542.554849 = -131036.200704 nChanged 108 SP:Iteration 3Q (2383.016396 sec): 3 clusters Score: Raw -133637.804231 + Penalty 2542.554849 = -131095.249382 nChanged 80 SP:Iteration 4Q (2383.075985 sec): 3 clusters Score: Raw -133677.852622 + Penalty 2542.554849 = -131135.297773 nChanged 51 SP:Iteration 5Q (2383.114492 sec): 3 clusters Score: Raw -133701.723284 + Penalty 2542.554849 = -131159.168434 nChanged 42 SP:Iteration 6Q (2383.157568 sec): 3 clusters Score: Raw -133719.397442 + Penalty 2542.554849 = -131176.842592 nChanged 40 SP:Iteration 7Q (2383.201293 sec): 3 clusters Score: Raw -133738.041702 + Penalty 2542.554849 = -131195.486853 nChanged 46 SP:Iteration 8Q (2383.230002 sec): 3 clusters Score: Raw -133764.269161 + Penalty 2542.554849 = -131221.714311 nChanged 35 SP:Iteration 9Q (2383.268808 sec): 3 clusters Score: Raw -133784.506526 + Penalty 2542.554849 = -131241.951677 nChanged 26 SP:Iteration 10Q (2383.308778 sec): 3 clusters Score: Raw -133796.583844 + Penalty 2542.554849 = -131254.028994 nChanged 27 SP:Iteration 11Q (2383.356612 sec): 3 clusters Score: Raw -133808.068429 + Penalty 2542.554849 = -131265.513579 nChanged 20 SP:Iteration 12Q (2383.396397 sec): 3 clusters Score: Raw -133816.787773 + Penalty 2542.554849 = -131274.232923 nChanged 19 SP:Iteration 13Q (2383.435273 sec): 3 clusters Score: Raw -133826.413388 + Penalty 2542.554849 = -131283.858539 nChanged 15 SP:Iteration 14Q (2383.487098 sec): 3 clusters Score: Raw -133835.379132 + Penalty 2542.554849 = -131292.824283 nChanged 23 SP:Iteration 15Q (2383.536947 sec): 3 clusters Score: Raw -133842.596578 + Penalty 2542.554849 = -131300.041728 nChanged 11 SP:Iteration 16Q (2383.571907 sec): 3 clusters Score: Raw -133845.066798 + Penalty 2542.554849 = -131302.511949 nChanged 11 SP:Iteration 17Q (2383.631053 sec): 3 clusters Score: Raw -133848.140610 + Penalty 2542.554849 = -131305.585761 nChanged 9 SP:Iteration 18Q (2383.666571 sec): 3 clusters Score: Raw -133850.973551 + Penalty 2542.554849 = -131308.418702 nChanged 6 SP:Iteration 19Q (2383.717498 sec): 3 clusters Score: Raw -133853.263613 + Penalty 2542.554849 = -131310.708763 nChanged 8 SP:Iteration 20F (2383.770849 sec): 3 clusters Score: Raw -133855.796658 + Penalty 2542.554849 = -131313.241809 nChanged 6 SP:Iteration 21Q (2383.808320 sec): 3 clusters Score: Raw -133858.100999 + Penalty 2542.554849 = -131315.546150 nChanged 6 SP:Iteration 22Q (2383.853358 sec): 3 clusters Score: Raw -133860.424403 + Penalty 2542.554849 = -131317.869553 nChanged 3 SP:Iteration 23Q (2383.907942 sec): 3 clusters Score: Raw -133861.088739 + Penalty 2542.554849 = -131318.533889 nChanged 1 SP:Iteration 24Q (2383.944092 sec): 3 clusters Score: Raw -133861.315107 + Penalty 2542.554849 = -131318.760258 nChanged 1 SP:Iteration 25Q (2383.989891 sec): 3 clusters Score: Raw -133861.670764 + Penalty 2542.554849 = -131319.115915 nChanged 0 SP:Iteration 26F (2384.033528 sec): 3 clusters Score: Raw -133861.670764 + Penalty 2542.554849 = -131319.115915 nChanged 0 Trying to split cluster 17 (1712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2384.058702 sec): 2 clusters Score: Raw -92957.311337 + Penalty 1209.880353 = -91747.430984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2384.103942 sec): 3 clusters Score: Raw -92243.855877 + Penalty 2419.760706 = -89824.095172 nChanged 590 SP:Iteration 1F (2384.145048 sec): 3 clusters Score: Raw -92644.121129 + Penalty 2419.760706 = -90224.360423 nChanged 127 SP:Iteration 2F (2384.183750 sec): 3 clusters Score: Raw -92751.291228 + Penalty 2419.760706 = -90331.530522 nChanged 74 SP:Iteration 3Q (2384.233462 sec): 3 clusters Score: Raw -92802.243001 + Penalty 2419.760706 = -90382.482295 nChanged 59 SP:Iteration 4Q (2384.272471 sec): 3 clusters Score: Raw -92843.269046 + Penalty 2419.760706 = -90423.508340 nChanged 35 SP:Iteration 5Q (2384.320239 sec): 3 clusters Score: Raw -92870.544793 + Penalty 2419.760706 = -90450.784087 nChanged 36 SP:Iteration 6Q (2384.366367 sec): 3 clusters Score: Raw -92895.079666 + Penalty 2419.760706 = -90475.318960 nChanged 23 SP:Iteration 7Q (2384.405160 sec): 3 clusters Score: Raw -92910.916569 + Penalty 2419.760706 = -90491.155863 nChanged 20 SP:Iteration 8Q (2384.445950 sec): 3 clusters Score: Raw -92920.139289 + Penalty 2419.760706 = -90500.378583 nChanged 14 SP:Iteration 9Q (2384.487868 sec): 3 clusters Score: Raw -92929.495630 + Penalty 2419.760706 = -90509.734924 nChanged 12 SP:Iteration 10Q (2384.528780 sec): 3 clusters Score: Raw -92938.188692 + Penalty 2419.760706 = -90518.427986 nChanged 17 SP:Iteration 11Q (2384.583833 sec): 3 clusters Score: Raw -92949.794152 + Penalty 2419.760706 = -90530.033446 nChanged 17 SP:Iteration 12Q (2384.620997 sec): 3 clusters Score: Raw -92962.719055 + Penalty 2419.760706 = -90542.958349 nChanged 16 SP:Iteration 13Q (2384.669557 sec): 3 clusters Score: Raw -92975.609638 + Penalty 2419.760706 = -90555.848932 nChanged 12 SP:Iteration 14Q (2384.706871 sec): 3 clusters Score: Raw -92983.805186 + Penalty 2419.760706 = -90564.044480 nChanged 12 SP:Iteration 15Q (2384.748825 sec): 3 clusters Score: Raw -92990.741652 + Penalty 2419.760706 = -90570.980946 nChanged 9 SP:Iteration 16Q (2384.804742 sec): 3 clusters Score: Raw -92995.025184 + Penalty 2419.760706 = -90575.264478 nChanged 4 SP:Iteration 17Q (2384.840873 sec): 3 clusters Score: Raw -92995.965273 + Penalty 2419.760706 = -90576.204567 nChanged 6 SP:Iteration 18Q (2384.894183 sec): 3 clusters Score: Raw -92999.477343 + Penalty 2419.760706 = -90579.716637 nChanged 5 SP:Iteration 19Q (2384.938107 sec): 3 clusters Score: Raw -93003.631606 + Penalty 2419.760706 = -90583.870900 nChanged 8 SP:Iteration 20F (2384.978226 sec): 3 clusters Score: Raw -93007.916912 + Penalty 2419.760706 = -90588.156206 nChanged 4 SP:Iteration 21Q (2385.021761 sec): 3 clusters Score: Raw -93011.097176 + Penalty 2419.760706 = -90591.336470 nChanged 6 SP:Iteration 22Q (2385.074663 sec): 3 clusters Score: Raw -93014.390760 + Penalty 2419.760706 = -90594.630054 nChanged 8 SP:Iteration 23Q (2385.122204 sec): 3 clusters Score: Raw -93018.468282 + Penalty 2419.760706 = -90598.707576 nChanged 6 SP:Iteration 24Q (2385.155646 sec): 3 clusters Score: Raw -93023.097442 + Penalty 2419.760706 = -90603.336736 nChanged 7 SP:Iteration 25Q (2385.192190 sec): 3 clusters Score: Raw -93027.381640 + Penalty 2419.760706 = -90607.620934 nChanged 3 SP:Iteration 26Q (2385.225691 sec): 3 clusters Score: Raw -93028.676611 + Penalty 2419.760706 = -90608.915905 nChanged 5 SP:Iteration 27Q (2385.262096 sec): 3 clusters Score: Raw -93031.714605 + Penalty 2419.760706 = -90611.953899 nChanged 6 SP:Iteration 28Q (2385.312398 sec): 3 clusters Score: Raw -93035.554748 + Penalty 2419.760706 = -90615.794042 nChanged 4 SP:Iteration 29Q (2385.361467 sec): 3 clusters Score: Raw -93039.229342 + Penalty 2419.760706 = -90619.468636 nChanged 3 SP:Iteration 30Q (2385.406830 sec): 3 clusters Score: Raw -93041.905226 + Penalty 2419.760706 = -90622.144520 nChanged 4 SP:Iteration 31Q (2385.445760 sec): 3 clusters Score: Raw -93045.730866 + Penalty 2419.760706 = -90625.970160 nChanged 3 SP:Iteration 32Q (2385.491400 sec): 3 clusters Score: Raw -93046.977439 + Penalty 2419.760706 = -90627.216733 nChanged 2 SP:Iteration 33Q (2385.532702 sec): 3 clusters Score: Raw -93047.799597 + Penalty 2419.760706 = -90628.038891 nChanged 0 SP:Iteration 34F (2385.579721 sec): 3 clusters Score: Raw -93047.799597 + Penalty 2419.760706 = -90628.038891 nChanged 0 Trying to split cluster 18 (1584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2385.605600 sec): 2 clusters Score: Raw -82659.278864 + Penalty 1197.252643 = -81462.026221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2385.652269 sec): 3 clusters Score: Raw -82041.707907 + Penalty 2394.505286 = -79647.202621 nChanged 543 SP:Iteration 1F (2385.701660 sec): 3 clusters Score: Raw -82549.540400 + Penalty 2394.505286 = -80155.035114 nChanged 149 SP:Iteration 2F (2385.741005 sec): 3 clusters Score: Raw -82726.931083 + Penalty 2394.505286 = -80332.425796 nChanged 118 SP:Iteration 3F (2385.780420 sec): 3 clusters Score: Raw -82888.390239 + Penalty 2394.505286 = -80493.884953 nChanged 117 SP:Iteration 4F (2385.821373 sec): 3 clusters Score: Raw -83118.997797 + Penalty 2394.505286 = -80724.492511 nChanged 126 SP:Iteration 5F (2385.870087 sec): 3 clusters Score: Raw -83486.221099 + Penalty 2394.505286 = -81091.715813 nChanged 110 SP:Iteration 6F (2385.906071 sec): 3 clusters Score: Raw -83787.418423 + Penalty 2394.505286 = -81392.913137 nChanged 66 SP:Iteration 7Q (2385.938873 sec): 3 clusters Score: Raw -83974.432045 + Penalty 2394.505286 = -81579.926759 nChanged 33 SP:Iteration 8Q (2385.986553 sec): 3 clusters Score: Raw -84082.018247 + Penalty 2394.505286 = -81687.512961 nChanged 18 SP:Iteration 9Q (2386.033120 sec): 3 clusters Score: Raw -84150.008309 + Penalty 2394.505286 = -81755.503023 nChanged 10 SP:Iteration 10Q (2386.086023 sec): 3 clusters Score: Raw -84177.250817 + Penalty 2394.505286 = -81782.745531 nChanged 6 SP:Iteration 11Q (2386.130267 sec): 3 clusters Score: Raw -84187.636465 + Penalty 2394.505286 = -81793.131179 nChanged 1 SP:Iteration 12Q (2386.172255 sec): 3 clusters Score: Raw -84188.064553 + Penalty 2394.505286 = -81793.559267 nChanged 1 SP:Iteration 13Q (2386.210428 sec): 3 clusters Score: Raw -84188.720095 + Penalty 2394.505286 = -81794.214809 nChanged 0 SP:Iteration 14F (2386.254683 sec): 3 clusters Score: Raw -84188.720095 + Penalty 2394.505286 = -81794.214809 nChanged 0 Score: Raw -12078821.134533 + Penalty 88719.249868 = -11990101.884665 Splitting cluster 18 changes total score from -11990588.342679 to -11990101.884665 So it's not getting split. Trying to split cluster 19 (4857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2393.350277 sec): 2 clusters Score: Raw -254301.864725 + Penalty 1379.328639 = -252922.536086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2393.396127 sec): 3 clusters Score: Raw -251836.004006 + Penalty 2758.657279 = -249077.346727 nChanged 1897 SP:Iteration 1F (2393.451098 sec): 3 clusters Score: Raw -252925.253593 + Penalty 2758.657279 = -250166.596314 nChanged 353 SP:Iteration 2F (2393.499813 sec): 3 clusters Score: Raw -253160.007707 + Penalty 2758.657279 = -250401.350428 nChanged 305 SP:Iteration 3F (2393.550327 sec): 3 clusters Score: Raw -253354.333182 + Penalty 2758.657279 = -250595.675903 nChanged 271 SP:Iteration 4F (2393.603281 sec): 3 clusters Score: Raw -253572.744695 + Penalty 2758.657279 = -250814.087416 nChanged 250 SP:Iteration 5F (2393.655941 sec): 3 clusters Score: Raw -253772.714778 + Penalty 2758.657279 = -251014.057500 nChanged 258 SP:Iteration 6F (2393.706311 sec): 3 clusters Score: Raw -253986.117323 + Penalty 2758.657279 = -251227.460044 nChanged 183 SP:Iteration 7Q (2393.755559 sec): 3 clusters Score: Raw -254134.918116 + Penalty 2758.657279 = -251376.260838 nChanged 163 SP:Iteration 8Q (2393.803424 sec): 3 clusters Score: Raw -254259.133128 + Penalty 2758.657279 = -251500.475849 nChanged 115 SP:Iteration 9Q (2393.846108 sec): 3 clusters Score: Raw -254334.796828 + Penalty 2758.657279 = -251576.139549 nChanged 95 SP:Iteration 10Q (2393.896299 sec): 3 clusters Score: Raw -254402.411437 + Penalty 2758.657279 = -251643.754158 nChanged 78 SP:Iteration 11Q (2393.955779 sec): 3 clusters Score: Raw -254457.682634 + Penalty 2758.657279 = -251699.025355 nChanged 73 SP:Iteration 12Q (2393.998559 sec): 3 clusters Score: Raw -254507.023744 + Penalty 2758.657279 = -251748.366465 nChanged 62 SP:Iteration 13Q (2394.047958 sec): 3 clusters Score: Raw -254542.863831 + Penalty 2758.657279 = -251784.206552 nChanged 46 SP:Iteration 14Q (2394.091329 sec): 3 clusters Score: Raw -254568.152814 + Penalty 2758.657279 = -251809.495536 nChanged 39 SP:Iteration 15Q (2394.133179 sec): 3 clusters Score: Raw -254591.277061 + Penalty 2758.657279 = -251832.619782 nChanged 22 SP:Iteration 16Q (2394.181588 sec): 3 clusters Score: Raw -254604.005142 + Penalty 2758.657279 = -251845.347863 nChanged 24 SP:Iteration 17Q (2394.232861 sec): 3 clusters Score: Raw -254619.045237 + Penalty 2758.657279 = -251860.387959 nChanged 32 SP:Iteration 18Q (2394.275285 sec): 3 clusters Score: Raw -254635.703125 + Penalty 2758.657279 = -251877.045846 nChanged 21 SP:Iteration 19Q (2394.333106 sec): 3 clusters Score: Raw -254646.584776 + Penalty 2758.657279 = -251887.927498 nChanged 18 SP:Iteration 20F (2394.385696 sec): 3 clusters Score: Raw -254654.101470 + Penalty 2758.657279 = -251895.444191 nChanged 13 SP:Iteration 21Q (2394.431510 sec): 3 clusters Score: Raw -254659.691031 + Penalty 2758.657279 = -251901.033752 nChanged 11 SP:Iteration 22Q (2394.479702 sec): 3 clusters Score: Raw -254666.029823 + Penalty 2758.657279 = -251907.372544 nChanged 6 SP:Iteration 23Q (2394.539914 sec): 3 clusters Score: Raw -254669.619392 + Penalty 2758.657279 = -251910.962113 nChanged 6 SP:Iteration 24Q (2394.582626 sec): 3 clusters Score: Raw -254672.150175 + Penalty 2758.657279 = -251913.492896 nChanged 5 SP:Iteration 25Q (2394.644526 sec): 3 clusters Score: Raw -254674.445799 + Penalty 2758.657279 = -251915.788521 nChanged 3 SP:Iteration 26Q (2394.689183 sec): 3 clusters Score: Raw -254675.245649 + Penalty 2758.657279 = -251916.588370 nChanged 3 SP:Iteration 27Q (2394.736718 sec): 3 clusters Score: Raw -254676.690842 + Penalty 2758.657279 = -251918.033563 nChanged 2 SP:Iteration 28Q (2394.784083 sec): 3 clusters Score: Raw -254678.482808 + Penalty 2758.657279 = -251919.825529 nChanged 3 SP:Iteration 29Q (2394.844780 sec): 3 clusters Score: Raw -254679.768946 + Penalty 2758.657279 = -251921.111667 nChanged 4 SP:Iteration 30Q (2394.900461 sec): 3 clusters Score: Raw -254681.212337 + Penalty 2758.657279 = -251922.555058 nChanged 2 SP:Iteration 31Q (2394.940356 sec): 3 clusters Score: Raw -254682.099489 + Penalty 2758.657279 = -251923.442210 nChanged 1 SP:Iteration 32Q (2394.984721 sec): 3 clusters Score: Raw -254682.455585 + Penalty 2758.657279 = -251923.798306 nChanged 0 SP:Iteration 33F (2395.039573 sec): 3 clusters Score: Raw -254682.455585 + Penalty 2758.657279 = -251923.798306 nChanged 0 Trying to split cluster 20 (3497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.059398 sec): 2 clusters Score: Raw -189538.656474 + Penalty 1325.944870 = -188212.711605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.102232 sec): 3 clusters Score: Raw -187774.179598 + Penalty 2651.889740 = -185122.289859 nChanged 1354 SP:Iteration 1F (2395.144220 sec): 3 clusters Score: Raw -188525.322776 + Penalty 2651.889740 = -185873.433036 nChanged 243 SP:Iteration 2F (2395.181535 sec): 3 clusters Score: Raw -188652.542836 + Penalty 2651.889740 = -186000.653096 nChanged 174 SP:Iteration 3Q (2395.232279 sec): 3 clusters Score: Raw -188736.551958 + Penalty 2651.889740 = -186084.662218 nChanged 129 SP:Iteration 4Q (2395.280500 sec): 3 clusters Score: Raw -188794.485203 + Penalty 2651.889740 = -186142.595463 nChanged 108 SP:Iteration 5Q (2395.327498 sec): 3 clusters Score: Raw -188845.911806 + Penalty 2651.889740 = -186194.022066 nChanged 108 SP:Iteration 6Q (2395.386541 sec): 3 clusters Score: Raw -188901.372668 + Penalty 2651.889740 = -186249.482929 nChanged 98 SP:Iteration 7Q (2395.434545 sec): 3 clusters Score: Raw -188952.179616 + Penalty 2651.889740 = -186300.289877 nChanged 93 SP:Iteration 8Q (2395.478555 sec): 3 clusters Score: Raw -189003.819213 + Penalty 2651.889740 = -186351.929473 nChanged 99 SP:Iteration 9Q (2395.520785 sec): 3 clusters Score: Raw -189055.859551 + Penalty 2651.889740 = -186403.969811 nChanged 83 SP:Iteration 10Q (2395.564750 sec): 3 clusters Score: Raw -189096.109894 + Penalty 2651.889740 = -186444.220155 nChanged 90 SP:Iteration 11Q (2395.606428 sec): 3 clusters Score: Raw -189146.303401 + Penalty 2651.889740 = -186494.413662 nChanged 88 SP:Iteration 12Q (2395.665099 sec): 3 clusters Score: Raw -189203.194177 + Penalty 2651.889740 = -186551.304438 nChanged 99 SP:Iteration 13Q (2395.704533 sec): 3 clusters Score: Raw -189274.556778 + Penalty 2651.889740 = -186622.667039 nChanged 92 SP:Iteration 14Q (2395.762731 sec): 3 clusters Score: Raw -189335.502871 + Penalty 2651.889740 = -186683.613132 nChanged 84 SP:Iteration 15Q (2395.809541 sec): 3 clusters Score: Raw -189398.083091 + Penalty 2651.889740 = -186746.193352 nChanged 78 SP:Iteration 16Q (2395.860614 sec): 3 clusters Score: Raw -189454.270810 + Penalty 2651.889740 = -186802.381071 nChanged 65 SP:Iteration 17Q (2395.901006 sec): 3 clusters Score: Raw -189506.167597 + Penalty 2651.889740 = -186854.277858 nChanged 47 SP:Iteration 18Q (2395.949741 sec): 3 clusters Score: Raw -189539.749267 + Penalty 2651.889740 = -186887.859527 nChanged 43 SP:Iteration 19Q (2395.997456 sec): 3 clusters Score: Raw -189573.412837 + Penalty 2651.889740 = -186921.523098 nChanged 37 SP:Iteration 20F (2396.045120 sec): 3 clusters Score: Raw -189601.463521 + Penalty 2651.889740 = -186949.573781 nChanged 21 SP:Iteration 21Q (2396.093243 sec): 3 clusters Score: Raw -189615.338148 + Penalty 2651.889740 = -186963.448408 nChanged 15 SP:Iteration 22Q (2396.145324 sec): 3 clusters Score: Raw -189626.240406 + Penalty 2651.889740 = -186974.350667 nChanged 14 SP:Iteration 23Q (2396.203607 sec): 3 clusters Score: Raw -189636.999412 + Penalty 2651.889740 = -186985.109673 nChanged 14 SP:Iteration 24Q (2396.248064 sec): 3 clusters Score: Raw -189647.355015 + Penalty 2651.889740 = -186995.465275 nChanged 11 SP:Iteration 25Q (2396.297222 sec): 3 clusters Score: Raw -189656.168773 + Penalty 2651.889740 = -187004.279034 nChanged 10 SP:Iteration 26Q (2396.348683 sec): 3 clusters Score: Raw -189664.108861 + Penalty 2651.889740 = -187012.219121 nChanged 7 SP:Iteration 27Q (2396.386904 sec): 3 clusters Score: Raw -189672.176777 + Penalty 2651.889740 = -187020.287037 nChanged 9 SP:Iteration 28Q (2396.427729 sec): 3 clusters Score: Raw -189679.872067 + Penalty 2651.889740 = -187027.982328 nChanged 9 SP:Iteration 29Q (2396.472230 sec): 3 clusters Score: Raw -189689.330518 + Penalty 2651.889740 = -187037.440778 nChanged 5 SP:Iteration 30Q (2396.519321 sec): 3 clusters Score: Raw -189692.537268 + Penalty 2651.889740 = -187040.647529 nChanged 4 SP:Iteration 31Q (2396.564961 sec): 3 clusters Score: Raw -189697.755110 + Penalty 2651.889740 = -187045.865371 nChanged 8 SP:Iteration 32Q (2396.623463 sec): 3 clusters Score: Raw -189705.820464 + Penalty 2651.889740 = -187053.930725 nChanged 9 SP:Iteration 33Q (2396.670948 sec): 3 clusters Score: Raw -189719.373230 + Penalty 2651.889740 = -187067.483491 nChanged 11 SP:Iteration 34Q (2396.713599 sec): 3 clusters Score: Raw -189731.134839 + Penalty 2651.889740 = -187079.245100 nChanged 8 SP:Iteration 35Q (2396.748860 sec): 3 clusters Score: Raw -189739.658930 + Penalty 2651.889740 = -187087.769190 nChanged 4 SP:Iteration 36Q (2396.761001 sec): 3 clusters Score: Raw -189743.459836 + Penalty 2651.889740 = -187091.570096 nChanged 2 SP:Iteration 37Q (2396.777826 sec): 3 clusters Score: Raw -189743.958495 + Penalty 2651.889740 = -187092.068756 nChanged 1 SP:Iteration 38Q (2396.794361 sec): 3 clusters Score: Raw -189744.833155 + Penalty 2651.889740 = -187092.943416 nChanged 0 SP:Iteration 39F (2396.811392 sec): 3 clusters Score: Raw -189744.833155 + Penalty 2651.889740 = -187092.943416 nChanged 0 Trying to split cluster 21 (13842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2396.861096 sec): 2 clusters Score: Raw -747528.826323 + Penalty 1549.512693 = -745979.313630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2396.927718 sec): 3 clusters Score: Raw -739460.834473 + Penalty 3099.025386 = -736361.809086 nChanged 6153 SP:Iteration 1F (2396.980422 sec): 3 clusters Score: Raw -742905.862722 + Penalty 3099.025386 = -739806.837336 nChanged 888 SP:Iteration 2F (2397.050376 sec): 3 clusters Score: Raw -743312.648359 + Penalty 3099.025386 = -740213.622972 nChanged 836 SP:Iteration 3F (2397.111321 sec): 3 clusters Score: Raw -743710.163474 + Penalty 3099.025386 = -740611.138087 nChanged 723 SP:Iteration 4F (2397.174097 sec): 3 clusters Score: Raw -744045.017766 + Penalty 3099.025386 = -740945.992380 nChanged 641 SP:Iteration 5Q (2397.249642 sec): 3 clusters Score: Raw -744337.618614 + Penalty 3099.025386 = -741238.593227 nChanged 603 SP:Iteration 6Q (2397.302453 sec): 3 clusters Score: Raw -744618.663007 + Penalty 3099.025386 = -741519.637620 nChanged 565 SP:Iteration 7Q (2397.369186 sec): 3 clusters Score: Raw -744868.241411 + Penalty 3099.025386 = -741769.216024 nChanged 516 SP:Iteration 8Q (2397.425224 sec): 3 clusters Score: Raw -745082.664611 + Penalty 3099.025386 = -741983.639225 nChanged 459 SP:Iteration 9Q (2397.494394 sec): 3 clusters Score: Raw -745255.188942 + Penalty 3099.025386 = -742156.163555 nChanged 385 SP:Iteration 10Q (2397.557910 sec): 3 clusters Score: Raw -745383.977988 + Penalty 3099.025386 = -742284.952601 nChanged 329 SP:Iteration 11Q (2397.628457 sec): 3 clusters Score: Raw -745475.563792 + Penalty 3099.025386 = -742376.538406 nChanged 284 SP:Iteration 12Q (2397.690560 sec): 3 clusters Score: Raw -745550.272561 + Penalty 3099.025386 = -742451.247174 nChanged 245 SP:Iteration 13Q (2397.751804 sec): 3 clusters Score: Raw -745607.768197 + Penalty 3099.025386 = -742508.742810 nChanged 223 SP:Iteration 14Q (2397.813889 sec): 3 clusters Score: Raw -745668.917325 + Penalty 3099.025386 = -742569.891938 nChanged 212 SP:Iteration 15Q (2397.879102 sec): 3 clusters Score: Raw -745728.662580 + Penalty 3099.025386 = -742629.637194 nChanged 213 SP:Iteration 16Q (2397.936735 sec): 3 clusters Score: Raw -745789.005337 + Penalty 3099.025386 = -742689.979951 nChanged 233 SP:Iteration 17Q (2398.006221 sec): 3 clusters Score: Raw -745849.552828 + Penalty 3099.025386 = -742750.527442 nChanged 211 SP:Iteration 18Q (2398.066861 sec): 3 clusters Score: Raw -745911.666410 + Penalty 3099.025386 = -742812.641023 nChanged 226 SP:Iteration 19Q (2398.140890 sec): 3 clusters Score: Raw -745986.301082 + Penalty 3099.025386 = -742887.275696 nChanged 242 SP:Iteration 20F (2398.194540 sec): 3 clusters Score: Raw -746066.239412 + Penalty 3099.025386 = -742967.214026 nChanged 262 SP:Iteration 21Q (2398.261920 sec): 3 clusters Score: Raw -746155.437549 + Penalty 3099.025386 = -743056.412162 nChanged 269 SP:Iteration 22Q (2398.335185 sec): 3 clusters Score: Raw -746262.913697 + Penalty 3099.025386 = -743163.888310 nChanged 286 SP:Iteration 23Q (2398.387680 sec): 3 clusters Score: Raw -746384.327427 + Penalty 3099.025386 = -743285.302041 nChanged 294 SP:Iteration 24Q (2398.460483 sec): 3 clusters Score: Raw -746505.756025 + Penalty 3099.025386 = -743406.730638 nChanged 318 SP:Iteration 25Q (2398.527937 sec): 3 clusters Score: Raw -746645.547329 + Penalty 3099.025386 = -743546.521943 nChanged 333 SP:Iteration 26Q (2398.599560 sec): 3 clusters Score: Raw -746828.291363 + Penalty 3099.025386 = -743729.265977 nChanged 369 SP:Iteration 27Q (2398.650349 sec): 3 clusters Score: Raw -747048.689799 + Penalty 3099.025386 = -743949.664412 nChanged 402 SP:Iteration 28Q (2398.718725 sec): 3 clusters Score: Raw -747315.406103 + Penalty 3099.025386 = -744216.380716 nChanged 430 SP:Iteration 29Q (2398.789441 sec): 3 clusters Score: Raw -747618.765880 + Penalty 3099.025386 = -744519.740493 nChanged 401 SP:Iteration 30Q (2398.846911 sec): 3 clusters Score: Raw -747898.590191 + Penalty 3099.025386 = -744799.564805 nChanged 366 SP:Iteration 31Q (2398.911929 sec): 3 clusters Score: Raw -748118.859550 + Penalty 3099.025386 = -745019.834164 nChanged 290 SP:Iteration 32Q (2398.991216 sec): 3 clusters Score: Raw -748264.471218 + Penalty 3099.025386 = -745165.445832 nChanged 222 SP:Iteration 33Q (2399.058106 sec): 3 clusters Score: Raw -748361.011754 + Penalty 3099.025386 = -745261.986367 nChanged 162 SP:Iteration 34Q (2399.124761 sec): 3 clusters Score: Raw -748420.445677 + Penalty 3099.025386 = -745321.420290 nChanged 127 SP:Iteration 35Q (2399.176862 sec): 3 clusters Score: Raw -748455.006785 + Penalty 3099.025386 = -745355.981398 nChanged 90 SP:Iteration 36Q (2399.238561 sec): 3 clusters Score: Raw -748484.471585 + Penalty 3099.025386 = -745385.446199 nChanged 89 SP:Iteration 37Q (2399.303393 sec): 3 clusters Score: Raw -748507.494772 + Penalty 3099.025386 = -745408.469386 nChanged 63 SP:Iteration 38Q (2399.366933 sec): 3 clusters Score: Raw -748520.614369 + Penalty 3099.025386 = -745421.588983 nChanged 60 SP:Iteration 39Q (2399.437088 sec): 3 clusters Score: Raw -748534.529672 + Penalty 3099.025386 = -745435.504285 nChanged 53 SP:Iteration 40F (2399.501174 sec): 3 clusters Score: Raw -748575.892577 + Penalty 3099.025386 = -745476.867191 nChanged 65 SP:Iteration 41Q (2399.560161 sec): 3 clusters Score: Raw -748606.654094 + Penalty 3099.025386 = -745507.628708 nChanged 86 SP:Iteration 42Q (2399.632090 sec): 3 clusters Score: Raw -748639.144986 + Penalty 3099.025386 = -745540.119600 nChanged 81 SP:Iteration 43Q (2399.692740 sec): 3 clusters Score: Raw -748661.334357 + Penalty 3099.025386 = -745562.308971 nChanged 83 SP:Iteration 44Q (2399.756050 sec): 3 clusters Score: Raw -748681.371656 + Penalty 3099.025386 = -745582.346270 nChanged 72 SP:Iteration 45Q (2399.818892 sec): 3 clusters Score: Raw -748695.476701 + Penalty 3099.025386 = -745596.451315 nChanged 52 SP:Iteration 46Q (2399.887488 sec): 3 clusters Score: Raw -748705.458039 + Penalty 3099.025386 = -745606.432652 nChanged 54 SP:Iteration 47Q (2399.949261 sec): 3 clusters Score: Raw -748715.611814 + Penalty 3099.025386 = -745616.586427 nChanged 49 SP:Iteration 48Q (2400.018314 sec): 3 clusters Score: Raw -748725.426799 + Penalty 3099.025386 = -745626.401413 nChanged 52 SP:Iteration 49Q (2400.083673 sec): 3 clusters Score: Raw -748734.498317 + Penalty 3099.025386 = -745635.472930 nChanged 39 SP:Iteration 50Q (2400.153945 sec): 3 clusters Score: Raw -748739.595737 + Penalty 3099.025386 = -745640.570350 nChanged 30 SP:Iteration 51Q (2400.214880 sec): 3 clusters Score: Raw -748743.566253 + Penalty 3099.025386 = -745644.540867 nChanged 29 SP:Iteration 52Q (2400.271983 sec): 3 clusters Score: Raw -748748.362599 + Penalty 3099.025386 = -745649.337212 nChanged 33 SP:Iteration 53Q (2400.336029 sec): 3 clusters Score: Raw -748753.344443 + Penalty 3099.025386 = -745654.319056 nChanged 32 SP:Iteration 54Q (2400.401853 sec): 3 clusters Score: Raw -748758.513880 + Penalty 3099.025386 = -745659.488493 nChanged 28 SP:Iteration 55Q (2400.475894 sec): 3 clusters Score: Raw -748762.136113 + Penalty 3099.025386 = -745663.110727 nChanged 23 SP:Iteration 56Q (2400.541682 sec): 3 clusters Score: Raw -748765.020208 + Penalty 3099.025386 = -745665.994822 nChanged 23 SP:Iteration 57Q (2400.608204 sec): 3 clusters Score: Raw -748768.998358 + Penalty 3099.025386 = -745669.972971 nChanged 27 SP:Iteration 58Q (2400.670616 sec): 3 clusters Score: Raw -748773.420963 + Penalty 3099.025386 = -745674.395577 nChanged 23 SP:Iteration 59Q (2400.741484 sec): 3 clusters Score: Raw -748776.900223 + Penalty 3099.025386 = -745677.874836 nChanged 27 SP:Iteration 60F (2400.800550 sec): 3 clusters Score: Raw -748780.930848 + Penalty 3099.025386 = -745681.905462 nChanged 21 SP:Iteration 61Q (2400.866977 sec): 3 clusters Score: Raw -748783.443094 + Penalty 3099.025386 = -745684.417708 nChanged 22 SP:Iteration 62Q (2400.947789 sec): 3 clusters Score: Raw -748785.632522 + Penalty 3099.025386 = -745686.607135 nChanged 21 SP:Iteration 63Q (2401.003905 sec): 3 clusters Score: Raw -748787.421069 + Penalty 3099.025386 = -745688.395683 nChanged 20 SP:Iteration 64Q (2401.067849 sec): 3 clusters Score: Raw -748789.337806 + Penalty 3099.025386 = -745690.312419 nChanged 16 SP:Iteration 65Q (2401.129100 sec): 3 clusters Score: Raw -748790.722013 + Penalty 3099.025386 = -745691.696626 nChanged 9 SP:Iteration 66Q (2401.192658 sec): 3 clusters Score: Raw -748791.489357 + Penalty 3099.025386 = -745692.463971 nChanged 9 SP:Iteration 67Q (2401.247845 sec): 3 clusters Score: Raw -748792.518978 + Penalty 3099.025386 = -745693.493591 nChanged 11 SP:Iteration 68Q (2401.308718 sec): 3 clusters Score: Raw -748793.844878 + Penalty 3099.025386 = -745694.819491 nChanged 7 SP:Iteration 69Q (2401.371601 sec): 3 clusters Score: Raw -748794.427230 + Penalty 3099.025386 = -745695.401844 nChanged 6 SP:Iteration 70Q (2401.428622 sec): 3 clusters Score: Raw -748794.877517 + Penalty 3099.025386 = -745695.852131 nChanged 4 SP:Iteration 71Q (2401.492441 sec): 3 clusters Score: Raw -748795.091348 + Penalty 3099.025386 = -745696.065962 nChanged 4 SP:Iteration 72Q (2401.558025 sec): 3 clusters Score: Raw -748795.249694 + Penalty 3099.025386 = -745696.224308 nChanged 3 SP:Iteration 73Q (2401.619900 sec): 3 clusters Score: Raw -748795.391486 + Penalty 3099.025386 = -745696.366099 nChanged 1 SP:Iteration 74Q (2401.689114 sec): 3 clusters Score: Raw -748795.539503 + Penalty 3099.025386 = -745696.514117 nChanged 2 SP:Iteration 75Q (2401.752803 sec): 3 clusters Score: Raw -748795.688530 + Penalty 3099.025386 = -745696.663143 nChanged 3 SP:Iteration 76Q (2401.809771 sec): 3 clusters Score: Raw -748795.877916 + Penalty 3099.025386 = -745696.852530 nChanged 2 SP:Iteration 77Q (2401.877416 sec): 3 clusters Score: Raw -748796.031399 + Penalty 3099.025386 = -745697.006013 nChanged 3 SP:Iteration 78Q (2401.936309 sec): 3 clusters Score: Raw -748796.287767 + Penalty 3099.025386 = -745697.262380 nChanged 3 SP:Iteration 79Q (2402.004522 sec): 3 clusters Score: Raw -748796.536577 + Penalty 3099.025386 = -745697.511190 nChanged 3 SP:Iteration 80F (2402.065698 sec): 3 clusters Score: Raw -748796.662372 + Penalty 3099.025386 = -745697.636986 nChanged 2 SP:Iteration 81Q (2402.122768 sec): 3 clusters Score: Raw -748796.826371 + Penalty 3099.025386 = -745697.800984 nChanged 2 SP:Iteration 82Q (2402.182940 sec): 3 clusters Score: Raw -748796.985612 + Penalty 3099.025386 = -745697.960225 nChanged 6 SP:Iteration 83Q (2402.259695 sec): 3 clusters Score: Raw -748797.407604 + Penalty 3099.025386 = -745698.382217 nChanged 4 SP:Iteration 84Q (2402.325932 sec): 3 clusters Score: Raw -748797.653084 + Penalty 3099.025386 = -745698.627697 nChanged 1 SP:Iteration 85Q (2402.386580 sec): 3 clusters Score: Raw -748797.805678 + Penalty 3099.025386 = -745698.780292 nChanged 2 SP:Iteration 86Q (2402.451949 sec): 3 clusters Score: Raw -748797.922702 + Penalty 3099.025386 = -745698.897316 nChanged 2 SP:Iteration 87Q (2402.514536 sec): 3 clusters Score: Raw -748798.017156 + Penalty 3099.025386 = -745698.991770 nChanged 2 SP:Iteration 88Q (2402.572433 sec): 3 clusters Score: Raw -748798.098161 + Penalty 3099.025386 = -745699.072774 nChanged 1 SP:Iteration 89Q (2402.626018 sec): 3 clusters Score: Raw -748798.268253 + Penalty 3099.025386 = -745699.242867 nChanged 1 SP:Iteration 90Q (2402.692611 sec): 3 clusters Score: Raw -748798.356631 + Penalty 3099.025386 = -745699.331244 nChanged 1 SP:Iteration 91Q (2402.756621 sec): 3 clusters Score: Raw -748798.451926 + Penalty 3099.025386 = -745699.426540 nChanged 1 SP:Iteration 92Q (2402.819815 sec): 3 clusters Score: Raw -748798.621844 + Penalty 3099.025386 = -745699.596458 nChanged 4 SP:Iteration 93Q (2402.897958 sec): 3 clusters Score: Raw -748799.076379 + Penalty 3099.025386 = -745700.050992 nChanged 1 SP:Iteration 94Q (2402.972015 sec): 3 clusters Score: Raw -748799.142193 + Penalty 3099.025386 = -745700.116806 nChanged 1 SP:Iteration 95Q (2403.032115 sec): 3 clusters Score: Raw -748799.192914 + Penalty 3099.025386 = -745700.167528 nChanged 1 SP:Iteration 96Q (2403.097031 sec): 3 clusters Score: Raw -748799.258035 + Penalty 3099.025386 = -745700.232649 nChanged 0 SP:Iteration 97F (2403.164821 sec): 3 clusters Score: Raw -748799.258035 + Penalty 3099.025386 = -745700.232649 nChanged 0 Trying to split cluster 22 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2403.183304 sec): 2 clusters Score: Raw -51022.029551 + Penalty 1119.227293 = -49902.802258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2403.238120 sec): 3 clusters Score: Raw -50708.995203 + Penalty 2238.454586 = -48470.540617 nChanged 271 SP:Iteration 1F (2403.276237 sec): 3 clusters Score: Raw -50960.303169 + Penalty 2238.454586 = -48721.848584 nChanged 78 SP:Iteration 2F (2403.306975 sec): 3 clusters Score: Raw -51047.902780 + Penalty 2238.454586 = -48809.448194 nChanged 46 SP:Iteration 3Q (2403.355159 sec): 3 clusters Score: Raw -51111.807974 + Penalty 2238.454586 = -48873.353388 nChanged 31 SP:Iteration 4Q (2403.398015 sec): 3 clusters Score: Raw -51150.251017 + Penalty 2238.454586 = -48911.796431 nChanged 22 SP:Iteration 5Q (2403.447592 sec): 3 clusters Score: Raw -51172.775101 + Penalty 2238.454586 = -48934.320515 nChanged 16 SP:Iteration 6Q (2403.477031 sec): 3 clusters Score: Raw -51190.646731 + Penalty 2238.454586 = -48952.192145 nChanged 12 SP:Iteration 7Q (2403.512238 sec): 3 clusters Score: Raw -51198.728635 + Penalty 2238.454586 = -48960.274049 nChanged 6 SP:Iteration 8Q (2403.559924 sec): 3 clusters Score: Raw -51204.617675 + Penalty 2238.454586 = -48966.163090 nChanged 5 SP:Iteration 9Q (2403.594744 sec): 3 clusters Score: Raw -51209.609736 + Penalty 2238.454586 = -48971.155150 nChanged 4 SP:Iteration 10Q (2403.648303 sec): 3 clusters Score: Raw -51211.392888 + Penalty 2238.454586 = -48972.938303 nChanged 1 SP:Iteration 11Q (2403.694705 sec): 3 clusters Score: Raw -51212.087986 + Penalty 2238.454586 = -48973.633401 nChanged 1 SP:Iteration 12Q (2403.740064 sec): 3 clusters Score: Raw -51213.424888 + Penalty 2238.454586 = -48974.970302 nChanged 0 SP:Iteration 13F (2403.790416 sec): 3 clusters Score: Raw -51213.424888 + Penalty 2238.454586 = -48974.970302 nChanged 0 Trying to split cluster 23 (5596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2403.813232 sec): 2 clusters Score: Raw -309456.356480 + Penalty 1402.343692 = -308054.012788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2403.869440 sec): 3 clusters Score: Raw -306508.487298 + Penalty 2804.687384 = -303703.799914 nChanged 2322 SP:Iteration 1F (2403.928354 sec): 3 clusters Score: Raw -308054.810027 + Penalty 2804.687384 = -305250.122643 nChanged 569 SP:Iteration 2F (2403.975712 sec): 3 clusters Score: Raw -308787.076644 + Penalty 2804.687384 = -305982.389260 nChanged 605 SP:Iteration 3F (2404.034186 sec): 3 clusters Score: Raw -309571.697686 + Penalty 2804.687384 = -306767.010302 nChanged 471 SP:Iteration 4F (2404.068571 sec): 3 clusters Score: Raw -310116.078025 + Penalty 2804.687384 = -307311.390641 nChanged 346 SP:Iteration 5F (2404.113089 sec): 3 clusters Score: Raw -310430.883256 + Penalty 2804.687384 = -307626.195872 nChanged 216 SP:Iteration 6Q (2404.155560 sec): 3 clusters Score: Raw -310619.700917 + Penalty 2804.687384 = -307815.013533 nChanged 153 SP:Iteration 7Q (2404.212790 sec): 3 clusters Score: Raw -310743.356938 + Penalty 2804.687384 = -307938.669554 nChanged 107 SP:Iteration 8Q (2404.271665 sec): 3 clusters Score: Raw -310818.203767 + Penalty 2804.687384 = -308013.516383 nChanged 89 SP:Iteration 9Q (2404.324678 sec): 3 clusters Score: Raw -310865.796319 + Penalty 2804.687384 = -308061.108935 nChanged 59 SP:Iteration 10Q (2404.374383 sec): 3 clusters Score: Raw -310891.969282 + Penalty 2804.687384 = -308087.281898 nChanged 45 SP:Iteration 11Q (2404.424559 sec): 3 clusters Score: Raw -310905.355352 + Penalty 2804.687384 = -308100.667968 nChanged 23 SP:Iteration 12Q (2404.468281 sec): 3 clusters Score: Raw -310914.499626 + Penalty 2804.687384 = -308109.812241 nChanged 23 SP:Iteration 13Q (2404.524557 sec): 3 clusters Score: Raw -310920.581086 + Penalty 2804.687384 = -308115.893702 nChanged 17 SP:Iteration 14Q (2404.571851 sec): 3 clusters Score: Raw -310924.897213 + Penalty 2804.687384 = -308120.209829 nChanged 9 SP:Iteration 15Q (2404.621102 sec): 3 clusters Score: Raw -310926.710541 + Penalty 2804.687384 = -308122.023157 nChanged 7 SP:Iteration 16Q (2404.671532 sec): 3 clusters Score: Raw -310928.678408 + Penalty 2804.687384 = -308123.991024 nChanged 10 SP:Iteration 17Q (2404.713319 sec): 3 clusters Score: Raw -310931.218907 + Penalty 2804.687384 = -308126.531523 nChanged 5 SP:Iteration 18Q (2404.757946 sec): 3 clusters Score: Raw -310932.162091 + Penalty 2804.687384 = -308127.474707 nChanged 3 SP:Iteration 19Q (2404.807013 sec): 3 clusters Score: Raw -310933.080297 + Penalty 2804.687384 = -308128.392913 nChanged 3 SP:Iteration 20F (2404.864309 sec): 3 clusters Score: Raw -310933.857759 + Penalty 2804.687384 = -308129.170375 nChanged 4 SP:Iteration 21Q (2404.908089 sec): 3 clusters Score: Raw -310934.264888 + Penalty 2804.687384 = -308129.577504 nChanged 3 SP:Iteration 22Q (2404.960377 sec): 3 clusters Score: Raw -310934.807008 + Penalty 2804.687384 = -308130.119624 nChanged 3 SP:Iteration 23Q (2405.008653 sec): 3 clusters Score: Raw -310935.223921 + Penalty 2804.687384 = -308130.536537 nChanged 2 SP:Iteration 24Q (2405.067356 sec): 3 clusters Score: Raw -310935.374566 + Penalty 2804.687384 = -308130.687182 nChanged 1 SP:Iteration 25Q (2405.117000 sec): 3 clusters Score: Raw -310935.458447 + Penalty 2804.687384 = -308130.771062 nChanged 0 SP:Iteration 26F (2405.167505 sec): 3 clusters Score: Raw -310935.458447 + Penalty 2804.687384 = -308130.771062 nChanged 0 Score: Raw -12078770.795268 + Penalty 88719.249868 = -11990051.545399 Splitting cluster 23 changes total score from -11990588.342679 to -11990051.545399 So it's not getting split. Trying to split cluster 24 (4052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2412.642628 sec): 2 clusters Score: Raw -176188.887080 + Penalty 1349.881953 = -174839.005127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2412.707235 sec): 3 clusters Score: Raw -174191.217237 + Penalty 2699.763906 = -171491.453331 nChanged 1613 SP:Iteration 1F (2412.746186 sec): 3 clusters Score: Raw -175336.219696 + Penalty 2699.763906 = -172636.455789 nChanged 388 SP:Iteration 2F (2412.792222 sec): 3 clusters Score: Raw -175679.413971 + Penalty 2699.763906 = -172979.650065 nChanged 317 SP:Iteration 3F (2412.841436 sec): 3 clusters Score: Raw -175959.688071 + Penalty 2699.763906 = -173259.924165 nChanged 256 SP:Iteration 4F (2412.892513 sec): 3 clusters Score: Raw -176167.722440 + Penalty 2699.763906 = -173467.958534 nChanged 210 SP:Iteration 5F (2412.938613 sec): 3 clusters Score: Raw -176305.502063 + Penalty 2699.763906 = -173605.738157 nChanged 150 SP:Iteration 6Q (2412.988769 sec): 3 clusters Score: Raw -176396.362059 + Penalty 2699.763906 = -173696.598153 nChanged 97 SP:Iteration 7Q (2413.034296 sec): 3 clusters Score: Raw -176448.623948 + Penalty 2699.763906 = -173748.860042 nChanged 87 SP:Iteration 8Q (2413.083053 sec): 3 clusters Score: Raw -176491.563540 + Penalty 2699.763906 = -173791.799634 nChanged 67 SP:Iteration 9Q (2413.127963 sec): 3 clusters Score: Raw -176524.638080 + Penalty 2699.763906 = -173824.874174 nChanged 62 SP:Iteration 10Q (2413.174517 sec): 3 clusters Score: Raw -176553.960094 + Penalty 2699.763906 = -173854.196188 nChanged 55 SP:Iteration 11Q (2413.223110 sec): 3 clusters Score: Raw -176579.235380 + Penalty 2699.763906 = -173879.471473 nChanged 51 SP:Iteration 12Q (2413.264133 sec): 3 clusters Score: Raw -176602.724254 + Penalty 2699.763906 = -173902.960348 nChanged 44 SP:Iteration 13Q (2413.309620 sec): 3 clusters Score: Raw -176621.561788 + Penalty 2699.763906 = -173921.797882 nChanged 44 SP:Iteration 14Q (2413.364922 sec): 3 clusters Score: Raw -176641.084674 + Penalty 2699.763906 = -173941.320768 nChanged 47 SP:Iteration 15Q (2413.414211 sec): 3 clusters Score: Raw -176663.878963 + Penalty 2699.763906 = -173964.115056 nChanged 43 SP:Iteration 16Q (2413.467458 sec): 3 clusters Score: Raw -176685.322855 + Penalty 2699.763906 = -173985.558949 nChanged 46 SP:Iteration 17Q (2413.521861 sec): 3 clusters Score: Raw -176715.887527 + Penalty 2699.763906 = -174016.123621 nChanged 47 SP:Iteration 18Q (2413.560443 sec): 3 clusters Score: Raw -176747.729633 + Penalty 2699.763906 = -174047.965727 nChanged 55 SP:Iteration 19Q (2413.605968 sec): 3 clusters Score: Raw -176797.137941 + Penalty 2699.763906 = -174097.374035 nChanged 51 SP:Iteration 20F (2413.656934 sec): 3 clusters Score: Raw -176848.055332 + Penalty 2699.763906 = -174148.291426 nChanged 72 SP:Iteration 21Q (2413.701201 sec): 3 clusters Score: Raw -176904.845073 + Penalty 2699.763906 = -174205.081167 nChanged 55 SP:Iteration 22Q (2413.752583 sec): 3 clusters Score: Raw -176940.747572 + Penalty 2699.763906 = -174240.983665 nChanged 48 SP:Iteration 23Q (2413.799229 sec): 3 clusters Score: Raw -176975.562283 + Penalty 2699.763906 = -174275.798377 nChanged 57 SP:Iteration 24Q (2413.837861 sec): 3 clusters Score: Raw -177019.547171 + Penalty 2699.763906 = -174319.783265 nChanged 61 SP:Iteration 25Q (2413.882525 sec): 3 clusters Score: Raw -177063.035532 + Penalty 2699.763906 = -174363.271626 nChanged 42 SP:Iteration 26Q (2413.940693 sec): 3 clusters Score: Raw -177086.088152 + Penalty 2699.763906 = -174386.324246 nChanged 32 SP:Iteration 27Q (2413.985382 sec): 3 clusters Score: Raw -177101.417011 + Penalty 2699.763906 = -174401.653105 nChanged 29 SP:Iteration 28Q (2414.023315 sec): 3 clusters Score: Raw -177117.124981 + Penalty 2699.763906 = -174417.361074 nChanged 23 SP:Iteration 29Q (2414.065341 sec): 3 clusters Score: Raw -177130.052231 + Penalty 2699.763906 = -174430.288325 nChanged 23 SP:Iteration 30Q (2414.117131 sec): 3 clusters Score: Raw -177146.288879 + Penalty 2699.763906 = -174446.524973 nChanged 28 SP:Iteration 31Q (2414.170272 sec): 3 clusters Score: Raw -177159.775652 + Penalty 2699.763906 = -174460.011745 nChanged 20 SP:Iteration 32Q (2414.212346 sec): 3 clusters Score: Raw -177167.898544 + Penalty 2699.763906 = -174468.134638 nChanged 13 SP:Iteration 33Q (2414.257870 sec): 3 clusters Score: Raw -177173.265790 + Penalty 2699.763906 = -174473.501884 nChanged 8 SP:Iteration 34Q (2414.319712 sec): 3 clusters Score: Raw -177174.881256 + Penalty 2699.763906 = -174475.117350 nChanged 2 SP:Iteration 35Q (2414.358256 sec): 3 clusters Score: Raw -177175.107819 + Penalty 2699.763906 = -174475.343913 nChanged 2 SP:Iteration 36Q (2414.406145 sec): 3 clusters Score: Raw -177175.454083 + Penalty 2699.763906 = -174475.690176 nChanged 0 SP:Iteration 37F (2414.454469 sec): 3 clusters Score: Raw -177175.454083 + Penalty 2699.763906 = -174475.690176 nChanged 0 Trying to split cluster 25 (948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2414.484808 sec): 2 clusters Score: Raw -45756.318247 + Penalty 1113.832607 = -44642.485640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2414.522210 sec): 3 clusters Score: Raw -45532.061087 + Penalty 2227.665213 = -43304.395874 nChanged 280 SP:Iteration 1F (2414.569505 sec): 3 clusters Score: Raw -45824.585617 + Penalty 2227.665213 = -43596.920404 nChanged 91 SP:Iteration 2F (2414.619711 sec): 3 clusters Score: Raw -45999.273880 + Penalty 2227.665213 = -43771.608666 nChanged 76 SP:Iteration 3F (2414.656193 sec): 3 clusters Score: Raw -46167.872604 + Penalty 2227.665213 = -43940.207391 nChanged 54 SP:Iteration 4F (2414.704826 sec): 3 clusters Score: Raw -46305.111947 + Penalty 2227.665213 = -44077.446734 nChanged 53 SP:Iteration 5F (2414.746963 sec): 3 clusters Score: Raw -46470.382834 + Penalty 2227.665213 = -44242.717621 nChanged 44 SP:Iteration 6Q (2414.785808 sec): 3 clusters Score: Raw -46610.758582 + Penalty 2227.665213 = -44383.093369 nChanged 29 SP:Iteration 7Q (2414.834439 sec): 3 clusters Score: Raw -46683.935830 + Penalty 2227.665213 = -44456.270617 nChanged 17 SP:Iteration 8Q (2414.876064 sec): 3 clusters Score: Raw -46714.896741 + Penalty 2227.665213 = -44487.231528 nChanged 16 SP:Iteration 9Q (2414.913015 sec): 3 clusters Score: Raw -46735.549316 + Penalty 2227.665213 = -44507.884102 nChanged 17 SP:Iteration 10Q (2414.972215 sec): 3 clusters Score: Raw -46758.279870 + Penalty 2227.665213 = -44530.614657 nChanged 12 SP:Iteration 11Q (2415.008884 sec): 3 clusters Score: Raw -46784.484258 + Penalty 2227.665213 = -44556.819045 nChanged 17 SP:Iteration 12Q (2415.053633 sec): 3 clusters Score: Raw -46800.521114 + Penalty 2227.665213 = -44572.855901 nChanged 12 SP:Iteration 13Q (2415.100678 sec): 3 clusters Score: Raw -46810.970898 + Penalty 2227.665213 = -44583.305685 nChanged 8 SP:Iteration 14Q (2415.141520 sec): 3 clusters Score: Raw -46824.543196 + Penalty 2227.665213 = -44596.877983 nChanged 17 SP:Iteration 15Q (2415.181319 sec): 3 clusters Score: Raw -46842.660257 + Penalty 2227.665213 = -44614.995044 nChanged 7 SP:Iteration 16Q (2415.211129 sec): 3 clusters Score: Raw -46850.323064 + Penalty 2227.665213 = -44622.657851 nChanged 4 SP:Iteration 17Q (2415.239300 sec): 3 clusters Score: Raw -46855.189248 + Penalty 2227.665213 = -44627.524035 nChanged 1 SP:Iteration 18Q (2415.285923 sec): 3 clusters Score: Raw -46856.237886 + Penalty 2227.665213 = -44628.572673 nChanged 1 SP:Iteration 19Q (2415.323205 sec): 3 clusters Score: Raw -46857.890665 + Penalty 2227.665213 = -44630.225452 nChanged 4 SP:Iteration 20F (2415.364523 sec): 3 clusters Score: Raw -46873.982076 + Penalty 2227.665213 = -44646.316863 nChanged 5 SP:Iteration 21Q (2415.404137 sec): 3 clusters Score: Raw -46879.988280 + Penalty 2227.665213 = -44652.323067 nChanged 4 SP:Iteration 22Q (2415.453551 sec): 3 clusters Score: Raw -46883.502421 + Penalty 2227.665213 = -44655.837208 nChanged 2 SP:Iteration 23Q (2415.498269 sec): 3 clusters Score: Raw -46884.303591 + Penalty 2227.665213 = -44656.638377 nChanged 0 SP:Iteration 24F (2415.536563 sec): 3 clusters Score: Raw -46884.303591 + Penalty 2227.665213 = -44656.638377 nChanged 0 Score: Raw -12078419.678645 + Penalty 88719.249868 = -11989700.428777 Splitting cluster 25 changes total score from -11990588.342679 to -11989700.428777 So it's not getting split. Trying to split cluster 26 (5373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2422.668282 sec): 2 clusters Score: Raw -277848.410306 + Penalty 1395.735525 = -276452.674782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2422.724248 sec): 3 clusters Score: Raw -275137.173924 + Penalty 2791.471049 = -272345.702875 nChanged 2187 SP:Iteration 1F (2422.769905 sec): 3 clusters Score: Raw -276641.265108 + Penalty 2791.471049 = -273849.794058 nChanged 485 SP:Iteration 2F (2422.820400 sec): 3 clusters Score: Raw -277131.403486 + Penalty 2791.471049 = -274339.932437 nChanged 443 SP:Iteration 3F (2422.871070 sec): 3 clusters Score: Raw -277584.411721 + Penalty 2791.471049 = -274792.940671 nChanged 378 SP:Iteration 4F (2422.926660 sec): 3 clusters Score: Raw -277946.692549 + Penalty 2791.471049 = -275155.221500 nChanged 314 SP:Iteration 5F (2422.980997 sec): 3 clusters Score: Raw -278250.490235 + Penalty 2791.471049 = -275459.019185 nChanged 250 SP:Iteration 6Q (2423.042297 sec): 3 clusters Score: Raw -278464.436201 + Penalty 2791.471049 = -275672.965152 nChanged 176 SP:Iteration 7Q (2423.087265 sec): 3 clusters Score: Raw -278564.555301 + Penalty 2791.471049 = -275773.084251 nChanged 102 SP:Iteration 8Q (2423.140888 sec): 3 clusters Score: Raw -278620.275723 + Penalty 2791.471049 = -275828.804674 nChanged 73 SP:Iteration 9Q (2423.200855 sec): 3 clusters Score: Raw -278656.350399 + Penalty 2791.471049 = -275864.879350 nChanged 50 SP:Iteration 10Q (2423.256645 sec): 3 clusters Score: Raw -278678.297054 + Penalty 2791.471049 = -275886.826005 nChanged 46 SP:Iteration 11Q (2423.309754 sec): 3 clusters Score: Raw -278700.738950 + Penalty 2791.471049 = -275909.267901 nChanged 38 SP:Iteration 12Q (2423.357253 sec): 3 clusters Score: Raw -278716.788898 + Penalty 2791.471049 = -275925.317848 nChanged 33 SP:Iteration 13Q (2423.408677 sec): 3 clusters Score: Raw -278726.401683 + Penalty 2791.471049 = -275934.930634 nChanged 22 SP:Iteration 14Q (2423.459016 sec): 3 clusters Score: Raw -278733.250987 + Penalty 2791.471049 = -275941.779937 nChanged 20 SP:Iteration 15Q (2423.503526 sec): 3 clusters Score: Raw -278738.707199 + Penalty 2791.471049 = -275947.236149 nChanged 16 SP:Iteration 16Q (2423.565827 sec): 3 clusters Score: Raw -278743.630199 + Penalty 2791.471049 = -275952.159150 nChanged 12 SP:Iteration 17Q (2423.611137 sec): 3 clusters Score: Raw -278748.873691 + Penalty 2791.471049 = -275957.402641 nChanged 13 SP:Iteration 18Q (2423.671578 sec): 3 clusters Score: Raw -278752.681508 + Penalty 2791.471049 = -275961.210459 nChanged 11 SP:Iteration 19Q (2423.717923 sec): 3 clusters Score: Raw -278755.777209 + Penalty 2791.471049 = -275964.306159 nChanged 1 SP:Iteration 20F (2423.775951 sec): 3 clusters Score: Raw -278755.942186 + Penalty 2791.471049 = -275964.471137 nChanged 1 SP:Iteration 21Q (2423.814296 sec): 3 clusters Score: Raw -278755.970306 + Penalty 2791.471049 = -275964.499256 nChanged 0 SP:Iteration 22F (2423.864831 sec): 3 clusters Score: Raw -278755.970306 + Penalty 2791.471049 = -275964.499256 nChanged 0 Trying to split cluster 27 (4229 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2423.890829 sec): 2 clusters Score: Raw -184402.771344 + Penalty 1356.829636 = -183045.941708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2423.934961 sec): 3 clusters Score: Raw -182289.254621 + Penalty 2713.659272 = -179575.595349 nChanged 1646 SP:Iteration 1F (2423.978587 sec): 3 clusters Score: Raw -183549.235920 + Penalty 2713.659272 = -180835.576648 nChanged 467 SP:Iteration 2F (2424.040196 sec): 3 clusters Score: Raw -184156.618085 + Penalty 2713.659272 = -181442.958813 nChanged 399 SP:Iteration 3F (2424.090054 sec): 3 clusters Score: Raw -184630.442461 + Penalty 2713.659272 = -181916.783189 nChanged 304 SP:Iteration 4F (2424.133087 sec): 3 clusters Score: Raw -185002.839874 + Penalty 2713.659272 = -182289.180601 nChanged 250 SP:Iteration 5F (2424.177266 sec): 3 clusters Score: Raw -185246.614231 + Penalty 2713.659272 = -182532.954959 nChanged 162 SP:Iteration 6Q (2424.232421 sec): 3 clusters Score: Raw -185372.847574 + Penalty 2713.659272 = -182659.188302 nChanged 104 SP:Iteration 7Q (2424.271490 sec): 3 clusters Score: Raw -185428.404878 + Penalty 2713.659272 = -182714.745606 nChanged 73 SP:Iteration 8Q (2424.321571 sec): 3 clusters Score: Raw -185464.187091 + Penalty 2713.659272 = -182750.527819 nChanged 52 SP:Iteration 9Q (2424.386546 sec): 3 clusters Score: Raw -185485.557789 + Penalty 2713.659272 = -182771.898517 nChanged 37 SP:Iteration 10Q (2424.423363 sec): 3 clusters Score: Raw -185510.114850 + Penalty 2713.659272 = -182796.455578 nChanged 38 SP:Iteration 11Q (2424.478778 sec): 3 clusters Score: Raw -185528.526666 + Penalty 2713.659272 = -182814.867394 nChanged 27 SP:Iteration 12Q (2424.517542 sec): 3 clusters Score: Raw -185538.820829 + Penalty 2713.659272 = -182825.161557 nChanged 20 SP:Iteration 13Q (2424.565918 sec): 3 clusters Score: Raw -185543.770533 + Penalty 2713.659272 = -182830.111260 nChanged 15 SP:Iteration 14Q (2424.612306 sec): 3 clusters Score: Raw -185548.782544 + Penalty 2713.659272 = -182835.123272 nChanged 20 SP:Iteration 15Q (2424.653398 sec): 3 clusters Score: Raw -185558.602441 + Penalty 2713.659272 = -182844.943169 nChanged 19 SP:Iteration 16Q (2424.701379 sec): 3 clusters Score: Raw -185570.548767 + Penalty 2713.659272 = -182856.889494 nChanged 21 SP:Iteration 17Q (2424.750818 sec): 3 clusters Score: Raw -185577.542764 + Penalty 2713.659272 = -182863.883492 nChanged 15 SP:Iteration 18Q (2424.787921 sec): 3 clusters Score: Raw -185582.137727 + Penalty 2713.659272 = -182868.478455 nChanged 11 SP:Iteration 19Q (2424.835750 sec): 3 clusters Score: Raw -185586.241915 + Penalty 2713.659272 = -182872.582643 nChanged 15 SP:Iteration 20F (2424.884037 sec): 3 clusters Score: Raw -185592.476992 + Penalty 2713.659272 = -182878.817719 nChanged 13 SP:Iteration 21Q (2424.929739 sec): 3 clusters Score: Raw -185595.913219 + Penalty 2713.659272 = -182882.253947 nChanged 7 SP:Iteration 22Q (2424.989142 sec): 3 clusters Score: Raw -185597.395405 + Penalty 2713.659272 = -182883.736133 nChanged 4 SP:Iteration 23Q (2425.036314 sec): 3 clusters Score: Raw -185598.178454 + Penalty 2713.659272 = -182884.519182 nChanged 5 SP:Iteration 24Q (2425.079422 sec): 3 clusters Score: Raw -185598.613920 + Penalty 2713.659272 = -182884.954648 nChanged 2 SP:Iteration 25Q (2425.113280 sec): 3 clusters Score: Raw -185599.081677 + Penalty 2713.659272 = -182885.422405 nChanged 1 SP:Iteration 26Q (2425.164653 sec): 3 clusters Score: Raw -185599.160470 + Penalty 2713.659272 = -182885.501198 nChanged 0 SP:Iteration 27F (2425.203321 sec): 3 clusters Score: Raw -185599.160470 + Penalty 2713.659272 = -182885.501198 nChanged 0 Trying to split cluster 28 (3199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2425.231763 sec): 2 clusters Score: Raw -171646.010701 + Penalty 1311.471450 = -170334.539250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2425.273171 sec): 3 clusters Score: Raw -170152.099654 + Penalty 2622.942900 = -167529.156753 nChanged 1176 SP:Iteration 1F (2425.316209 sec): 3 clusters Score: Raw -170800.043823 + Penalty 2622.942900 = -168177.100923 nChanged 228 SP:Iteration 2F (2425.360976 sec): 3 clusters Score: Raw -170933.963732 + Penalty 2622.942900 = -168311.020832 nChanged 158 SP:Iteration 3Q (2425.406555 sec): 3 clusters Score: Raw -171029.627742 + Penalty 2622.942900 = -168406.684842 nChanged 120 SP:Iteration 4Q (2425.452585 sec): 3 clusters Score: Raw -171097.639194 + Penalty 2622.942900 = -168474.696293 nChanged 91 SP:Iteration 5Q (2425.498837 sec): 3 clusters Score: Raw -171153.593572 + Penalty 2622.942900 = -168530.650671 nChanged 87 SP:Iteration 6Q (2425.555217 sec): 3 clusters Score: Raw -171204.203543 + Penalty 2622.942900 = -168581.260642 nChanged 84 SP:Iteration 7Q (2425.596473 sec): 3 clusters Score: Raw -171248.191725 + Penalty 2622.942900 = -168625.248825 nChanged 81 SP:Iteration 8Q (2425.642131 sec): 3 clusters Score: Raw -171289.543340 + Penalty 2622.942900 = -168666.600439 nChanged 60 SP:Iteration 9Q (2425.679892 sec): 3 clusters Score: Raw -171322.102302 + Penalty 2622.942900 = -168699.159402 nChanged 70 SP:Iteration 10Q (2425.725319 sec): 3 clusters Score: Raw -171365.183904 + Penalty 2622.942900 = -168742.241003 nChanged 82 SP:Iteration 11Q (2425.767619 sec): 3 clusters Score: Raw -171418.839758 + Penalty 2622.942900 = -168795.896857 nChanged 70 SP:Iteration 12Q (2425.822328 sec): 3 clusters Score: Raw -171468.957552 + Penalty 2622.942900 = -168846.014651 nChanged 77 SP:Iteration 13Q (2425.857711 sec): 3 clusters Score: Raw -171523.972265 + Penalty 2622.942900 = -168901.029365 nChanged 70 SP:Iteration 14Q (2425.912354 sec): 3 clusters Score: Raw -171569.797613 + Penalty 2622.942900 = -168946.854712 nChanged 69 SP:Iteration 15Q (2425.965894 sec): 3 clusters Score: Raw -171628.698210 + Penalty 2622.942900 = -169005.755309 nChanged 77 SP:Iteration 16Q (2426.003507 sec): 3 clusters Score: Raw -171696.968079 + Penalty 2622.942900 = -169074.025179 nChanged 78 SP:Iteration 17Q (2426.049952 sec): 3 clusters Score: Raw -171752.906696 + Penalty 2622.942900 = -169129.963795 nChanged 70 SP:Iteration 18Q (2426.102730 sec): 3 clusters Score: Raw -171813.327335 + Penalty 2622.942900 = -169190.384435 nChanged 80 SP:Iteration 19Q (2426.143432 sec): 3 clusters Score: Raw -171878.128306 + Penalty 2622.942900 = -169255.185406 nChanged 74 SP:Iteration 20F (2426.191802 sec): 3 clusters Score: Raw -171953.483975 + Penalty 2622.942900 = -169330.541075 nChanged 83 SP:Iteration 21Q (2426.239586 sec): 3 clusters Score: Raw -172043.675680 + Penalty 2622.942900 = -169420.732779 nChanged 99 SP:Iteration 22Q (2426.288914 sec): 3 clusters Score: Raw -172155.432765 + Penalty 2622.942900 = -169532.489864 nChanged 91 SP:Iteration 23Q (2426.338176 sec): 3 clusters Score: Raw -172256.330598 + Penalty 2622.942900 = -169633.387697 nChanged 95 SP:Iteration 24Q (2426.385318 sec): 3 clusters Score: Raw -172408.376642 + Penalty 2622.942900 = -169785.433742 nChanged 97 SP:Iteration 25Q (2426.428844 sec): 3 clusters Score: Raw -172568.867125 + Penalty 2622.942900 = -169945.924225 nChanged 80 SP:Iteration 26Q (2426.478387 sec): 3 clusters Score: Raw -172667.844211 + Penalty 2622.942900 = -170044.901310 nChanged 53 SP:Iteration 27Q (2426.524698 sec): 3 clusters Score: Raw -172712.559384 + Penalty 2622.942900 = -170089.616483 nChanged 37 SP:Iteration 28Q (2426.577974 sec): 3 clusters Score: Raw -172736.469760 + Penalty 2622.942900 = -170113.526859 nChanged 31 SP:Iteration 29Q (2426.611902 sec): 3 clusters Score: Raw -172766.728388 + Penalty 2622.942900 = -170143.785488 nChanged 38 SP:Iteration 30Q (2426.669750 sec): 3 clusters Score: Raw -172812.852283 + Penalty 2622.942900 = -170189.909382 nChanged 39 SP:Iteration 31Q (2426.713859 sec): 3 clusters Score: Raw -172861.287418 + Penalty 2622.942900 = -170238.344517 nChanged 31 SP:Iteration 32Q (2426.756050 sec): 3 clusters Score: Raw -172907.235428 + Penalty 2622.942900 = -170284.292527 nChanged 27 SP:Iteration 33Q (2426.803951 sec): 3 clusters Score: Raw -172940.970130 + Penalty 2622.942900 = -170318.027229 nChanged 23 SP:Iteration 34Q (2426.851629 sec): 3 clusters Score: Raw -172960.258360 + Penalty 2622.942900 = -170337.315460 nChanged 9 SP:Iteration 35Q (2426.891133 sec): 3 clusters Score: Raw -172965.662198 + Penalty 2622.942900 = -170342.719297 nChanged 6 SP:Iteration 36Q (2426.926651 sec): 3 clusters Score: Raw -172974.902356 + Penalty 2622.942900 = -170351.959456 nChanged 2 SP:Iteration 37Q (2426.970188 sec): 3 clusters Score: Raw -172977.154904 + Penalty 2622.942900 = -170354.212004 nChanged 1 SP:Iteration 38Q (2427.008374 sec): 3 clusters Score: Raw -172977.612739 + Penalty 2622.942900 = -170354.669839 nChanged 1 SP:Iteration 39Q (2427.055202 sec): 3 clusters Score: Raw -172977.750918 + Penalty 2622.942900 = -170354.808017 nChanged 0 SP:Iteration 40F (2427.103073 sec): 3 clusters Score: Raw -172977.750918 + Penalty 2622.942900 = -170354.808017 nChanged 0 Score: Raw -12078623.433518 + Penalty 88719.249868 = -11989904.183650 Splitting cluster 28 changes total score from -11990588.342679 to -11989904.183650 So it's not getting split. Trying to split cluster 29 (3212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2434.727533 sec): 2 clusters Score: Raw -164619.970179 + Penalty 1312.130475 = -163307.839704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2434.769592 sec): 3 clusters Score: Raw -163051.703966 + Penalty 2624.260949 = -160427.443017 nChanged 1267 SP:Iteration 1F (2434.813543 sec): 3 clusters Score: Raw -163795.791283 + Penalty 2624.260949 = -161171.530333 nChanged 233 SP:Iteration 2F (2434.862887 sec): 3 clusters Score: Raw -163967.305928 + Penalty 2624.260949 = -161343.044979 nChanged 182 SP:Iteration 3F (2434.920933 sec): 3 clusters Score: Raw -164087.959055 + Penalty 2624.260949 = -161463.698106 nChanged 146 SP:Iteration 4Q (2434.967865 sec): 3 clusters Score: Raw -164184.168102 + Penalty 2624.260949 = -161559.907153 nChanged 127 SP:Iteration 5Q (2435.006535 sec): 3 clusters Score: Raw -164260.473696 + Penalty 2624.260949 = -161636.212747 nChanged 95 SP:Iteration 6Q (2435.047984 sec): 3 clusters Score: Raw -164322.450165 + Penalty 2624.260949 = -161698.189216 nChanged 81 SP:Iteration 7Q (2435.092696 sec): 3 clusters Score: Raw -164371.511727 + Penalty 2624.260949 = -161747.250778 nChanged 85 SP:Iteration 8Q (2435.142355 sec): 3 clusters Score: Raw -164434.857933 + Penalty 2624.260949 = -161810.596983 nChanged 90 SP:Iteration 9Q (2435.204538 sec): 3 clusters Score: Raw -164505.329461 + Penalty 2624.260949 = -161881.068511 nChanged 107 SP:Iteration 10Q (2435.251227 sec): 3 clusters Score: Raw -164613.688992 + Penalty 2624.260949 = -161989.428043 nChanged 113 SP:Iteration 11Q (2435.290532 sec): 3 clusters Score: Raw -164724.922389 + Penalty 2624.260949 = -162100.661439 nChanged 127 SP:Iteration 12Q (2435.335002 sec): 3 clusters Score: Raw -164856.824602 + Penalty 2624.260949 = -162232.563653 nChanged 130 SP:Iteration 13Q (2435.384342 sec): 3 clusters Score: Raw -165004.604687 + Penalty 2624.260949 = -162380.343738 nChanged 128 SP:Iteration 14Q (2435.422424 sec): 3 clusters Score: Raw -165096.522349 + Penalty 2624.260949 = -162472.261399 nChanged 96 SP:Iteration 15Q (2435.470226 sec): 3 clusters Score: Raw -165165.119012 + Penalty 2624.260949 = -162540.858062 nChanged 77 SP:Iteration 16Q (2435.516170 sec): 3 clusters Score: Raw -165213.524381 + Penalty 2624.260949 = -162589.263431 nChanged 56 SP:Iteration 17Q (2435.569298 sec): 3 clusters Score: Raw -165241.226941 + Penalty 2624.260949 = -162616.965991 nChanged 36 SP:Iteration 18Q (2435.615497 sec): 3 clusters Score: Raw -165257.920551 + Penalty 2624.260949 = -162633.659602 nChanged 24 SP:Iteration 19Q (2435.654936 sec): 3 clusters Score: Raw -165266.911337 + Penalty 2624.260949 = -162642.650388 nChanged 14 SP:Iteration 20F (2435.705384 sec): 3 clusters Score: Raw -165271.662129 + Penalty 2624.260949 = -162647.401180 nChanged 10 SP:Iteration 21Q (2435.749913 sec): 3 clusters Score: Raw -165274.449969 + Penalty 2624.260949 = -162650.189020 nChanged 1 SP:Iteration 22Q (2435.789645 sec): 3 clusters Score: Raw -165274.504738 + Penalty 2624.260949 = -162650.243789 nChanged 0 SP:Iteration 23F (2435.837246 sec): 3 clusters Score: Raw -165274.504738 + Penalty 2624.260949 = -162650.243789 nChanged 0 Trying to split cluster 30 (1324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2435.859598 sec): 2 clusters Score: Raw -65203.524993 + Penalty 1168.117070 = -64035.407923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2435.906715 sec): 3 clusters Score: Raw -64701.306207 + Penalty 2336.234139 = -62365.072068 nChanged 448 SP:Iteration 1F (2435.950202 sec): 3 clusters Score: Raw -65042.171296 + Penalty 2336.234139 = -62705.937157 nChanged 104 SP:Iteration 2F (2435.983202 sec): 3 clusters Score: Raw -65142.285263 + Penalty 2336.234139 = -62806.051123 nChanged 72 SP:Iteration 3F (2436.031306 sec): 3 clusters Score: Raw -65222.444487 + Penalty 2336.234139 = -62886.210348 nChanged 75 SP:Iteration 4F (2436.074083 sec): 3 clusters Score: Raw -65305.511053 + Penalty 2336.234139 = -62969.276914 nChanged 50 SP:Iteration 5Q (2436.111456 sec): 3 clusters Score: Raw -65377.721525 + Penalty 2336.234139 = -63041.487385 nChanged 44 SP:Iteration 6Q (2436.147047 sec): 3 clusters Score: Raw -65426.397401 + Penalty 2336.234139 = -63090.163262 nChanged 38 SP:Iteration 7Q (2436.191292 sec): 3 clusters Score: Raw -65476.874506 + Penalty 2336.234139 = -63140.640366 nChanged 29 SP:Iteration 8Q (2436.220607 sec): 3 clusters Score: Raw -65502.352360 + Penalty 2336.234139 = -63166.118220 nChanged 30 SP:Iteration 9Q (2436.263231 sec): 3 clusters Score: Raw -65526.443428 + Penalty 2336.234139 = -63190.209289 nChanged 17 SP:Iteration 10Q (2436.306837 sec): 3 clusters Score: Raw -65537.405418 + Penalty 2336.234139 = -63201.171279 nChanged 18 SP:Iteration 11Q (2436.351867 sec): 3 clusters Score: Raw -65550.441045 + Penalty 2336.234139 = -63214.206906 nChanged 18 SP:Iteration 12Q (2436.387727 sec): 3 clusters Score: Raw -65560.474940 + Penalty 2336.234139 = -63224.240800 nChanged 9 SP:Iteration 13Q (2436.423661 sec): 3 clusters Score: Raw -65566.239779 + Penalty 2336.234139 = -63230.005640 nChanged 7 SP:Iteration 14Q (2436.466455 sec): 3 clusters Score: Raw -65570.050506 + Penalty 2336.234139 = -63233.816367 nChanged 7 SP:Iteration 15Q (2436.505241 sec): 3 clusters Score: Raw -65577.403601 + Penalty 2336.234139 = -63241.169462 nChanged 9 SP:Iteration 16Q (2436.549243 sec): 3 clusters Score: Raw -65582.558591 + Penalty 2336.234139 = -63246.324452 nChanged 6 SP:Iteration 17Q (2436.606890 sec): 3 clusters Score: Raw -65587.157590 + Penalty 2336.234139 = -63250.923450 nChanged 7 SP:Iteration 18Q (2436.643119 sec): 3 clusters Score: Raw -65592.691464 + Penalty 2336.234139 = -63256.457325 nChanged 5 SP:Iteration 19Q (2436.682197 sec): 3 clusters Score: Raw -65596.001590 + Penalty 2336.234139 = -63259.767451 nChanged 6 SP:Iteration 20F (2436.725047 sec): 3 clusters Score: Raw -65601.206292 + Penalty 2336.234139 = -63264.972153 nChanged 4 SP:Iteration 21Q (2436.770492 sec): 3 clusters Score: Raw -65604.472520 + Penalty 2336.234139 = -63268.238381 nChanged 7 SP:Iteration 22Q (2436.812361 sec): 3 clusters Score: Raw -65610.080269 + Penalty 2336.234139 = -63273.846129 nChanged 6 SP:Iteration 23Q (2436.864114 sec): 3 clusters Score: Raw -65623.783736 + Penalty 2336.234139 = -63287.549596 nChanged 9 SP:Iteration 24Q (2436.895001 sec): 3 clusters Score: Raw -65634.429544 + Penalty 2336.234139 = -63298.195405 nChanged 10 SP:Iteration 25Q (2436.940976 sec): 3 clusters Score: Raw -65641.763684 + Penalty 2336.234139 = -63305.529545 nChanged 10 SP:Iteration 26Q (2436.982009 sec): 3 clusters Score: Raw -65649.288873 + Penalty 2336.234139 = -63313.054733 nChanged 11 SP:Iteration 27Q (2437.023460 sec): 3 clusters Score: Raw -65657.321925 + Penalty 2336.234139 = -63321.087785 nChanged 6 SP:Iteration 28Q (2437.078721 sec): 3 clusters Score: Raw -65662.597543 + Penalty 2336.234139 = -63326.363404 nChanged 7 SP:Iteration 29Q (2437.119601 sec): 3 clusters Score: Raw -65666.991697 + Penalty 2336.234139 = -63330.757558 nChanged 7 SP:Iteration 30Q (2437.164011 sec): 3 clusters Score: Raw -65671.435806 + Penalty 2336.234139 = -63335.201667 nChanged 7 SP:Iteration 31Q (2437.204290 sec): 3 clusters Score: Raw -65676.398029 + Penalty 2336.234139 = -63340.163889 nChanged 7 SP:Iteration 32Q (2437.255127 sec): 3 clusters Score: Raw -65680.944187 + Penalty 2336.234139 = -63344.710047 nChanged 6 SP:Iteration 33Q (2437.290339 sec): 3 clusters Score: Raw -65685.252401 + Penalty 2336.234139 = -63349.018262 nChanged 6 SP:Iteration 34Q (2437.331118 sec): 3 clusters Score: Raw -65688.891170 + Penalty 2336.234139 = -63352.657031 nChanged 5 SP:Iteration 35Q (2437.388611 sec): 3 clusters Score: Raw -65693.161134 + Penalty 2336.234139 = -63356.926995 nChanged 3 SP:Iteration 36Q (2437.428469 sec): 3 clusters Score: Raw -65695.033925 + Penalty 2336.234139 = -63358.799786 nChanged 1 SP:Iteration 37Q (2437.463770 sec): 3 clusters Score: Raw -65695.341339 + Penalty 2336.234139 = -63359.107199 nChanged 0 SP:Iteration 38F (2437.508596 sec): 3 clusters Score: Raw -65695.341339 + Penalty 2336.234139 = -63359.107199 nChanged 0 Trying to split cluster 31 (24596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2437.567297 sec): 2 clusters Score: Raw -1317054.004744 + Penalty 1642.930105 = -1315411.074639 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2437.651150 sec): 3 clusters Score: Raw -1301945.959003 + Penalty 3285.860210 = -1298660.098793 nChanged 11292 SP:Iteration 1F (2437.731056 sec): 3 clusters Score: Raw -1308517.169213 + Penalty 3285.860210 = -1305231.309003 nChanged 1442 SP:Iteration 2F (2437.816951 sec): 3 clusters Score: Raw -1309191.713325 + Penalty 3285.860210 = -1305905.853115 nChanged 1567 SP:Iteration 3F (2437.906623 sec): 3 clusters Score: Raw -1310076.155177 + Penalty 3285.860210 = -1306790.294967 nChanged 1717 SP:Iteration 4F (2437.973542 sec): 3 clusters Score: Raw -1311212.400462 + Penalty 3285.860210 = -1307926.540252 nChanged 1770 SP:Iteration 5F (2438.048338 sec): 3 clusters Score: Raw -1312570.299878 + Penalty 3285.860210 = -1309284.439668 nChanged 1658 SP:Iteration 6F (2438.124634 sec): 3 clusters Score: Raw -1313942.942277 + Penalty 3285.860210 = -1310657.082067 nChanged 1429 SP:Iteration 7F (2438.208175 sec): 3 clusters Score: Raw -1315151.846086 + Penalty 3285.860210 = -1311865.985876 nChanged 984 SP:Iteration 8Q (2438.286904 sec): 3 clusters Score: Raw -1315943.191132 + Penalty 3285.860210 = -1312657.330922 nChanged 675 SP:Iteration 9Q (2438.368095 sec): 3 clusters Score: Raw -1316446.585405 + Penalty 3285.860210 = -1313160.725196 nChanged 445 SP:Iteration 10Q (2438.459570 sec): 3 clusters Score: Raw -1316756.121235 + Penalty 3285.860210 = -1313470.261026 nChanged 270 SP:Iteration 11Q (2438.538353 sec): 3 clusters Score: Raw -1316944.996925 + Penalty 3285.860210 = -1313659.136715 nChanged 167 SP:Iteration 12Q (2438.614357 sec): 3 clusters Score: Raw -1317075.067987 + Penalty 3285.860210 = -1313789.207777 nChanged 132 SP:Iteration 13Q (2438.691163 sec): 3 clusters Score: Raw -1317187.330907 + Penalty 3285.860210 = -1313901.470697 nChanged 80 SP:Iteration 14Q (2438.764466 sec): 3 clusters Score: Raw -1317250.986512 + Penalty 3285.860210 = -1313965.126302 nChanged 59 SP:Iteration 15Q (2438.833904 sec): 3 clusters Score: Raw -1317300.617796 + Penalty 3285.860210 = -1314014.757586 nChanged 42 SP:Iteration 16Q (2438.907101 sec): 3 clusters Score: Raw -1317344.731736 + Penalty 3285.860210 = -1314058.871526 nChanged 39 SP:Iteration 17Q (2438.977404 sec): 3 clusters Score: Raw -1317385.143238 + Penalty 3285.860210 = -1314099.283028 nChanged 28 SP:Iteration 18Q (2439.061881 sec): 3 clusters Score: Raw -1317415.075529 + Penalty 3285.860210 = -1314129.215319 nChanged 26 SP:Iteration 19Q (2439.127868 sec): 3 clusters Score: Raw -1317438.341844 + Penalty 3285.860210 = -1314152.481634 nChanged 14 SP:Iteration 20F (2439.202484 sec): 3 clusters Score: Raw -1317450.970694 + Penalty 3285.860210 = -1314165.110484 nChanged 13 SP:Iteration 21Q (2439.270718 sec): 3 clusters Score: Raw -1317461.506215 + Penalty 3285.860210 = -1314175.646005 nChanged 19 SP:Iteration 22Q (2439.339186 sec): 3 clusters Score: Raw -1317479.694163 + Penalty 3285.860210 = -1314193.833954 nChanged 14 SP:Iteration 23Q (2439.403120 sec): 3 clusters Score: Raw -1317491.165717 + Penalty 3285.860210 = -1314205.305507 nChanged 18 SP:Iteration 24Q (2439.475188 sec): 3 clusters Score: Raw -1317503.604271 + Penalty 3285.860210 = -1314217.744061 nChanged 14 SP:Iteration 25Q (2439.551572 sec): 3 clusters Score: Raw -1317515.584921 + Penalty 3285.860210 = -1314229.724711 nChanged 14 SP:Iteration 26Q (2439.623744 sec): 3 clusters Score: Raw -1317525.283472 + Penalty 3285.860210 = -1314239.423262 nChanged 9 SP:Iteration 27Q (2439.701804 sec): 3 clusters Score: Raw -1317530.535522 + Penalty 3285.860210 = -1314244.675312 nChanged 9 SP:Iteration 28Q (2439.773234 sec): 3 clusters Score: Raw -1317538.567975 + Penalty 3285.860210 = -1314252.707765 nChanged 11 SP:Iteration 29Q (2439.853454 sec): 3 clusters Score: Raw -1317545.322788 + Penalty 3285.860210 = -1314259.462578 nChanged 12 SP:Iteration 30Q (2439.927747 sec): 3 clusters Score: Raw -1317558.347394 + Penalty 3285.860210 = -1314272.487185 nChanged 11 SP:Iteration 31Q (2440.008543 sec): 3 clusters Score: Raw -1317571.096325 + Penalty 3285.860210 = -1314285.236115 nChanged 19 SP:Iteration 32Q (2440.087973 sec): 3 clusters Score: Raw -1317598.131472 + Penalty 3285.860210 = -1314312.271263 nChanged 21 SP:Iteration 33Q (2440.163805 sec): 3 clusters Score: Raw -1317618.422733 + Penalty 3285.860210 = -1314332.562523 nChanged 22 SP:Iteration 34Q (2440.242024 sec): 3 clusters Score: Raw -1317636.670951 + Penalty 3285.860210 = -1314350.810741 nChanged 17 SP:Iteration 35Q (2440.305564 sec): 3 clusters Score: Raw -1317656.097355 + Penalty 3285.860210 = -1314370.237145 nChanged 13 SP:Iteration 36Q (2440.378263 sec): 3 clusters Score: Raw -1317672.064522 + Penalty 3285.860210 = -1314386.204312 nChanged 17 SP:Iteration 37Q (2440.452663 sec): 3 clusters Score: Raw -1317687.367816 + Penalty 3285.860210 = -1314401.507607 nChanged 11 SP:Iteration 38Q (2440.529398 sec): 3 clusters Score: Raw -1317696.706441 + Penalty 3285.860210 = -1314410.846231 nChanged 14 SP:Iteration 39Q (2440.606995 sec): 3 clusters Score: Raw -1317709.156080 + Penalty 3285.860210 = -1314423.295870 nChanged 15 SP:Iteration 40F (2440.691778 sec): 3 clusters Score: Raw -1317719.913566 + Penalty 3285.860210 = -1314434.053356 nChanged 13 SP:Iteration 41Q (2440.751386 sec): 3 clusters Score: Raw -1317729.214757 + Penalty 3285.860210 = -1314443.354547 nChanged 12 SP:Iteration 42Q (2440.835911 sec): 3 clusters Score: Raw -1317742.702176 + Penalty 3285.860210 = -1314456.841966 nChanged 19 SP:Iteration 43Q (2440.903302 sec): 3 clusters Score: Raw -1317767.983251 + Penalty 3285.860210 = -1314482.123042 nChanged 26 SP:Iteration 44Q (2440.974340 sec): 3 clusters Score: Raw -1317794.000012 + Penalty 3285.860210 = -1314508.139803 nChanged 39 SP:Iteration 45Q (2441.061116 sec): 3 clusters Score: Raw -1317836.599154 + Penalty 3285.860210 = -1314550.738944 nChanged 37 SP:Iteration 46Q (2441.127722 sec): 3 clusters Score: Raw -1317873.927662 + Penalty 3285.860210 = -1314588.067452 nChanged 37 SP:Iteration 47Q (2441.203094 sec): 3 clusters Score: Raw -1317902.096080 + Penalty 3285.860210 = -1314616.235870 nChanged 30 SP:Iteration 48Q (2441.274029 sec): 3 clusters Score: Raw -1317925.041189 + Penalty 3285.860210 = -1314639.180980 nChanged 29 SP:Iteration 49Q (2441.358548 sec): 3 clusters Score: Raw -1317942.399222 + Penalty 3285.860210 = -1314656.539012 nChanged 26 SP:Iteration 50Q (2441.431102 sec): 3 clusters Score: Raw -1317963.553444 + Penalty 3285.860210 = -1314677.693234 nChanged 33 SP:Iteration 51Q (2441.503660 sec): 3 clusters Score: Raw -1317981.327659 + Penalty 3285.860210 = -1314695.467449 nChanged 30 SP:Iteration 52Q (2441.569002 sec): 3 clusters Score: Raw -1317998.162025 + Penalty 3285.860210 = -1314712.301815 nChanged 25 SP:Iteration 53Q (2441.648095 sec): 3 clusters Score: Raw -1318015.209366 + Penalty 3285.860210 = -1314729.349156 nChanged 21 SP:Iteration 54Q (2441.724041 sec): 3 clusters Score: Raw -1318025.541906 + Penalty 3285.860210 = -1314739.681696 nChanged 17 SP:Iteration 55Q (2441.802336 sec): 3 clusters Score: Raw -1318035.307840 + Penalty 3285.860210 = -1314749.447630 nChanged 17 SP:Iteration 56Q (2441.868525 sec): 3 clusters Score: Raw -1318045.441990 + Penalty 3285.860210 = -1314759.581780 nChanged 16 SP:Iteration 57Q (2441.958542 sec): 3 clusters Score: Raw -1318053.454012 + Penalty 3285.860210 = -1314767.593803 nChanged 15 SP:Iteration 58Q (2442.029992 sec): 3 clusters Score: Raw -1318060.391594 + Penalty 3285.860210 = -1314774.531384 nChanged 15 SP:Iteration 59Q (2442.106419 sec): 3 clusters Score: Raw -1318065.882494 + Penalty 3285.860210 = -1314780.022285 nChanged 12 SP:Iteration 60F (2442.186915 sec): 3 clusters Score: Raw -1318083.479482 + Penalty 3285.860210 = -1314797.619273 nChanged 21 SP:Iteration 61Q (2442.251642 sec): 3 clusters Score: Raw -1318094.745799 + Penalty 3285.860210 = -1314808.885589 nChanged 14 SP:Iteration 62Q (2442.325476 sec): 3 clusters Score: Raw -1318101.471486 + Penalty 3285.860210 = -1314815.611276 nChanged 9 SP:Iteration 63Q (2442.400872 sec): 3 clusters Score: Raw -1318103.863518 + Penalty 3285.860210 = -1314818.003308 nChanged 9 SP:Iteration 64Q (2442.478529 sec): 3 clusters Score: Raw -1318106.774296 + Penalty 3285.860210 = -1314820.914086 nChanged 12 SP:Iteration 65Q (2442.558234 sec): 3 clusters Score: Raw -1318113.200746 + Penalty 3285.860210 = -1314827.340536 nChanged 17 SP:Iteration 66Q (2442.632041 sec): 3 clusters Score: Raw -1318121.953490 + Penalty 3285.860210 = -1314836.093280 nChanged 15 SP:Iteration 67Q (2442.704278 sec): 3 clusters Score: Raw -1318129.283361 + Penalty 3285.860210 = -1314843.423151 nChanged 17 SP:Iteration 68Q (2442.773099 sec): 3 clusters Score: Raw -1318138.421796 + Penalty 3285.860210 = -1314852.561586 nChanged 12 SP:Iteration 69Q (2442.845908 sec): 3 clusters Score: Raw -1318143.349474 + Penalty 3285.860210 = -1314857.489264 nChanged 12 SP:Iteration 70Q (2442.925261 sec): 3 clusters Score: Raw -1318147.082861 + Penalty 3285.860210 = -1314861.222651 nChanged 10 SP:Iteration 71Q (2442.995839 sec): 3 clusters Score: Raw -1318151.234988 + Penalty 3285.860210 = -1314865.374778 nChanged 11 SP:Iteration 72Q (2443.076551 sec): 3 clusters Score: Raw -1318154.223050 + Penalty 3285.860210 = -1314868.362840 nChanged 9 SP:Iteration 73Q (2443.154221 sec): 3 clusters Score: Raw -1318158.047482 + Penalty 3285.860210 = -1314872.187272 nChanged 15 SP:Iteration 74Q (2443.219623 sec): 3 clusters Score: Raw -1318163.659495 + Penalty 3285.860210 = -1314877.799285 nChanged 12 SP:Iteration 75Q (2443.299625 sec): 3 clusters Score: Raw -1318168.709051 + Penalty 3285.860210 = -1314882.848841 nChanged 10 SP:Iteration 76Q (2443.364018 sec): 3 clusters Score: Raw -1318171.976094 + Penalty 3285.860210 = -1314886.115884 nChanged 12 SP:Iteration 77Q (2443.430509 sec): 3 clusters Score: Raw -1318177.040493 + Penalty 3285.860210 = -1314891.180283 nChanged 16 SP:Iteration 78Q (2443.509357 sec): 3 clusters Score: Raw -1318183.173953 + Penalty 3285.860210 = -1314897.313743 nChanged 18 SP:Iteration 79Q (2443.575022 sec): 3 clusters Score: Raw -1318191.951426 + Penalty 3285.860210 = -1314906.091217 nChanged 15 SP:Iteration 80F (2443.653579 sec): 3 clusters Score: Raw -1318200.156419 + Penalty 3285.860210 = -1314914.296209 nChanged 25 SP:Iteration 81Q (2443.736662 sec): 3 clusters Score: Raw -1318213.448007 + Penalty 3285.860210 = -1314927.587797 nChanged 31 SP:Iteration 82Q (2443.809320 sec): 3 clusters Score: Raw -1318226.580591 + Penalty 3285.860210 = -1314940.720381 nChanged 19 SP:Iteration 83Q (2443.889276 sec): 3 clusters Score: Raw -1318234.076792 + Penalty 3285.860210 = -1314948.216582 nChanged 17 SP:Iteration 84Q (2443.954923 sec): 3 clusters Score: Raw -1318238.505456 + Penalty 3285.860210 = -1314952.645246 nChanged 10 SP:Iteration 85Q (2444.023258 sec): 3 clusters Score: Raw -1318241.945967 + Penalty 3285.860210 = -1314956.085757 nChanged 9 SP:Iteration 86Q (2444.099669 sec): 3 clusters Score: Raw -1318246.201757 + Penalty 3285.860210 = -1314960.341547 nChanged 10 SP:Iteration 87Q (2444.169473 sec): 3 clusters Score: Raw -1318248.782755 + Penalty 3285.860210 = -1314962.922545 nChanged 7 SP:Iteration 88Q (2444.245527 sec): 3 clusters Score: Raw -1318251.680388 + Penalty 3285.860210 = -1314965.820178 nChanged 12 SP:Iteration 89Q (2444.316301 sec): 3 clusters Score: Raw -1318255.760785 + Penalty 3285.860210 = -1314969.900575 nChanged 9 SP:Iteration 90Q (2444.393420 sec): 3 clusters Score: Raw -1318258.063331 + Penalty 3285.860210 = -1314972.203121 nChanged 7 SP:Iteration 91Q (2444.475864 sec): 3 clusters Score: Raw -1318260.462535 + Penalty 3285.860210 = -1314974.602325 nChanged 4 SP:Iteration 92Q (2444.540344 sec): 3 clusters Score: Raw -1318261.397252 + Penalty 3285.860210 = -1314975.537042 nChanged 6 SP:Iteration 93Q (2444.614617 sec): 3 clusters Score: Raw -1318263.284660 + Penalty 3285.860210 = -1314977.424451 nChanged 5 SP:Iteration 94Q (2444.693901 sec): 3 clusters Score: Raw -1318264.630306 + Penalty 3285.860210 = -1314978.770096 nChanged 5 SP:Iteration 95Q (2444.768716 sec): 3 clusters Score: Raw -1318266.382479 + Penalty 3285.860210 = -1314980.522269 nChanged 5 SP:Iteration 96Q (2444.843822 sec): 3 clusters Score: Raw -1318267.390220 + Penalty 3285.860210 = -1314981.530010 nChanged 4 SP:Iteration 97Q (2444.924540 sec): 3 clusters Score: Raw -1318268.291684 + Penalty 3285.860210 = -1314982.431474 nChanged 1 SP:Iteration 98Q (2444.986570 sec): 3 clusters Score: Raw -1318268.747017 + Penalty 3285.860210 = -1314982.886807 nChanged 1 SP:Iteration 99Q (2445.069507 sec): 3 clusters Score: Raw -1318269.133032 + Penalty 3285.860210 = -1314983.272822 nChanged 0 SP:Iteration 100F (2445.148847 sec): 3 clusters Score: Raw -1318269.133032 + Penalty 3285.860210 = -1314983.272822 nChanged 0 Trying to split cluster 32 (16795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2445.198026 sec): 2 clusters Score: Raw -893832.182449 + Penalty 1580.935932 = -892251.246517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2445.271351 sec): 3 clusters Score: Raw -883856.376644 + Penalty 3161.871863 = -880694.504781 nChanged 7496 SP:Iteration 1F (2445.345427 sec): 3 clusters Score: Raw -887783.365863 + Penalty 3161.871863 = -884621.494000 nChanged 919 SP:Iteration 2F (2445.408472 sec): 3 clusters Score: Raw -888124.862266 + Penalty 3161.871863 = -884962.990403 nChanged 851 SP:Iteration 3F (2445.476442 sec): 3 clusters Score: Raw -888477.287845 + Penalty 3161.871863 = -885315.415982 nChanged 875 SP:Iteration 4F (2445.541808 sec): 3 clusters Score: Raw -888902.870011 + Penalty 3161.871863 = -885740.998148 nChanged 979 SP:Iteration 5F (2445.615106 sec): 3 clusters Score: Raw -889499.009721 + Penalty 3161.871863 = -886337.137857 nChanged 1109 SP:Iteration 6F (2445.677998 sec): 3 clusters Score: Raw -890319.821506 + Penalty 3161.871863 = -887157.949643 nChanged 1206 SP:Iteration 7F (2445.751571 sec): 3 clusters Score: Raw -891437.233178 + Penalty 3161.871863 = -888275.361315 nChanged 1268 SP:Iteration 8F (2445.819640 sec): 3 clusters Score: Raw -892662.535652 + Penalty 3161.871863 = -889500.663789 nChanged 1021 SP:Iteration 9F (2445.891879 sec): 3 clusters Score: Raw -893634.349382 + Penalty 3161.871863 = -890472.477518 nChanged 713 SP:Iteration 10Q (2445.955446 sec): 3 clusters Score: Raw -894346.596588 + Penalty 3161.871863 = -891184.724725 nChanged 478 SP:Iteration 11Q (2446.037153 sec): 3 clusters Score: Raw -894900.684670 + Penalty 3161.871863 = -891738.812807 nChanged 379 SP:Iteration 12Q (2446.109434 sec): 3 clusters Score: Raw -895317.491086 + Penalty 3161.871863 = -892155.619223 nChanged 270 SP:Iteration 13Q (2446.184810 sec): 3 clusters Score: Raw -895532.469778 + Penalty 3161.871863 = -892370.597915 nChanged 157 SP:Iteration 14Q (2446.243114 sec): 3 clusters Score: Raw -895603.735391 + Penalty 3161.871863 = -892441.863528 nChanged 89 SP:Iteration 15Q (2446.311359 sec): 3 clusters Score: Raw -895638.592815 + Penalty 3161.871863 = -892476.720951 nChanged 62 SP:Iteration 16Q (2446.379185 sec): 3 clusters Score: Raw -895660.421200 + Penalty 3161.871863 = -892498.549337 nChanged 45 SP:Iteration 17Q (2446.449926 sec): 3 clusters Score: Raw -895671.265150 + Penalty 3161.871863 = -892509.393287 nChanged 40 SP:Iteration 18Q (2446.518530 sec): 3 clusters Score: Raw -895681.324740 + Penalty 3161.871863 = -892519.452877 nChanged 44 SP:Iteration 19Q (2446.581713 sec): 3 clusters Score: Raw -895690.739939 + Penalty 3161.871863 = -892528.868076 nChanged 28 SP:Iteration 20F (2446.657523 sec): 3 clusters Score: Raw -895696.886246 + Penalty 3161.871863 = -892535.014383 nChanged 25 SP:Iteration 21Q (2446.728272 sec): 3 clusters Score: Raw -895702.533313 + Penalty 3161.871863 = -892540.661450 nChanged 17 SP:Iteration 22Q (2446.800571 sec): 3 clusters Score: Raw -895706.868833 + Penalty 3161.871863 = -892544.996970 nChanged 17 SP:Iteration 23Q (2446.855319 sec): 3 clusters Score: Raw -895709.652300 + Penalty 3161.871863 = -892547.780437 nChanged 9 SP:Iteration 24Q (2446.921779 sec): 3 clusters Score: Raw -895711.037727 + Penalty 3161.871863 = -892549.165864 nChanged 8 SP:Iteration 25Q (2446.990799 sec): 3 clusters Score: Raw -895712.091494 + Penalty 3161.871863 = -892550.219630 nChanged 8 SP:Iteration 26Q (2447.068101 sec): 3 clusters Score: Raw -895713.566493 + Penalty 3161.871863 = -892551.694630 nChanged 15 SP:Iteration 27Q (2447.125855 sec): 3 clusters Score: Raw -895715.383753 + Penalty 3161.871863 = -892553.511890 nChanged 7 SP:Iteration 28Q (2447.182750 sec): 3 clusters Score: Raw -895716.436503 + Penalty 3161.871863 = -892554.564639 nChanged 9 SP:Iteration 29Q (2447.253908 sec): 3 clusters Score: Raw -895717.539820 + Penalty 3161.871863 = -892555.667957 nChanged 7 SP:Iteration 30Q (2447.321930 sec): 3 clusters Score: Raw -895718.662706 + Penalty 3161.871863 = -892556.790843 nChanged 5 SP:Iteration 31Q (2447.400660 sec): 3 clusters Score: Raw -895719.413256 + Penalty 3161.871863 = -892557.541393 nChanged 5 SP:Iteration 32Q (2447.462212 sec): 3 clusters Score: Raw -895719.984981 + Penalty 3161.871863 = -892558.113118 nChanged 6 SP:Iteration 33Q (2447.533150 sec): 3 clusters Score: Raw -895720.443692 + Penalty 3161.871863 = -892558.571829 nChanged 4 SP:Iteration 34Q (2447.609207 sec): 3 clusters Score: Raw -895720.972487 + Penalty 3161.871863 = -892559.100624 nChanged 2 SP:Iteration 35Q (2447.676085 sec): 3 clusters Score: Raw -895721.477313 + Penalty 3161.871863 = -892559.605450 nChanged 1 SP:Iteration 36Q (2447.736764 sec): 3 clusters Score: Raw -895721.625666 + Penalty 3161.871863 = -892559.753802 nChanged 2 SP:Iteration 37Q (2447.810180 sec): 3 clusters Score: Raw -895721.780217 + Penalty 3161.871863 = -892559.908354 nChanged 1 SP:Iteration 38Q (2447.880480 sec): 3 clusters Score: Raw -895721.867931 + Penalty 3161.871863 = -892559.996068 nChanged 0 SP:Iteration 39F (2447.947165 sec): 3 clusters Score: Raw -895721.867931 + Penalty 3161.871863 = -892559.996068 nChanged 0 Score: Raw -12079181.378783 + Penalty 88719.249868 = -11990462.128915 Splitting cluster 32 changes total score from -11990588.342679 to -11990462.128915 So it's not getting split. Trying to split cluster 33 (4056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2455.059295 sec): 2 clusters Score: Raw -231125.840886 + Penalty 1350.042289 = -229775.798598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2455.112572 sec): 3 clusters Score: Raw -229080.497019 + Penalty 2700.084577 = -226380.412442 nChanged 1646 SP:Iteration 1F (2455.155728 sec): 3 clusters Score: Raw -230048.869353 + Penalty 2700.084577 = -227348.784776 nChanged 317 SP:Iteration 2F (2455.201788 sec): 3 clusters Score: Raw -230259.995896 + Penalty 2700.084577 = -227559.911319 nChanged 255 SP:Iteration 3F (2455.247147 sec): 3 clusters Score: Raw -230455.102559 + Penalty 2700.084577 = -227755.017981 nChanged 215 SP:Iteration 4F (2455.297596 sec): 3 clusters Score: Raw -230625.443146 + Penalty 2700.084577 = -227925.358569 nChanged 186 SP:Iteration 5Q (2455.360621 sec): 3 clusters Score: Raw -230755.412916 + Penalty 2700.084577 = -228055.328339 nChanged 174 SP:Iteration 6Q (2455.400006 sec): 3 clusters Score: Raw -230876.035208 + Penalty 2700.084577 = -228175.950631 nChanged 156 SP:Iteration 7Q (2455.447928 sec): 3 clusters Score: Raw -230976.893393 + Penalty 2700.084577 = -228276.808816 nChanged 130 SP:Iteration 8Q (2455.506634 sec): 3 clusters Score: Raw -231056.120984 + Penalty 2700.084577 = -228356.036407 nChanged 107 SP:Iteration 9Q (2455.544560 sec): 3 clusters Score: Raw -231127.905646 + Penalty 2700.084577 = -228427.821069 nChanged 107 SP:Iteration 10Q (2455.607675 sec): 3 clusters Score: Raw -231184.349186 + Penalty 2700.084577 = -228484.264608 nChanged 97 SP:Iteration 11Q (2455.656943 sec): 3 clusters Score: Raw -231236.564684 + Penalty 2700.084577 = -228536.480107 nChanged 74 SP:Iteration 12Q (2455.704530 sec): 3 clusters Score: Raw -231279.511144 + Penalty 2700.084577 = -228579.426566 nChanged 76 SP:Iteration 13Q (2455.755606 sec): 3 clusters Score: Raw -231314.198122 + Penalty 2700.084577 = -228614.113545 nChanged 70 SP:Iteration 14Q (2455.805989 sec): 3 clusters Score: Raw -231345.502776 + Penalty 2700.084577 = -228645.418199 nChanged 53 SP:Iteration 15Q (2455.864813 sec): 3 clusters Score: Raw -231371.537436 + Penalty 2700.084577 = -228671.452859 nChanged 48 SP:Iteration 16Q (2455.908741 sec): 3 clusters Score: Raw -231392.801214 + Penalty 2700.084577 = -228692.716637 nChanged 42 SP:Iteration 17Q (2455.958146 sec): 3 clusters Score: Raw -231410.253727 + Penalty 2700.084577 = -228710.169149 nChanged 32 SP:Iteration 18Q (2455.999890 sec): 3 clusters Score: Raw -231423.757294 + Penalty 2700.084577 = -228723.672716 nChanged 35 SP:Iteration 19Q (2456.047892 sec): 3 clusters Score: Raw -231436.735390 + Penalty 2700.084577 = -228736.650813 nChanged 30 SP:Iteration 20F (2456.103946 sec): 3 clusters Score: Raw -231447.251425 + Penalty 2700.084577 = -228747.166848 nChanged 25 SP:Iteration 21Q (2456.148855 sec): 3 clusters Score: Raw -231455.313348 + Penalty 2700.084577 = -228755.228771 nChanged 16 SP:Iteration 22Q (2456.207253 sec): 3 clusters Score: Raw -231460.409170 + Penalty 2700.084577 = -228760.324592 nChanged 11 SP:Iteration 23Q (2456.257687 sec): 3 clusters Score: Raw -231465.039220 + Penalty 2700.084577 = -228764.954642 nChanged 12 SP:Iteration 24Q (2456.292467 sec): 3 clusters Score: Raw -231467.667351 + Penalty 2700.084577 = -228767.582774 nChanged 4 SP:Iteration 25Q (2456.330815 sec): 3 clusters Score: Raw -231468.552415 + Penalty 2700.084577 = -228768.467838 nChanged 1 SP:Iteration 26Q (2456.385219 sec): 3 clusters Score: Raw -231468.760275 + Penalty 2700.084577 = -228768.675698 nChanged 2 SP:Iteration 27Q (2456.424897 sec): 3 clusters Score: Raw -231469.190791 + Penalty 2700.084577 = -228769.106214 nChanged 3 SP:Iteration 28Q (2456.478505 sec): 3 clusters Score: Raw -231470.052080 + Penalty 2700.084577 = -228769.967503 nChanged 5 SP:Iteration 29Q (2456.525264 sec): 3 clusters Score: Raw -231471.095882 + Penalty 2700.084577 = -228771.011305 nChanged 6 SP:Iteration 30Q (2456.568342 sec): 3 clusters Score: Raw -231472.378666 + Penalty 2700.084577 = -228772.294089 nChanged 1 SP:Iteration 31Q (2456.609469 sec): 3 clusters Score: Raw -231472.504721 + Penalty 2700.084577 = -228772.420144 nChanged 1 SP:Iteration 32Q (2456.655982 sec): 3 clusters Score: Raw -231472.736383 + Penalty 2700.084577 = -228772.651805 nChanged 1 SP:Iteration 33Q (2456.702465 sec): 3 clusters Score: Raw -231472.914253 + Penalty 2700.084577 = -228772.829676 nChanged 1 SP:Iteration 34Q (2456.745908 sec): 3 clusters Score: Raw -231473.064835 + Penalty 2700.084577 = -228772.980258 nChanged 0 SP:Iteration 35F (2456.802599 sec): 3 clusters Score: Raw -231473.064835 + Penalty 2700.084577 = -228772.980258 nChanged 0 Trying to split cluster 34 (9299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2456.839093 sec): 2 clusters Score: Raw -462867.711263 + Penalty 1484.870099 = -461382.841164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2456.883888 sec): 3 clusters Score: Raw -457624.038826 + Penalty 2969.740198 = -454654.298628 nChanged 3964 SP:Iteration 1F (2456.941596 sec): 3 clusters Score: Raw -459720.174225 + Penalty 2969.740198 = -456750.434028 nChanged 580 SP:Iteration 2F (2457.004854 sec): 3 clusters Score: Raw -459974.573246 + Penalty 2969.740198 = -457004.833048 nChanged 491 SP:Iteration 3F (2457.053538 sec): 3 clusters Score: Raw -460208.651221 + Penalty 2969.740198 = -457238.911023 nChanged 452 SP:Iteration 4Q (2457.101913 sec): 3 clusters Score: Raw -460402.216557 + Penalty 2969.740198 = -457432.476360 nChanged 408 SP:Iteration 5Q (2457.169296 sec): 3 clusters Score: Raw -460601.489818 + Penalty 2969.740198 = -457631.749621 nChanged 423 SP:Iteration 6Q (2457.223657 sec): 3 clusters Score: Raw -460831.513690 + Penalty 2969.740198 = -457861.773493 nChanged 412 SP:Iteration 7Q (2457.278342 sec): 3 clusters Score: Raw -461086.349177 + Penalty 2969.740198 = -458116.608980 nChanged 429 SP:Iteration 8Q (2457.346066 sec): 3 clusters Score: Raw -461362.497642 + Penalty 2969.740198 = -458392.757444 nChanged 433 SP:Iteration 9Q (2457.400230 sec): 3 clusters Score: Raw -461668.528638 + Penalty 2969.740198 = -458698.788441 nChanged 428 SP:Iteration 10Q (2457.451464 sec): 3 clusters Score: Raw -461991.371540 + Penalty 2969.740198 = -459021.631343 nChanged 347 SP:Iteration 11Q (2457.522097 sec): 3 clusters Score: Raw -462275.534992 + Penalty 2969.740198 = -459305.794794 nChanged 289 SP:Iteration 12Q (2457.583190 sec): 3 clusters Score: Raw -462509.065150 + Penalty 2969.740198 = -459539.324953 nChanged 198 SP:Iteration 13Q (2457.636088 sec): 3 clusters Score: Raw -462672.123627 + Penalty 2969.740198 = -459702.383430 nChanged 145 SP:Iteration 14Q (2457.701421 sec): 3 clusters Score: Raw -462786.236553 + Penalty 2969.740198 = -459816.496355 nChanged 110 SP:Iteration 15Q (2457.759600 sec): 3 clusters Score: Raw -462868.743614 + Penalty 2969.740198 = -459899.003416 nChanged 73 SP:Iteration 16Q (2457.807595 sec): 3 clusters Score: Raw -462924.804206 + Penalty 2969.740198 = -459955.064009 nChanged 59 SP:Iteration 17Q (2457.869650 sec): 3 clusters Score: Raw -462980.368786 + Penalty 2969.740198 = -460010.628588 nChanged 43 SP:Iteration 18Q (2457.917762 sec): 3 clusters Score: Raw -463019.561595 + Penalty 2969.740198 = -460049.821397 nChanged 34 SP:Iteration 19Q (2457.977218 sec): 3 clusters Score: Raw -463044.705055 + Penalty 2969.740198 = -460074.964857 nChanged 27 SP:Iteration 20F (2458.025295 sec): 3 clusters Score: Raw -463065.844642 + Penalty 2969.740198 = -460096.104444 nChanged 17 SP:Iteration 21Q (2458.084003 sec): 3 clusters Score: Raw -463079.695119 + Penalty 2969.740198 = -460109.954922 nChanged 21 SP:Iteration 22Q (2458.145950 sec): 3 clusters Score: Raw -463101.233438 + Penalty 2969.740198 = -460131.493240 nChanged 21 SP:Iteration 23Q (2458.193005 sec): 3 clusters Score: Raw -463124.462286 + Penalty 2969.740198 = -460154.722088 nChanged 10 SP:Iteration 24Q (2458.255717 sec): 3 clusters Score: Raw -463131.020509 + Penalty 2969.740198 = -460161.280311 nChanged 7 SP:Iteration 25Q (2458.311843 sec): 3 clusters Score: Raw -463136.304953 + Penalty 2969.740198 = -460166.564755 nChanged 8 SP:Iteration 26Q (2458.359689 sec): 3 clusters Score: Raw -463140.799418 + Penalty 2969.740198 = -460171.059220 nChanged 7 SP:Iteration 27Q (2458.410143 sec): 3 clusters Score: Raw -463145.934470 + Penalty 2969.740198 = -460176.194272 nChanged 5 SP:Iteration 28Q (2458.465220 sec): 3 clusters Score: Raw -463149.264921 + Penalty 2969.740198 = -460179.524723 nChanged 3 SP:Iteration 29Q (2458.521346 sec): 3 clusters Score: Raw -463151.165804 + Penalty 2969.740198 = -460181.425607 nChanged 2 SP:Iteration 30Q (2458.572061 sec): 3 clusters Score: Raw -463152.774811 + Penalty 2969.740198 = -460183.034614 nChanged 1 SP:Iteration 31Q (2458.630840 sec): 3 clusters Score: Raw -463153.343846 + Penalty 2969.740198 = -460183.603649 nChanged 0 SP:Iteration 32F (2458.687292 sec): 3 clusters Score: Raw -463153.343846 + Penalty 2969.740198 = -460183.603649 nChanged 0 Trying to split cluster 35 (5708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2458.717619 sec): 2 clusters Score: Raw -314644.524430 + Penalty 1405.563897 = -313238.960533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2458.773147 sec): 3 clusters Score: Raw -311654.290829 + Penalty 2811.127793 = -308843.163036 nChanged 2335 SP:Iteration 1F (2458.830911 sec): 3 clusters Score: Raw -312968.721214 + Penalty 2811.127793 = -310157.593421 nChanged 418 SP:Iteration 2F (2458.874524 sec): 3 clusters Score: Raw -313263.552442 + Penalty 2811.127793 = -310452.424649 nChanged 349 SP:Iteration 3F (2458.928981 sec): 3 clusters Score: Raw -313511.401174 + Penalty 2811.127793 = -310700.273381 nChanged 307 SP:Iteration 4F (2458.977939 sec): 3 clusters Score: Raw -313723.105178 + Penalty 2811.127793 = -310911.977385 nChanged 301 SP:Iteration 5F (2459.032851 sec): 3 clusters Score: Raw -313905.928536 + Penalty 2811.127793 = -311094.800743 nChanged 240 SP:Iteration 6Q (2459.081268 sec): 3 clusters Score: Raw -314065.799093 + Penalty 2811.127793 = -311254.671300 nChanged 238 SP:Iteration 7Q (2459.141631 sec): 3 clusters Score: Raw -314241.643308 + Penalty 2811.127793 = -311430.515515 nChanged 198 SP:Iteration 8Q (2459.192522 sec): 3 clusters Score: Raw -314389.922479 + Penalty 2811.127793 = -311578.794686 nChanged 187 SP:Iteration 9Q (2459.237357 sec): 3 clusters Score: Raw -314532.197459 + Penalty 2811.127793 = -311721.069666 nChanged 166 SP:Iteration 10Q (2459.301939 sec): 3 clusters Score: Raw -314652.421811 + Penalty 2811.127793 = -311841.294018 nChanged 122 SP:Iteration 11Q (2459.347042 sec): 3 clusters Score: Raw -314746.661146 + Penalty 2811.127793 = -311935.533353 nChanged 104 SP:Iteration 12Q (2459.390250 sec): 3 clusters Score: Raw -314825.619687 + Penalty 2811.127793 = -312014.491894 nChanged 87 SP:Iteration 13Q (2459.446894 sec): 3 clusters Score: Raw -314882.939649 + Penalty 2811.127793 = -312071.811856 nChanged 66 SP:Iteration 14Q (2459.506156 sec): 3 clusters Score: Raw -314922.031251 + Penalty 2811.127793 = -312110.903458 nChanged 52 SP:Iteration 15Q (2459.553907 sec): 3 clusters Score: Raw -314947.878736 + Penalty 2811.127793 = -312136.750943 nChanged 27 SP:Iteration 16Q (2459.598800 sec): 3 clusters Score: Raw -314963.260128 + Penalty 2811.127793 = -312152.132335 nChanged 22 SP:Iteration 17Q (2459.649725 sec): 3 clusters Score: Raw -314974.059458 + Penalty 2811.127793 = -312162.931665 nChanged 22 SP:Iteration 18Q (2459.684663 sec): 3 clusters Score: Raw -314984.813275 + Penalty 2811.127793 = -312173.685482 nChanged 16 SP:Iteration 19Q (2459.734955 sec): 3 clusters Score: Raw -314991.192330 + Penalty 2811.127793 = -312180.064537 nChanged 9 SP:Iteration 20F (2459.782723 sec): 3 clusters Score: Raw -314997.550611 + Penalty 2811.127793 = -312186.422818 nChanged 15 SP:Iteration 21Q (2459.839519 sec): 3 clusters Score: Raw -315004.529618 + Penalty 2811.127793 = -312193.401825 nChanged 9 SP:Iteration 22Q (2459.888789 sec): 3 clusters Score: Raw -315008.837755 + Penalty 2811.127793 = -312197.709962 nChanged 10 SP:Iteration 23Q (2459.937051 sec): 3 clusters Score: Raw -315016.241078 + Penalty 2811.127793 = -312205.113285 nChanged 18 SP:Iteration 24Q (2460.000950 sec): 3 clusters Score: Raw -315025.260850 + Penalty 2811.127793 = -312214.133057 nChanged 11 SP:Iteration 25Q (2460.043561 sec): 3 clusters Score: Raw -315031.138802 + Penalty 2811.127793 = -312220.011009 nChanged 8 SP:Iteration 26Q (2460.105940 sec): 3 clusters Score: Raw -315034.619350 + Penalty 2811.127793 = -312223.491556 nChanged 9 SP:Iteration 27Q (2460.152890 sec): 3 clusters Score: Raw -315037.149731 + Penalty 2811.127793 = -312226.021937 nChanged 6 SP:Iteration 28Q (2460.202959 sec): 3 clusters Score: Raw -315039.292528 + Penalty 2811.127793 = -312228.164735 nChanged 6 SP:Iteration 29Q (2460.256005 sec): 3 clusters Score: Raw -315042.814336 + Penalty 2811.127793 = -312231.686543 nChanged 7 SP:Iteration 30Q (2460.310771 sec): 3 clusters Score: Raw -315046.029173 + Penalty 2811.127793 = -312234.901380 nChanged 5 SP:Iteration 31Q (2460.363516 sec): 3 clusters Score: Raw -315047.239330 + Penalty 2811.127793 = -312236.111537 nChanged 1 SP:Iteration 32Q (2460.399055 sec): 3 clusters Score: Raw -315047.413624 + Penalty 2811.127793 = -312236.285831 nChanged 0 SP:Iteration 33F (2460.452246 sec): 3 clusters Score: Raw -315047.413624 + Penalty 2811.127793 = -312236.285831 nChanged 0 Trying to split cluster 36 (1512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2460.486611 sec): 2 clusters Score: Raw -81893.623319 + Penalty 1189.693140 = -80703.930178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2460.527657 sec): 3 clusters Score: Raw -81289.181936 + Penalty 2379.386281 = -78909.795656 nChanged 482 SP:Iteration 1F (2460.571159 sec): 3 clusters Score: Raw -81617.695508 + Penalty 2379.386281 = -79238.309227 nChanged 117 SP:Iteration 2F (2460.622241 sec): 3 clusters Score: Raw -81707.558438 + Penalty 2379.386281 = -79328.172157 nChanged 58 SP:Iteration 3Q (2460.668240 sec): 3 clusters Score: Raw -81750.434188 + Penalty 2379.386281 = -79371.047907 nChanged 39 SP:Iteration 4Q (2460.718226 sec): 3 clusters Score: Raw -81777.178188 + Penalty 2379.386281 = -79397.791907 nChanged 25 SP:Iteration 5Q (2460.756543 sec): 3 clusters Score: Raw -81797.082057 + Penalty 2379.386281 = -79417.695776 nChanged 19 SP:Iteration 6Q (2460.798930 sec): 3 clusters Score: Raw -81810.899457 + Penalty 2379.386281 = -79431.513176 nChanged 9 SP:Iteration 7Q (2460.848570 sec): 3 clusters Score: Raw -81816.843590 + Penalty 2379.386281 = -79437.457309 nChanged 10 SP:Iteration 8Q (2460.897239 sec): 3 clusters Score: Raw -81823.025398 + Penalty 2379.386281 = -79443.639117 nChanged 10 SP:Iteration 9Q (2460.938729 sec): 3 clusters Score: Raw -81829.010400 + Penalty 2379.386281 = -79449.624119 nChanged 12 SP:Iteration 10Q (2460.987788 sec): 3 clusters Score: Raw -81837.674835 + Penalty 2379.386281 = -79458.288554 nChanged 13 SP:Iteration 11Q (2461.028674 sec): 3 clusters Score: Raw -81846.539879 + Penalty 2379.386281 = -79467.153598 nChanged 12 SP:Iteration 12Q (2461.081498 sec): 3 clusters Score: Raw -81854.230858 + Penalty 2379.386281 = -79474.844577 nChanged 8 SP:Iteration 13Q (2461.116462 sec): 3 clusters Score: Raw -81858.410061 + Penalty 2379.386281 = -79479.023780 nChanged 5 SP:Iteration 14Q (2461.162297 sec): 3 clusters Score: Raw -81859.971953 + Penalty 2379.386281 = -79480.585672 nChanged 5 SP:Iteration 15Q (2461.204998 sec): 3 clusters Score: Raw -81861.384299 + Penalty 2379.386281 = -79481.998018 nChanged 3 SP:Iteration 16Q (2461.236354 sec): 3 clusters Score: Raw -81862.644305 + Penalty 2379.386281 = -79483.258025 nChanged 6 SP:Iteration 17Q (2461.285869 sec): 3 clusters Score: Raw -81865.035795 + Penalty 2379.386281 = -79485.649514 nChanged 0 SP:Iteration 18F (2461.330015 sec): 3 clusters Score: Raw -81865.035795 + Penalty 2379.386281 = -79485.649514 nChanged 0 Trying to split cluster 37 (2669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2461.351501 sec): 2 clusters Score: Raw -141137.005825 + Penalty 1282.037112 = -139854.968713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2461.396338 sec): 3 clusters Score: Raw -139915.127296 + Penalty 2564.074224 = -137351.053073 nChanged 957 SP:Iteration 1F (2461.438980 sec): 3 clusters Score: Raw -140485.500131 + Penalty 2564.074224 = -137921.425908 nChanged 201 SP:Iteration 2F (2461.495180 sec): 3 clusters Score: Raw -140629.946112 + Penalty 2564.074224 = -138065.871888 nChanged 146 SP:Iteration 3F (2461.542487 sec): 3 clusters Score: Raw -140743.062125 + Penalty 2564.074224 = -138178.987901 nChanged 137 SP:Iteration 4F (2461.585399 sec): 3 clusters Score: Raw -140846.049635 + Penalty 2564.074224 = -138281.975412 nChanged 107 SP:Iteration 5Q (2461.635020 sec): 3 clusters Score: Raw -140939.984925 + Penalty 2564.074224 = -138375.910701 nChanged 105 SP:Iteration 6Q (2461.676750 sec): 3 clusters Score: Raw -141034.546776 + Penalty 2564.074224 = -138470.472552 nChanged 100 SP:Iteration 7Q (2461.716328 sec): 3 clusters Score: Raw -141121.959498 + Penalty 2564.074224 = -138557.885275 nChanged 89 SP:Iteration 8Q (2461.759732 sec): 3 clusters Score: Raw -141202.754806 + Penalty 2564.074224 = -138638.680582 nChanged 100 SP:Iteration 9Q (2461.801679 sec): 3 clusters Score: Raw -141305.803683 + Penalty 2564.074224 = -138741.729460 nChanged 109 SP:Iteration 10Q (2461.843732 sec): 3 clusters Score: Raw -141433.757771 + Penalty 2564.074224 = -138869.683547 nChanged 108 SP:Iteration 11Q (2461.861634 sec): 3 clusters Score: Raw -141579.630404 + Penalty 2564.074224 = -139015.556181 nChanged 116 SP:Iteration 12Q (2461.875071 sec): 3 clusters Score: Raw -141772.125951 + Penalty 2564.074224 = -139208.051728 nChanged 111 SP:Iteration 13Q (2461.891219 sec): 3 clusters Score: Raw -141954.462803 + Penalty 2564.074224 = -139390.388579 nChanged 92 SP:Iteration 14Q (2461.904977 sec): 3 clusters Score: Raw -142097.186127 + Penalty 2564.074224 = -139533.111903 nChanged 50 SP:Iteration 15Q (2461.943386 sec): 3 clusters Score: Raw -142146.852574 + Penalty 2564.074224 = -139582.778351 nChanged 32 SP:Iteration 16Q (2461.992844 sec): 3 clusters Score: Raw -142168.376463 + Penalty 2564.074224 = -139604.302240 nChanged 19 SP:Iteration 17Q (2462.037860 sec): 3 clusters Score: Raw -142174.775319 + Penalty 2564.074224 = -139610.701095 nChanged 9 SP:Iteration 18Q (2462.075232 sec): 3 clusters Score: Raw -142178.322294 + Penalty 2564.074224 = -139614.248071 nChanged 10 SP:Iteration 19Q (2462.115598 sec): 3 clusters Score: Raw -142182.227038 + Penalty 2564.074224 = -139618.152814 nChanged 1 SP:Iteration 20F (2462.158789 sec): 3 clusters Score: Raw -142182.796190 + Penalty 2564.074224 = -139618.721967 nChanged 2 SP:Iteration 21Q (2462.204031 sec): 3 clusters Score: Raw -142184.103056 + Penalty 2564.074224 = -139620.028832 nChanged 2 SP:Iteration 22Q (2462.251941 sec): 3 clusters Score: Raw -142184.856137 + Penalty 2564.074224 = -139620.781913 nChanged 0 SP:Iteration 23F (2462.290729 sec): 3 clusters Score: Raw -142184.856137 + Penalty 2564.074224 = -139620.781913 nChanged 0 Trying to split cluster 38 (7623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2462.332598 sec): 2 clusters Score: Raw -413693.588882 + Penalty 1452.575357 = -412241.013525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2462.380607 sec): 3 clusters Score: Raw -409482.382168 + Penalty 2905.150713 = -406577.231455 nChanged 3268 SP:Iteration 1F (2462.438974 sec): 3 clusters Score: Raw -411423.559390 + Penalty 2905.150713 = -408518.408677 nChanged 588 SP:Iteration 2F (2462.492871 sec): 3 clusters Score: Raw -411790.767530 + Penalty 2905.150713 = -408885.616817 nChanged 445 SP:Iteration 3F (2462.549616 sec): 3 clusters Score: Raw -412051.218137 + Penalty 2905.150713 = -409146.067423 nChanged 376 SP:Iteration 4Q (2462.605343 sec): 3 clusters Score: Raw -412276.560596 + Penalty 2905.150713 = -409371.409882 nChanged 335 SP:Iteration 5Q (2462.656298 sec): 3 clusters Score: Raw -412470.214775 + Penalty 2905.150713 = -409565.064062 nChanged 299 SP:Iteration 6Q (2462.714622 sec): 3 clusters Score: Raw -412608.375410 + Penalty 2905.150713 = -409703.224696 nChanged 241 SP:Iteration 7Q (2462.775260 sec): 3 clusters Score: Raw -412724.296791 + Penalty 2905.150713 = -409819.146077 nChanged 203 SP:Iteration 8Q (2462.839723 sec): 3 clusters Score: Raw -412819.814379 + Penalty 2905.150713 = -409914.663666 nChanged 190 SP:Iteration 9Q (2462.884398 sec): 3 clusters Score: Raw -412907.860062 + Penalty 2905.150713 = -410002.709348 nChanged 188 SP:Iteration 10Q (2462.950497 sec): 3 clusters Score: Raw -412999.246327 + Penalty 2905.150713 = -410094.095614 nChanged 201 SP:Iteration 11Q (2463.000390 sec): 3 clusters Score: Raw -413106.181729 + Penalty 2905.150713 = -410201.031016 nChanged 198 SP:Iteration 12Q (2463.050545 sec): 3 clusters Score: Raw -413213.272095 + Penalty 2905.150713 = -410308.121381 nChanged 207 SP:Iteration 13Q (2463.111214 sec): 3 clusters Score: Raw -413328.164743 + Penalty 2905.150713 = -410423.014029 nChanged 192 SP:Iteration 14Q (2463.164033 sec): 3 clusters Score: Raw -413443.434215 + Penalty 2905.150713 = -410538.283501 nChanged 201 SP:Iteration 15Q (2463.200857 sec): 3 clusters Score: Raw -413556.498689 + Penalty 2905.150713 = -410651.347976 nChanged 174 SP:Iteration 16Q (2463.258558 sec): 3 clusters Score: Raw -413641.281031 + Penalty 2905.150713 = -410736.130318 nChanged 152 SP:Iteration 17Q (2463.313546 sec): 3 clusters Score: Raw -413714.630301 + Penalty 2905.150713 = -410809.479587 nChanged 136 SP:Iteration 18Q (2463.369815 sec): 3 clusters Score: Raw -413779.445879 + Penalty 2905.150713 = -410874.295166 nChanged 121 SP:Iteration 19Q (2463.422521 sec): 3 clusters Score: Raw -413843.013573 + Penalty 2905.150713 = -410937.862859 nChanged 120 SP:Iteration 20F (2463.486571 sec): 3 clusters Score: Raw -413908.645196 + Penalty 2905.150713 = -411003.494482 nChanged 120 SP:Iteration 21Q (2463.532085 sec): 3 clusters Score: Raw -413961.041894 + Penalty 2905.150713 = -411055.891180 nChanged 96 SP:Iteration 22Q (2463.593706 sec): 3 clusters Score: Raw -414001.998567 + Penalty 2905.150713 = -411096.847854 nChanged 71 SP:Iteration 23Q (2463.653533 sec): 3 clusters Score: Raw -414028.890720 + Penalty 2905.150713 = -411123.740007 nChanged 64 SP:Iteration 24Q (2463.711829 sec): 3 clusters Score: Raw -414059.706826 + Penalty 2905.150713 = -411154.556112 nChanged 68 SP:Iteration 25Q (2463.756225 sec): 3 clusters Score: Raw -414088.617823 + Penalty 2905.150713 = -411183.467110 nChanged 58 SP:Iteration 26Q (2463.811118 sec): 3 clusters Score: Raw -414111.697790 + Penalty 2905.150713 = -411206.547077 nChanged 52 SP:Iteration 27Q (2463.867504 sec): 3 clusters Score: Raw -414127.633931 + Penalty 2905.150713 = -411222.483218 nChanged 46 SP:Iteration 28Q (2463.919288 sec): 3 clusters Score: Raw -414137.782139 + Penalty 2905.150713 = -411232.631426 nChanged 33 SP:Iteration 29Q (2463.978820 sec): 3 clusters Score: Raw -414144.941914 + Penalty 2905.150713 = -411239.791201 nChanged 27 SP:Iteration 30Q (2464.028538 sec): 3 clusters Score: Raw -414151.554369 + Penalty 2905.150713 = -411246.403655 nChanged 25 SP:Iteration 31Q (2464.083272 sec): 3 clusters Score: Raw -414160.631947 + Penalty 2905.150713 = -411255.481234 nChanged 33 SP:Iteration 32Q (2464.138806 sec): 3 clusters Score: Raw -414170.819415 + Penalty 2905.150713 = -411265.668702 nChanged 31 SP:Iteration 33Q (2464.188426 sec): 3 clusters Score: Raw -414179.284109 + Penalty 2905.150713 = -411274.133396 nChanged 22 SP:Iteration 34Q (2464.241018 sec): 3 clusters Score: Raw -414186.906052 + Penalty 2905.150713 = -411281.755339 nChanged 29 SP:Iteration 35Q (2464.294540 sec): 3 clusters Score: Raw -414197.504131 + Penalty 2905.150713 = -411292.353418 nChanged 36 SP:Iteration 36Q (2464.353882 sec): 3 clusters Score: Raw -414207.845334 + Penalty 2905.150713 = -411302.694621 nChanged 28 SP:Iteration 37Q (2464.398472 sec): 3 clusters Score: Raw -414215.413405 + Penalty 2905.150713 = -411310.262692 nChanged 31 SP:Iteration 38Q (2464.458746 sec): 3 clusters Score: Raw -414225.439276 + Penalty 2905.150713 = -411320.288562 nChanged 35 SP:Iteration 39Q (2464.501938 sec): 3 clusters Score: Raw -414238.709606 + Penalty 2905.150713 = -411333.558893 nChanged 34 SP:Iteration 40F (2464.555309 sec): 3 clusters Score: Raw -414255.180164 + Penalty 2905.150713 = -411350.029451 nChanged 40 SP:Iteration 41Q (2464.604468 sec): 3 clusters Score: Raw -414271.276074 + Penalty 2905.150713 = -411366.125361 nChanged 32 SP:Iteration 42Q (2464.660420 sec): 3 clusters Score: Raw -414285.934957 + Penalty 2905.150713 = -411380.784244 nChanged 43 SP:Iteration 43Q (2464.710796 sec): 3 clusters Score: Raw -414305.371707 + Penalty 2905.150713 = -411400.220993 nChanged 54 SP:Iteration 44Q (2464.769399 sec): 3 clusters Score: Raw -414330.589604 + Penalty 2905.150713 = -411425.438891 nChanged 52 SP:Iteration 45Q (2464.827456 sec): 3 clusters Score: Raw -414356.575067 + Penalty 2905.150713 = -411451.424354 nChanged 63 SP:Iteration 46Q (2464.881810 sec): 3 clusters Score: Raw -414382.697844 + Penalty 2905.150713 = -411477.547130 nChanged 58 SP:Iteration 47Q (2464.928497 sec): 3 clusters Score: Raw -414400.633135 + Penalty 2905.150713 = -411495.482422 nChanged 42 SP:Iteration 48Q (2464.994675 sec): 3 clusters Score: Raw -414416.001409 + Penalty 2905.150713 = -411510.850695 nChanged 40 SP:Iteration 49Q (2465.046892 sec): 3 clusters Score: Raw -414428.467774 + Penalty 2905.150713 = -411523.317060 nChanged 38 SP:Iteration 50Q (2465.098478 sec): 3 clusters Score: Raw -414438.813133 + Penalty 2905.150713 = -411533.662419 nChanged 27 SP:Iteration 51Q (2465.148007 sec): 3 clusters Score: Raw -414445.502470 + Penalty 2905.150713 = -411540.351757 nChanged 20 SP:Iteration 52Q (2465.203888 sec): 3 clusters Score: Raw -414449.354062 + Penalty 2905.150713 = -411544.203349 nChanged 13 SP:Iteration 53Q (2465.250123 sec): 3 clusters Score: Raw -414453.042580 + Penalty 2905.150713 = -411547.891866 nChanged 18 SP:Iteration 54Q (2465.307871 sec): 3 clusters Score: Raw -414458.232030 + Penalty 2905.150713 = -411553.081317 nChanged 13 SP:Iteration 55Q (2465.377402 sec): 3 clusters Score: Raw -414461.306646 + Penalty 2905.150713 = -411556.155932 nChanged 14 SP:Iteration 56Q (2465.430375 sec): 3 clusters Score: Raw -414464.359888 + Penalty 2905.150713 = -411559.209175 nChanged 13 SP:Iteration 57Q (2465.476124 sec): 3 clusters Score: Raw -414467.262920 + Penalty 2905.150713 = -411562.112206 nChanged 15 SP:Iteration 58Q (2465.535951 sec): 3 clusters Score: Raw -414470.918156 + Penalty 2905.150713 = -411565.767442 nChanged 13 SP:Iteration 59Q (2465.582214 sec): 3 clusters Score: Raw -414473.629559 + Penalty 2905.150713 = -411568.478846 nChanged 13 SP:Iteration 60F (2465.638207 sec): 3 clusters Score: Raw -414476.600708 + Penalty 2905.150713 = -411571.449995 nChanged 13 SP:Iteration 61Q (2465.701294 sec): 3 clusters Score: Raw -414480.759917 + Penalty 2905.150713 = -411575.609204 nChanged 13 SP:Iteration 62Q (2465.760219 sec): 3 clusters Score: Raw -414483.190468 + Penalty 2905.150713 = -411578.039755 nChanged 14 SP:Iteration 63Q (2465.812935 sec): 3 clusters Score: Raw -414485.689449 + Penalty 2905.150713 = -411580.538735 nChanged 9 SP:Iteration 64Q (2465.861317 sec): 3 clusters Score: Raw -414487.492549 + Penalty 2905.150713 = -411582.341835 nChanged 10 SP:Iteration 65Q (2465.916462 sec): 3 clusters Score: Raw -414489.572911 + Penalty 2905.150713 = -411584.422197 nChanged 4 SP:Iteration 66Q (2465.966187 sec): 3 clusters Score: Raw -414490.301059 + Penalty 2905.150713 = -411585.150346 nChanged 5 SP:Iteration 67Q (2466.018338 sec): 3 clusters Score: Raw -414491.036421 + Penalty 2905.150713 = -411585.885707 nChanged 6 SP:Iteration 68Q (2466.075497 sec): 3 clusters Score: Raw -414491.867420 + Penalty 2905.150713 = -411586.716706 nChanged 2 SP:Iteration 69Q (2466.124847 sec): 3 clusters Score: Raw -414492.055156 + Penalty 2905.150713 = -411586.904443 nChanged 2 SP:Iteration 70Q (2466.175639 sec): 3 clusters Score: Raw -414492.245057 + Penalty 2905.150713 = -411587.094343 nChanged 3 SP:Iteration 71Q (2466.233738 sec): 3 clusters Score: Raw -414492.439180 + Penalty 2905.150713 = -411587.288467 nChanged 1 SP:Iteration 72Q (2466.301814 sec): 3 clusters Score: Raw -414492.571218 + Penalty 2905.150713 = -411587.420505 nChanged 2 SP:Iteration 73Q (2466.341820 sec): 3 clusters Score: Raw -414492.746695 + Penalty 2905.150713 = -411587.595981 nChanged 2 SP:Iteration 74Q (2466.399497 sec): 3 clusters Score: Raw -414493.108424 + Penalty 2905.150713 = -411587.957711 nChanged 2 SP:Iteration 75Q (2466.451622 sec): 3 clusters Score: Raw -414493.387089 + Penalty 2905.150713 = -411588.236376 nChanged 0 SP:Iteration 76F (2466.511939 sec): 3 clusters Score: Raw -414493.387089 + Penalty 2905.150713 = -411588.236376 nChanged 0 Trying to split cluster 39 (1920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2466.528434 sec): 2 clusters Score: Raw -105612.715295 + Penalty 1228.513076 = -104384.202219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2466.571329 sec): 3 clusters Score: Raw -104778.236670 + Penalty 2457.026151 = -102321.210519 nChanged 691 SP:Iteration 1F (2466.619213 sec): 3 clusters Score: Raw -105198.051290 + Penalty 2457.026151 = -102741.025139 nChanged 165 SP:Iteration 2F (2466.668822 sec): 3 clusters Score: Raw -105347.386076 + Penalty 2457.026151 = -102890.359925 nChanged 103 SP:Iteration 3F (2466.703691 sec): 3 clusters Score: Raw -105443.165374 + Penalty 2457.026151 = -102986.139223 nChanged 76 SP:Iteration 4Q (2466.758797 sec): 3 clusters Score: Raw -105503.598427 + Penalty 2457.026151 = -103046.572275 nChanged 55 SP:Iteration 5Q (2466.800725 sec): 3 clusters Score: Raw -105544.519767 + Penalty 2457.026151 = -103087.493616 nChanged 45 SP:Iteration 6Q (2466.840240 sec): 3 clusters Score: Raw -105576.047634 + Penalty 2457.026151 = -103119.021482 nChanged 40 SP:Iteration 7Q (2466.885402 sec): 3 clusters Score: Raw -105603.791461 + Penalty 2457.026151 = -103146.765310 nChanged 30 SP:Iteration 8Q (2466.933715 sec): 3 clusters Score: Raw -105621.459457 + Penalty 2457.026151 = -103164.433305 nChanged 22 SP:Iteration 9Q (2466.979578 sec): 3 clusters Score: Raw -105632.225182 + Penalty 2457.026151 = -103175.199031 nChanged 20 SP:Iteration 10Q (2467.036164 sec): 3 clusters Score: Raw -105643.412633 + Penalty 2457.026151 = -103186.386482 nChanged 13 SP:Iteration 11Q (2467.084848 sec): 3 clusters Score: Raw -105651.120590 + Penalty 2457.026151 = -103194.094438 nChanged 10 SP:Iteration 12Q (2467.129075 sec): 3 clusters Score: Raw -105656.094689 + Penalty 2457.026151 = -103199.068538 nChanged 13 SP:Iteration 13Q (2467.165553 sec): 3 clusters Score: Raw -105662.098924 + Penalty 2457.026151 = -103205.072773 nChanged 13 SP:Iteration 14Q (2467.208508 sec): 3 clusters Score: Raw -105669.079060 + Penalty 2457.026151 = -103212.052908 nChanged 14 SP:Iteration 15Q (2467.257202 sec): 3 clusters Score: Raw -105676.758863 + Penalty 2457.026151 = -103219.732712 nChanged 14 SP:Iteration 16Q (2467.307979 sec): 3 clusters Score: Raw -105684.753544 + Penalty 2457.026151 = -103227.727393 nChanged 17 SP:Iteration 17Q (2467.341580 sec): 3 clusters Score: Raw -105696.899633 + Penalty 2457.026151 = -103239.873482 nChanged 15 SP:Iteration 18Q (2467.384898 sec): 3 clusters Score: Raw -105704.679579 + Penalty 2457.026151 = -103247.653427 nChanged 15 SP:Iteration 19Q (2467.426445 sec): 3 clusters Score: Raw -105715.004592 + Penalty 2457.026151 = -103257.978441 nChanged 12 SP:Iteration 20F (2467.470647 sec): 3 clusters Score: Raw -105723.740675 + Penalty 2457.026151 = -103266.714524 nChanged 17 SP:Iteration 21Q (2467.515923 sec): 3 clusters Score: Raw -105735.211482 + Penalty 2457.026151 = -103278.185331 nChanged 15 SP:Iteration 22Q (2467.557738 sec): 3 clusters Score: Raw -105743.803002 + Penalty 2457.026151 = -103286.776851 nChanged 14 SP:Iteration 23Q (2467.599807 sec): 3 clusters Score: Raw -105755.186005 + Penalty 2457.026151 = -103298.159854 nChanged 14 SP:Iteration 24Q (2467.645479 sec): 3 clusters Score: Raw -105763.878805 + Penalty 2457.026151 = -103306.852654 nChanged 12 SP:Iteration 25Q (2467.701288 sec): 3 clusters Score: Raw -105772.016467 + Penalty 2457.026151 = -103314.990316 nChanged 8 SP:Iteration 26Q (2467.735398 sec): 3 clusters Score: Raw -105776.657586 + Penalty 2457.026151 = -103319.631435 nChanged 5 SP:Iteration 27Q (2467.791904 sec): 3 clusters Score: Raw -105781.182296 + Penalty 2457.026151 = -103324.156145 nChanged 8 SP:Iteration 28Q (2467.834773 sec): 3 clusters Score: Raw -105784.029410 + Penalty 2457.026151 = -103327.003258 nChanged 3 SP:Iteration 29Q (2467.874408 sec): 3 clusters Score: Raw -105785.101824 + Penalty 2457.026151 = -103328.075673 nChanged 3 SP:Iteration 30Q (2467.911523 sec): 3 clusters Score: Raw -105785.973417 + Penalty 2457.026151 = -103328.947266 nChanged 1 SP:Iteration 31Q (2467.952582 sec): 3 clusters Score: Raw -105786.245119 + Penalty 2457.026151 = -103329.218968 nChanged 0 SP:Iteration 32F (2467.993646 sec): 3 clusters Score: Raw -105786.245119 + Penalty 2457.026151 = -103329.218968 nChanged 0 Trying to split cluster 40 (1074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2468.024908 sec): 2 clusters Score: Raw -56791.435209 + Penalty 1134.111107 = -55657.324101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2468.056534 sec): 3 clusters Score: Raw -56439.754103 + Penalty 2268.222214 = -54171.531889 nChanged 307 SP:Iteration 1F (2468.104209 sec): 3 clusters Score: Raw -56701.572505 + Penalty 2268.222214 = -54433.350290 nChanged 87 SP:Iteration 2F (2468.154072 sec): 3 clusters Score: Raw -56780.970378 + Penalty 2268.222214 = -54512.748164 nChanged 56 SP:Iteration 3F (2468.202021 sec): 3 clusters Score: Raw -56839.897852 + Penalty 2268.222214 = -54571.675638 nChanged 38 SP:Iteration 4Q (2468.245860 sec): 3 clusters Score: Raw -56881.049692 + Penalty 2268.222214 = -54612.827478 nChanged 24 SP:Iteration 5Q (2468.299662 sec): 3 clusters Score: Raw -56902.061819 + Penalty 2268.222214 = -54633.839605 nChanged 12 SP:Iteration 6Q (2468.340562 sec): 3 clusters Score: Raw -56912.152825 + Penalty 2268.222214 = -54643.930611 nChanged 8 SP:Iteration 7Q (2468.371548 sec): 3 clusters Score: Raw -56917.102494 + Penalty 2268.222214 = -54648.880279 nChanged 7 SP:Iteration 8Q (2468.408409 sec): 3 clusters Score: Raw -56923.354918 + Penalty 2268.222214 = -54655.132704 nChanged 5 SP:Iteration 9Q (2468.451697 sec): 3 clusters Score: Raw -56925.955637 + Penalty 2268.222214 = -54657.733423 nChanged 3 SP:Iteration 10Q (2468.502293 sec): 3 clusters Score: Raw -56928.385871 + Penalty 2268.222214 = -54660.163657 nChanged 2 SP:Iteration 11Q (2468.541005 sec): 3 clusters Score: Raw -56930.510945 + Penalty 2268.222214 = -54662.288730 nChanged 1 SP:Iteration 12Q (2468.580556 sec): 3 clusters Score: Raw -56930.739191 + Penalty 2268.222214 = -54662.516977 nChanged 1 SP:Iteration 13Q (2468.619676 sec): 3 clusters Score: Raw -56932.371744 + Penalty 2268.222214 = -54664.149529 nChanged 2 SP:Iteration 14Q (2468.664914 sec): 3 clusters Score: Raw -56934.300636 + Penalty 2268.222214 = -54666.078422 nChanged 3 SP:Iteration 15Q (2468.711683 sec): 3 clusters Score: Raw -56936.943897 + Penalty 2268.222214 = -54668.721683 nChanged 2 SP:Iteration 16Q (2468.755043 sec): 3 clusters Score: Raw -56938.494901 + Penalty 2268.222214 = -54670.272687 nChanged 2 SP:Iteration 17Q (2468.789306 sec): 3 clusters Score: Raw -56939.202547 + Penalty 2268.222214 = -54670.980333 nChanged 2 SP:Iteration 18Q (2468.836945 sec): 3 clusters Score: Raw -56941.607786 + Penalty 2268.222214 = -54673.385571 nChanged 3 SP:Iteration 19Q (2468.888026 sec): 3 clusters Score: Raw -56945.286305 + Penalty 2268.222214 = -54677.064091 nChanged 2 SP:Iteration 20F (2468.930724 sec): 3 clusters Score: Raw -56946.939991 + Penalty 2268.222214 = -54678.717776 nChanged 2 SP:Iteration 21Q (2468.968627 sec): 3 clusters Score: Raw -56947.520339 + Penalty 2268.222214 = -54679.298125 nChanged 0 SP:Iteration 22F (2469.015223 sec): 3 clusters Score: Raw -56947.520339 + Penalty 2268.222214 = -54679.298125 nChanged 0 Trying to split cluster 41 (3304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2469.042382 sec): 2 clusters Score: Raw -143026.749466 + Penalty 1316.719484 = -141710.029981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2469.091470 sec): 3 clusters Score: Raw -141467.833658 + Penalty 2633.438969 = -138834.394689 nChanged 1268 SP:Iteration 1F (2469.132486 sec): 3 clusters Score: Raw -142401.814059 + Penalty 2633.438969 = -139768.375091 nChanged 301 SP:Iteration 2F (2469.181455 sec): 3 clusters Score: Raw -142718.242295 + Penalty 2633.438969 = -140084.803326 nChanged 230 SP:Iteration 3F (2469.226970 sec): 3 clusters Score: Raw -142934.065031 + Penalty 2633.438969 = -140300.626063 nChanged 193 SP:Iteration 4F (2469.263376 sec): 3 clusters Score: Raw -143112.506904 + Penalty 2633.438969 = -140479.067935 nChanged 173 SP:Iteration 5F (2469.308827 sec): 3 clusters Score: Raw -143249.538927 + Penalty 2633.438969 = -140616.099958 nChanged 145 SP:Iteration 6Q (2469.357234 sec): 3 clusters Score: Raw -143364.423437 + Penalty 2633.438969 = -140730.984468 nChanged 116 SP:Iteration 7Q (2469.406766 sec): 3 clusters Score: Raw -143455.507976 + Penalty 2633.438969 = -140822.069007 nChanged 109 SP:Iteration 8Q (2469.457597 sec): 3 clusters Score: Raw -143530.999449 + Penalty 2633.438969 = -140897.560481 nChanged 96 SP:Iteration 9Q (2469.506313 sec): 3 clusters Score: Raw -143609.705359 + Penalty 2633.438969 = -140976.266391 nChanged 82 SP:Iteration 10Q (2469.553305 sec): 3 clusters Score: Raw -143670.668947 + Penalty 2633.438969 = -141037.229979 nChanged 66 SP:Iteration 11Q (2469.601230 sec): 3 clusters Score: Raw -143717.340507 + Penalty 2633.438969 = -141083.901538 nChanged 52 SP:Iteration 12Q (2469.651596 sec): 3 clusters Score: Raw -143752.070130 + Penalty 2633.438969 = -141118.631162 nChanged 47 SP:Iteration 13Q (2469.696681 sec): 3 clusters Score: Raw -143783.232287 + Penalty 2633.438969 = -141149.793318 nChanged 41 SP:Iteration 14Q (2469.744779 sec): 3 clusters Score: Raw -143809.578444 + Penalty 2633.438969 = -141176.139475 nChanged 33 SP:Iteration 15Q (2469.797883 sec): 3 clusters Score: Raw -143825.142266 + Penalty 2633.438969 = -141191.703297 nChanged 22 SP:Iteration 16Q (2469.848293 sec): 3 clusters Score: Raw -143833.181302 + Penalty 2633.438969 = -141199.742334 nChanged 15 SP:Iteration 17Q (2469.885923 sec): 3 clusters Score: Raw -143839.570155 + Penalty 2633.438969 = -141206.131186 nChanged 14 SP:Iteration 18Q (2469.928768 sec): 3 clusters Score: Raw -143850.826562 + Penalty 2633.438969 = -141217.387593 nChanged 19 SP:Iteration 19Q (2469.972584 sec): 3 clusters Score: Raw -143865.442821 + Penalty 2633.438969 = -141232.003852 nChanged 17 SP:Iteration 20F (2470.030503 sec): 3 clusters Score: Raw -143875.348718 + Penalty 2633.438969 = -141241.909749 nChanged 11 SP:Iteration 21Q (2470.065280 sec): 3 clusters Score: Raw -143880.500325 + Penalty 2633.438969 = -141247.061356 nChanged 11 SP:Iteration 22Q (2470.112767 sec): 3 clusters Score: Raw -143884.250967 + Penalty 2633.438969 = -141250.811998 nChanged 6 SP:Iteration 23Q (2470.164231 sec): 3 clusters Score: Raw -143887.960034 + Penalty 2633.438969 = -141254.521065 nChanged 9 SP:Iteration 24Q (2470.201099 sec): 3 clusters Score: Raw -143896.857789 + Penalty 2633.438969 = -141263.418820 nChanged 13 SP:Iteration 25Q (2470.264381 sec): 3 clusters Score: Raw -143905.487389 + Penalty 2633.438969 = -141272.048421 nChanged 10 SP:Iteration 26Q (2470.314697 sec): 3 clusters Score: Raw -143908.573293 + Penalty 2633.438969 = -141275.134324 nChanged 9 SP:Iteration 27Q (2470.364065 sec): 3 clusters Score: Raw -143913.144997 + Penalty 2633.438969 = -141279.706028 nChanged 7 SP:Iteration 28Q (2470.406692 sec): 3 clusters Score: Raw -143915.690669 + Penalty 2633.438969 = -141282.251701 nChanged 6 SP:Iteration 29Q (2470.456028 sec): 3 clusters Score: Raw -143918.119597 + Penalty 2633.438969 = -141284.680628 nChanged 2 SP:Iteration 30Q (2470.503737 sec): 3 clusters Score: Raw -143919.176897 + Penalty 2633.438969 = -141285.737928 nChanged 4 SP:Iteration 31Q (2470.548382 sec): 3 clusters Score: Raw -143920.634258 + Penalty 2633.438969 = -141287.195289 nChanged 2 SP:Iteration 32Q (2470.587888 sec): 3 clusters Score: Raw -143921.272378 + Penalty 2633.438969 = -141287.833410 nChanged 1 SP:Iteration 33Q (2470.654203 sec): 3 clusters Score: Raw -143922.361790 + Penalty 2633.438969 = -141288.922821 nChanged 2 SP:Iteration 34Q (2470.696085 sec): 3 clusters Score: Raw -143923.096538 + Penalty 2633.438969 = -141289.657569 nChanged 2 SP:Iteration 35Q (2470.736728 sec): 3 clusters Score: Raw -143923.478001 + Penalty 2633.438969 = -141290.039032 nChanged 0 SP:Iteration 36F (2470.783735 sec): 3 clusters Score: Raw -143923.478001 + Penalty 2633.438969 = -141290.039032 nChanged 0 Trying to split cluster 42 (3058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2470.801543 sec): 2 clusters Score: Raw -163122.652206 + Penalty 1304.146413 = -161818.505793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2470.853591 sec): 3 clusters Score: Raw -161698.855009 + Penalty 2608.292826 = -159090.562183 nChanged 1164 SP:Iteration 1F (2470.891288 sec): 3 clusters Score: Raw -162422.107580 + Penalty 2608.292826 = -159813.814755 nChanged 238 SP:Iteration 2F (2470.944523 sec): 3 clusters Score: Raw -162630.005529 + Penalty 2608.292826 = -160021.712704 nChanged 221 SP:Iteration 3F (2470.994244 sec): 3 clusters Score: Raw -162803.453037 + Penalty 2608.292826 = -160195.160212 nChanged 187 SP:Iteration 4F (2471.035104 sec): 3 clusters Score: Raw -162959.006236 + Penalty 2608.292826 = -160350.713411 nChanged 159 SP:Iteration 5F (2471.066831 sec): 3 clusters Score: Raw -163087.719398 + Penalty 2608.292826 = -160479.426572 nChanged 136 SP:Iteration 6Q (2471.113986 sec): 3 clusters Score: Raw -163197.290043 + Penalty 2608.292826 = -160588.997217 nChanged 109 SP:Iteration 7Q (2471.159265 sec): 3 clusters Score: Raw -163265.670366 + Penalty 2608.292826 = -160657.377540 nChanged 72 SP:Iteration 8Q (2471.218063 sec): 3 clusters Score: Raw -163314.541273 + Penalty 2608.292826 = -160706.248448 nChanged 65 SP:Iteration 9Q (2471.252869 sec): 3 clusters Score: Raw -163354.468051 + Penalty 2608.292826 = -160746.175226 nChanged 55 SP:Iteration 10Q (2471.316029 sec): 3 clusters Score: Raw -163385.497229 + Penalty 2608.292826 = -160777.204404 nChanged 45 SP:Iteration 11Q (2471.367413 sec): 3 clusters Score: Raw -163408.719846 + Penalty 2608.292826 = -160800.427020 nChanged 34 SP:Iteration 12Q (2471.403322 sec): 3 clusters Score: Raw -163424.758815 + Penalty 2608.292826 = -160816.465990 nChanged 25 SP:Iteration 13Q (2471.441790 sec): 3 clusters Score: Raw -163439.855777 + Penalty 2608.292826 = -160831.562952 nChanged 22 SP:Iteration 14Q (2471.493282 sec): 3 clusters Score: Raw -163453.754374 + Penalty 2608.292826 = -160845.461548 nChanged 19 SP:Iteration 15Q (2471.527107 sec): 3 clusters Score: Raw -163466.167018 + Penalty 2608.292826 = -160857.874192 nChanged 12 SP:Iteration 16Q (2471.575885 sec): 3 clusters Score: Raw -163472.637152 + Penalty 2608.292826 = -160864.344326 nChanged 11 SP:Iteration 17Q (2471.631168 sec): 3 clusters Score: Raw -163478.494303 + Penalty 2608.292826 = -160870.201477 nChanged 8 SP:Iteration 18Q (2471.682006 sec): 3 clusters Score: Raw -163481.904906 + Penalty 2608.292826 = -160873.612080 nChanged 3 SP:Iteration 19Q (2471.721850 sec): 3 clusters Score: Raw -163482.732008 + Penalty 2608.292826 = -160874.439182 nChanged 0 SP:Iteration 20F (2471.777221 sec): 3 clusters Score: Raw -163482.732008 + Penalty 2608.292826 = -160874.439182 nChanged 0 Trying to split cluster 43 (2039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2471.797185 sec): 2 clusters Score: Raw -113482.919568 + Penalty 1238.284900 = -112244.634668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2471.846867 sec): 3 clusters Score: Raw -112637.830637 + Penalty 2476.569800 = -110161.260836 nChanged 685 SP:Iteration 1F (2471.897876 sec): 3 clusters Score: Raw -113061.295303 + Penalty 2476.569800 = -110584.725503 nChanged 134 SP:Iteration 2F (2471.941459 sec): 3 clusters Score: Raw -113150.816036 + Penalty 2476.569800 = -110674.246236 nChanged 83 SP:Iteration 3Q (2471.981082 sec): 3 clusters Score: Raw -113196.227234 + Penalty 2476.569800 = -110719.657433 nChanged 51 SP:Iteration 4Q (2472.023540 sec): 3 clusters Score: Raw -113224.606566 + Penalty 2476.569800 = -110748.036766 nChanged 36 SP:Iteration 5Q (2472.066751 sec): 3 clusters Score: Raw -113245.897321 + Penalty 2476.569800 = -110769.327520 nChanged 26 SP:Iteration 6Q (2472.123239 sec): 3 clusters Score: Raw -113259.569431 + Penalty 2476.569800 = -110782.999630 nChanged 23 SP:Iteration 7Q (2472.172192 sec): 3 clusters Score: Raw -113270.877585 + Penalty 2476.569800 = -110794.307785 nChanged 13 SP:Iteration 8Q (2472.195395 sec): 3 clusters Score: Raw -113276.291181 + Penalty 2476.569800 = -110799.721381 nChanged 13 SP:Iteration 9Q (2472.249914 sec): 3 clusters Score: Raw -113281.111078 + Penalty 2476.569800 = -110804.541277 nChanged 9 SP:Iteration 10Q (2472.293817 sec): 3 clusters Score: Raw -113287.055086 + Penalty 2476.569800 = -110810.485286 nChanged 9 SP:Iteration 11Q (2472.333674 sec): 3 clusters Score: Raw -113291.554390 + Penalty 2476.569800 = -110814.984589 nChanged 9 SP:Iteration 12Q (2472.378895 sec): 3 clusters Score: Raw -113295.826593 + Penalty 2476.569800 = -110819.256792 nChanged 6 SP:Iteration 13Q (2472.433921 sec): 3 clusters Score: Raw -113299.395668 + Penalty 2476.569800 = -110822.825868 nChanged 5 SP:Iteration 14Q (2472.471145 sec): 3 clusters Score: Raw -113300.915385 + Penalty 2476.569800 = -110824.345584 nChanged 2 SP:Iteration 15Q (2472.524489 sec): 3 clusters Score: Raw -113301.675310 + Penalty 2476.569800 = -110825.105510 nChanged 1 SP:Iteration 16Q (2472.567974 sec): 3 clusters Score: Raw -113301.868965 + Penalty 2476.569800 = -110825.299164 nChanged 0 SP:Iteration 17F (2472.606706 sec): 3 clusters Score: Raw -113301.868965 + Penalty 2476.569800 = -110825.299164 nChanged 0 Iteration 139Q (2475.756188 sec): 44 clusters Score: Raw -12077291.731082 + Penalty 86702.903280 = -11990588.827802 nChanged 3 Iteration 140F (2483.072553 sec): 44 clusters Score: Raw -12077292.167712 + Penalty 86702.903280 = -11990589.264432 nChanged 2 Iteration 141Q (2486.416478 sec): 44 clusters Score: Raw -12077292.553501 + Penalty 86702.903280 = -11990589.650221 nChanged 1 Iteration 142Q (2489.679774 sec): 44 clusters Score: Raw -12077292.649390 + Penalty 86702.903280 = -11990589.746110 nChanged 1 Iteration 143Q (2492.973649 sec): 44 clusters Score: Raw -12077292.693192 + Penalty 86702.903280 = -11990589.789912 nChanged 0 Iteration 144F (2499.953190 sec): 44 clusters Score: Raw -12077292.693192 + Penalty 86702.903280 = -11990589.789912 nChanged 0 Compute initial score before splitting: Score: Raw -12077292.693192 + Penalty 86702.903280 = -11990589.789912 Trying to split cluster 1 (15817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2500.032555 sec): 2 clusters Score: Raw -844013.368390 + Penalty 1571.186596 = -842442.181794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2500.115116 sec): 3 clusters Score: Raw -834675.078857 + Penalty 3142.373192 = -831532.705665 nChanged 7005 SP:Iteration 1F (2500.174978 sec): 3 clusters Score: Raw -838541.341847 + Penalty 3142.373192 = -835398.968655 nChanged 895 SP:Iteration 2F (2500.249822 sec): 3 clusters Score: Raw -838933.799683 + Penalty 3142.373192 = -835791.426491 nChanged 864 SP:Iteration 3F (2500.309214 sec): 3 clusters Score: Raw -839376.033200 + Penalty 3142.373192 = -836233.660008 nChanged 954 SP:Iteration 4F (2500.384543 sec): 3 clusters Score: Raw -839873.150626 + Penalty 3142.373192 = -836730.777435 nChanged 969 SP:Iteration 5F (2500.444053 sec): 3 clusters Score: Raw -840437.287537 + Penalty 3142.373192 = -837294.914346 nChanged 959 SP:Iteration 6F (2500.514699 sec): 3 clusters Score: Raw -841039.311732 + Penalty 3142.373192 = -837896.938540 nChanged 915 SP:Iteration 7F (2500.582450 sec): 3 clusters Score: Raw -841612.239094 + Penalty 3142.373192 = -838469.865902 nChanged 822 SP:Iteration 8F (2500.652104 sec): 3 clusters Score: Raw -842118.964854 + Penalty 3142.373192 = -838976.591662 nChanged 688 SP:Iteration 9Q (2500.717482 sec): 3 clusters Score: Raw -842512.222825 + Penalty 3142.373192 = -839369.849633 nChanged 545 SP:Iteration 10Q (2500.783681 sec): 3 clusters Score: Raw -842821.621022 + Penalty 3142.373192 = -839679.247831 nChanged 490 SP:Iteration 11Q (2500.844354 sec): 3 clusters Score: Raw -843089.550235 + Penalty 3142.373192 = -839947.177043 nChanged 384 SP:Iteration 12Q (2500.921499 sec): 3 clusters Score: Raw -843281.576128 + Penalty 3142.373192 = -840139.202937 nChanged 321 SP:Iteration 13Q (2500.986027 sec): 3 clusters Score: Raw -843449.447538 + Penalty 3142.373192 = -840307.074347 nChanged 254 SP:Iteration 14Q (2501.063830 sec): 3 clusters Score: Raw -843580.364226 + Penalty 3142.373192 = -840437.991034 nChanged 203 SP:Iteration 15Q (2501.126403 sec): 3 clusters Score: Raw -843687.907492 + Penalty 3142.373192 = -840545.534301 nChanged 166 SP:Iteration 16Q (2501.190751 sec): 3 clusters Score: Raw -843775.100711 + Penalty 3142.373192 = -840632.727520 nChanged 152 SP:Iteration 17Q (2501.261609 sec): 3 clusters Score: Raw -843847.091623 + Penalty 3142.373192 = -840704.718431 nChanged 128 SP:Iteration 18Q (2501.325918 sec): 3 clusters Score: Raw -843911.311907 + Penalty 3142.373192 = -840768.938715 nChanged 107 SP:Iteration 19Q (2501.396348 sec): 3 clusters Score: Raw -843967.870298 + Penalty 3142.373192 = -840825.497106 nChanged 78 SP:Iteration 20F (2501.467166 sec): 3 clusters Score: Raw -844002.798950 + Penalty 3142.373192 = -840860.425758 nChanged 55 SP:Iteration 21Q (2501.538099 sec): 3 clusters Score: Raw -844031.303697 + Penalty 3142.373192 = -840888.930505 nChanged 49 SP:Iteration 22Q (2501.607061 sec): 3 clusters Score: Raw -844055.702906 + Penalty 3142.373192 = -840913.329714 nChanged 37 SP:Iteration 23Q (2501.679389 sec): 3 clusters Score: Raw -844073.907642 + Penalty 3142.373192 = -840931.534450 nChanged 36 SP:Iteration 24Q (2501.747126 sec): 3 clusters Score: Raw -844093.711767 + Penalty 3142.373192 = -840951.338575 nChanged 33 SP:Iteration 25Q (2501.807426 sec): 3 clusters Score: Raw -844111.261904 + Penalty 3142.373192 = -840968.888712 nChanged 29 SP:Iteration 26Q (2501.877631 sec): 3 clusters Score: Raw -844133.434488 + Penalty 3142.373192 = -840991.061296 nChanged 28 SP:Iteration 27Q (2501.934456 sec): 3 clusters Score: Raw -844150.489574 + Penalty 3142.373192 = -841008.116382 nChanged 22 SP:Iteration 28Q (2501.999198 sec): 3 clusters Score: Raw -844163.348543 + Penalty 3142.373192 = -841020.975351 nChanged 21 SP:Iteration 29Q (2502.063065 sec): 3 clusters Score: Raw -844173.432336 + Penalty 3142.373192 = -841031.059144 nChanged 15 SP:Iteration 30Q (2502.141382 sec): 3 clusters Score: Raw -844183.168620 + Penalty 3142.373192 = -841040.795428 nChanged 15 SP:Iteration 31Q (2502.199681 sec): 3 clusters Score: Raw -844191.828898 + Penalty 3142.373192 = -841049.455707 nChanged 12 SP:Iteration 32Q (2502.269554 sec): 3 clusters Score: Raw -844203.869872 + Penalty 3142.373192 = -841061.496680 nChanged 15 SP:Iteration 33Q (2502.336926 sec): 3 clusters Score: Raw -844213.471353 + Penalty 3142.373192 = -841071.098161 nChanged 8 SP:Iteration 34Q (2502.399978 sec): 3 clusters Score: Raw -844218.736230 + Penalty 3142.373192 = -841076.363039 nChanged 6 SP:Iteration 35Q (2502.474886 sec): 3 clusters Score: Raw -844222.052721 + Penalty 3142.373192 = -841079.679529 nChanged 2 SP:Iteration 36Q (2502.541293 sec): 3 clusters Score: Raw -844222.918400 + Penalty 3142.373192 = -841080.545208 nChanged 1 SP:Iteration 37Q (2502.610710 sec): 3 clusters Score: Raw -844223.271856 + Penalty 3142.373192 = -841080.898665 nChanged 1 SP:Iteration 38Q (2502.675027 sec): 3 clusters Score: Raw -844223.512738 + Penalty 3142.373192 = -841081.139546 nChanged 0 SP:Iteration 39F (2502.737477 sec): 3 clusters Score: Raw -844223.512738 + Penalty 3142.373192 = -841081.139546 nChanged 0 Trying to split cluster 2 (9466 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2502.777879 sec): 2 clusters Score: Raw -529216.105787 + Penalty 1487.762528 = -527728.343259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2502.844218 sec): 3 clusters Score: Raw -523960.496949 + Penalty 2975.525056 = -520984.971893 nChanged 3985 SP:Iteration 1F (2502.899745 sec): 3 clusters Score: Raw -526109.813803 + Penalty 2975.525056 = -523134.288747 nChanged 646 SP:Iteration 2F (2502.958236 sec): 3 clusters Score: Raw -526482.671639 + Penalty 2975.525056 = -523507.146583 nChanged 658 SP:Iteration 3F (2503.021879 sec): 3 clusters Score: Raw -526896.625232 + Penalty 2975.525056 = -523921.100176 nChanged 655 SP:Iteration 4F (2503.084479 sec): 3 clusters Score: Raw -527317.272519 + Penalty 2975.525056 = -524341.747463 nChanged 593 SP:Iteration 5F (2503.148719 sec): 3 clusters Score: Raw -527715.485045 + Penalty 2975.525056 = -524739.959989 nChanged 559 SP:Iteration 6F (2503.212265 sec): 3 clusters Score: Raw -528084.490570 + Penalty 2975.525056 = -525108.965514 nChanged 478 SP:Iteration 7F (2503.268889 sec): 3 clusters Score: Raw -528378.936744 + Penalty 2975.525056 = -525403.411688 nChanged 397 SP:Iteration 8Q (2503.343265 sec): 3 clusters Score: Raw -528613.355669 + Penalty 2975.525056 = -525637.830614 nChanged 309 SP:Iteration 9Q (2503.406221 sec): 3 clusters Score: Raw -528785.031307 + Penalty 2975.525056 = -525809.506251 nChanged 222 SP:Iteration 10Q (2503.457706 sec): 3 clusters Score: Raw -528906.545694 + Penalty 2975.525056 = -525931.020638 nChanged 204 SP:Iteration 11Q (2503.534760 sec): 3 clusters Score: Raw -529033.641129 + Penalty 2975.525056 = -526058.116073 nChanged 184 SP:Iteration 12Q (2503.594877 sec): 3 clusters Score: Raw -529138.342551 + Penalty 2975.525056 = -526162.817495 nChanged 136 SP:Iteration 13Q (2503.648637 sec): 3 clusters Score: Raw -529217.665114 + Penalty 2975.525056 = -526242.140058 nChanged 115 SP:Iteration 14Q (2503.715716 sec): 3 clusters Score: Raw -529287.097276 + Penalty 2975.525056 = -526311.572220 nChanged 84 SP:Iteration 15Q (2503.770870 sec): 3 clusters Score: Raw -529331.936288 + Penalty 2975.525056 = -526356.411233 nChanged 66 SP:Iteration 16Q (2503.840848 sec): 3 clusters Score: Raw -529366.861860 + Penalty 2975.525056 = -526391.336804 nChanged 61 SP:Iteration 17Q (2503.896602 sec): 3 clusters Score: Raw -529397.034819 + Penalty 2975.525056 = -526421.509763 nChanged 61 SP:Iteration 18Q (2503.960139 sec): 3 clusters Score: Raw -529422.259103 + Penalty 2975.525056 = -526446.734047 nChanged 38 SP:Iteration 19Q (2504.020852 sec): 3 clusters Score: Raw -529438.676242 + Penalty 2975.525056 = -526463.151186 nChanged 26 SP:Iteration 20F (2504.076090 sec): 3 clusters Score: Raw -529449.052061 + Penalty 2975.525056 = -526473.527005 nChanged 24 SP:Iteration 21Q (2504.129885 sec): 3 clusters Score: Raw -529456.833311 + Penalty 2975.525056 = -526481.308255 nChanged 21 SP:Iteration 22Q (2504.200713 sec): 3 clusters Score: Raw -529462.899676 + Penalty 2975.525056 = -526487.374620 nChanged 18 SP:Iteration 23Q (2504.262618 sec): 3 clusters Score: Raw -529469.409418 + Penalty 2975.525056 = -526493.884362 nChanged 16 SP:Iteration 24Q (2504.314861 sec): 3 clusters Score: Raw -529473.509683 + Penalty 2975.525056 = -526497.984628 nChanged 12 SP:Iteration 25Q (2504.382236 sec): 3 clusters Score: Raw -529476.618448 + Penalty 2975.525056 = -526501.093392 nChanged 14 SP:Iteration 26Q (2504.446287 sec): 3 clusters Score: Raw -529480.679316 + Penalty 2975.525056 = -526505.154260 nChanged 8 SP:Iteration 27Q (2504.501239 sec): 3 clusters Score: Raw -529482.851855 + Penalty 2975.525056 = -526507.326799 nChanged 13 SP:Iteration 28Q (2504.558749 sec): 3 clusters Score: Raw -529487.008671 + Penalty 2975.525056 = -526511.483615 nChanged 9 SP:Iteration 29Q (2504.616307 sec): 3 clusters Score: Raw -529489.878572 + Penalty 2975.525056 = -526514.353516 nChanged 9 SP:Iteration 30Q (2504.670794 sec): 3 clusters Score: Raw -529492.117335 + Penalty 2975.525056 = -526516.592279 nChanged 6 SP:Iteration 31Q (2504.735217 sec): 3 clusters Score: Raw -529493.945129 + Penalty 2975.525056 = -526518.420074 nChanged 6 SP:Iteration 32Q (2504.795813 sec): 3 clusters Score: Raw -529495.196820 + Penalty 2975.525056 = -526519.671764 nChanged 3 SP:Iteration 33Q (2504.840970 sec): 3 clusters Score: Raw -529495.999715 + Penalty 2975.525056 = -526520.474660 nChanged 1 SP:Iteration 34Q (2504.908540 sec): 3 clusters Score: Raw -529496.098375 + Penalty 2975.525056 = -526520.573319 nChanged 0 SP:Iteration 35F (2504.959331 sec): 3 clusters Score: Raw -529496.098375 + Penalty 2975.525056 = -526520.573319 nChanged 0 Trying to split cluster 3 (10139 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2505.005558 sec): 2 clusters Score: Raw -534497.964051 + Penalty 1498.923506 = -532999.040545 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2505.059199 sec): 3 clusters Score: Raw -528766.511498 + Penalty 2997.847012 = -525768.664486 nChanged 4340 SP:Iteration 1F (2505.122925 sec): 3 clusters Score: Raw -531173.625179 + Penalty 2997.847012 = -528175.778167 nChanged 661 SP:Iteration 2F (2505.180817 sec): 3 clusters Score: Raw -531543.708738 + Penalty 2997.847012 = -528545.861726 nChanged 628 SP:Iteration 3F (2505.242673 sec): 3 clusters Score: Raw -531916.791926 + Penalty 2997.847012 = -528918.944914 nChanged 620 SP:Iteration 4F (2505.314282 sec): 3 clusters Score: Raw -532372.914953 + Penalty 2997.847012 = -529375.067940 nChanged 643 SP:Iteration 5F (2505.366022 sec): 3 clusters Score: Raw -532858.002999 + Penalty 2997.847012 = -529860.155987 nChanged 639 SP:Iteration 6F (2505.436620 sec): 3 clusters Score: Raw -533354.515325 + Penalty 2997.847012 = -530356.668313 nChanged 616 SP:Iteration 7F (2505.489896 sec): 3 clusters Score: Raw -533809.877875 + Penalty 2997.847012 = -530812.030863 nChanged 455 SP:Iteration 8Q (2505.564452 sec): 3 clusters Score: Raw -534108.781928 + Penalty 2997.847012 = -531110.934916 nChanged 370 SP:Iteration 9Q (2505.623064 sec): 3 clusters Score: Raw -534308.105606 + Penalty 2997.847012 = -531310.258594 nChanged 269 SP:Iteration 10Q (2505.686322 sec): 3 clusters Score: Raw -534436.338123 + Penalty 2997.847012 = -531438.491111 nChanged 212 SP:Iteration 11Q (2505.748615 sec): 3 clusters Score: Raw -534524.492137 + Penalty 2997.847012 = -531526.645125 nChanged 165 SP:Iteration 12Q (2505.808764 sec): 3 clusters Score: Raw -534585.553857 + Penalty 2997.847012 = -531587.706845 nChanged 144 SP:Iteration 13Q (2505.863166 sec): 3 clusters Score: Raw -534634.842188 + Penalty 2997.847012 = -531636.995175 nChanged 136 SP:Iteration 14Q (2505.936919 sec): 3 clusters Score: Raw -534672.494935 + Penalty 2997.847012 = -531674.647923 nChanged 105 SP:Iteration 15Q (2505.986415 sec): 3 clusters Score: Raw -534699.649652 + Penalty 2997.847012 = -531701.802640 nChanged 80 SP:Iteration 16Q (2506.045060 sec): 3 clusters Score: Raw -534716.697423 + Penalty 2997.847012 = -531718.850410 nChanged 57 SP:Iteration 17Q (2506.104814 sec): 3 clusters Score: Raw -534728.927894 + Penalty 2997.847012 = -531731.080882 nChanged 59 SP:Iteration 18Q (2506.162998 sec): 3 clusters Score: Raw -534740.706332 + Penalty 2997.847012 = -531742.859320 nChanged 48 SP:Iteration 19Q (2506.235132 sec): 3 clusters Score: Raw -534748.235309 + Penalty 2997.847012 = -531750.388297 nChanged 35 SP:Iteration 20F (2506.295855 sec): 3 clusters Score: Raw -534753.580289 + Penalty 2997.847012 = -531755.733277 nChanged 41 SP:Iteration 21Q (2506.358110 sec): 3 clusters Score: Raw -534760.438992 + Penalty 2997.847012 = -531762.591980 nChanged 29 SP:Iteration 22Q (2506.412554 sec): 3 clusters Score: Raw -534764.415274 + Penalty 2997.847012 = -531766.568262 nChanged 23 SP:Iteration 23Q (2506.470963 sec): 3 clusters Score: Raw -534767.661927 + Penalty 2997.847012 = -531769.814915 nChanged 25 SP:Iteration 24Q (2506.537789 sec): 3 clusters Score: Raw -534771.656798 + Penalty 2997.847012 = -531773.809786 nChanged 17 SP:Iteration 25Q (2506.585867 sec): 3 clusters Score: Raw -534775.322334 + Penalty 2997.847012 = -531777.475322 nChanged 18 SP:Iteration 26Q (2506.660504 sec): 3 clusters Score: Raw -534778.625554 + Penalty 2997.847012 = -531780.778542 nChanged 18 SP:Iteration 27Q (2506.725208 sec): 3 clusters Score: Raw -534782.040087 + Penalty 2997.847012 = -531784.193075 nChanged 24 SP:Iteration 28Q (2506.781824 sec): 3 clusters Score: Raw -534786.143894 + Penalty 2997.847012 = -531788.296882 nChanged 21 SP:Iteration 29Q (2506.848844 sec): 3 clusters Score: Raw -534789.920711 + Penalty 2997.847012 = -531792.073698 nChanged 28 SP:Iteration 30Q (2506.898175 sec): 3 clusters Score: Raw -534794.900529 + Penalty 2997.847012 = -531797.053516 nChanged 30 SP:Iteration 31Q (2506.966105 sec): 3 clusters Score: Raw -534800.023305 + Penalty 2997.847012 = -531802.176293 nChanged 27 SP:Iteration 32Q (2507.019922 sec): 3 clusters Score: Raw -534804.829638 + Penalty 2997.847012 = -531806.982626 nChanged 30 SP:Iteration 33Q (2507.081435 sec): 3 clusters Score: Raw -534811.489871 + Penalty 2997.847012 = -531813.642859 nChanged 36 SP:Iteration 34Q (2507.149199 sec): 3 clusters Score: Raw -534820.080153 + Penalty 2997.847012 = -531822.233141 nChanged 41 SP:Iteration 35Q (2507.208033 sec): 3 clusters Score: Raw -534829.597190 + Penalty 2997.847012 = -531831.750178 nChanged 36 SP:Iteration 36Q (2507.270739 sec): 3 clusters Score: Raw -534838.229022 + Penalty 2997.847012 = -531840.382010 nChanged 35 SP:Iteration 37Q (2507.333465 sec): 3 clusters Score: Raw -534844.542250 + Penalty 2997.847012 = -531846.695237 nChanged 33 SP:Iteration 38Q (2507.397110 sec): 3 clusters Score: Raw -534851.559057 + Penalty 2997.847012 = -531853.712045 nChanged 34 SP:Iteration 39Q (2507.453020 sec): 3 clusters Score: Raw -534862.048557 + Penalty 2997.847012 = -531864.201545 nChanged 44 SP:Iteration 40F (2507.506024 sec): 3 clusters Score: Raw -534874.601350 + Penalty 2997.847012 = -531876.754338 nChanged 40 SP:Iteration 41Q (2507.576559 sec): 3 clusters Score: Raw -534883.450933 + Penalty 2997.847012 = -531885.603921 nChanged 40 SP:Iteration 42Q (2507.634342 sec): 3 clusters Score: Raw -534891.315635 + Penalty 2997.847012 = -531893.468623 nChanged 34 SP:Iteration 43Q (2507.696928 sec): 3 clusters Score: Raw -534899.112266 + Penalty 2997.847012 = -531901.265254 nChanged 38 SP:Iteration 44Q (2507.764352 sec): 3 clusters Score: Raw -534907.312961 + Penalty 2997.847012 = -531909.465948 nChanged 30 SP:Iteration 45Q (2507.815887 sec): 3 clusters Score: Raw -534914.002729 + Penalty 2997.847012 = -531916.155717 nChanged 31 SP:Iteration 46Q (2507.883737 sec): 3 clusters Score: Raw -534922.807911 + Penalty 2997.847012 = -531924.960899 nChanged 38 SP:Iteration 47Q (2507.951839 sec): 3 clusters Score: Raw -534932.297665 + Penalty 2997.847012 = -531934.450653 nChanged 41 SP:Iteration 48Q (2508.014353 sec): 3 clusters Score: Raw -534940.583730 + Penalty 2997.847012 = -531942.736718 nChanged 40 SP:Iteration 49Q (2508.074476 sec): 3 clusters Score: Raw -534950.373820 + Penalty 2997.847012 = -531952.526808 nChanged 41 SP:Iteration 50Q (2508.133310 sec): 3 clusters Score: Raw -534959.742420 + Penalty 2997.847012 = -531961.895408 nChanged 42 SP:Iteration 51Q (2508.191742 sec): 3 clusters Score: Raw -534968.794151 + Penalty 2997.847012 = -531970.947139 nChanged 41 SP:Iteration 52Q (2508.251854 sec): 3 clusters Score: Raw -534978.272566 + Penalty 2997.847012 = -531980.425553 nChanged 44 SP:Iteration 53Q (2508.315259 sec): 3 clusters Score: Raw -534989.131488 + Penalty 2997.847012 = -531991.284476 nChanged 53 SP:Iteration 54Q (2508.371980 sec): 3 clusters Score: Raw -535005.176361 + Penalty 2997.847012 = -532007.329349 nChanged 56 SP:Iteration 55Q (2508.439857 sec): 3 clusters Score: Raw -535024.763343 + Penalty 2997.847012 = -532026.916331 nChanged 52 SP:Iteration 56Q (2508.497698 sec): 3 clusters Score: Raw -535039.734923 + Penalty 2997.847012 = -532041.887911 nChanged 54 SP:Iteration 57Q (2508.564126 sec): 3 clusters Score: Raw -535054.056180 + Penalty 2997.847012 = -532056.209168 nChanged 38 SP:Iteration 58Q (2508.613953 sec): 3 clusters Score: Raw -535062.636912 + Penalty 2997.847012 = -532064.789900 nChanged 36 SP:Iteration 59Q (2508.673847 sec): 3 clusters Score: Raw -535069.600835 + Penalty 2997.847012 = -532071.753823 nChanged 30 SP:Iteration 60F (2508.739715 sec): 3 clusters Score: Raw -535076.385155 + Penalty 2997.847012 = -532078.538143 nChanged 39 SP:Iteration 61Q (2508.805658 sec): 3 clusters Score: Raw -535086.245282 + Penalty 2997.847012 = -532088.398269 nChanged 34 SP:Iteration 62Q (2508.860046 sec): 3 clusters Score: Raw -535094.264859 + Penalty 2997.847012 = -532096.417847 nChanged 28 SP:Iteration 63Q (2508.925821 sec): 3 clusters Score: Raw -535100.016835 + Penalty 2997.847012 = -532102.169823 nChanged 23 SP:Iteration 64Q (2508.989703 sec): 3 clusters Score: Raw -535103.634804 + Penalty 2997.847012 = -532105.787792 nChanged 17 SP:Iteration 65Q (2509.039216 sec): 3 clusters Score: Raw -535105.696371 + Penalty 2997.847012 = -532107.849359 nChanged 11 SP:Iteration 66Q (2509.104419 sec): 3 clusters Score: Raw -535106.850996 + Penalty 2997.847012 = -532109.003984 nChanged 11 SP:Iteration 67Q (2509.162067 sec): 3 clusters Score: Raw -535108.346286 + Penalty 2997.847012 = -532110.499274 nChanged 12 SP:Iteration 68Q (2509.219724 sec): 3 clusters Score: Raw -535110.108383 + Penalty 2997.847012 = -532112.261371 nChanged 19 SP:Iteration 69Q (2509.276812 sec): 3 clusters Score: Raw -535113.367843 + Penalty 2997.847012 = -532115.520830 nChanged 23 SP:Iteration 70Q (2509.336652 sec): 3 clusters Score: Raw -535116.793114 + Penalty 2997.847012 = -532118.946102 nChanged 13 SP:Iteration 71Q (2509.400557 sec): 3 clusters Score: Raw -535118.396860 + Penalty 2997.847012 = -532120.549847 nChanged 17 SP:Iteration 72Q (2509.463450 sec): 3 clusters Score: Raw -535120.445769 + Penalty 2997.847012 = -532122.598756 nChanged 15 SP:Iteration 73Q (2509.524656 sec): 3 clusters Score: Raw -535121.809333 + Penalty 2997.847012 = -532123.962321 nChanged 11 SP:Iteration 74Q (2509.583686 sec): 3 clusters Score: Raw -535122.770902 + Penalty 2997.847012 = -532124.923890 nChanged 6 SP:Iteration 75Q (2509.646582 sec): 3 clusters Score: Raw -535123.848790 + Penalty 2997.847012 = -532126.001778 nChanged 8 SP:Iteration 76Q (2509.707477 sec): 3 clusters Score: Raw -535124.696413 + Penalty 2997.847012 = -532126.849401 nChanged 7 SP:Iteration 77Q (2509.779186 sec): 3 clusters Score: Raw -535125.251802 + Penalty 2997.847012 = -532127.404790 nChanged 4 SP:Iteration 78Q (2509.832972 sec): 3 clusters Score: Raw -535125.513225 + Penalty 2997.847012 = -532127.666213 nChanged 3 SP:Iteration 79Q (2509.896983 sec): 3 clusters Score: Raw -535125.728200 + Penalty 2997.847012 = -532127.881188 nChanged 4 SP:Iteration 80F (2509.964039 sec): 3 clusters Score: Raw -535126.039121 + Penalty 2997.847012 = -532128.192109 nChanged 2 SP:Iteration 81Q (2510.020231 sec): 3 clusters Score: Raw -535126.120202 + Penalty 2997.847012 = -532128.273189 nChanged 1 SP:Iteration 82Q (2510.085678 sec): 3 clusters Score: Raw -535126.229843 + Penalty 2997.847012 = -532128.382831 nChanged 0 SP:Iteration 83F (2510.145197 sec): 3 clusters Score: Raw -535126.229843 + Penalty 2997.847012 = -532128.382831 nChanged 0 Trying to split cluster 4 (8528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2510.187286 sec): 2 clusters Score: Raw -464740.441482 + Penalty 1470.805399 = -463269.636083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2510.245969 sec): 3 clusters Score: Raw -460086.816009 + Penalty 2941.610798 = -457145.205211 nChanged 3599 SP:Iteration 1F (2510.299924 sec): 3 clusters Score: Raw -462203.796191 + Penalty 2941.610798 = -459262.185393 nChanged 633 SP:Iteration 2F (2510.373001 sec): 3 clusters Score: Raw -462710.776697 + Penalty 2941.610798 = -459769.165900 nChanged 679 SP:Iteration 3F (2510.420859 sec): 3 clusters Score: Raw -463396.918349 + Penalty 2941.610798 = -460455.307551 nChanged 722 SP:Iteration 4F (2510.482704 sec): 3 clusters Score: Raw -464102.195239 + Penalty 2941.610798 = -461160.584441 nChanged 664 SP:Iteration 5F (2510.541563 sec): 3 clusters Score: Raw -464748.417410 + Penalty 2941.610798 = -461806.806612 nChanged 519 SP:Iteration 6F (2510.601113 sec): 3 clusters Score: Raw -465175.780828 + Penalty 2941.610798 = -462234.170031 nChanged 378 SP:Iteration 7Q (2510.668876 sec): 3 clusters Score: Raw -465446.657342 + Penalty 2941.610798 = -462505.046545 nChanged 269 SP:Iteration 8Q (2510.723625 sec): 3 clusters Score: Raw -465626.926262 + Penalty 2941.610798 = -462685.315465 nChanged 205 SP:Iteration 9Q (2510.774568 sec): 3 clusters Score: Raw -465726.637314 + Penalty 2941.610798 = -462785.026517 nChanged 129 SP:Iteration 10Q (2510.835714 sec): 3 clusters Score: Raw -465792.455033 + Penalty 2941.610798 = -462850.844235 nChanged 105 SP:Iteration 11Q (2510.885197 sec): 3 clusters Score: Raw -465852.365224 + Penalty 2941.610798 = -462910.754426 nChanged 103 SP:Iteration 12Q (2510.951668 sec): 3 clusters Score: Raw -465906.213751 + Penalty 2941.610798 = -462964.602953 nChanged 101 SP:Iteration 13Q (2511.000831 sec): 3 clusters Score: Raw -465951.967041 + Penalty 2941.610798 = -463010.356243 nChanged 70 SP:Iteration 14Q (2511.061062 sec): 3 clusters Score: Raw -465978.734668 + Penalty 2941.610798 = -463037.123870 nChanged 70 SP:Iteration 15Q (2511.123603 sec): 3 clusters Score: Raw -466002.876497 + Penalty 2941.610798 = -463061.265699 nChanged 66 SP:Iteration 16Q (2511.182642 sec): 3 clusters Score: Raw -466022.038965 + Penalty 2941.610798 = -463080.428167 nChanged 51 SP:Iteration 17Q (2511.238966 sec): 3 clusters Score: Raw -466036.899150 + Penalty 2941.610798 = -463095.288353 nChanged 37 SP:Iteration 18Q (2511.308889 sec): 3 clusters Score: Raw -466047.315349 + Penalty 2941.610798 = -463105.704551 nChanged 37 SP:Iteration 19Q (2511.363248 sec): 3 clusters Score: Raw -466057.348235 + Penalty 2941.610798 = -463115.737437 nChanged 30 SP:Iteration 20F (2511.415491 sec): 3 clusters Score: Raw -466064.849978 + Penalty 2941.610798 = -463123.239181 nChanged 26 SP:Iteration 21Q (2511.474905 sec): 3 clusters Score: Raw -466072.141830 + Penalty 2941.610798 = -463130.531033 nChanged 26 SP:Iteration 22Q (2511.533514 sec): 3 clusters Score: Raw -466081.364673 + Penalty 2941.610798 = -463139.753875 nChanged 27 SP:Iteration 23Q (2511.594146 sec): 3 clusters Score: Raw -466091.523114 + Penalty 2941.610798 = -463149.912316 nChanged 29 SP:Iteration 24Q (2511.652002 sec): 3 clusters Score: Raw -466104.613977 + Penalty 2941.610798 = -463163.003179 nChanged 28 SP:Iteration 25Q (2511.702781 sec): 3 clusters Score: Raw -466113.682224 + Penalty 2941.610798 = -463172.071426 nChanged 19 SP:Iteration 26Q (2511.773176 sec): 3 clusters Score: Raw -466118.605400 + Penalty 2941.610798 = -463176.994602 nChanged 25 SP:Iteration 27Q (2511.831982 sec): 3 clusters Score: Raw -466123.015047 + Penalty 2941.610798 = -463181.404249 nChanged 12 SP:Iteration 28Q (2511.878524 sec): 3 clusters Score: Raw -466124.816052 + Penalty 2941.610798 = -463183.205255 nChanged 10 SP:Iteration 29Q (2511.938571 sec): 3 clusters Score: Raw -466126.192939 + Penalty 2941.610798 = -463184.582141 nChanged 8 SP:Iteration 30Q (2511.991477 sec): 3 clusters Score: Raw -466128.056196 + Penalty 2941.610798 = -463186.445398 nChanged 11 SP:Iteration 31Q (2512.047528 sec): 3 clusters Score: Raw -466129.858638 + Penalty 2941.610798 = -463188.247840 nChanged 6 SP:Iteration 32Q (2512.114862 sec): 3 clusters Score: Raw -466130.440734 + Penalty 2941.610798 = -463188.829936 nChanged 5 SP:Iteration 33Q (2512.178678 sec): 3 clusters Score: Raw -466130.816927 + Penalty 2941.610798 = -463189.206130 nChanged 3 SP:Iteration 34Q (2512.227497 sec): 3 clusters Score: Raw -466131.390103 + Penalty 2941.610798 = -463189.779306 nChanged 3 SP:Iteration 35Q (2512.288462 sec): 3 clusters Score: Raw -466131.624983 + Penalty 2941.610798 = -463190.014186 nChanged 1 SP:Iteration 36Q (2512.353591 sec): 3 clusters Score: Raw -466132.104040 + Penalty 2941.610798 = -463190.493242 nChanged 1 SP:Iteration 37Q (2512.405251 sec): 3 clusters Score: Raw -466132.170658 + Penalty 2941.610798 = -463190.559861 nChanged 0 SP:Iteration 38F (2512.466475 sec): 3 clusters Score: Raw -466132.170658 + Penalty 2941.610798 = -463190.559861 nChanged 0 Trying to split cluster 5 (1426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2512.496954 sec): 2 clusters Score: Raw -46448.950852 + Penalty 1180.177148 = -45268.773705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2512.540933 sec): 3 clusters Score: Raw -46003.502238 + Penalty 2360.354295 = -43643.147943 nChanged 481 SP:Iteration 1F (2512.591661 sec): 3 clusters Score: Raw -46694.897991 + Penalty 2360.354295 = -44334.543696 nChanged 168 SP:Iteration 2F (2512.638848 sec): 3 clusters Score: Raw -46952.111261 + Penalty 2360.354295 = -44591.756966 nChanged 107 SP:Iteration 3F (2512.689786 sec): 3 clusters Score: Raw -47116.392264 + Penalty 2360.354295 = -44756.037969 nChanged 72 SP:Iteration 4F (2512.733262 sec): 3 clusters Score: Raw -47270.665728 + Penalty 2360.354295 = -44910.311433 nChanged 61 SP:Iteration 5Q (2512.783556 sec): 3 clusters Score: Raw -47378.394072 + Penalty 2360.354295 = -45018.039776 nChanged 45 SP:Iteration 6Q (2512.820928 sec): 3 clusters Score: Raw -47451.188552 + Penalty 2360.354295 = -45090.834256 nChanged 28 SP:Iteration 7Q (2512.869304 sec): 3 clusters Score: Raw -47489.434874 + Penalty 2360.354295 = -45129.080579 nChanged 28 SP:Iteration 8Q (2512.921902 sec): 3 clusters Score: Raw -47537.339388 + Penalty 2360.354295 = -45176.985092 nChanged 27 SP:Iteration 9Q (2512.957644 sec): 3 clusters Score: Raw -47575.516975 + Penalty 2360.354295 = -45215.162679 nChanged 22 SP:Iteration 10Q (2513.012031 sec): 3 clusters Score: Raw -47607.528778 + Penalty 2360.354295 = -45247.174483 nChanged 17 SP:Iteration 11Q (2513.058192 sec): 3 clusters Score: Raw -47623.918807 + Penalty 2360.354295 = -45263.564512 nChanged 7 SP:Iteration 12Q (2513.093952 sec): 3 clusters Score: Raw -47630.970571 + Penalty 2360.354295 = -45270.616276 nChanged 6 SP:Iteration 13Q (2513.140585 sec): 3 clusters Score: Raw -47635.170995 + Penalty 2360.354295 = -45274.816700 nChanged 3 SP:Iteration 14Q (2513.195432 sec): 3 clusters Score: Raw -47636.832613 + Penalty 2360.354295 = -45276.478318 nChanged 4 SP:Iteration 15Q (2513.237597 sec): 3 clusters Score: Raw -47640.505469 + Penalty 2360.354295 = -45280.151174 nChanged 6 SP:Iteration 16Q (2513.281993 sec): 3 clusters Score: Raw -47648.243808 + Penalty 2360.354295 = -45287.889513 nChanged 8 SP:Iteration 17Q (2513.337822 sec): 3 clusters Score: Raw -47665.457394 + Penalty 2360.354295 = -45305.103099 nChanged 10 SP:Iteration 18Q (2513.382694 sec): 3 clusters Score: Raw -47675.660792 + Penalty 2360.354295 = -45315.306497 nChanged 4 SP:Iteration 19Q (2513.419630 sec): 3 clusters Score: Raw -47679.347581 + Penalty 2360.354295 = -45318.993286 nChanged 5 SP:Iteration 20F (2513.471456 sec): 3 clusters Score: Raw -47686.563933 + Penalty 2360.354295 = -45326.209637 nChanged 7 SP:Iteration 21Q (2513.513842 sec): 3 clusters Score: Raw -47702.520960 + Penalty 2360.354295 = -45342.166664 nChanged 13 SP:Iteration 22Q (2513.558044 sec): 3 clusters Score: Raw -47732.283773 + Penalty 2360.354295 = -45371.929478 nChanged 21 SP:Iteration 23Q (2513.608199 sec): 3 clusters Score: Raw -47763.510212 + Penalty 2360.354295 = -45403.155917 nChanged 21 SP:Iteration 24Q (2513.662213 sec): 3 clusters Score: Raw -47803.721079 + Penalty 2360.354295 = -45443.366784 nChanged 24 SP:Iteration 25Q (2513.702479 sec): 3 clusters Score: Raw -47859.662782 + Penalty 2360.354295 = -45499.308487 nChanged 24 SP:Iteration 26Q (2513.749381 sec): 3 clusters Score: Raw -47925.967265 + Penalty 2360.354295 = -45565.612970 nChanged 17 SP:Iteration 27Q (2513.798179 sec): 3 clusters Score: Raw -47963.939178 + Penalty 2360.354295 = -45603.584883 nChanged 16 SP:Iteration 28Q (2513.844036 sec): 3 clusters Score: Raw -48000.900162 + Penalty 2360.354295 = -45640.545867 nChanged 17 SP:Iteration 29Q (2513.888176 sec): 3 clusters Score: Raw -48023.944639 + Penalty 2360.354295 = -45663.590344 nChanged 9 SP:Iteration 30Q (2513.931700 sec): 3 clusters Score: Raw -48029.830773 + Penalty 2360.354295 = -45669.476478 nChanged 3 SP:Iteration 31Q (2513.982898 sec): 3 clusters Score: Raw -48032.327083 + Penalty 2360.354295 = -45671.972787 nChanged 1 SP:Iteration 32Q (2514.027389 sec): 3 clusters Score: Raw -48032.984278 + Penalty 2360.354295 = -45672.629982 nChanged 1 SP:Iteration 33Q (2514.065549 sec): 3 clusters Score: Raw -48034.868285 + Penalty 2360.354295 = -45674.513990 nChanged 0 SP:Iteration 34F (2514.114156 sec): 3 clusters Score: Raw -48034.868285 + Penalty 2360.354295 = -45674.513990 nChanged 0 Score: Raw -12078878.610625 + Penalty 88719.249868 = -11990159.360757 Splitting cluster 5 changes total score from -11990589.789912 to -11990159.360757 So it's not getting split. Trying to split cluster 6 (2688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2521.164781 sec): 2 clusters Score: Raw -143592.220145 + Penalty 1283.189814 = -142309.030331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2521.203532 sec): 3 clusters Score: Raw -142362.770825 + Penalty 2566.379628 = -139796.391197 nChanged 997 SP:Iteration 1F (2521.250389 sec): 3 clusters Score: Raw -142966.116509 + Penalty 2566.379628 = -140399.736881 nChanged 211 SP:Iteration 2F (2521.300190 sec): 3 clusters Score: Raw -143095.856535 + Penalty 2566.379628 = -140529.476907 nChanged 130 SP:Iteration 3Q (2521.360679 sec): 3 clusters Score: Raw -143179.556697 + Penalty 2566.379628 = -140613.177069 nChanged 102 SP:Iteration 4Q (2521.401274 sec): 3 clusters Score: Raw -143252.392936 + Penalty 2566.379628 = -140686.013308 nChanged 96 SP:Iteration 5Q (2521.451702 sec): 3 clusters Score: Raw -143317.076585 + Penalty 2566.379628 = -140750.696957 nChanged 83 SP:Iteration 6Q (2521.512100 sec): 3 clusters Score: Raw -143371.506750 + Penalty 2566.379628 = -140805.127122 nChanged 71 SP:Iteration 7Q (2521.551559 sec): 3 clusters Score: Raw -143415.014951 + Penalty 2566.379628 = -140848.635323 nChanged 68 SP:Iteration 8Q (2521.600691 sec): 3 clusters Score: Raw -143456.837773 + Penalty 2566.379628 = -140890.458145 nChanged 65 SP:Iteration 9Q (2521.660415 sec): 3 clusters Score: Raw -143497.626822 + Penalty 2566.379628 = -140931.247194 nChanged 62 SP:Iteration 10Q (2521.700916 sec): 3 clusters Score: Raw -143544.653581 + Penalty 2566.379628 = -140978.273953 nChanged 75 SP:Iteration 11Q (2521.753507 sec): 3 clusters Score: Raw -143604.540843 + Penalty 2566.379628 = -141038.161215 nChanged 66 SP:Iteration 12Q (2521.802352 sec): 3 clusters Score: Raw -143653.295881 + Penalty 2566.379628 = -141086.916253 nChanged 69 SP:Iteration 13Q (2521.852045 sec): 3 clusters Score: Raw -143718.089042 + Penalty 2566.379628 = -141151.709414 nChanged 65 SP:Iteration 14Q (2521.904912 sec): 3 clusters Score: Raw -143769.687864 + Penalty 2566.379628 = -141203.308236 nChanged 63 SP:Iteration 15Q (2521.952969 sec): 3 clusters Score: Raw -143822.202672 + Penalty 2566.379628 = -141255.823044 nChanged 56 SP:Iteration 16Q (2522.005109 sec): 3 clusters Score: Raw -143882.638542 + Penalty 2566.379628 = -141316.258914 nChanged 60 SP:Iteration 17Q (2522.053157 sec): 3 clusters Score: Raw -143955.462992 + Penalty 2566.379628 = -141389.083364 nChanged 79 SP:Iteration 18Q (2522.091865 sec): 3 clusters Score: Raw -144055.362523 + Penalty 2566.379628 = -141488.982895 nChanged 94 SP:Iteration 19Q (2522.149276 sec): 3 clusters Score: Raw -144203.327406 + Penalty 2566.379628 = -141636.947778 nChanged 102 SP:Iteration 20F (2522.196479 sec): 3 clusters Score: Raw -144437.341629 + Penalty 2566.379628 = -141870.962001 nChanged 92 SP:Iteration 21Q (2522.239936 sec): 3 clusters Score: Raw -144588.240759 + Penalty 2566.379628 = -142021.861131 nChanged 52 SP:Iteration 22Q (2522.289816 sec): 3 clusters Score: Raw -144639.266338 + Penalty 2566.379628 = -142072.886710 nChanged 25 SP:Iteration 23Q (2522.335413 sec): 3 clusters Score: Raw -144662.747080 + Penalty 2566.379628 = -142096.367452 nChanged 17 SP:Iteration 24Q (2522.387676 sec): 3 clusters Score: Raw -144671.918992 + Penalty 2566.379628 = -142105.539363 nChanged 11 SP:Iteration 25Q (2522.438425 sec): 3 clusters Score: Raw -144681.176068 + Penalty 2566.379628 = -142114.796440 nChanged 6 SP:Iteration 26Q (2522.492923 sec): 3 clusters Score: Raw -144684.458187 + Penalty 2566.379628 = -142118.078559 nChanged 4 SP:Iteration 27Q (2522.543978 sec): 3 clusters Score: Raw -144687.840744 + Penalty 2566.379628 = -142121.461116 nChanged 4 SP:Iteration 28Q (2522.592743 sec): 3 clusters Score: Raw -144689.963452 + Penalty 2566.379628 = -142123.583824 nChanged 2 SP:Iteration 29Q (2522.639569 sec): 3 clusters Score: Raw -144691.063989 + Penalty 2566.379628 = -142124.684361 nChanged 1 SP:Iteration 30Q (2522.675997 sec): 3 clusters Score: Raw -144691.337955 + Penalty 2566.379628 = -142124.958327 nChanged 2 SP:Iteration 31Q (2522.720775 sec): 3 clusters Score: Raw -144692.435736 + Penalty 2566.379628 = -142126.056108 nChanged 2 SP:Iteration 32Q (2522.764529 sec): 3 clusters Score: Raw -144693.597566 + Penalty 2566.379628 = -142127.217938 nChanged 1 SP:Iteration 33Q (2522.823252 sec): 3 clusters Score: Raw -144694.201957 + Penalty 2566.379628 = -142127.822329 nChanged 1 SP:Iteration 34Q (2522.872263 sec): 3 clusters Score: Raw -144694.520145 + Penalty 2566.379628 = -142128.140517 nChanged 0 SP:Iteration 35F (2522.917261 sec): 3 clusters Score: Raw -144694.520145 + Penalty 2566.379628 = -142128.140517 nChanged 0 Trying to split cluster 7 (2068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2522.935994 sec): 2 clusters Score: Raw -89127.591045 + Penalty 1240.579801 = -87887.011244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2522.990434 sec): 3 clusters Score: Raw -88240.168477 + Penalty 2481.159602 = -85759.008876 nChanged 738 SP:Iteration 1F (2523.028776 sec): 3 clusters Score: Raw -88813.896110 + Penalty 2481.159602 = -86332.736508 nChanged 183 SP:Iteration 2F (2523.071038 sec): 3 clusters Score: Raw -88968.550147 + Penalty 2481.159602 = -86487.390546 nChanged 108 SP:Iteration 3F (2523.110533 sec): 3 clusters Score: Raw -89071.525929 + Penalty 2481.159602 = -86590.366328 nChanged 108 SP:Iteration 4F (2523.145316 sec): 3 clusters Score: Raw -89175.804683 + Penalty 2481.159602 = -86694.645081 nChanged 76 SP:Iteration 5Q (2523.190013 sec): 3 clusters Score: Raw -89243.807331 + Penalty 2481.159602 = -86762.647729 nChanged 71 SP:Iteration 6Q (2523.235184 sec): 3 clusters Score: Raw -89291.979772 + Penalty 2481.159602 = -86810.820171 nChanged 43 SP:Iteration 7Q (2523.288575 sec): 3 clusters Score: Raw -89317.914889 + Penalty 2481.159602 = -86836.755288 nChanged 31 SP:Iteration 8Q (2523.333328 sec): 3 clusters Score: Raw -89342.796980 + Penalty 2481.159602 = -86861.637379 nChanged 27 SP:Iteration 9Q (2523.380787 sec): 3 clusters Score: Raw -89359.240475 + Penalty 2481.159602 = -86878.080874 nChanged 22 SP:Iteration 10Q (2523.436043 sec): 3 clusters Score: Raw -89373.309845 + Penalty 2481.159602 = -86892.150243 nChanged 24 SP:Iteration 11Q (2523.475699 sec): 3 clusters Score: Raw -89387.525945 + Penalty 2481.159602 = -86906.366343 nChanged 16 SP:Iteration 12Q (2523.527058 sec): 3 clusters Score: Raw -89398.698655 + Penalty 2481.159602 = -86917.539053 nChanged 17 SP:Iteration 13Q (2523.567827 sec): 3 clusters Score: Raw -89407.181304 + Penalty 2481.159602 = -86926.021702 nChanged 7 SP:Iteration 14Q (2523.622770 sec): 3 clusters Score: Raw -89409.544691 + Penalty 2481.159602 = -86928.385089 nChanged 2 SP:Iteration 15Q (2523.671159 sec): 3 clusters Score: Raw -89410.068144 + Penalty 2481.159602 = -86928.908543 nChanged 2 SP:Iteration 16Q (2523.717771 sec): 3 clusters Score: Raw -89411.273383 + Penalty 2481.159602 = -86930.113781 nChanged 2 SP:Iteration 17Q (2523.757173 sec): 3 clusters Score: Raw -89412.101210 + Penalty 2481.159602 = -86930.941608 nChanged 1 SP:Iteration 18Q (2523.810541 sec): 3 clusters Score: Raw -89412.433899 + Penalty 2481.159602 = -86931.274298 nChanged 1 SP:Iteration 19Q (2523.853136 sec): 3 clusters Score: Raw -89412.953392 + Penalty 2481.159602 = -86931.793791 nChanged 1 SP:Iteration 20F (2523.903228 sec): 3 clusters Score: Raw -89413.515001 + Penalty 2481.159602 = -86932.355399 nChanged 2 SP:Iteration 21Q (2523.951938 sec): 3 clusters Score: Raw -89415.013368 + Penalty 2481.159602 = -86933.853767 nChanged 3 SP:Iteration 22Q (2523.993082 sec): 3 clusters Score: Raw -89416.829511 + Penalty 2481.159602 = -86935.669909 nChanged 4 SP:Iteration 23Q (2524.039118 sec): 3 clusters Score: Raw -89418.802581 + Penalty 2481.159602 = -86937.642979 nChanged 1 SP:Iteration 24Q (2524.089323 sec): 3 clusters Score: Raw -89419.644603 + Penalty 2481.159602 = -86938.485001 nChanged 1 SP:Iteration 25Q (2524.139144 sec): 3 clusters Score: Raw -89424.428407 + Penalty 2481.159602 = -86943.268806 nChanged 7 SP:Iteration 26Q (2524.184477 sec): 3 clusters Score: Raw -89434.109820 + Penalty 2481.159602 = -86952.950219 nChanged 6 SP:Iteration 27Q (2524.230433 sec): 3 clusters Score: Raw -89440.203712 + Penalty 2481.159602 = -86959.044111 nChanged 7 SP:Iteration 28Q (2524.275016 sec): 3 clusters Score: Raw -89451.226065 + Penalty 2481.159602 = -86970.066464 nChanged 13 SP:Iteration 29Q (2524.313056 sec): 3 clusters Score: Raw -89460.090943 + Penalty 2481.159602 = -86978.931341 nChanged 13 SP:Iteration 30Q (2524.364430 sec): 3 clusters Score: Raw -89470.878381 + Penalty 2481.159602 = -86989.718779 nChanged 14 SP:Iteration 31Q (2524.408472 sec): 3 clusters Score: Raw -89479.382445 + Penalty 2481.159602 = -86998.222843 nChanged 13 SP:Iteration 32Q (2524.463670 sec): 3 clusters Score: Raw -89490.569613 + Penalty 2481.159602 = -87009.410011 nChanged 17 SP:Iteration 33Q (2524.507772 sec): 3 clusters Score: Raw -89502.843400 + Penalty 2481.159602 = -87021.683799 nChanged 16 SP:Iteration 34Q (2524.560331 sec): 3 clusters Score: Raw -89513.615643 + Penalty 2481.159602 = -87032.456042 nChanged 23 SP:Iteration 35Q (2524.604584 sec): 3 clusters Score: Raw -89530.806467 + Penalty 2481.159602 = -87049.646866 nChanged 20 SP:Iteration 36Q (2524.658381 sec): 3 clusters Score: Raw -89544.657620 + Penalty 2481.159602 = -87063.498018 nChanged 13 SP:Iteration 37Q (2524.697813 sec): 3 clusters Score: Raw -89555.220735 + Penalty 2481.159602 = -87074.061133 nChanged 15 SP:Iteration 38Q (2524.753484 sec): 3 clusters Score: Raw -89567.145905 + Penalty 2481.159602 = -87085.986303 nChanged 12 SP:Iteration 39Q (2524.799111 sec): 3 clusters Score: Raw -89572.453022 + Penalty 2481.159602 = -87091.293421 nChanged 4 SP:Iteration 40F (2524.848281 sec): 3 clusters Score: Raw -89574.210650 + Penalty 2481.159602 = -87093.051049 nChanged 9 SP:Iteration 41Q (2524.898096 sec): 3 clusters Score: Raw -89579.192829 + Penalty 2481.159602 = -87098.033227 nChanged 7 SP:Iteration 42Q (2524.941044 sec): 3 clusters Score: Raw -89583.509723 + Penalty 2481.159602 = -87102.350122 nChanged 9 SP:Iteration 43Q (2524.980787 sec): 3 clusters Score: Raw -89587.397014 + Penalty 2481.159602 = -87106.237413 nChanged 4 SP:Iteration 44Q (2525.028933 sec): 3 clusters Score: Raw -89590.179134 + Penalty 2481.159602 = -87109.019533 nChanged 6 SP:Iteration 45Q (2525.074914 sec): 3 clusters Score: Raw -89595.211944 + Penalty 2481.159602 = -87114.052342 nChanged 9 SP:Iteration 46Q (2525.121546 sec): 3 clusters Score: Raw -89601.437162 + Penalty 2481.159602 = -87120.277560 nChanged 7 SP:Iteration 47Q (2525.168076 sec): 3 clusters Score: Raw -89606.133702 + Penalty 2481.159602 = -87124.974101 nChanged 9 SP:Iteration 48Q (2525.212668 sec): 3 clusters Score: Raw -89613.487756 + Penalty 2481.159602 = -87132.328155 nChanged 14 SP:Iteration 49Q (2525.265690 sec): 3 clusters Score: Raw -89622.740165 + Penalty 2481.159602 = -87141.580564 nChanged 8 SP:Iteration 50Q (2525.306684 sec): 3 clusters Score: Raw -89627.266578 + Penalty 2481.159602 = -87146.106977 nChanged 11 SP:Iteration 51Q (2525.354672 sec): 3 clusters Score: Raw -89634.062438 + Penalty 2481.159602 = -87152.902836 nChanged 3 SP:Iteration 52Q (2525.413802 sec): 3 clusters Score: Raw -89635.838446 + Penalty 2481.159602 = -87154.678845 nChanged 5 SP:Iteration 53Q (2525.450508 sec): 3 clusters Score: Raw -89638.892298 + Penalty 2481.159602 = -87157.732697 nChanged 5 SP:Iteration 54Q (2525.508889 sec): 3 clusters Score: Raw -89642.405991 + Penalty 2481.159602 = -87161.246389 nChanged 10 SP:Iteration 55Q (2525.554598 sec): 3 clusters Score: Raw -89651.120172 + Penalty 2481.159602 = -87169.960570 nChanged 14 SP:Iteration 56Q (2525.596890 sec): 3 clusters Score: Raw -89663.858033 + Penalty 2481.159602 = -87182.698432 nChanged 16 SP:Iteration 57Q (2525.650295 sec): 3 clusters Score: Raw -89675.957256 + Penalty 2481.159602 = -87194.797655 nChanged 26 SP:Iteration 58Q (2525.697801 sec): 3 clusters Score: Raw -89695.952398 + Penalty 2481.159602 = -87214.792796 nChanged 19 SP:Iteration 59Q (2525.745996 sec): 3 clusters Score: Raw -89715.784018 + Penalty 2481.159602 = -87234.624416 nChanged 23 SP:Iteration 60F (2525.799993 sec): 3 clusters Score: Raw -89737.849500 + Penalty 2481.159602 = -87256.689898 nChanged 19 SP:Iteration 61Q (2525.850558 sec): 3 clusters Score: Raw -89751.499765 + Penalty 2481.159602 = -87270.340163 nChanged 10 SP:Iteration 62Q (2525.885328 sec): 3 clusters Score: Raw -89755.694780 + Penalty 2481.159602 = -87274.535179 nChanged 5 SP:Iteration 63Q (2525.930765 sec): 3 clusters Score: Raw -89758.864780 + Penalty 2481.159602 = -87277.705178 nChanged 6 SP:Iteration 64Q (2525.990552 sec): 3 clusters Score: Raw -89763.505495 + Penalty 2481.159602 = -87282.345893 nChanged 7 SP:Iteration 65Q (2526.043233 sec): 3 clusters Score: Raw -89766.408638 + Penalty 2481.159602 = -87285.249037 nChanged 5 SP:Iteration 66Q (2526.076358 sec): 3 clusters Score: Raw -89772.258930 + Penalty 2481.159602 = -87291.099329 nChanged 8 SP:Iteration 67Q (2526.123378 sec): 3 clusters Score: Raw -89780.448159 + Penalty 2481.159602 = -87299.288558 nChanged 9 SP:Iteration 68Q (2526.178042 sec): 3 clusters Score: Raw -89787.826855 + Penalty 2481.159602 = -87306.667254 nChanged 9 SP:Iteration 69Q (2526.221779 sec): 3 clusters Score: Raw -89796.025718 + Penalty 2481.159602 = -87314.866117 nChanged 12 SP:Iteration 70Q (2526.269059 sec): 3 clusters Score: Raw -89805.187963 + Penalty 2481.159602 = -87324.028362 nChanged 8 SP:Iteration 71Q (2526.315734 sec): 3 clusters Score: Raw -89809.702991 + Penalty 2481.159602 = -87328.543390 nChanged 6 SP:Iteration 72Q (2526.365988 sec): 3 clusters Score: Raw -89812.881636 + Penalty 2481.159602 = -87331.722034 nChanged 2 SP:Iteration 73Q (2526.405772 sec): 3 clusters Score: Raw -89813.940220 + Penalty 2481.159602 = -87332.780618 nChanged 3 SP:Iteration 74Q (2526.450121 sec): 3 clusters Score: Raw -89816.770447 + Penalty 2481.159602 = -87335.610845 nChanged 6 SP:Iteration 75Q (2526.498108 sec): 3 clusters Score: Raw -89822.602871 + Penalty 2481.159602 = -87341.443270 nChanged 7 SP:Iteration 76Q (2526.544210 sec): 3 clusters Score: Raw -89826.549126 + Penalty 2481.159602 = -87345.389525 nChanged 5 SP:Iteration 77Q (2526.583330 sec): 3 clusters Score: Raw -89829.134278 + Penalty 2481.159602 = -87347.974676 nChanged 3 SP:Iteration 78Q (2526.633330 sec): 3 clusters Score: Raw -89831.406962 + Penalty 2481.159602 = -87350.247360 nChanged 7 SP:Iteration 79Q (2526.677241 sec): 3 clusters Score: Raw -89838.760331 + Penalty 2481.159602 = -87357.600730 nChanged 2 SP:Iteration 80F (2526.724983 sec): 3 clusters Score: Raw -89840.182440 + Penalty 2481.159602 = -87359.022839 nChanged 3 SP:Iteration 81Q (2526.776361 sec): 3 clusters Score: Raw -89841.371023 + Penalty 2481.159602 = -87360.211421 nChanged 5 SP:Iteration 82Q (2526.822005 sec): 3 clusters Score: Raw -89845.342911 + Penalty 2481.159602 = -87364.183309 nChanged 4 SP:Iteration 83Q (2526.871850 sec): 3 clusters Score: Raw -89847.324693 + Penalty 2481.159602 = -87366.165091 nChanged 3 SP:Iteration 84Q (2526.921160 sec): 3 clusters Score: Raw -89848.329481 + Penalty 2481.159602 = -87367.169879 nChanged 1 SP:Iteration 85Q (2526.961373 sec): 3 clusters Score: Raw -89849.133231 + Penalty 2481.159602 = -87367.973629 nChanged 0 SP:Iteration 86F (2527.000756 sec): 3 clusters Score: Raw -89849.133231 + Penalty 2481.159602 = -87367.973629 nChanged 0 Trying to split cluster 8 (3071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2527.028369 sec): 2 clusters Score: Raw -157181.346103 + Penalty 1304.835760 = -155876.510343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2527.080094 sec): 3 clusters Score: Raw -155764.246743 + Penalty 2609.671519 = -153154.575224 nChanged 1169 SP:Iteration 1F (2527.136383 sec): 3 clusters Score: Raw -156554.591331 + Penalty 2609.671519 = -153944.919812 nChanged 289 SP:Iteration 2F (2527.179156 sec): 3 clusters Score: Raw -156795.819392 + Penalty 2609.671519 = -154186.147873 nChanged 213 SP:Iteration 3F (2527.231422 sec): 3 clusters Score: Raw -156995.124868 + Penalty 2609.671519 = -154385.453349 nChanged 179 SP:Iteration 4F (2527.281900 sec): 3 clusters Score: Raw -157148.647483 + Penalty 2609.671519 = -154538.975964 nChanged 142 SP:Iteration 5Q (2527.336853 sec): 3 clusters Score: Raw -157268.437346 + Penalty 2609.671519 = -154658.765827 nChanged 119 SP:Iteration 6Q (2527.375823 sec): 3 clusters Score: Raw -157353.424045 + Penalty 2609.671519 = -154743.752526 nChanged 64 SP:Iteration 7Q (2527.423955 sec): 3 clusters Score: Raw -157387.797927 + Penalty 2609.671519 = -154778.126408 nChanged 45 SP:Iteration 8Q (2527.457371 sec): 3 clusters Score: Raw -157420.609546 + Penalty 2609.671519 = -154810.938027 nChanged 44 SP:Iteration 9Q (2527.504159 sec): 3 clusters Score: Raw -157445.795891 + Penalty 2609.671519 = -154836.124372 nChanged 37 SP:Iteration 10Q (2527.560451 sec): 3 clusters Score: Raw -157467.096749 + Penalty 2609.671519 = -154857.425230 nChanged 26 SP:Iteration 11Q (2527.609687 sec): 3 clusters Score: Raw -157481.838429 + Penalty 2609.671519 = -154872.166910 nChanged 22 SP:Iteration 12Q (2527.654917 sec): 3 clusters Score: Raw -157489.405098 + Penalty 2609.671519 = -154879.733579 nChanged 10 SP:Iteration 13Q (2527.696089 sec): 3 clusters Score: Raw -157493.598346 + Penalty 2609.671519 = -154883.926827 nChanged 9 SP:Iteration 14Q (2527.742442 sec): 3 clusters Score: Raw -157498.189722 + Penalty 2609.671519 = -154888.518203 nChanged 8 SP:Iteration 15Q (2527.793297 sec): 3 clusters Score: Raw -157500.360910 + Penalty 2609.671519 = -154890.689391 nChanged 3 SP:Iteration 16Q (2527.842187 sec): 3 clusters Score: Raw -157501.065432 + Penalty 2609.671519 = -154891.393913 nChanged 0 SP:Iteration 17F (2527.898597 sec): 3 clusters Score: Raw -157501.065432 + Penalty 2609.671519 = -154891.393913 nChanged 0 Trying to split cluster 9 (958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2527.914272 sec): 2 clusters Score: Raw -49252.365183 + Penalty 1115.537764 = -48136.827419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2527.967794 sec): 3 clusters Score: Raw -48961.328815 + Penalty 2231.075528 = -46730.253287 nChanged 287 SP:Iteration 1F (2528.015470 sec): 3 clusters Score: Raw -49248.275307 + Penalty 2231.075528 = -47017.199780 nChanged 89 SP:Iteration 2F (2528.058659 sec): 3 clusters Score: Raw -49386.495895 + Penalty 2231.075528 = -47155.420368 nChanged 71 SP:Iteration 3F (2528.105662 sec): 3 clusters Score: Raw -49575.109316 + Penalty 2231.075528 = -47344.033788 nChanged 77 SP:Iteration 4F (2528.148960 sec): 3 clusters Score: Raw -49774.400595 + Penalty 2231.075528 = -47543.325067 nChanged 68 SP:Iteration 5F (2528.203123 sec): 3 clusters Score: Raw -49973.970132 + Penalty 2231.075528 = -47742.894604 nChanged 57 SP:Iteration 6F (2528.253251 sec): 3 clusters Score: Raw -50135.516499 + Penalty 2231.075528 = -47904.440971 nChanged 31 SP:Iteration 7Q (2528.302960 sec): 3 clusters Score: Raw -50247.280116 + Penalty 2231.075528 = -48016.204588 nChanged 21 SP:Iteration 8Q (2528.351041 sec): 3 clusters Score: Raw -50293.082291 + Penalty 2231.075528 = -48062.006763 nChanged 8 SP:Iteration 9Q (2528.388512 sec): 3 clusters Score: Raw -50306.794922 + Penalty 2231.075528 = -48075.719394 nChanged 6 SP:Iteration 10Q (2528.441527 sec): 3 clusters Score: Raw -50315.155846 + Penalty 2231.075528 = -48084.080318 nChanged 5 SP:Iteration 11Q (2528.478777 sec): 3 clusters Score: Raw -50321.180542 + Penalty 2231.075528 = -48090.105015 nChanged 3 SP:Iteration 12Q (2528.525585 sec): 3 clusters Score: Raw -50323.848212 + Penalty 2231.075528 = -48092.772684 nChanged 0 SP:Iteration 13F (2528.569956 sec): 3 clusters Score: Raw -50323.848212 + Penalty 2231.075528 = -48092.772684 nChanged 0 Trying to split cluster 10 (3790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2528.590820 sec): 2 clusters Score: Raw -208486.386630 + Penalty 1339.019711 = -207147.366919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2528.633000 sec): 3 clusters Score: Raw -206596.229275 + Penalty 2678.039422 = -203918.189853 nChanged 1447 SP:Iteration 1F (2528.686682 sec): 3 clusters Score: Raw -207445.931392 + Penalty 2678.039422 = -204767.891970 nChanged 291 SP:Iteration 2F (2528.736055 sec): 3 clusters Score: Raw -207619.008100 + Penalty 2678.039422 = -204940.968678 nChanged 206 SP:Iteration 3F (2528.794939 sec): 3 clusters Score: Raw -207737.679758 + Penalty 2678.039422 = -205059.640336 nChanged 150 SP:Iteration 4Q (2528.851314 sec): 3 clusters Score: Raw -207813.928145 + Penalty 2678.039422 = -205135.888723 nChanged 132 SP:Iteration 5Q (2528.905716 sec): 3 clusters Score: Raw -207876.574615 + Penalty 2678.039422 = -205198.535193 nChanged 88 SP:Iteration 6Q (2528.946812 sec): 3 clusters Score: Raw -207916.353030 + Penalty 2678.039422 = -205238.313608 nChanged 88 SP:Iteration 7Q (2529.002512 sec): 3 clusters Score: Raw -207961.875349 + Penalty 2678.039422 = -205283.835927 nChanged 76 SP:Iteration 8Q (2529.057520 sec): 3 clusters Score: Raw -207997.226316 + Penalty 2678.039422 = -205319.186894 nChanged 70 SP:Iteration 9Q (2529.106245 sec): 3 clusters Score: Raw -208034.344020 + Penalty 2678.039422 = -205356.304598 nChanged 68 SP:Iteration 10Q (2529.154380 sec): 3 clusters Score: Raw -208065.347574 + Penalty 2678.039422 = -205387.308152 nChanged 48 SP:Iteration 11Q (2529.209191 sec): 3 clusters Score: Raw -208089.079867 + Penalty 2678.039422 = -205411.040445 nChanged 52 SP:Iteration 12Q (2529.263663 sec): 3 clusters Score: Raw -208118.607092 + Penalty 2678.039422 = -205440.567670 nChanged 59 SP:Iteration 13Q (2529.311736 sec): 3 clusters Score: Raw -208151.068391 + Penalty 2678.039422 = -205473.028970 nChanged 55 SP:Iteration 14Q (2529.365051 sec): 3 clusters Score: Raw -208178.320739 + Penalty 2678.039422 = -205500.281317 nChanged 46 SP:Iteration 15Q (2529.404621 sec): 3 clusters Score: Raw -208201.160189 + Penalty 2678.039422 = -205523.120767 nChanged 52 SP:Iteration 16Q (2529.454032 sec): 3 clusters Score: Raw -208223.208081 + Penalty 2678.039422 = -205545.168659 nChanged 43 SP:Iteration 17Q (2529.502458 sec): 3 clusters Score: Raw -208242.312193 + Penalty 2678.039422 = -205564.272772 nChanged 37 SP:Iteration 18Q (2529.551168 sec): 3 clusters Score: Raw -208260.102774 + Penalty 2678.039422 = -205582.063352 nChanged 42 SP:Iteration 19Q (2529.609121 sec): 3 clusters Score: Raw -208278.882469 + Penalty 2678.039422 = -205600.843047 nChanged 46 SP:Iteration 20F (2529.657022 sec): 3 clusters Score: Raw -208297.059867 + Penalty 2678.039422 = -205619.020445 nChanged 30 SP:Iteration 21Q (2529.713627 sec): 3 clusters Score: Raw -208310.421202 + Penalty 2678.039422 = -205632.381780 nChanged 21 SP:Iteration 22Q (2529.767762 sec): 3 clusters Score: Raw -208318.100414 + Penalty 2678.039422 = -205640.060992 nChanged 24 SP:Iteration 23Q (2529.815777 sec): 3 clusters Score: Raw -208328.885593 + Penalty 2678.039422 = -205650.846171 nChanged 30 SP:Iteration 24Q (2529.876305 sec): 3 clusters Score: Raw -208340.722289 + Penalty 2678.039422 = -205662.682867 nChanged 25 SP:Iteration 25Q (2529.929696 sec): 3 clusters Score: Raw -208353.305205 + Penalty 2678.039422 = -205675.265784 nChanged 29 SP:Iteration 26Q (2529.978575 sec): 3 clusters Score: Raw -208367.246911 + Penalty 2678.039422 = -205689.207489 nChanged 24 SP:Iteration 27Q (2530.022968 sec): 3 clusters Score: Raw -208375.897347 + Penalty 2678.039422 = -205697.857925 nChanged 19 SP:Iteration 28Q (2530.071404 sec): 3 clusters Score: Raw -208385.759521 + Penalty 2678.039422 = -205707.720099 nChanged 31 SP:Iteration 29Q (2530.128829 sec): 3 clusters Score: Raw -208400.809493 + Penalty 2678.039422 = -205722.770071 nChanged 34 SP:Iteration 30Q (2530.176625 sec): 3 clusters Score: Raw -208417.185708 + Penalty 2678.039422 = -205739.146286 nChanged 26 SP:Iteration 31Q (2530.222150 sec): 3 clusters Score: Raw -208429.062177 + Penalty 2678.039422 = -205751.022755 nChanged 23 SP:Iteration 32Q (2530.279922 sec): 3 clusters Score: Raw -208439.186990 + Penalty 2678.039422 = -205761.147568 nChanged 20 SP:Iteration 33Q (2530.331243 sec): 3 clusters Score: Raw -208449.081824 + Penalty 2678.039422 = -205771.042403 nChanged 20 SP:Iteration 34Q (2530.375470 sec): 3 clusters Score: Raw -208458.556619 + Penalty 2678.039422 = -205780.517197 nChanged 17 SP:Iteration 35Q (2530.436122 sec): 3 clusters Score: Raw -208465.589767 + Penalty 2678.039422 = -205787.550345 nChanged 17 SP:Iteration 36Q (2530.476678 sec): 3 clusters Score: Raw -208473.717655 + Penalty 2678.039422 = -205795.678233 nChanged 19 SP:Iteration 37Q (2530.533977 sec): 3 clusters Score: Raw -208483.902889 + Penalty 2678.039422 = -205805.863467 nChanged 21 SP:Iteration 38Q (2530.580875 sec): 3 clusters Score: Raw -208495.939360 + Penalty 2678.039422 = -205817.899938 nChanged 14 SP:Iteration 39Q (2530.631304 sec): 3 clusters Score: Raw -208500.576753 + Penalty 2678.039422 = -205822.537331 nChanged 9 SP:Iteration 40F (2530.671385 sec): 3 clusters Score: Raw -208505.251187 + Penalty 2678.039422 = -205827.211765 nChanged 14 SP:Iteration 41Q (2530.724068 sec): 3 clusters Score: Raw -208514.046186 + Penalty 2678.039422 = -205836.006765 nChanged 15 SP:Iteration 42Q (2530.777508 sec): 3 clusters Score: Raw -208521.648235 + Penalty 2678.039422 = -205843.608814 nChanged 10 SP:Iteration 43Q (2530.834042 sec): 3 clusters Score: Raw -208527.946822 + Penalty 2678.039422 = -205849.907400 nChanged 8 SP:Iteration 44Q (2530.885078 sec): 3 clusters Score: Raw -208531.868414 + Penalty 2678.039422 = -205853.828992 nChanged 7 SP:Iteration 45Q (2530.932555 sec): 3 clusters Score: Raw -208537.688409 + Penalty 2678.039422 = -205859.648988 nChanged 11 SP:Iteration 46Q (2530.986357 sec): 3 clusters Score: Raw -208544.616780 + Penalty 2678.039422 = -205866.577358 nChanged 10 SP:Iteration 47Q (2531.029027 sec): 3 clusters Score: Raw -208547.834973 + Penalty 2678.039422 = -205869.795551 nChanged 4 SP:Iteration 48Q (2531.078188 sec): 3 clusters Score: Raw -208549.445328 + Penalty 2678.039422 = -205871.405907 nChanged 4 SP:Iteration 49Q (2531.135492 sec): 3 clusters Score: Raw -208551.630350 + Penalty 2678.039422 = -205873.590928 nChanged 6 SP:Iteration 50Q (2531.185506 sec): 3 clusters Score: Raw -208554.296757 + Penalty 2678.039422 = -205876.257335 nChanged 11 SP:Iteration 51Q (2531.232601 sec): 3 clusters Score: Raw -208559.469227 + Penalty 2678.039422 = -205881.429805 nChanged 11 SP:Iteration 52Q (2531.272046 sec): 3 clusters Score: Raw -208564.066770 + Penalty 2678.039422 = -205886.027348 nChanged 10 SP:Iteration 53Q (2531.321136 sec): 3 clusters Score: Raw -208569.565781 + Penalty 2678.039422 = -205891.526359 nChanged 6 SP:Iteration 54Q (2531.375595 sec): 3 clusters Score: Raw -208572.082417 + Penalty 2678.039422 = -205894.042995 nChanged 7 SP:Iteration 55Q (2531.426888 sec): 3 clusters Score: Raw -208575.393648 + Penalty 2678.039422 = -205897.354227 nChanged 6 SP:Iteration 56Q (2531.466348 sec): 3 clusters Score: Raw -208580.479297 + Penalty 2678.039422 = -205902.439875 nChanged 7 SP:Iteration 57Q (2531.512746 sec): 3 clusters Score: Raw -208583.985858 + Penalty 2678.039422 = -205905.946436 nChanged 9 SP:Iteration 58Q (2531.562949 sec): 3 clusters Score: Raw -208588.106600 + Penalty 2678.039422 = -205910.067178 nChanged 8 SP:Iteration 59Q (2531.606547 sec): 3 clusters Score: Raw -208592.103827 + Penalty 2678.039422 = -205914.064405 nChanged 6 SP:Iteration 60F (2531.662190 sec): 3 clusters Score: Raw -208596.279057 + Penalty 2678.039422 = -205918.239635 nChanged 4 SP:Iteration 61Q (2531.718621 sec): 3 clusters Score: Raw -208598.352506 + Penalty 2678.039422 = -205920.313085 nChanged 4 SP:Iteration 62Q (2531.768593 sec): 3 clusters Score: Raw -208599.502106 + Penalty 2678.039422 = -205921.462684 nChanged 2 SP:Iteration 63Q (2531.812312 sec): 3 clusters Score: Raw -208600.389424 + Penalty 2678.039422 = -205922.350002 nChanged 2 SP:Iteration 64Q (2531.870709 sec): 3 clusters Score: Raw -208601.121676 + Penalty 2678.039422 = -205923.082254 nChanged 4 SP:Iteration 65Q (2531.907858 sec): 3 clusters Score: Raw -208604.312717 + Penalty 2678.039422 = -205926.273295 nChanged 2 SP:Iteration 66Q (2531.945120 sec): 3 clusters Score: Raw -208605.512048 + Penalty 2678.039422 = -205927.472626 nChanged 2 SP:Iteration 67Q (2532.002872 sec): 3 clusters Score: Raw -208606.224326 + Penalty 2678.039422 = -205928.184905 nChanged 0 SP:Iteration 68F (2532.051887 sec): 3 clusters Score: Raw -208606.224326 + Penalty 2678.039422 = -205928.184905 nChanged 0 Trying to split cluster 11 (3304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2532.078575 sec): 2 clusters Score: Raw -173945.251776 + Penalty 1316.719484 = -172628.532292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2532.127757 sec): 3 clusters Score: Raw -172349.765821 + Penalty 2633.438969 = -169716.326852 nChanged 1233 SP:Iteration 1F (2532.169082 sec): 3 clusters Score: Raw -173135.908692 + Penalty 2633.438969 = -170502.469723 nChanged 289 SP:Iteration 2F (2532.224661 sec): 3 clusters Score: Raw -173370.017473 + Penalty 2633.438969 = -170736.578504 nChanged 212 SP:Iteration 3F (2532.262256 sec): 3 clusters Score: Raw -173561.573450 + Penalty 2633.438969 = -170928.134481 nChanged 187 SP:Iteration 4F (2532.315706 sec): 3 clusters Score: Raw -173753.051786 + Penalty 2633.438969 = -171119.612818 nChanged 180 SP:Iteration 5F (2532.357250 sec): 3 clusters Score: Raw -173949.533368 + Penalty 2633.438969 = -171316.094400 nChanged 176 SP:Iteration 6F (2532.418260 sec): 3 clusters Score: Raw -174192.070804 + Penalty 2633.438969 = -171558.631836 nChanged 176 SP:Iteration 7F (2532.455077 sec): 3 clusters Score: Raw -174432.770683 + Penalty 2633.438969 = -171799.331714 nChanged 168 SP:Iteration 8F (2532.503905 sec): 3 clusters Score: Raw -174647.204633 + Penalty 2633.438969 = -172013.765664 nChanged 161 SP:Iteration 9Q (2532.563429 sec): 3 clusters Score: Raw -174904.408864 + Penalty 2633.438969 = -172270.969895 nChanged 165 SP:Iteration 10Q (2532.608037 sec): 3 clusters Score: Raw -175226.551014 + Penalty 2633.438969 = -172593.112045 nChanged 132 SP:Iteration 11Q (2532.648240 sec): 3 clusters Score: Raw -175463.178903 + Penalty 2633.438969 = -172829.739935 nChanged 78 SP:Iteration 12Q (2532.698219 sec): 3 clusters Score: Raw -175556.558306 + Penalty 2633.438969 = -172923.119338 nChanged 48 SP:Iteration 13Q (2532.749993 sec): 3 clusters Score: Raw -175596.952957 + Penalty 2633.438969 = -172963.513988 nChanged 22 SP:Iteration 14Q (2532.787370 sec): 3 clusters Score: Raw -175610.205189 + Penalty 2633.438969 = -172976.766220 nChanged 7 SP:Iteration 15Q (2532.844578 sec): 3 clusters Score: Raw -175614.133684 + Penalty 2633.438969 = -172980.694715 nChanged 3 SP:Iteration 16Q (2532.887031 sec): 3 clusters Score: Raw -175614.953010 + Penalty 2633.438969 = -172981.514041 nChanged 2 SP:Iteration 17Q (2532.928273 sec): 3 clusters Score: Raw -175615.486299 + Penalty 2633.438969 = -172982.047331 nChanged 2 SP:Iteration 18Q (2532.975901 sec): 3 clusters Score: Raw -175616.009526 + Penalty 2633.438969 = -172982.570557 nChanged 2 SP:Iteration 19Q (2533.017551 sec): 3 clusters Score: Raw -175616.544665 + Penalty 2633.438969 = -172983.105696 nChanged 0 SP:Iteration 20F (2533.076159 sec): 3 clusters Score: Raw -175616.544665 + Penalty 2633.438969 = -172983.105696 nChanged 0 Score: Raw -12078963.986081 + Penalty 88719.249868 = -11990244.736213 Splitting cluster 11 changes total score from -11990589.789912 to -11990244.736213 So it's not getting split. Trying to split cluster 12 (1623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2540.148697 sec): 2 clusters Score: Raw -81023.652252 + Penalty 1201.205130 = -79822.447122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2540.188470 sec): 3 clusters Score: Raw -80375.574062 + Penalty 2402.410259 = -77973.163803 nChanged 555 SP:Iteration 1F (2540.233861 sec): 3 clusters Score: Raw -80750.888323 + Penalty 2402.410259 = -78348.478064 nChanged 131 SP:Iteration 2F (2540.288407 sec): 3 clusters Score: Raw -80858.375259 + Penalty 2402.410259 = -78455.965000 nChanged 83 SP:Iteration 3F (2540.327059 sec): 3 clusters Score: Raw -80924.886219 + Penalty 2402.410259 = -78522.475959 nChanged 70 SP:Iteration 4Q (2540.385820 sec): 3 clusters Score: Raw -81003.937105 + Penalty 2402.410259 = -78601.526845 nChanged 67 SP:Iteration 5Q (2540.430487 sec): 3 clusters Score: Raw -81071.105084 + Penalty 2402.410259 = -78668.694824 nChanged 54 SP:Iteration 6Q (2540.475435 sec): 3 clusters Score: Raw -81121.991029 + Penalty 2402.410259 = -78719.580769 nChanged 47 SP:Iteration 7Q (2540.519809 sec): 3 clusters Score: Raw -81173.143458 + Penalty 2402.410259 = -78770.733198 nChanged 46 SP:Iteration 8Q (2540.567526 sec): 3 clusters Score: Raw -81216.573877 + Penalty 2402.410259 = -78814.163618 nChanged 32 SP:Iteration 9Q (2540.620458 sec): 3 clusters Score: Raw -81245.662945 + Penalty 2402.410259 = -78843.252685 nChanged 33 SP:Iteration 10Q (2540.666404 sec): 3 clusters Score: Raw -81277.167335 + Penalty 2402.410259 = -78874.757076 nChanged 25 SP:Iteration 11Q (2540.701127 sec): 3 clusters Score: Raw -81298.449116 + Penalty 2402.410259 = -78896.038857 nChanged 21 SP:Iteration 12Q (2540.744415 sec): 3 clusters Score: Raw -81315.969710 + Penalty 2402.410259 = -78913.559451 nChanged 16 SP:Iteration 13Q (2540.784903 sec): 3 clusters Score: Raw -81327.704910 + Penalty 2402.410259 = -78925.294650 nChanged 11 SP:Iteration 14Q (2540.832733 sec): 3 clusters Score: Raw -81338.083609 + Penalty 2402.410259 = -78935.673350 nChanged 13 SP:Iteration 15Q (2540.878268 sec): 3 clusters Score: Raw -81353.862949 + Penalty 2402.410259 = -78951.452690 nChanged 10 SP:Iteration 16Q (2540.922854 sec): 3 clusters Score: Raw -81364.124704 + Penalty 2402.410259 = -78961.714445 nChanged 12 SP:Iteration 17Q (2540.972031 sec): 3 clusters Score: Raw -81375.268429 + Penalty 2402.410259 = -78972.858170 nChanged 9 SP:Iteration 18Q (2541.011550 sec): 3 clusters Score: Raw -81381.363703 + Penalty 2402.410259 = -78978.953444 nChanged 11 SP:Iteration 19Q (2541.066068 sec): 3 clusters Score: Raw -81388.694416 + Penalty 2402.410259 = -78986.284157 nChanged 5 SP:Iteration 20F (2541.114058 sec): 3 clusters Score: Raw -81392.788907 + Penalty 2402.410259 = -78990.378647 nChanged 8 SP:Iteration 21Q (2541.157195 sec): 3 clusters Score: Raw -81397.434630 + Penalty 2402.410259 = -78995.024370 nChanged 5 SP:Iteration 22Q (2541.206918 sec): 3 clusters Score: Raw -81403.198901 + Penalty 2402.410259 = -79000.788642 nChanged 9 SP:Iteration 23Q (2541.256294 sec): 3 clusters Score: Raw -81415.030220 + Penalty 2402.410259 = -79012.619961 nChanged 12 SP:Iteration 24Q (2541.296075 sec): 3 clusters Score: Raw -81424.722214 + Penalty 2402.410259 = -79022.311954 nChanged 11 SP:Iteration 25Q (2541.351667 sec): 3 clusters Score: Raw -81434.845739 + Penalty 2402.410259 = -79032.435479 nChanged 7 SP:Iteration 26Q (2541.392875 sec): 3 clusters Score: Raw -81443.407723 + Penalty 2402.410259 = -79040.997463 nChanged 9 SP:Iteration 27Q (2541.441192 sec): 3 clusters Score: Raw -81450.190629 + Penalty 2402.410259 = -79047.780370 nChanged 5 SP:Iteration 28Q (2541.495921 sec): 3 clusters Score: Raw -81454.367247 + Penalty 2402.410259 = -79051.956987 nChanged 3 SP:Iteration 29Q (2541.543736 sec): 3 clusters Score: Raw -81457.280554 + Penalty 2402.410259 = -79054.870295 nChanged 2 SP:Iteration 30Q (2541.579876 sec): 3 clusters Score: Raw -81459.704376 + Penalty 2402.410259 = -79057.294117 nChanged 2 SP:Iteration 31Q (2541.625888 sec): 3 clusters Score: Raw -81462.539323 + Penalty 2402.410259 = -79060.129064 nChanged 3 SP:Iteration 32Q (2541.675036 sec): 3 clusters Score: Raw -81464.903123 + Penalty 2402.410259 = -79062.492863 nChanged 2 SP:Iteration 33Q (2541.727752 sec): 3 clusters Score: Raw -81467.504195 + Penalty 2402.410259 = -79065.093936 nChanged 2 SP:Iteration 34Q (2541.766221 sec): 3 clusters Score: Raw -81469.158194 + Penalty 2402.410259 = -79066.747935 nChanged 2 SP:Iteration 35Q (2541.821280 sec): 3 clusters Score: Raw -81471.274193 + Penalty 2402.410259 = -79068.863933 nChanged 2 SP:Iteration 36Q (2541.863912 sec): 3 clusters Score: Raw -81472.834920 + Penalty 2402.410259 = -79070.424660 nChanged 2 SP:Iteration 37Q (2541.910076 sec): 3 clusters Score: Raw -81474.568320 + Penalty 2402.410259 = -79072.158061 nChanged 1 SP:Iteration 38Q (2541.957537 sec): 3 clusters Score: Raw -81475.231884 + Penalty 2402.410259 = -79072.821625 nChanged 0 SP:Iteration 39F (2542.002147 sec): 3 clusters Score: Raw -81475.231884 + Penalty 2402.410259 = -79072.821625 nChanged 0 Trying to split cluster 13 (8141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2542.044739 sec): 2 clusters Score: Raw -430101.096237 + Penalty 1463.258599 = -428637.837638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2542.089494 sec): 3 clusters Score: Raw -425579.285702 + Penalty 2926.517198 = -422652.768504 nChanged 3477 SP:Iteration 1F (2542.145701 sec): 3 clusters Score: Raw -427616.181966 + Penalty 2926.517198 = -424689.664768 nChanged 553 SP:Iteration 2F (2542.207423 sec): 3 clusters Score: Raw -427909.159540 + Penalty 2926.517198 = -424982.642342 nChanged 484 SP:Iteration 3F (2542.255891 sec): 3 clusters Score: Raw -428176.801542 + Penalty 2926.517198 = -425250.284344 nChanged 453 SP:Iteration 4F (2542.328807 sec): 3 clusters Score: Raw -428423.276554 + Penalty 2926.517198 = -425496.759356 nChanged 420 SP:Iteration 5F (2542.376129 sec): 3 clusters Score: Raw -428681.894382 + Penalty 2926.517198 = -425755.377184 nChanged 401 SP:Iteration 6Q (2542.444774 sec): 3 clusters Score: Raw -428922.139606 + Penalty 2926.517198 = -425995.622408 nChanged 365 SP:Iteration 7Q (2542.508165 sec): 3 clusters Score: Raw -429170.230447 + Penalty 2926.517198 = -426243.713249 nChanged 344 SP:Iteration 8Q (2542.573590 sec): 3 clusters Score: Raw -429409.026818 + Penalty 2926.517198 = -426482.509620 nChanged 296 SP:Iteration 9Q (2542.623100 sec): 3 clusters Score: Raw -429622.736601 + Penalty 2926.517198 = -426696.219403 nChanged 273 SP:Iteration 10Q (2542.681225 sec): 3 clusters Score: Raw -429817.450128 + Penalty 2926.517198 = -426890.932930 nChanged 217 SP:Iteration 11Q (2542.740034 sec): 3 clusters Score: Raw -429957.374310 + Penalty 2926.517198 = -427030.857112 nChanged 156 SP:Iteration 12Q (2542.799427 sec): 3 clusters Score: Raw -430054.571249 + Penalty 2926.517198 = -427128.054051 nChanged 113 SP:Iteration 13Q (2542.869504 sec): 3 clusters Score: Raw -430128.626752 + Penalty 2926.517198 = -427202.109554 nChanged 80 SP:Iteration 14Q (2542.927378 sec): 3 clusters Score: Raw -430178.624583 + Penalty 2926.517198 = -427252.107385 nChanged 67 SP:Iteration 15Q (2542.972171 sec): 3 clusters Score: Raw -430227.102352 + Penalty 2926.517198 = -427300.585154 nChanged 72 SP:Iteration 16Q (2543.032634 sec): 3 clusters Score: Raw -430272.452052 + Penalty 2926.517198 = -427345.934854 nChanged 49 SP:Iteration 17Q (2543.096269 sec): 3 clusters Score: Raw -430299.541287 + Penalty 2926.517198 = -427373.024089 nChanged 31 SP:Iteration 18Q (2543.156848 sec): 3 clusters Score: Raw -430314.585315 + Penalty 2926.517198 = -427388.068117 nChanged 33 SP:Iteration 19Q (2543.212560 sec): 3 clusters Score: Raw -430329.414184 + Penalty 2926.517198 = -427402.896986 nChanged 27 SP:Iteration 20F (2543.268313 sec): 3 clusters Score: Raw -430342.736491 + Penalty 2926.517198 = -427416.219293 nChanged 26 SP:Iteration 21Q (2543.316328 sec): 3 clusters Score: Raw -430353.925595 + Penalty 2926.517198 = -427427.408397 nChanged 18 SP:Iteration 22Q (2543.367185 sec): 3 clusters Score: Raw -430359.287044 + Penalty 2926.517198 = -427432.769846 nChanged 7 SP:Iteration 23Q (2543.431048 sec): 3 clusters Score: Raw -430361.801019 + Penalty 2926.517198 = -427435.283821 nChanged 11 SP:Iteration 24Q (2543.487731 sec): 3 clusters Score: Raw -430368.085839 + Penalty 2926.517198 = -427441.568641 nChanged 12 SP:Iteration 25Q (2543.536270 sec): 3 clusters Score: Raw -430374.343220 + Penalty 2926.517198 = -427447.826022 nChanged 13 SP:Iteration 26Q (2543.591485 sec): 3 clusters Score: Raw -430381.398188 + Penalty 2926.517198 = -427454.880990 nChanged 16 SP:Iteration 27Q (2543.658135 sec): 3 clusters Score: Raw -430387.028169 + Penalty 2926.517198 = -427460.510971 nChanged 8 SP:Iteration 28Q (2543.714368 sec): 3 clusters Score: Raw -430390.254788 + Penalty 2926.517198 = -427463.737590 nChanged 12 SP:Iteration 29Q (2543.761072 sec): 3 clusters Score: Raw -430395.513414 + Penalty 2926.517198 = -427468.996216 nChanged 9 SP:Iteration 30Q (2543.822850 sec): 3 clusters Score: Raw -430399.959072 + Penalty 2926.517198 = -427473.441874 nChanged 11 SP:Iteration 31Q (2543.879771 sec): 3 clusters Score: Raw -430404.791597 + Penalty 2926.517198 = -427478.274399 nChanged 15 SP:Iteration 32Q (2543.923177 sec): 3 clusters Score: Raw -430411.195061 + Penalty 2926.517198 = -427484.677863 nChanged 8 SP:Iteration 33Q (2543.988074 sec): 3 clusters Score: Raw -430413.506147 + Penalty 2926.517198 = -427486.988949 nChanged 7 SP:Iteration 34Q (2544.040243 sec): 3 clusters Score: Raw -430416.241270 + Penalty 2926.517198 = -427489.724072 nChanged 7 SP:Iteration 35Q (2544.087127 sec): 3 clusters Score: Raw -430419.550521 + Penalty 2926.517198 = -427493.033323 nChanged 6 SP:Iteration 36Q (2544.149981 sec): 3 clusters Score: Raw -430423.405881 + Penalty 2926.517198 = -427496.888683 nChanged 4 SP:Iteration 37Q (2544.211269 sec): 3 clusters Score: Raw -430425.720440 + Penalty 2926.517198 = -427499.203242 nChanged 3 SP:Iteration 38Q (2544.255573 sec): 3 clusters Score: Raw -430426.931817 + Penalty 2926.517198 = -427500.414619 nChanged 1 SP:Iteration 39Q (2544.311830 sec): 3 clusters Score: Raw -430428.113495 + Penalty 2926.517198 = -427501.596297 nChanged 5 SP:Iteration 40F (2544.372816 sec): 3 clusters Score: Raw -430429.500782 + Penalty 2926.517198 = -427502.983584 nChanged 2 SP:Iteration 41Q (2544.426914 sec): 3 clusters Score: Raw -430430.185539 + Penalty 2926.517198 = -427503.668341 nChanged 2 SP:Iteration 42Q (2544.481270 sec): 3 clusters Score: Raw -430430.468536 + Penalty 2926.517198 = -427503.951338 nChanged 0 SP:Iteration 43F (2544.537604 sec): 3 clusters Score: Raw -430430.468536 + Penalty 2926.517198 = -427503.951338 nChanged 0 Trying to split cluster 14 (6219 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2544.569886 sec): 2 clusters Score: Raw -322525.900519 + Penalty 1419.496715 = -321106.403803 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2544.626796 sec): 3 clusters Score: Raw -319196.761067 + Penalty 2838.993430 = -316357.767636 nChanged 2536 SP:Iteration 1F (2544.670783 sec): 3 clusters Score: Raw -320692.105829 + Penalty 2838.993430 = -317853.112399 nChanged 536 SP:Iteration 2F (2544.719508 sec): 3 clusters Score: Raw -321068.251384 + Penalty 2838.993430 = -318229.257954 nChanged 435 SP:Iteration 3F (2544.780178 sec): 3 clusters Score: Raw -321368.183414 + Penalty 2838.993430 = -318529.189984 nChanged 358 SP:Iteration 4F (2544.826716 sec): 3 clusters Score: Raw -321648.069742 + Penalty 2838.993430 = -318809.076312 nChanged 346 SP:Iteration 5F (2544.890642 sec): 3 clusters Score: Raw -321892.302803 + Penalty 2838.993430 = -319053.309373 nChanged 313 SP:Iteration 6F (2544.935238 sec): 3 clusters Score: Raw -322093.030962 + Penalty 2838.993430 = -319254.037532 nChanged 276 SP:Iteration 7Q (2544.995119 sec): 3 clusters Score: Raw -322271.188428 + Penalty 2838.993430 = -319432.194997 nChanged 215 SP:Iteration 8Q (2545.044958 sec): 3 clusters Score: Raw -322406.733803 + Penalty 2838.993430 = -319567.740372 nChanged 204 SP:Iteration 9Q (2545.111905 sec): 3 clusters Score: Raw -322555.678204 + Penalty 2838.993430 = -319716.684774 nChanged 192 SP:Iteration 10Q (2545.164149 sec): 3 clusters Score: Raw -322675.374669 + Penalty 2838.993430 = -319836.381238 nChanged 158 SP:Iteration 11Q (2545.213918 sec): 3 clusters Score: Raw -322767.090437 + Penalty 2838.993430 = -319928.097007 nChanged 115 SP:Iteration 12Q (2545.257965 sec): 3 clusters Score: Raw -322818.588261 + Penalty 2838.993430 = -319979.594830 nChanged 84 SP:Iteration 13Q (2545.309249 sec): 3 clusters Score: Raw -322854.050723 + Penalty 2838.993430 = -320015.057293 nChanged 69 SP:Iteration 14Q (2545.371682 sec): 3 clusters Score: Raw -322886.074967 + Penalty 2838.993430 = -320047.081537 nChanged 73 SP:Iteration 15Q (2545.419080 sec): 3 clusters Score: Raw -322912.719344 + Penalty 2838.993430 = -320073.725913 nChanged 57 SP:Iteration 16Q (2545.476224 sec): 3 clusters Score: Raw -322929.165929 + Penalty 2838.993430 = -320090.172498 nChanged 35 SP:Iteration 17Q (2545.531653 sec): 3 clusters Score: Raw -322937.629433 + Penalty 2838.993430 = -320098.636003 nChanged 27 SP:Iteration 18Q (2545.589659 sec): 3 clusters Score: Raw -322944.506755 + Penalty 2838.993430 = -320105.513325 nChanged 30 SP:Iteration 19Q (2545.636321 sec): 3 clusters Score: Raw -322951.637515 + Penalty 2838.993430 = -320112.644085 nChanged 29 SP:Iteration 20F (2545.692270 sec): 3 clusters Score: Raw -322960.364659 + Penalty 2838.993430 = -320121.371229 nChanged 24 SP:Iteration 21Q (2545.746199 sec): 3 clusters Score: Raw -322966.607593 + Penalty 2838.993430 = -320127.614163 nChanged 25 SP:Iteration 22Q (2545.805539 sec): 3 clusters Score: Raw -322972.154153 + Penalty 2838.993430 = -320133.160723 nChanged 14 SP:Iteration 23Q (2545.858101 sec): 3 clusters Score: Raw -322974.891490 + Penalty 2838.993430 = -320135.898060 nChanged 8 SP:Iteration 24Q (2545.917349 sec): 3 clusters Score: Raw -322976.156503 + Penalty 2838.993430 = -320137.163073 nChanged 6 SP:Iteration 25Q (2545.960805 sec): 3 clusters Score: Raw -322977.322323 + Penalty 2838.993430 = -320138.328893 nChanged 5 SP:Iteration 26Q (2546.016073 sec): 3 clusters Score: Raw -322978.428565 + Penalty 2838.993430 = -320139.435135 nChanged 7 SP:Iteration 27Q (2546.067305 sec): 3 clusters Score: Raw -322979.712893 + Penalty 2838.993430 = -320140.719463 nChanged 13 SP:Iteration 28Q (2546.135025 sec): 3 clusters Score: Raw -322982.499047 + Penalty 2838.993430 = -320143.505617 nChanged 9 SP:Iteration 29Q (2546.191092 sec): 3 clusters Score: Raw -322984.536245 + Penalty 2838.993430 = -320145.542814 nChanged 12 SP:Iteration 30Q (2546.250637 sec): 3 clusters Score: Raw -322987.036065 + Penalty 2838.993430 = -320148.042634 nChanged 11 SP:Iteration 31Q (2546.304525 sec): 3 clusters Score: Raw -322989.096489 + Penalty 2838.993430 = -320150.103059 nChanged 8 SP:Iteration 32Q (2546.352968 sec): 3 clusters Score: Raw -322990.280858 + Penalty 2838.993430 = -320151.287428 nChanged 4 SP:Iteration 33Q (2546.411581 sec): 3 clusters Score: Raw -322990.655682 + Penalty 2838.993430 = -320151.662251 nChanged 0 SP:Iteration 34F (2546.460712 sec): 3 clusters Score: Raw -322990.655682 + Penalty 2838.993430 = -320151.662251 nChanged 0 Trying to split cluster 15 (27014 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2546.531859 sec): 2 clusters Score: Raw -1440202.873458 + Penalty 1658.167961 = -1438544.705497 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2546.622560 sec): 3 clusters Score: Raw -1423687.257423 + Penalty 3316.335922 = -1420370.921501 nChanged 12369 SP:Iteration 1F (2546.712321 sec): 3 clusters Score: Raw -1430669.311689 + Penalty 3316.335922 = -1427352.975767 nChanged 1542 SP:Iteration 2F (2546.802917 sec): 3 clusters Score: Raw -1431417.296284 + Penalty 3316.335922 = -1428100.960362 nChanged 1634 SP:Iteration 3F (2546.889266 sec): 3 clusters Score: Raw -1432344.287881 + Penalty 3316.335922 = -1429027.951959 nChanged 1773 SP:Iteration 4F (2546.971944 sec): 3 clusters Score: Raw -1433497.805748 + Penalty 3316.335922 = -1430181.469826 nChanged 1826 SP:Iteration 5F (2547.069930 sec): 3 clusters Score: Raw -1434721.049467 + Penalty 3316.335922 = -1431404.713545 nChanged 1695 SP:Iteration 6F (2547.149944 sec): 3 clusters Score: Raw -1435839.020030 + Penalty 3316.335922 = -1432522.684108 nChanged 1453 SP:Iteration 7F (2547.244668 sec): 3 clusters Score: Raw -1436751.955178 + Penalty 3316.335922 = -1433435.619256 nChanged 1197 SP:Iteration 8Q (2547.330359 sec): 3 clusters Score: Raw -1437432.202427 + Penalty 3316.335922 = -1434115.866505 nChanged 965 SP:Iteration 9Q (2547.423355 sec): 3 clusters Score: Raw -1437915.801129 + Penalty 3316.335922 = -1434599.465207 nChanged 729 SP:Iteration 10Q (2547.512908 sec): 3 clusters Score: Raw -1438223.870473 + Penalty 3316.335922 = -1434907.534551 nChanged 590 SP:Iteration 11Q (2547.595280 sec): 3 clusters Score: Raw -1438470.642521 + Penalty 3316.335922 = -1435154.306599 nChanged 503 SP:Iteration 12Q (2547.680357 sec): 3 clusters Score: Raw -1438672.786122 + Penalty 3316.335922 = -1435356.450200 nChanged 464 SP:Iteration 13Q (2547.763619 sec): 3 clusters Score: Raw -1438848.152816 + Penalty 3316.335922 = -1435531.816894 nChanged 400 SP:Iteration 14Q (2547.858742 sec): 3 clusters Score: Raw -1439006.181071 + Penalty 3316.335922 = -1435689.845149 nChanged 372 SP:Iteration 15Q (2547.941828 sec): 3 clusters Score: Raw -1439154.784013 + Penalty 3316.335922 = -1435838.448091 nChanged 367 SP:Iteration 16Q (2548.032449 sec): 3 clusters Score: Raw -1439314.084772 + Penalty 3316.335922 = -1435997.748850 nChanged 382 SP:Iteration 17Q (2548.121963 sec): 3 clusters Score: Raw -1439488.994978 + Penalty 3316.335922 = -1436172.659056 nChanged 375 SP:Iteration 18Q (2548.206587 sec): 3 clusters Score: Raw -1439646.764981 + Penalty 3316.335922 = -1436330.429059 nChanged 315 SP:Iteration 19Q (2548.286834 sec): 3 clusters Score: Raw -1439776.993054 + Penalty 3316.335922 = -1436460.657132 nChanged 296 SP:Iteration 20F (2548.371492 sec): 3 clusters Score: Raw -1439912.288981 + Penalty 3316.335922 = -1436595.953059 nChanged 288 SP:Iteration 21Q (2548.455079 sec): 3 clusters Score: Raw -1440040.699869 + Penalty 3316.335922 = -1436724.363948 nChanged 239 SP:Iteration 22Q (2548.540277 sec): 3 clusters Score: Raw -1440150.762001 + Penalty 3316.335922 = -1436834.426079 nChanged 219 SP:Iteration 23Q (2548.627601 sec): 3 clusters Score: Raw -1440234.049394 + Penalty 3316.335922 = -1436917.713472 nChanged 196 SP:Iteration 24Q (2548.697947 sec): 3 clusters Score: Raw -1440298.160491 + Penalty 3316.335922 = -1436981.824569 nChanged 150 SP:Iteration 25Q (2548.793079 sec): 3 clusters Score: Raw -1440343.188727 + Penalty 3316.335922 = -1437026.852805 nChanged 126 SP:Iteration 26Q (2548.871686 sec): 3 clusters Score: Raw -1440383.120137 + Penalty 3316.335922 = -1437066.784215 nChanged 121 SP:Iteration 27Q (2548.953889 sec): 3 clusters Score: Raw -1440419.238155 + Penalty 3316.335922 = -1437102.902233 nChanged 105 SP:Iteration 28Q (2549.031078 sec): 3 clusters Score: Raw -1440442.661727 + Penalty 3316.335922 = -1437126.325805 nChanged 89 SP:Iteration 29Q (2549.119138 sec): 3 clusters Score: Raw -1440461.386439 + Penalty 3316.335922 = -1437145.050517 nChanged 74 SP:Iteration 30Q (2549.196542 sec): 3 clusters Score: Raw -1440477.094634 + Penalty 3316.335922 = -1437160.758712 nChanged 63 SP:Iteration 31Q (2549.272509 sec): 3 clusters Score: Raw -1440490.848707 + Penalty 3316.335922 = -1437174.512785 nChanged 61 SP:Iteration 32Q (2549.357315 sec): 3 clusters Score: Raw -1440504.366432 + Penalty 3316.335922 = -1437188.030510 nChanged 67 SP:Iteration 33Q (2549.447345 sec): 3 clusters Score: Raw -1440519.277412 + Penalty 3316.335922 = -1437202.941490 nChanged 61 SP:Iteration 34Q (2549.527749 sec): 3 clusters Score: Raw -1440534.312936 + Penalty 3316.335922 = -1437217.977014 nChanged 53 SP:Iteration 35Q (2549.607217 sec): 3 clusters Score: Raw -1440546.281948 + Penalty 3316.335922 = -1437229.946027 nChanged 50 SP:Iteration 36Q (2549.696679 sec): 3 clusters Score: Raw -1440554.925341 + Penalty 3316.335922 = -1437238.589419 nChanged 39 SP:Iteration 37Q (2549.787256 sec): 3 clusters Score: Raw -1440560.820890 + Penalty 3316.335922 = -1437244.484968 nChanged 35 SP:Iteration 38Q (2549.868651 sec): 3 clusters Score: Raw -1440566.433459 + Penalty 3316.335922 = -1437250.097537 nChanged 28 SP:Iteration 39Q (2549.936221 sec): 3 clusters Score: Raw -1440571.165909 + Penalty 3316.335922 = -1437254.829987 nChanged 31 SP:Iteration 40F (2550.031443 sec): 3 clusters Score: Raw -1440575.733747 + Penalty 3316.335922 = -1437259.397825 nChanged 33 SP:Iteration 41Q (2550.110450 sec): 3 clusters Score: Raw -1440581.501684 + Penalty 3316.335922 = -1437265.165762 nChanged 37 SP:Iteration 42Q (2550.194349 sec): 3 clusters Score: Raw -1440589.489353 + Penalty 3316.335922 = -1437273.153431 nChanged 40 SP:Iteration 43Q (2550.278533 sec): 3 clusters Score: Raw -1440597.664599 + Penalty 3316.335922 = -1437281.328677 nChanged 38 SP:Iteration 44Q (2550.352459 sec): 3 clusters Score: Raw -1440605.654616 + Penalty 3316.335922 = -1437289.318694 nChanged 40 SP:Iteration 45Q (2550.443540 sec): 3 clusters Score: Raw -1440612.156677 + Penalty 3316.335922 = -1437295.820755 nChanged 30 SP:Iteration 46Q (2550.518239 sec): 3 clusters Score: Raw -1440617.165316 + Penalty 3316.335922 = -1437300.829394 nChanged 30 SP:Iteration 47Q (2550.606420 sec): 3 clusters Score: Raw -1440622.212797 + Penalty 3316.335922 = -1437305.876875 nChanged 28 SP:Iteration 48Q (2550.682000 sec): 3 clusters Score: Raw -1440626.904774 + Penalty 3316.335922 = -1437310.568852 nChanged 27 SP:Iteration 49Q (2550.766046 sec): 3 clusters Score: Raw -1440631.919992 + Penalty 3316.335922 = -1437315.584070 nChanged 27 SP:Iteration 50Q (2550.847454 sec): 3 clusters Score: Raw -1440636.117648 + Penalty 3316.335922 = -1437319.781726 nChanged 24 SP:Iteration 51Q (2550.921698 sec): 3 clusters Score: Raw -1440639.831700 + Penalty 3316.335922 = -1437323.495778 nChanged 17 SP:Iteration 52Q (2551.016034 sec): 3 clusters Score: Raw -1440641.871196 + Penalty 3316.335922 = -1437325.535274 nChanged 10 SP:Iteration 53Q (2551.093294 sec): 3 clusters Score: Raw -1440643.217604 + Penalty 3316.335922 = -1437326.881682 nChanged 11 SP:Iteration 54Q (2551.179886 sec): 3 clusters Score: Raw -1440644.997387 + Penalty 3316.335922 = -1437328.661465 nChanged 10 SP:Iteration 55Q (2551.262268 sec): 3 clusters Score: Raw -1440646.094282 + Penalty 3316.335922 = -1437329.758360 nChanged 11 SP:Iteration 56Q (2551.350971 sec): 3 clusters Score: Raw -1440647.418586 + Penalty 3316.335922 = -1437331.082664 nChanged 13 SP:Iteration 57Q (2551.426510 sec): 3 clusters Score: Raw -1440649.261487 + Penalty 3316.335922 = -1437332.925565 nChanged 17 SP:Iteration 58Q (2551.505959 sec): 3 clusters Score: Raw -1440651.268691 + Penalty 3316.335922 = -1437334.932769 nChanged 16 SP:Iteration 59Q (2551.583563 sec): 3 clusters Score: Raw -1440653.532919 + Penalty 3316.335922 = -1437337.196997 nChanged 23 SP:Iteration 60F (2551.676282 sec): 3 clusters Score: Raw -1440657.570811 + Penalty 3316.335922 = -1437341.234889 nChanged 17 SP:Iteration 61Q (2551.747385 sec): 3 clusters Score: Raw -1440659.681900 + Penalty 3316.335922 = -1437343.345978 nChanged 16 SP:Iteration 62Q (2551.830807 sec): 3 clusters Score: Raw -1440661.689174 + Penalty 3316.335922 = -1437345.353253 nChanged 18 SP:Iteration 63Q (2551.917195 sec): 3 clusters Score: Raw -1440664.706322 + Penalty 3316.335922 = -1437348.370400 nChanged 19 SP:Iteration 64Q (2552.006182 sec): 3 clusters Score: Raw -1440668.230060 + Penalty 3316.335922 = -1437351.894139 nChanged 19 SP:Iteration 65Q (2552.085208 sec): 3 clusters Score: Raw -1440670.636127 + Penalty 3316.335922 = -1437354.300205 nChanged 11 SP:Iteration 66Q (2552.157851 sec): 3 clusters Score: Raw -1440671.723077 + Penalty 3316.335922 = -1437355.387155 nChanged 9 SP:Iteration 67Q (2552.232827 sec): 3 clusters Score: Raw -1440672.673348 + Penalty 3316.335922 = -1437356.337426 nChanged 10 SP:Iteration 68Q (2552.303355 sec): 3 clusters Score: Raw -1440673.989302 + Penalty 3316.335922 = -1437357.653380 nChanged 5 SP:Iteration 69Q (2552.380856 sec): 3 clusters Score: Raw -1440674.292750 + Penalty 3316.335922 = -1437357.956828 nChanged 5 SP:Iteration 70Q (2552.457817 sec): 3 clusters Score: Raw -1440674.836792 + Penalty 3316.335922 = -1437358.500870 nChanged 4 SP:Iteration 71Q (2552.543008 sec): 3 clusters Score: Raw -1440675.217155 + Penalty 3316.335922 = -1437358.881233 nChanged 6 SP:Iteration 72Q (2552.626667 sec): 3 clusters Score: Raw -1440675.952976 + Penalty 3316.335922 = -1437359.617054 nChanged 6 SP:Iteration 73Q (2552.717350 sec): 3 clusters Score: Raw -1440676.586203 + Penalty 3316.335922 = -1437360.250281 nChanged 2 SP:Iteration 74Q (2552.799482 sec): 3 clusters Score: Raw -1440676.825298 + Penalty 3316.335922 = -1437360.489376 nChanged 2 SP:Iteration 75Q (2552.881431 sec): 3 clusters Score: Raw -1440676.946911 + Penalty 3316.335922 = -1437360.610989 nChanged 2 SP:Iteration 76Q (2552.965003 sec): 3 clusters Score: Raw -1440677.161691 + Penalty 3316.335922 = -1437360.825769 nChanged 0 SP:Iteration 77F (2553.056027 sec): 3 clusters Score: Raw -1440677.161691 + Penalty 3316.335922 = -1437360.825769 nChanged 0 Trying to split cluster 16 (2498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2553.074196 sec): 2 clusters Score: Raw -134114.425795 + Penalty 1271.277425 = -132843.148371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2553.133182 sec): 3 clusters Score: Raw -132991.742843 + Penalty 2542.554849 = -130449.187993 nChanged 927 SP:Iteration 1F (2553.177757 sec): 3 clusters Score: Raw -133546.982595 + Penalty 2542.554849 = -131004.427745 nChanged 163 SP:Iteration 2F (2553.235736 sec): 3 clusters Score: Raw -133648.509662 + Penalty 2542.554849 = -131105.954813 nChanged 99 SP:Iteration 3Q (2553.283645 sec): 3 clusters Score: Raw -133708.409813 + Penalty 2542.554849 = -131165.854964 nChanged 70 SP:Iteration 4Q (2553.325383 sec): 3 clusters Score: Raw -133748.072655 + Penalty 2542.554849 = -131205.517805 nChanged 52 SP:Iteration 5Q (2553.379313 sec): 3 clusters Score: Raw -133776.229181 + Penalty 2542.554849 = -131233.674331 nChanged 48 SP:Iteration 6Q (2553.420454 sec): 3 clusters Score: Raw -133800.731927 + Penalty 2542.554849 = -131258.177078 nChanged 45 SP:Iteration 7Q (2553.468232 sec): 3 clusters Score: Raw -133822.707381 + Penalty 2542.554849 = -131280.152532 nChanged 36 SP:Iteration 8Q (2553.517074 sec): 3 clusters Score: Raw -133837.250542 + Penalty 2542.554849 = -131294.695692 nChanged 30 SP:Iteration 9Q (2553.561692 sec): 3 clusters Score: Raw -133851.234446 + Penalty 2542.554849 = -131308.679596 nChanged 30 SP:Iteration 10Q (2553.610168 sec): 3 clusters Score: Raw -133864.618250 + Penalty 2542.554849 = -131322.063400 nChanged 33 SP:Iteration 11Q (2553.664188 sec): 3 clusters Score: Raw -133880.730211 + Penalty 2542.554849 = -131338.175361 nChanged 31 SP:Iteration 12Q (2553.710352 sec): 3 clusters Score: Raw -133894.845804 + Penalty 2542.554849 = -131352.290955 nChanged 34 SP:Iteration 13Q (2553.760164 sec): 3 clusters Score: Raw -133910.763127 + Penalty 2542.554849 = -131368.208278 nChanged 32 SP:Iteration 14Q (2553.808101 sec): 3 clusters Score: Raw -133927.267072 + Penalty 2542.554849 = -131384.712223 nChanged 30 SP:Iteration 15Q (2553.858862 sec): 3 clusters Score: Raw -133946.129411 + Penalty 2542.554849 = -131403.574562 nChanged 44 SP:Iteration 16Q (2553.913327 sec): 3 clusters Score: Raw -133972.780440 + Penalty 2542.554849 = -131430.225591 nChanged 45 SP:Iteration 17Q (2553.965436 sec): 3 clusters Score: Raw -134001.287936 + Penalty 2542.554849 = -131458.733087 nChanged 46 SP:Iteration 18Q (2554.012805 sec): 3 clusters Score: Raw -134033.989736 + Penalty 2542.554849 = -131491.434887 nChanged 52 SP:Iteration 19Q (2554.059558 sec): 3 clusters Score: Raw -134075.220022 + Penalty 2542.554849 = -131532.665172 nChanged 47 SP:Iteration 20F (2554.106881 sec): 3 clusters Score: Raw -134116.899300 + Penalty 2542.554849 = -131574.344450 nChanged 43 SP:Iteration 21Q (2554.147964 sec): 3 clusters Score: Raw -134150.281323 + Penalty 2542.554849 = -131607.726473 nChanged 32 SP:Iteration 22Q (2554.193729 sec): 3 clusters Score: Raw -134179.706812 + Penalty 2542.554849 = -131637.151962 nChanged 26 SP:Iteration 23Q (2554.243809 sec): 3 clusters Score: Raw -134207.471916 + Penalty 2542.554849 = -131664.917067 nChanged 22 SP:Iteration 24Q (2554.304420 sec): 3 clusters Score: Raw -134226.927922 + Penalty 2542.554849 = -131684.373072 nChanged 21 SP:Iteration 25Q (2554.349364 sec): 3 clusters Score: Raw -134241.229340 + Penalty 2542.554849 = -131698.674491 nChanged 11 SP:Iteration 26Q (2554.396682 sec): 3 clusters Score: Raw -134250.949766 + Penalty 2542.554849 = -131708.394917 nChanged 9 SP:Iteration 27Q (2554.445704 sec): 3 clusters Score: Raw -134256.877977 + Penalty 2542.554849 = -131714.323127 nChanged 6 SP:Iteration 28Q (2554.494349 sec): 3 clusters Score: Raw -134261.031050 + Penalty 2542.554849 = -131718.476200 nChanged 7 SP:Iteration 29Q (2554.542111 sec): 3 clusters Score: Raw -134266.036188 + Penalty 2542.554849 = -131723.481338 nChanged 7 SP:Iteration 30Q (2554.584002 sec): 3 clusters Score: Raw -134271.457988 + Penalty 2542.554849 = -131728.903139 nChanged 6 SP:Iteration 31Q (2554.638284 sec): 3 clusters Score: Raw -134277.163556 + Penalty 2542.554849 = -131734.608707 nChanged 6 SP:Iteration 32Q (2554.683403 sec): 3 clusters Score: Raw -134284.074750 + Penalty 2542.554849 = -131741.519901 nChanged 7 SP:Iteration 33Q (2554.725495 sec): 3 clusters Score: Raw -134289.135851 + Penalty 2542.554849 = -131746.581002 nChanged 7 SP:Iteration 34Q (2554.778604 sec): 3 clusters Score: Raw -134295.477468 + Penalty 2542.554849 = -131752.922619 nChanged 2 SP:Iteration 35Q (2554.824180 sec): 3 clusters Score: Raw -134296.999023 + Penalty 2542.554849 = -131754.444174 nChanged 1 SP:Iteration 36Q (2554.871610 sec): 3 clusters Score: Raw -134297.775611 + Penalty 2542.554849 = -131755.220761 nChanged 2 SP:Iteration 37Q (2554.918182 sec): 3 clusters Score: Raw -134300.954077 + Penalty 2542.554849 = -131758.399228 nChanged 2 SP:Iteration 38Q (2554.959183 sec): 3 clusters Score: Raw -134303.036709 + Penalty 2542.554849 = -131760.481859 nChanged 2 SP:Iteration 39Q (2555.016143 sec): 3 clusters Score: Raw -134304.458104 + Penalty 2542.554849 = -131761.903254 nChanged 1 SP:Iteration 40F (2555.058073 sec): 3 clusters Score: Raw -134307.164738 + Penalty 2542.554849 = -131764.609888 nChanged 2 SP:Iteration 41Q (2555.115735 sec): 3 clusters Score: Raw -134310.195374 + Penalty 2542.554849 = -131767.640525 nChanged 2 SP:Iteration 42Q (2555.162312 sec): 3 clusters Score: Raw -134314.356491 + Penalty 2542.554849 = -131771.801641 nChanged 1 SP:Iteration 43Q (2555.204109 sec): 3 clusters Score: Raw -134314.966478 + Penalty 2542.554849 = -131772.411628 nChanged 1 SP:Iteration 44Q (2555.258067 sec): 3 clusters Score: Raw -134315.772928 + Penalty 2542.554849 = -131773.218079 nChanged 0 SP:Iteration 45F (2555.300278 sec): 3 clusters Score: Raw -134315.772928 + Penalty 2542.554849 = -131773.218079 nChanged 0 Trying to split cluster 17 (1712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2555.320308 sec): 2 clusters Score: Raw -92957.311337 + Penalty 1209.880353 = -91747.430984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2555.375639 sec): 3 clusters Score: Raw -92208.107549 + Penalty 2419.760706 = -89788.346843 nChanged 607 SP:Iteration 1F (2555.416951 sec): 3 clusters Score: Raw -92603.660107 + Penalty 2419.760706 = -90183.899402 nChanged 129 SP:Iteration 2F (2555.470930 sec): 3 clusters Score: Raw -92703.559060 + Penalty 2419.760706 = -90283.798354 nChanged 66 SP:Iteration 3Q (2555.514347 sec): 3 clusters Score: Raw -92750.710726 + Penalty 2419.760706 = -90330.950021 nChanged 58 SP:Iteration 4Q (2555.551869 sec): 3 clusters Score: Raw -92788.249058 + Penalty 2419.760706 = -90368.488352 nChanged 46 SP:Iteration 5Q (2555.598021 sec): 3 clusters Score: Raw -92813.647423 + Penalty 2419.760706 = -90393.886718 nChanged 32 SP:Iteration 6Q (2555.645169 sec): 3 clusters Score: Raw -92832.336962 + Penalty 2419.760706 = -90412.576256 nChanged 30 SP:Iteration 7Q (2555.700504 sec): 3 clusters Score: Raw -92850.305090 + Penalty 2419.760706 = -90430.544384 nChanged 22 SP:Iteration 8Q (2555.746849 sec): 3 clusters Score: Raw -92862.119364 + Penalty 2419.760706 = -90442.358658 nChanged 18 SP:Iteration 9Q (2555.792866 sec): 3 clusters Score: Raw -92874.407135 + Penalty 2419.760706 = -90454.646429 nChanged 19 SP:Iteration 10Q (2555.836848 sec): 3 clusters Score: Raw -92885.866967 + Penalty 2419.760706 = -90466.106261 nChanged 19 SP:Iteration 11Q (2555.876064 sec): 3 clusters Score: Raw -92896.127295 + Penalty 2419.760706 = -90476.366589 nChanged 13 SP:Iteration 12Q (2555.923208 sec): 3 clusters Score: Raw -92902.302480 + Penalty 2419.760706 = -90482.541774 nChanged 10 SP:Iteration 13Q (2555.970807 sec): 3 clusters Score: Raw -92910.832252 + Penalty 2419.760706 = -90491.071546 nChanged 12 SP:Iteration 14Q (2556.018127 sec): 3 clusters Score: Raw -92916.282702 + Penalty 2419.760706 = -90496.521996 nChanged 13 SP:Iteration 15Q (2556.060654 sec): 3 clusters Score: Raw -92922.710849 + Penalty 2419.760706 = -90502.950143 nChanged 8 SP:Iteration 16Q (2556.107190 sec): 3 clusters Score: Raw -92926.235067 + Penalty 2419.760706 = -90506.474361 nChanged 8 SP:Iteration 17Q (2556.156863 sec): 3 clusters Score: Raw -92931.641688 + Penalty 2419.760706 = -90511.880982 nChanged 5 SP:Iteration 18Q (2556.204795 sec): 3 clusters Score: Raw -92937.248883 + Penalty 2419.760706 = -90517.488177 nChanged 10 SP:Iteration 19Q (2556.257617 sec): 3 clusters Score: Raw -92943.755000 + Penalty 2419.760706 = -90523.994294 nChanged 11 SP:Iteration 20F (2556.294908 sec): 3 clusters Score: Raw -92951.627663 + Penalty 2419.760706 = -90531.866957 nChanged 10 SP:Iteration 21Q (2556.341321 sec): 3 clusters Score: Raw -92958.058218 + Penalty 2419.760706 = -90538.297512 nChanged 11 SP:Iteration 22Q (2556.375447 sec): 3 clusters Score: Raw -92965.936872 + Penalty 2419.760706 = -90546.176166 nChanged 13 SP:Iteration 23Q (2556.422213 sec): 3 clusters Score: Raw -92974.199178 + Penalty 2419.760706 = -90554.438472 nChanged 6 SP:Iteration 24Q (2556.466686 sec): 3 clusters Score: Raw -92978.054306 + Penalty 2419.760706 = -90558.293600 nChanged 11 SP:Iteration 25Q (2556.525894 sec): 3 clusters Score: Raw -92983.193943 + Penalty 2419.760706 = -90563.433237 nChanged 12 SP:Iteration 26Q (2556.576689 sec): 3 clusters Score: Raw -92988.937457 + Penalty 2419.760706 = -90569.176751 nChanged 13 SP:Iteration 27Q (2556.623444 sec): 3 clusters Score: Raw -92995.190713 + Penalty 2419.760706 = -90575.430007 nChanged 7 SP:Iteration 28Q (2556.672394 sec): 3 clusters Score: Raw -92999.063241 + Penalty 2419.760706 = -90579.302535 nChanged 7 SP:Iteration 29Q (2556.721038 sec): 3 clusters Score: Raw -93002.919724 + Penalty 2419.760706 = -90583.159018 nChanged 11 SP:Iteration 30Q (2556.771432 sec): 3 clusters Score: Raw -93007.631706 + Penalty 2419.760706 = -90587.871000 nChanged 13 SP:Iteration 31Q (2556.821068 sec): 3 clusters Score: Raw -93015.046315 + Penalty 2419.760706 = -90595.285609 nChanged 10 SP:Iteration 32Q (2556.873761 sec): 3 clusters Score: Raw -93019.946938 + Penalty 2419.760706 = -90600.186232 nChanged 8 SP:Iteration 33Q (2556.922002 sec): 3 clusters Score: Raw -93024.074705 + Penalty 2419.760706 = -90604.313999 nChanged 8 SP:Iteration 34Q (2556.972685 sec): 3 clusters Score: Raw -93028.097968 + Penalty 2419.760706 = -90608.337262 nChanged 8 SP:Iteration 35Q (2557.011448 sec): 3 clusters Score: Raw -93031.823224 + Penalty 2419.760706 = -90612.062519 nChanged 4 SP:Iteration 36Q (2557.059681 sec): 3 clusters Score: Raw -93033.751771 + Penalty 2419.760706 = -90613.991065 nChanged 1 SP:Iteration 37Q (2557.105760 sec): 3 clusters Score: Raw -93033.983680 + Penalty 2419.760706 = -90614.222974 nChanged 2 SP:Iteration 38Q (2557.141683 sec): 3 clusters Score: Raw -93035.632242 + Penalty 2419.760706 = -90615.871536 nChanged 2 SP:Iteration 39Q (2557.188250 sec): 3 clusters Score: Raw -93036.515224 + Penalty 2419.760706 = -90616.754518 nChanged 2 SP:Iteration 40F (2557.236579 sec): 3 clusters Score: Raw -93037.500090 + Penalty 2419.760706 = -90617.739385 nChanged 1 SP:Iteration 41Q (2557.289445 sec): 3 clusters Score: Raw -93038.834930 + Penalty 2419.760706 = -90619.074224 nChanged 2 SP:Iteration 42Q (2557.338681 sec): 3 clusters Score: Raw -93041.263444 + Penalty 2419.760706 = -90621.502738 nChanged 1 SP:Iteration 43Q (2557.386172 sec): 3 clusters Score: Raw -93041.749639 + Penalty 2419.760706 = -90621.988933 nChanged 1 SP:Iteration 44Q (2557.436861 sec): 3 clusters Score: Raw -93042.474519 + Penalty 2419.760706 = -90622.713813 nChanged 1 SP:Iteration 45Q (2557.474759 sec): 3 clusters Score: Raw -93042.972790 + Penalty 2419.760706 = -90623.212084 nChanged 3 SP:Iteration 46Q (2557.523642 sec): 3 clusters Score: Raw -93044.983884 + Penalty 2419.760706 = -90625.223178 nChanged 1 SP:Iteration 47Q (2557.568356 sec): 3 clusters Score: Raw -93045.621405 + Penalty 2419.760706 = -90625.860699 nChanged 3 SP:Iteration 48Q (2557.609231 sec): 3 clusters Score: Raw -93047.413452 + Penalty 2419.760706 = -90627.652746 nChanged 1 SP:Iteration 49Q (2557.658446 sec): 3 clusters Score: Raw -93047.921621 + Penalty 2419.760706 = -90628.160915 nChanged 2 SP:Iteration 50Q (2557.705844 sec): 3 clusters Score: Raw -93048.672589 + Penalty 2419.760706 = -90628.911883 nChanged 3 SP:Iteration 51Q (2557.758060 sec): 3 clusters Score: Raw -93051.354534 + Penalty 2419.760706 = -90631.593828 nChanged 1 SP:Iteration 52Q (2557.809002 sec): 3 clusters Score: Raw -93051.961528 + Penalty 2419.760706 = -90632.200822 nChanged 1 SP:Iteration 53Q (2557.859318 sec): 3 clusters Score: Raw -93053.263918 + Penalty 2419.760706 = -90633.503212 nChanged 4 SP:Iteration 54Q (2557.902759 sec): 3 clusters Score: Raw -93057.544990 + Penalty 2419.760706 = -90637.784285 nChanged 5 SP:Iteration 55Q (2557.958452 sec): 3 clusters Score: Raw -93060.137646 + Penalty 2419.760706 = -90640.376940 nChanged 5 SP:Iteration 56Q (2558.003982 sec): 3 clusters Score: Raw -93062.212677 + Penalty 2419.760706 = -90642.451971 nChanged 2 SP:Iteration 57Q (2558.046645 sec): 3 clusters Score: Raw -93063.270988 + Penalty 2419.760706 = -90643.510282 nChanged 0 SP:Iteration 58F (2558.095065 sec): 3 clusters Score: Raw -93063.270988 + Penalty 2419.760706 = -90643.510282 nChanged 0 Trying to split cluster 18 (1584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2558.122927 sec): 2 clusters Score: Raw -82659.278864 + Penalty 1197.252643 = -81462.026221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2558.167366 sec): 3 clusters Score: Raw -82055.059604 + Penalty 2394.505286 = -79660.554318 nChanged 517 SP:Iteration 1F (2558.203576 sec): 3 clusters Score: Raw -82410.406341 + Penalty 2394.505286 = -80015.901055 nChanged 117 SP:Iteration 2F (2558.251615 sec): 3 clusters Score: Raw -82521.157888 + Penalty 2394.505286 = -80126.652602 nChanged 87 SP:Iteration 3F (2558.303130 sec): 3 clusters Score: Raw -82612.529838 + Penalty 2394.505286 = -80218.024552 nChanged 69 SP:Iteration 4Q (2558.338999 sec): 3 clusters Score: Raw -82705.030691 + Penalty 2394.505286 = -80310.525405 nChanged 58 SP:Iteration 5Q (2558.387228 sec): 3 clusters Score: Raw -82783.898385 + Penalty 2394.505286 = -80389.393099 nChanged 76 SP:Iteration 6Q (2558.432070 sec): 3 clusters Score: Raw -82895.184885 + Penalty 2394.505286 = -80500.679599 nChanged 86 SP:Iteration 7F (2558.482667 sec): 3 clusters Score: Raw -83004.175556 + Penalty 2394.505286 = -80609.670270 nChanged 70 SP:Iteration 8Q (2558.517702 sec): 3 clusters Score: Raw -83084.765426 + Penalty 2394.505286 = -80690.260140 nChanged 65 SP:Iteration 9Q (2558.566088 sec): 3 clusters Score: Raw -83180.157385 + Penalty 2394.505286 = -80785.652099 nChanged 49 SP:Iteration 10Q (2558.615140 sec): 3 clusters Score: Raw -83255.892569 + Penalty 2394.505286 = -80861.387283 nChanged 38 SP:Iteration 11Q (2558.661083 sec): 3 clusters Score: Raw -83309.504436 + Penalty 2394.505286 = -80914.999150 nChanged 31 SP:Iteration 12Q (2558.702046 sec): 3 clusters Score: Raw -83348.631645 + Penalty 2394.505286 = -80954.126359 nChanged 21 SP:Iteration 13Q (2558.739620 sec): 3 clusters Score: Raw -83371.417044 + Penalty 2394.505286 = -80976.911757 nChanged 7 SP:Iteration 14Q (2558.791058 sec): 3 clusters Score: Raw -83377.758546 + Penalty 2394.505286 = -80983.253260 nChanged 3 SP:Iteration 15Q (2558.830085 sec): 3 clusters Score: Raw -83380.642170 + Penalty 2394.505286 = -80986.136884 nChanged 3 SP:Iteration 16Q (2558.889423 sec): 3 clusters Score: Raw -83383.221549 + Penalty 2394.505286 = -80988.716263 nChanged 2 SP:Iteration 17Q (2558.920873 sec): 3 clusters Score: Raw -83384.354642 + Penalty 2394.505286 = -80989.849356 nChanged 0 SP:Iteration 18F (2558.968274 sec): 3 clusters Score: Raw -83384.354642 + Penalty 2394.505286 = -80989.849356 nChanged 0 Trying to split cluster 19 (4857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2558.999327 sec): 2 clusters Score: Raw -254301.864725 + Penalty 1379.328639 = -252922.536086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2559.052572 sec): 3 clusters Score: Raw -251817.069013 + Penalty 2758.657279 = -249058.411735 nChanged 1937 SP:Iteration 1F (2559.117507 sec): 3 clusters Score: Raw -252838.359752 + Penalty 2758.657279 = -250079.702473 nChanged 360 SP:Iteration 2F (2559.170172 sec): 3 clusters Score: Raw -253064.814929 + Penalty 2758.657279 = -250306.157650 nChanged 279 SP:Iteration 3F (2559.217535 sec): 3 clusters Score: Raw -253211.108022 + Penalty 2758.657279 = -250452.450743 nChanged 240 SP:Iteration 4Q (2559.273875 sec): 3 clusters Score: Raw -253349.395472 + Penalty 2758.657279 = -250590.738193 nChanged 217 SP:Iteration 5Q (2559.319343 sec): 3 clusters Score: Raw -253468.420743 + Penalty 2758.657279 = -250709.763464 nChanged 183 SP:Iteration 6Q (2559.375862 sec): 3 clusters Score: Raw -253578.894923 + Penalty 2758.657279 = -250820.237645 nChanged 177 SP:Iteration 7Q (2559.419881 sec): 3 clusters Score: Raw -253700.101391 + Penalty 2758.657279 = -250941.444112 nChanged 171 SP:Iteration 8Q (2559.470266 sec): 3 clusters Score: Raw -253815.604468 + Penalty 2758.657279 = -251056.947189 nChanged 147 SP:Iteration 9Q (2559.533026 sec): 3 clusters Score: Raw -253931.204255 + Penalty 2758.657279 = -251172.546976 nChanged 153 SP:Iteration 10Q (2559.575185 sec): 3 clusters Score: Raw -254045.372903 + Penalty 2758.657279 = -251286.715624 nChanged 128 SP:Iteration 11Q (2559.634543 sec): 3 clusters Score: Raw -254134.589804 + Penalty 2758.657279 = -251375.932525 nChanged 120 SP:Iteration 12Q (2559.693290 sec): 3 clusters Score: Raw -254203.003636 + Penalty 2758.657279 = -251444.346357 nChanged 97 SP:Iteration 13Q (2559.740749 sec): 3 clusters Score: Raw -254265.944614 + Penalty 2758.657279 = -251507.287335 nChanged 95 SP:Iteration 14Q (2559.776882 sec): 3 clusters Score: Raw -254324.953554 + Penalty 2758.657279 = -251566.296276 nChanged 71 SP:Iteration 15Q (2559.837034 sec): 3 clusters Score: Raw -254369.167710 + Penalty 2758.657279 = -251610.510431 nChanged 63 SP:Iteration 16Q (2559.887350 sec): 3 clusters Score: Raw -254407.678343 + Penalty 2758.657279 = -251649.021064 nChanged 63 SP:Iteration 17Q (2559.946576 sec): 3 clusters Score: Raw -254441.608462 + Penalty 2758.657279 = -251682.951183 nChanged 54 SP:Iteration 18Q (2559.987612 sec): 3 clusters Score: Raw -254468.497182 + Penalty 2758.657279 = -251709.839904 nChanged 36 SP:Iteration 19Q (2560.046631 sec): 3 clusters Score: Raw -254484.705032 + Penalty 2758.657279 = -251726.047754 nChanged 28 SP:Iteration 20F (2560.098643 sec): 3 clusters Score: Raw -254495.467458 + Penalty 2758.657279 = -251736.810179 nChanged 28 SP:Iteration 21Q (2560.154330 sec): 3 clusters Score: Raw -254505.322495 + Penalty 2758.657279 = -251746.665216 nChanged 21 SP:Iteration 22Q (2560.207037 sec): 3 clusters Score: Raw -254512.906907 + Penalty 2758.657279 = -251754.249629 nChanged 17 SP:Iteration 23Q (2560.253088 sec): 3 clusters Score: Raw -254519.080984 + Penalty 2758.657279 = -251760.423705 nChanged 16 SP:Iteration 24Q (2560.305398 sec): 3 clusters Score: Raw -254525.801289 + Penalty 2758.657279 = -251767.144010 nChanged 14 SP:Iteration 25Q (2560.369535 sec): 3 clusters Score: Raw -254529.438630 + Penalty 2758.657279 = -251770.781351 nChanged 11 SP:Iteration 26Q (2560.415291 sec): 3 clusters Score: Raw -254532.665678 + Penalty 2758.657279 = -251774.008399 nChanged 5 SP:Iteration 27Q (2560.477706 sec): 3 clusters Score: Raw -254534.864520 + Penalty 2758.657279 = -251776.207241 nChanged 7 SP:Iteration 28Q (2560.522188 sec): 3 clusters Score: Raw -254539.098865 + Penalty 2758.657279 = -251780.441586 nChanged 10 SP:Iteration 29Q (2560.573018 sec): 3 clusters Score: Raw -254544.632054 + Penalty 2758.657279 = -251785.974775 nChanged 12 SP:Iteration 30Q (2560.626595 sec): 3 clusters Score: Raw -254550.004471 + Penalty 2758.657279 = -251791.347193 nChanged 11 SP:Iteration 31Q (2560.685608 sec): 3 clusters Score: Raw -254557.072587 + Penalty 2758.657279 = -251798.415308 nChanged 16 SP:Iteration 32Q (2560.739911 sec): 3 clusters Score: Raw -254563.898370 + Penalty 2758.657279 = -251805.241091 nChanged 10 SP:Iteration 33Q (2560.784742 sec): 3 clusters Score: Raw -254568.368778 + Penalty 2758.657279 = -251809.711499 nChanged 8 SP:Iteration 34Q (2560.838503 sec): 3 clusters Score: Raw -254571.275972 + Penalty 2758.657279 = -251812.618694 nChanged 10 SP:Iteration 35Q (2560.894777 sec): 3 clusters Score: Raw -254575.099129 + Penalty 2758.657279 = -251816.441850 nChanged 9 SP:Iteration 36Q (2560.946657 sec): 3 clusters Score: Raw -254579.397469 + Penalty 2758.657279 = -251820.740190 nChanged 9 SP:Iteration 37Q (2560.989850 sec): 3 clusters Score: Raw -254583.310619 + Penalty 2758.657279 = -251824.653341 nChanged 9 SP:Iteration 38Q (2561.051654 sec): 3 clusters Score: Raw -254587.296080 + Penalty 2758.657279 = -251828.638802 nChanged 7 SP:Iteration 39Q (2561.093530 sec): 3 clusters Score: Raw -254589.026137 + Penalty 2758.657279 = -251830.368859 nChanged 6 SP:Iteration 40F (2561.148012 sec): 3 clusters Score: Raw -254591.454620 + Penalty 2758.657279 = -251832.797342 nChanged 10 SP:Iteration 41Q (2561.196287 sec): 3 clusters Score: Raw -254596.988442 + Penalty 2758.657279 = -251838.331163 nChanged 14 SP:Iteration 42Q (2561.255938 sec): 3 clusters Score: Raw -254601.694977 + Penalty 2758.657279 = -251843.037698 nChanged 8 SP:Iteration 43Q (2561.304539 sec): 3 clusters Score: Raw -254604.941182 + Penalty 2758.657279 = -251846.283903 nChanged 9 SP:Iteration 44Q (2561.358606 sec): 3 clusters Score: Raw -254609.305826 + Penalty 2758.657279 = -251850.648547 nChanged 8 SP:Iteration 45Q (2561.415148 sec): 3 clusters Score: Raw -254614.064299 + Penalty 2758.657279 = -251855.407020 nChanged 13 SP:Iteration 46Q (2561.484474 sec): 3 clusters Score: Raw -254619.303884 + Penalty 2758.657279 = -251860.646605 nChanged 10 SP:Iteration 47Q (2561.538675 sec): 3 clusters Score: Raw -254623.200631 + Penalty 2758.657279 = -251864.543353 nChanged 8 SP:Iteration 48Q (2561.581479 sec): 3 clusters Score: Raw -254625.214246 + Penalty 2758.657279 = -251866.556967 nChanged 6 SP:Iteration 49Q (2561.635184 sec): 3 clusters Score: Raw -254626.937412 + Penalty 2758.657279 = -251868.280134 nChanged 5 SP:Iteration 50Q (2561.684518 sec): 3 clusters Score: Raw -254628.507790 + Penalty 2758.657279 = -251869.850511 nChanged 5 SP:Iteration 51Q (2561.751179 sec): 3 clusters Score: Raw -254630.214589 + Penalty 2758.657279 = -251871.557310 nChanged 4 SP:Iteration 52Q (2561.793785 sec): 3 clusters Score: Raw -254631.447307 + Penalty 2758.657279 = -251872.790029 nChanged 3 SP:Iteration 53Q (2561.847642 sec): 3 clusters Score: Raw -254632.536792 + Penalty 2758.657279 = -251873.879513 nChanged 5 SP:Iteration 54Q (2561.900303 sec): 3 clusters Score: Raw -254635.035148 + Penalty 2758.657279 = -251876.377869 nChanged 10 SP:Iteration 55Q (2561.959445 sec): 3 clusters Score: Raw -254641.266539 + Penalty 2758.657279 = -251882.609260 nChanged 5 SP:Iteration 56Q (2562.013692 sec): 3 clusters Score: Raw -254644.387344 + Penalty 2758.657279 = -251885.730065 nChanged 7 SP:Iteration 57Q (2562.061062 sec): 3 clusters Score: Raw -254647.198104 + Penalty 2758.657279 = -251888.540825 nChanged 5 SP:Iteration 58Q (2562.118133 sec): 3 clusters Score: Raw -254649.786870 + Penalty 2758.657279 = -251891.129591 nChanged 5 SP:Iteration 59Q (2562.174171 sec): 3 clusters Score: Raw -254651.518803 + Penalty 2758.657279 = -251892.861524 nChanged 5 SP:Iteration 60F (2562.227390 sec): 3 clusters Score: Raw -254653.107515 + Penalty 2758.657279 = -251894.450236 nChanged 4 SP:Iteration 61Q (2562.281701 sec): 3 clusters Score: Raw -254654.809911 + Penalty 2758.657279 = -251896.152632 nChanged 7 SP:Iteration 62Q (2562.323806 sec): 3 clusters Score: Raw -254658.138774 + Penalty 2758.657279 = -251899.481495 nChanged 4 SP:Iteration 63Q (2562.384013 sec): 3 clusters Score: Raw -254660.253641 + Penalty 2758.657279 = -251901.596363 nChanged 5 SP:Iteration 64Q (2562.430756 sec): 3 clusters Score: Raw -254661.963651 + Penalty 2758.657279 = -251903.306373 nChanged 5 SP:Iteration 65Q (2562.482263 sec): 3 clusters Score: Raw -254663.886222 + Penalty 2758.657279 = -251905.228943 nChanged 4 SP:Iteration 66Q (2562.540706 sec): 3 clusters Score: Raw -254664.903319 + Penalty 2758.657279 = -251906.246041 nChanged 4 SP:Iteration 67Q (2562.590321 sec): 3 clusters Score: Raw -254666.116572 + Penalty 2758.657279 = -251907.459293 nChanged 1 SP:Iteration 68Q (2562.637924 sec): 3 clusters Score: Raw -254666.869475 + Penalty 2758.657279 = -251908.212196 nChanged 2 SP:Iteration 69Q (2562.689228 sec): 3 clusters Score: Raw -254667.545538 + Penalty 2758.657279 = -251908.888260 nChanged 2 SP:Iteration 70Q (2562.733718 sec): 3 clusters Score: Raw -254668.456773 + Penalty 2758.657279 = -251909.799494 nChanged 3 SP:Iteration 71Q (2562.784772 sec): 3 clusters Score: Raw -254669.488272 + Penalty 2758.657279 = -251910.830993 nChanged 3 SP:Iteration 72Q (2562.834944 sec): 3 clusters Score: Raw -254670.285711 + Penalty 2758.657279 = -251911.628432 nChanged 3 SP:Iteration 73Q (2562.892922 sec): 3 clusters Score: Raw -254671.144031 + Penalty 2758.657279 = -251912.486753 nChanged 3 SP:Iteration 74Q (2562.946360 sec): 3 clusters Score: Raw -254671.962881 + Penalty 2758.657279 = -251913.305602 nChanged 5 SP:Iteration 75Q (2562.998377 sec): 3 clusters Score: Raw -254673.908318 + Penalty 2758.657279 = -251915.251039 nChanged 5 SP:Iteration 76Q (2563.050214 sec): 3 clusters Score: Raw -254675.503433 + Penalty 2758.657279 = -251916.846154 nChanged 3 SP:Iteration 77Q (2563.096584 sec): 3 clusters Score: Raw -254676.000686 + Penalty 2758.657279 = -251917.343408 nChanged 3 SP:Iteration 78Q (2563.154020 sec): 3 clusters Score: Raw -254676.794012 + Penalty 2758.657279 = -251918.136734 nChanged 3 SP:Iteration 79Q (2563.206175 sec): 3 clusters Score: Raw -254678.317986 + Penalty 2758.657279 = -251919.660707 nChanged 5 SP:Iteration 80F (2563.253248 sec): 3 clusters Score: Raw -254679.792385 + Penalty 2758.657279 = -251921.135106 nChanged 6 SP:Iteration 81Q (2563.304769 sec): 3 clusters Score: Raw -254681.673481 + Penalty 2758.657279 = -251923.016202 nChanged 10 SP:Iteration 82Q (2563.365001 sec): 3 clusters Score: Raw -254685.763502 + Penalty 2758.657279 = -251927.106223 nChanged 6 SP:Iteration 83Q (2563.408991 sec): 3 clusters Score: Raw -254687.263622 + Penalty 2758.657279 = -251928.606343 nChanged 4 SP:Iteration 84Q (2563.462617 sec): 3 clusters Score: Raw -254689.121657 + Penalty 2758.657279 = -251930.464378 nChanged 5 SP:Iteration 85Q (2563.516995 sec): 3 clusters Score: Raw -254691.365695 + Penalty 2758.657279 = -251932.708416 nChanged 10 SP:Iteration 86Q (2563.560404 sec): 3 clusters Score: Raw -254696.483372 + Penalty 2758.657279 = -251937.826093 nChanged 4 SP:Iteration 87Q (2563.612817 sec): 3 clusters Score: Raw -254698.204898 + Penalty 2758.657279 = -251939.547619 nChanged 5 SP:Iteration 88Q (2563.675007 sec): 3 clusters Score: Raw -254700.940214 + Penalty 2758.657279 = -251942.282935 nChanged 3 SP:Iteration 89Q (2563.716358 sec): 3 clusters Score: Raw -254701.961453 + Penalty 2758.657279 = -251943.304174 nChanged 2 SP:Iteration 90Q (2563.775065 sec): 3 clusters Score: Raw -254702.701363 + Penalty 2758.657279 = -251944.044085 nChanged 1 SP:Iteration 91Q (2563.817539 sec): 3 clusters Score: Raw -254702.794393 + Penalty 2758.657279 = -251944.137114 nChanged 0 SP:Iteration 92F (2563.869424 sec): 3 clusters Score: Raw -254702.794393 + Penalty 2758.657279 = -251944.137114 nChanged 0 Trying to split cluster 20 (3497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2563.902700 sec): 2 clusters Score: Raw -189538.656474 + Penalty 1325.944870 = -188212.711605 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2563.953446 sec): 3 clusters Score: Raw -187817.854719 + Penalty 2651.889740 = -185165.964979 nChanged 1344 SP:Iteration 1F (2563.998681 sec): 3 clusters Score: Raw -188545.312868 + Penalty 2651.889740 = -185893.423129 nChanged 247 SP:Iteration 2F (2564.055107 sec): 3 clusters Score: Raw -188681.950578 + Penalty 2651.889740 = -186030.060838 nChanged 174 SP:Iteration 3Q (2564.101539 sec): 3 clusters Score: Raw -188774.447461 + Penalty 2651.889740 = -186122.557722 nChanged 135 SP:Iteration 4Q (2564.139697 sec): 3 clusters Score: Raw -188840.044153 + Penalty 2651.889740 = -186188.154413 nChanged 106 SP:Iteration 5Q (2564.198826 sec): 3 clusters Score: Raw -188883.656220 + Penalty 2651.889740 = -186231.766481 nChanged 74 SP:Iteration 6Q (2564.244661 sec): 3 clusters Score: Raw -188907.820066 + Penalty 2651.889740 = -186255.930326 nChanged 62 SP:Iteration 7Q (2564.300096 sec): 3 clusters Score: Raw -188930.052163 + Penalty 2651.889740 = -186278.162424 nChanged 47 SP:Iteration 8Q (2564.345900 sec): 3 clusters Score: Raw -188948.260282 + Penalty 2651.889740 = -186296.370543 nChanged 46 SP:Iteration 9Q (2564.395946 sec): 3 clusters Score: Raw -188965.874024 + Penalty 2651.889740 = -186313.984284 nChanged 38 SP:Iteration 10Q (2564.448864 sec): 3 clusters Score: Raw -188977.542193 + Penalty 2651.889740 = -186325.652453 nChanged 33 SP:Iteration 11Q (2564.494905 sec): 3 clusters Score: Raw -188989.148502 + Penalty 2651.889740 = -186337.258762 nChanged 18 SP:Iteration 12Q (2564.545965 sec): 3 clusters Score: Raw -188994.184424 + Penalty 2651.889740 = -186342.294685 nChanged 22 SP:Iteration 13Q (2564.593711 sec): 3 clusters Score: Raw -189000.710954 + Penalty 2651.889740 = -186348.821214 nChanged 25 SP:Iteration 14Q (2564.644533 sec): 3 clusters Score: Raw -189009.254876 + Penalty 2651.889740 = -186357.365136 nChanged 31 SP:Iteration 15Q (2564.697441 sec): 3 clusters Score: Raw -189018.681773 + Penalty 2651.889740 = -186366.792034 nChanged 25 SP:Iteration 16Q (2564.737359 sec): 3 clusters Score: Raw -189026.530939 + Penalty 2651.889740 = -186374.641200 nChanged 27 SP:Iteration 17Q (2564.795797 sec): 3 clusters Score: Raw -189033.235994 + Penalty 2651.889740 = -186381.346255 nChanged 23 SP:Iteration 18Q (2564.849120 sec): 3 clusters Score: Raw -189041.220272 + Penalty 2651.889740 = -186389.330532 nChanged 28 SP:Iteration 19Q (2564.896485 sec): 3 clusters Score: Raw -189049.490977 + Penalty 2651.889740 = -186397.601238 nChanged 26 SP:Iteration 20F (2564.940788 sec): 3 clusters Score: Raw -189058.280621 + Penalty 2651.889740 = -186406.390882 nChanged 30 SP:Iteration 21Q (2564.991875 sec): 3 clusters Score: Raw -189070.225582 + Penalty 2651.889740 = -186418.335843 nChanged 28 SP:Iteration 22Q (2565.040218 sec): 3 clusters Score: Raw -189080.014726 + Penalty 2651.889740 = -186428.124986 nChanged 31 SP:Iteration 23Q (2565.083063 sec): 3 clusters Score: Raw -189090.961299 + Penalty 2651.889740 = -186439.071559 nChanged 33 SP:Iteration 24Q (2565.127353 sec): 3 clusters Score: Raw -189104.190197 + Penalty 2651.889740 = -186452.300457 nChanged 29 SP:Iteration 25Q (2565.186443 sec): 3 clusters Score: Raw -189114.528460 + Penalty 2651.889740 = -186462.638721 nChanged 32 SP:Iteration 26Q (2565.227279 sec): 3 clusters Score: Raw -189125.609078 + Penalty 2651.889740 = -186473.719339 nChanged 45 SP:Iteration 27Q (2565.289768 sec): 3 clusters Score: Raw -189142.710388 + Penalty 2651.889740 = -186490.820648 nChanged 38 SP:Iteration 28Q (2565.331846 sec): 3 clusters Score: Raw -189156.109490 + Penalty 2651.889740 = -186504.219750 nChanged 37 SP:Iteration 29Q (2565.385358 sec): 3 clusters Score: Raw -189172.871131 + Penalty 2651.889740 = -186520.981391 nChanged 51 SP:Iteration 30Q (2565.424989 sec): 3 clusters Score: Raw -189197.995668 + Penalty 2651.889740 = -186546.105928 nChanged 58 SP:Iteration 31Q (2565.473932 sec): 3 clusters Score: Raw -189226.802054 + Penalty 2651.889740 = -186574.912315 nChanged 75 SP:Iteration 32Q (2565.524830 sec): 3 clusters Score: Raw -189265.624035 + Penalty 2651.889740 = -186613.734296 nChanged 66 SP:Iteration 33Q (2565.577317 sec): 3 clusters Score: Raw -189300.940135 + Penalty 2651.889740 = -186649.050396 nChanged 57 SP:Iteration 34Q (2565.624609 sec): 3 clusters Score: Raw -189332.211855 + Penalty 2651.889740 = -186680.322115 nChanged 48 SP:Iteration 35Q (2565.677755 sec): 3 clusters Score: Raw -189361.364570 + Penalty 2651.889740 = -186709.474831 nChanged 47 SP:Iteration 36Q (2565.720042 sec): 3 clusters Score: Raw -189392.427007 + Penalty 2651.889740 = -186740.537268 nChanged 46 SP:Iteration 37Q (2565.765326 sec): 3 clusters Score: Raw -189421.295792 + Penalty 2651.889740 = -186769.406053 nChanged 48 SP:Iteration 38Q (2565.818408 sec): 3 clusters Score: Raw -189455.262899 + Penalty 2651.889740 = -186803.373159 nChanged 50 SP:Iteration 39Q (2565.859164 sec): 3 clusters Score: Raw -189497.671739 + Penalty 2651.889740 = -186845.782000 nChanged 48 SP:Iteration 40F (2565.910379 sec): 3 clusters Score: Raw -189536.874048 + Penalty 2651.889740 = -186884.984309 nChanged 39 SP:Iteration 41Q (2565.959130 sec): 3 clusters Score: Raw -189570.085823 + Penalty 2651.889740 = -186918.196084 nChanged 24 SP:Iteration 42Q (2566.010719 sec): 3 clusters Score: Raw -189596.568024 + Penalty 2651.889740 = -186944.678284 nChanged 22 SP:Iteration 43Q (2566.054564 sec): 3 clusters Score: Raw -189609.911743 + Penalty 2651.889740 = -186958.022004 nChanged 12 SP:Iteration 44Q (2566.113075 sec): 3 clusters Score: Raw -189616.393214 + Penalty 2651.889740 = -186964.503474 nChanged 7 SP:Iteration 45Q (2566.152212 sec): 3 clusters Score: Raw -189621.037443 + Penalty 2651.889740 = -186969.147704 nChanged 5 SP:Iteration 46Q (2566.201276 sec): 3 clusters Score: Raw -189623.542315 + Penalty 2651.889740 = -186971.652575 nChanged 5 SP:Iteration 47Q (2566.255438 sec): 3 clusters Score: Raw -189628.252131 + Penalty 2651.889740 = -186976.362391 nChanged 10 SP:Iteration 48Q (2566.307497 sec): 3 clusters Score: Raw -189636.822950 + Penalty 2651.889740 = -186984.933210 nChanged 11 SP:Iteration 49Q (2566.350006 sec): 3 clusters Score: Raw -189642.683669 + Penalty 2651.889740 = -186990.793930 nChanged 4 SP:Iteration 50Q (2566.407558 sec): 3 clusters Score: Raw -189645.136520 + Penalty 2651.889740 = -186993.246781 nChanged 4 SP:Iteration 51Q (2566.452985 sec): 3 clusters Score: Raw -189646.899237 + Penalty 2651.889740 = -186995.009497 nChanged 4 SP:Iteration 52Q (2566.502938 sec): 3 clusters Score: Raw -189650.001478 + Penalty 2651.889740 = -186998.111739 nChanged 5 SP:Iteration 53Q (2566.535912 sec): 3 clusters Score: Raw -189653.110304 + Penalty 2651.889740 = -187001.220565 nChanged 6 SP:Iteration 54Q (2566.592322 sec): 3 clusters Score: Raw -189658.848915 + Penalty 2651.889740 = -187006.959175 nChanged 8 SP:Iteration 55Q (2566.647036 sec): 3 clusters Score: Raw -189667.734673 + Penalty 2651.889740 = -187015.844934 nChanged 12 SP:Iteration 56Q (2566.697028 sec): 3 clusters Score: Raw -189680.524108 + Penalty 2651.889740 = -187028.634369 nChanged 8 SP:Iteration 57Q (2566.740243 sec): 3 clusters Score: Raw -189686.730084 + Penalty 2651.889740 = -187034.840344 nChanged 9 SP:Iteration 58Q (2566.800261 sec): 3 clusters Score: Raw -189693.547770 + Penalty 2651.889740 = -187041.658030 nChanged 4 SP:Iteration 59Q (2566.853502 sec): 3 clusters Score: Raw -189696.337904 + Penalty 2651.889740 = -187044.448164 nChanged 5 SP:Iteration 60F (2566.895045 sec): 3 clusters Score: Raw -189699.185909 + Penalty 2651.889740 = -187047.296169 nChanged 5 SP:Iteration 61Q (2566.936987 sec): 3 clusters Score: Raw -189702.075382 + Penalty 2651.889740 = -187050.185642 nChanged 5 SP:Iteration 62Q (2566.990263 sec): 3 clusters Score: Raw -189706.956580 + Penalty 2651.889740 = -187055.066840 nChanged 1 SP:Iteration 63Q (2567.042488 sec): 3 clusters Score: Raw -189707.178149 + Penalty 2651.889740 = -187055.288409 nChanged 0 SP:Iteration 64F (2567.084257 sec): 3 clusters Score: Raw -189707.178149 + Penalty 2651.889740 = -187055.288409 nChanged 0 Trying to split cluster 21 (13842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2567.124955 sec): 2 clusters Score: Raw -747528.826323 + Penalty 1549.512693 = -745979.313630 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2567.196314 sec): 3 clusters Score: Raw -739378.730695 + Penalty 3099.025386 = -736279.705309 nChanged 6127 SP:Iteration 1F (2567.274461 sec): 3 clusters Score: Raw -742941.504786 + Penalty 3099.025386 = -739842.479400 nChanged 829 SP:Iteration 2F (2567.329316 sec): 3 clusters Score: Raw -743384.843492 + Penalty 3099.025386 = -740285.818106 nChanged 781 SP:Iteration 3F (2567.404018 sec): 3 clusters Score: Raw -743884.469940 + Penalty 3099.025386 = -740785.444554 nChanged 798 SP:Iteration 4F (2567.467752 sec): 3 clusters Score: Raw -744493.104914 + Penalty 3099.025386 = -741394.079528 nChanged 844 SP:Iteration 5F (2567.533626 sec): 3 clusters Score: Raw -745112.091726 + Penalty 3099.025386 = -742013.066339 nChanged 776 SP:Iteration 6F (2567.599054 sec): 3 clusters Score: Raw -745622.362565 + Penalty 3099.025386 = -742523.337179 nChanged 689 SP:Iteration 7Q (2567.666077 sec): 3 clusters Score: Raw -746053.923023 + Penalty 3099.025386 = -742954.897637 nChanged 640 SP:Iteration 8Q (2567.738822 sec): 3 clusters Score: Raw -746435.362342 + Penalty 3099.025386 = -743336.336956 nChanged 549 SP:Iteration 9Q (2567.806879 sec): 3 clusters Score: Raw -746735.298461 + Penalty 3099.025386 = -743636.273075 nChanged 470 SP:Iteration 10Q (2567.872343 sec): 3 clusters Score: Raw -746956.182397 + Penalty 3099.025386 = -743857.157011 nChanged 375 SP:Iteration 11Q (2567.936701 sec): 3 clusters Score: Raw -747117.845787 + Penalty 3099.025386 = -744018.820400 nChanged 287 SP:Iteration 12Q (2568.007209 sec): 3 clusters Score: Raw -747234.863786 + Penalty 3099.025386 = -744135.838399 nChanged 225 SP:Iteration 13Q (2568.069326 sec): 3 clusters Score: Raw -747318.703735 + Penalty 3099.025386 = -744219.678349 nChanged 176 SP:Iteration 14Q (2568.135495 sec): 3 clusters Score: Raw -747372.057902 + Penalty 3099.025386 = -744273.032516 nChanged 129 SP:Iteration 15Q (2568.201636 sec): 3 clusters Score: Raw -747408.883284 + Penalty 3099.025386 = -744309.857898 nChanged 120 SP:Iteration 16Q (2568.269293 sec): 3 clusters Score: Raw -747436.518874 + Penalty 3099.025386 = -744337.493488 nChanged 100 SP:Iteration 17Q (2568.341406 sec): 3 clusters Score: Raw -747457.277915 + Penalty 3099.025386 = -744358.252529 nChanged 94 SP:Iteration 18Q (2568.408292 sec): 3 clusters Score: Raw -747481.036654 + Penalty 3099.025386 = -744382.011268 nChanged 96 SP:Iteration 19Q (2568.477816 sec): 3 clusters Score: Raw -747504.964252 + Penalty 3099.025386 = -744405.938866 nChanged 98 SP:Iteration 20F (2568.546089 sec): 3 clusters Score: Raw -747528.850940 + Penalty 3099.025386 = -744429.825553 nChanged 95 SP:Iteration 21Q (2568.613961 sec): 3 clusters Score: Raw -747553.209412 + Penalty 3099.025386 = -744454.184025 nChanged 94 SP:Iteration 22Q (2568.684653 sec): 3 clusters Score: Raw -747578.035371 + Penalty 3099.025386 = -744479.009985 nChanged 103 SP:Iteration 23Q (2568.747278 sec): 3 clusters Score: Raw -747603.748274 + Penalty 3099.025386 = -744504.722888 nChanged 91 SP:Iteration 24Q (2568.815044 sec): 3 clusters Score: Raw -747623.284494 + Penalty 3099.025386 = -744524.259108 nChanged 87 SP:Iteration 25Q (2568.877300 sec): 3 clusters Score: Raw -747641.272644 + Penalty 3099.025386 = -744542.247258 nChanged 83 SP:Iteration 26Q (2568.954083 sec): 3 clusters Score: Raw -747660.471364 + Penalty 3099.025386 = -744561.445978 nChanged 95 SP:Iteration 27Q (2569.021193 sec): 3 clusters Score: Raw -747684.005391 + Penalty 3099.025386 = -744584.980005 nChanged 92 SP:Iteration 28Q (2569.084598 sec): 3 clusters Score: Raw -747706.422168 + Penalty 3099.025386 = -744607.396781 nChanged 104 SP:Iteration 29Q (2569.157916 sec): 3 clusters Score: Raw -747728.835881 + Penalty 3099.025386 = -744629.810494 nChanged 87 SP:Iteration 30Q (2569.228752 sec): 3 clusters Score: Raw -747746.894653 + Penalty 3099.025386 = -744647.869267 nChanged 82 SP:Iteration 31Q (2569.299413 sec): 3 clusters Score: Raw -747760.827072 + Penalty 3099.025386 = -744661.801686 nChanged 62 SP:Iteration 32Q (2569.371481 sec): 3 clusters Score: Raw -747771.057990 + Penalty 3099.025386 = -744672.032603 nChanged 58 SP:Iteration 33Q (2569.428101 sec): 3 clusters Score: Raw -747779.933774 + Penalty 3099.025386 = -744680.908388 nChanged 59 SP:Iteration 34Q (2569.496083 sec): 3 clusters Score: Raw -747789.357984 + Penalty 3099.025386 = -744690.332597 nChanged 59 SP:Iteration 35Q (2569.573798 sec): 3 clusters Score: Raw -747801.706070 + Penalty 3099.025386 = -744702.680683 nChanged 65 SP:Iteration 36Q (2569.628133 sec): 3 clusters Score: Raw -747813.218965 + Penalty 3099.025386 = -744714.193579 nChanged 56 SP:Iteration 37Q (2569.708938 sec): 3 clusters Score: Raw -747823.816625 + Penalty 3099.025386 = -744724.791239 nChanged 63 SP:Iteration 38Q (2569.766186 sec): 3 clusters Score: Raw -747834.768016 + Penalty 3099.025386 = -744735.742630 nChanged 61 SP:Iteration 39Q (2569.832654 sec): 3 clusters Score: Raw -747844.274208 + Penalty 3099.025386 = -744745.248821 nChanged 52 SP:Iteration 40F (2569.899738 sec): 3 clusters Score: Raw -747852.314524 + Penalty 3099.025386 = -744753.289138 nChanged 55 SP:Iteration 41Q (2569.965300 sec): 3 clusters Score: Raw -747860.246250 + Penalty 3099.025386 = -744761.220863 nChanged 55 SP:Iteration 42Q (2570.033472 sec): 3 clusters Score: Raw -747868.694909 + Penalty 3099.025386 = -744769.669522 nChanged 59 SP:Iteration 43Q (2570.112234 sec): 3 clusters Score: Raw -747878.976902 + Penalty 3099.025386 = -744779.951516 nChanged 74 SP:Iteration 44Q (2570.178358 sec): 3 clusters Score: Raw -747894.121603 + Penalty 3099.025386 = -744795.096217 nChanged 70 SP:Iteration 45Q (2570.242806 sec): 3 clusters Score: Raw -747909.841619 + Penalty 3099.025386 = -744810.816233 nChanged 71 SP:Iteration 46Q (2570.301426 sec): 3 clusters Score: Raw -747923.963843 + Penalty 3099.025386 = -744824.938457 nChanged 72 SP:Iteration 47Q (2570.370628 sec): 3 clusters Score: Raw -747938.729171 + Penalty 3099.025386 = -744839.703785 nChanged 82 SP:Iteration 48Q (2570.441703 sec): 3 clusters Score: Raw -747954.009429 + Penalty 3099.025386 = -744854.984043 nChanged 79 SP:Iteration 49Q (2570.506975 sec): 3 clusters Score: Raw -747968.854954 + Penalty 3099.025386 = -744869.829568 nChanged 70 SP:Iteration 50Q (2570.570573 sec): 3 clusters Score: Raw -747981.602330 + Penalty 3099.025386 = -744882.576944 nChanged 60 SP:Iteration 51Q (2570.640673 sec): 3 clusters Score: Raw -747991.091967 + Penalty 3099.025386 = -744892.066581 nChanged 55 SP:Iteration 52Q (2570.703093 sec): 3 clusters Score: Raw -747999.914875 + Penalty 3099.025386 = -744900.889488 nChanged 55 SP:Iteration 53Q (2570.784434 sec): 3 clusters Score: Raw -748010.246522 + Penalty 3099.025386 = -744911.221135 nChanged 65 SP:Iteration 54Q (2570.845022 sec): 3 clusters Score: Raw -748022.588782 + Penalty 3099.025386 = -744923.563396 nChanged 74 SP:Iteration 55Q (2570.907038 sec): 3 clusters Score: Raw -748035.880563 + Penalty 3099.025386 = -744936.855177 nChanged 65 SP:Iteration 56Q (2570.980049 sec): 3 clusters Score: Raw -748048.817827 + Penalty 3099.025386 = -744949.792441 nChanged 65 SP:Iteration 57Q (2571.049882 sec): 3 clusters Score: Raw -748060.259342 + Penalty 3099.025386 = -744961.233956 nChanged 60 SP:Iteration 58Q (2571.113046 sec): 3 clusters Score: Raw -748071.416150 + Penalty 3099.025386 = -744972.390763 nChanged 60 SP:Iteration 59Q (2571.191027 sec): 3 clusters Score: Raw -748081.792957 + Penalty 3099.025386 = -744982.767571 nChanged 58 SP:Iteration 60F (2571.252851 sec): 3 clusters Score: Raw -748093.383986 + Penalty 3099.025386 = -744994.358600 nChanged 60 SP:Iteration 61Q (2571.322411 sec): 3 clusters Score: Raw -748106.405773 + Penalty 3099.025386 = -745007.380387 nChanged 51 SP:Iteration 62Q (2571.387406 sec): 3 clusters Score: Raw -748117.711357 + Penalty 3099.025386 = -745018.685971 nChanged 59 SP:Iteration 63Q (2571.457831 sec): 3 clusters Score: Raw -748130.169063 + Penalty 3099.025386 = -745031.143677 nChanged 56 SP:Iteration 64Q (2571.520357 sec): 3 clusters Score: Raw -748139.941631 + Penalty 3099.025386 = -745040.916244 nChanged 41 SP:Iteration 65Q (2571.595697 sec): 3 clusters Score: Raw -748145.018330 + Penalty 3099.025386 = -745045.992944 nChanged 34 SP:Iteration 66Q (2571.656972 sec): 3 clusters Score: Raw -748150.061142 + Penalty 3099.025386 = -745051.035756 nChanged 33 SP:Iteration 67Q (2571.726447 sec): 3 clusters Score: Raw -748155.412546 + Penalty 3099.025386 = -745056.387160 nChanged 33 SP:Iteration 68Q (2571.795937 sec): 3 clusters Score: Raw -748160.817741 + Penalty 3099.025386 = -745061.792355 nChanged 39 SP:Iteration 69Q (2571.863213 sec): 3 clusters Score: Raw -748167.509932 + Penalty 3099.025386 = -745068.484546 nChanged 38 SP:Iteration 70Q (2571.927772 sec): 3 clusters Score: Raw -748173.932749 + Penalty 3099.025386 = -745074.907362 nChanged 43 SP:Iteration 71Q (2571.987853 sec): 3 clusters Score: Raw -748179.597090 + Penalty 3099.025386 = -745080.571703 nChanged 38 SP:Iteration 72Q (2572.054743 sec): 3 clusters Score: Raw -748185.053369 + Penalty 3099.025386 = -745086.027982 nChanged 34 SP:Iteration 73Q (2572.120209 sec): 3 clusters Score: Raw -748189.875989 + Penalty 3099.025386 = -745090.850602 nChanged 29 SP:Iteration 74Q (2572.183937 sec): 3 clusters Score: Raw -748193.299564 + Penalty 3099.025386 = -745094.274178 nChanged 31 SP:Iteration 75Q (2572.257394 sec): 3 clusters Score: Raw -748197.147267 + Penalty 3099.025386 = -745098.121880 nChanged 25 SP:Iteration 76Q (2572.327396 sec): 3 clusters Score: Raw -748200.525802 + Penalty 3099.025386 = -745101.500415 nChanged 26 SP:Iteration 77Q (2572.390063 sec): 3 clusters Score: Raw -748204.075653 + Penalty 3099.025386 = -745105.050266 nChanged 30 SP:Iteration 78Q (2572.460465 sec): 3 clusters Score: Raw -748207.866134 + Penalty 3099.025386 = -745108.840747 nChanged 29 SP:Iteration 79Q (2572.528792 sec): 3 clusters Score: Raw -748211.632855 + Penalty 3099.025386 = -745112.607469 nChanged 20 SP:Iteration 80F (2572.589016 sec): 3 clusters Score: Raw -748214.076993 + Penalty 3099.025386 = -745115.051607 nChanged 15 SP:Iteration 81Q (2572.662679 sec): 3 clusters Score: Raw -748215.702898 + Penalty 3099.025386 = -745116.677512 nChanged 14 SP:Iteration 82Q (2572.730771 sec): 3 clusters Score: Raw -748217.253677 + Penalty 3099.025386 = -745118.228291 nChanged 14 SP:Iteration 83Q (2572.791616 sec): 3 clusters Score: Raw -748218.551898 + Penalty 3099.025386 = -745119.526512 nChanged 10 SP:Iteration 84Q (2572.858581 sec): 3 clusters Score: Raw -748220.327117 + Penalty 3099.025386 = -745121.301730 nChanged 13 SP:Iteration 85Q (2572.927596 sec): 3 clusters Score: Raw -748222.084599 + Penalty 3099.025386 = -745123.059213 nChanged 9 SP:Iteration 86Q (2572.988713 sec): 3 clusters Score: Raw -748223.660209 + Penalty 3099.025386 = -745124.634823 nChanged 12 SP:Iteration 87Q (2573.053287 sec): 3 clusters Score: Raw -748225.363673 + Penalty 3099.025386 = -745126.338286 nChanged 10 SP:Iteration 88Q (2573.115348 sec): 3 clusters Score: Raw -748226.100578 + Penalty 3099.025386 = -745127.075192 nChanged 6 SP:Iteration 89Q (2573.186710 sec): 3 clusters Score: Raw -748226.455573 + Penalty 3099.025386 = -745127.430187 nChanged 4 SP:Iteration 90Q (2573.243402 sec): 3 clusters Score: Raw -748227.061974 + Penalty 3099.025386 = -745128.036587 nChanged 2 SP:Iteration 91Q (2573.311680 sec): 3 clusters Score: Raw -748227.212792 + Penalty 3099.025386 = -745128.187406 nChanged 2 SP:Iteration 92Q (2573.389588 sec): 3 clusters Score: Raw -748227.362477 + Penalty 3099.025386 = -745128.337090 nChanged 0 SP:Iteration 93F (2573.458634 sec): 3 clusters Score: Raw -748227.362477 + Penalty 3099.025386 = -745128.337090 nChanged 0 Trying to split cluster 22 (980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2573.479035 sec): 2 clusters Score: Raw -51022.029551 + Penalty 1119.227293 = -49902.802258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2573.524594 sec): 3 clusters Score: Raw -50701.611936 + Penalty 2238.454586 = -48463.157350 nChanged 299 SP:Iteration 1F (2573.568829 sec): 3 clusters Score: Raw -50935.987356 + Penalty 2238.454586 = -48697.532770 nChanged 62 SP:Iteration 2F (2573.620040 sec): 3 clusters Score: Raw -50994.368147 + Penalty 2238.454586 = -48755.913561 nChanged 33 SP:Iteration 3Q (2573.666136 sec): 3 clusters Score: Raw -51023.181127 + Penalty 2238.454586 = -48784.726542 nChanged 20 SP:Iteration 4Q (2573.712704 sec): 3 clusters Score: Raw -51040.230586 + Penalty 2238.454586 = -48801.776000 nChanged 15 SP:Iteration 5Q (2573.753050 sec): 3 clusters Score: Raw -51053.548171 + Penalty 2238.454586 = -48815.093585 nChanged 12 SP:Iteration 6Q (2573.795538 sec): 3 clusters Score: Raw -51072.929555 + Penalty 2238.454586 = -48834.474969 nChanged 14 SP:Iteration 7Q (2573.846401 sec): 3 clusters Score: Raw -51088.892971 + Penalty 2238.454586 = -48850.438385 nChanged 20 SP:Iteration 8Q (2573.892882 sec): 3 clusters Score: Raw -51113.192722 + Penalty 2238.454586 = -48874.738136 nChanged 17 SP:Iteration 9Q (2573.936889 sec): 3 clusters Score: Raw -51124.806731 + Penalty 2238.454586 = -48886.352145 nChanged 9 SP:Iteration 10Q (2573.972272 sec): 3 clusters Score: Raw -51133.261225 + Penalty 2238.454586 = -48894.806639 nChanged 2 SP:Iteration 11Q (2574.009104 sec): 3 clusters Score: Raw -51133.754296 + Penalty 2238.454586 = -48895.299710 nChanged 0 SP:Iteration 12F (2574.045719 sec): 3 clusters Score: Raw -51133.754296 + Penalty 2238.454586 = -48895.299710 nChanged 0 Trying to split cluster 23 (5596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2574.078130 sec): 2 clusters Score: Raw -309456.356480 + Penalty 1402.343692 = -308054.012788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2574.133394 sec): 3 clusters Score: Raw -306519.285431 + Penalty 2804.687384 = -303714.598047 nChanged 2326 SP:Iteration 1F (2574.201413 sec): 3 clusters Score: Raw -308203.991805 + Penalty 2804.687384 = -305399.304421 nChanged 658 SP:Iteration 2F (2574.243006 sec): 3 clusters Score: Raw -309112.498497 + Penalty 2804.687384 = -306307.811113 nChanged 584 SP:Iteration 3F (2574.299803 sec): 3 clusters Score: Raw -309894.751093 + Penalty 2804.687384 = -307090.063709 nChanged 392 SP:Iteration 4F (2574.360274 sec): 3 clusters Score: Raw -310286.740639 + Penalty 2804.687384 = -307482.053255 nChanged 262 SP:Iteration 5Q (2574.404416 sec): 3 clusters Score: Raw -310515.317705 + Penalty 2804.687384 = -307710.630321 nChanged 179 SP:Iteration 6Q (2574.467338 sec): 3 clusters Score: Raw -310674.088427 + Penalty 2804.687384 = -307869.401043 nChanged 141 SP:Iteration 7Q (2574.522142 sec): 3 clusters Score: Raw -310784.851105 + Penalty 2804.687384 = -307980.163721 nChanged 105 SP:Iteration 8Q (2574.570505 sec): 3 clusters Score: Raw -310844.000782 + Penalty 2804.687384 = -308039.313398 nChanged 70 SP:Iteration 9Q (2574.621312 sec): 3 clusters Score: Raw -310875.001520 + Penalty 2804.687384 = -308070.314136 nChanged 48 SP:Iteration 10Q (2574.667532 sec): 3 clusters Score: Raw -310894.678742 + Penalty 2804.687384 = -308089.991358 nChanged 36 SP:Iteration 11Q (2574.729461 sec): 3 clusters Score: Raw -310906.563634 + Penalty 2804.687384 = -308101.876249 nChanged 22 SP:Iteration 12Q (2574.778843 sec): 3 clusters Score: Raw -310914.204941 + Penalty 2804.687384 = -308109.517557 nChanged 22 SP:Iteration 13Q (2574.838866 sec): 3 clusters Score: Raw -310920.174336 + Penalty 2804.687384 = -308115.486952 nChanged 17 SP:Iteration 14Q (2574.891172 sec): 3 clusters Score: Raw -310924.360056 + Penalty 2804.687384 = -308119.672671 nChanged 7 SP:Iteration 15Q (2574.924819 sec): 3 clusters Score: Raw -310926.311489 + Penalty 2804.687384 = -308121.624105 nChanged 7 SP:Iteration 16Q (2574.981439 sec): 3 clusters Score: Raw -310927.642314 + Penalty 2804.687384 = -308122.954930 nChanged 5 SP:Iteration 17Q (2575.029256 sec): 3 clusters Score: Raw -310928.894724 + Penalty 2804.687384 = -308124.207339 nChanged 2 SP:Iteration 18Q (2575.087025 sec): 3 clusters Score: Raw -310929.282484 + Penalty 2804.687384 = -308124.595100 nChanged 3 SP:Iteration 19Q (2575.141847 sec): 3 clusters Score: Raw -310929.556819 + Penalty 2804.687384 = -308124.869435 nChanged 2 SP:Iteration 20F (2575.189126 sec): 3 clusters Score: Raw -310929.813051 + Penalty 2804.687384 = -308125.125666 nChanged 0 Score: Raw -12078766.149763 + Penalty 88719.249868 = -11990046.899894 Splitting cluster 23 changes total score from -11990589.789912 to -11990046.899894 So it's not getting split. Trying to split cluster 24 (4052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2582.579773 sec): 2 clusters Score: Raw -176188.887080 + Penalty 1349.881953 = -174839.005127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2582.627402 sec): 3 clusters Score: Raw -174182.216722 + Penalty 2699.763906 = -171482.452815 nChanged 1585 SP:Iteration 1F (2582.670538 sec): 3 clusters Score: Raw -175189.318623 + Penalty 2699.763906 = -172489.554717 nChanged 341 SP:Iteration 2F (2582.721216 sec): 3 clusters Score: Raw -175449.809853 + Penalty 2699.763906 = -172750.045947 nChanged 267 SP:Iteration 3F (2582.771002 sec): 3 clusters Score: Raw -175656.222883 + Penalty 2699.763906 = -172956.458977 nChanged 227 SP:Iteration 4F (2582.822532 sec): 3 clusters Score: Raw -175839.239505 + Penalty 2699.763906 = -173139.475599 nChanged 199 SP:Iteration 5Q (2582.872806 sec): 3 clusters Score: Raw -175993.427843 + Penalty 2699.763906 = -173293.663937 nChanged 180 SP:Iteration 6Q (2582.918949 sec): 3 clusters Score: Raw -176139.347233 + Penalty 2699.763906 = -173439.583327 nChanged 170 SP:Iteration 7Q (2582.967612 sec): 3 clusters Score: Raw -176273.872824 + Penalty 2699.763906 = -173574.108918 nChanged 150 SP:Iteration 8Q (2583.018472 sec): 3 clusters Score: Raw -176385.187221 + Penalty 2699.763906 = -173685.423315 nChanged 111 SP:Iteration 9Q (2583.074559 sec): 3 clusters Score: Raw -176456.004766 + Penalty 2699.763906 = -173756.240860 nChanged 88 SP:Iteration 10Q (2583.128681 sec): 3 clusters Score: Raw -176513.618149 + Penalty 2699.763906 = -173813.854243 nChanged 71 SP:Iteration 11Q (2583.168381 sec): 3 clusters Score: Raw -176566.519115 + Penalty 2699.763906 = -173866.755209 nChanged 78 SP:Iteration 12Q (2583.227225 sec): 3 clusters Score: Raw -176620.834429 + Penalty 2699.763906 = -173921.070523 nChanged 69 SP:Iteration 13Q (2583.269767 sec): 3 clusters Score: Raw -176664.014731 + Penalty 2699.763906 = -173964.250825 nChanged 58 SP:Iteration 14Q (2583.331226 sec): 3 clusters Score: Raw -176705.797949 + Penalty 2699.763906 = -174006.034043 nChanged 57 SP:Iteration 15Q (2583.384684 sec): 3 clusters Score: Raw -176744.247586 + Penalty 2699.763906 = -174044.483680 nChanged 54 SP:Iteration 16Q (2583.423545 sec): 3 clusters Score: Raw -176777.960469 + Penalty 2699.763906 = -174078.196562 nChanged 45 SP:Iteration 17Q (2583.484921 sec): 3 clusters Score: Raw -176804.916718 + Penalty 2699.763906 = -174105.152811 nChanged 44 SP:Iteration 18Q (2583.525623 sec): 3 clusters Score: Raw -176830.097839 + Penalty 2699.763906 = -174130.333933 nChanged 39 SP:Iteration 19Q (2583.589801 sec): 3 clusters Score: Raw -176862.736730 + Penalty 2699.763906 = -174162.972824 nChanged 59 SP:Iteration 20F (2583.633742 sec): 3 clusters Score: Raw -176922.722765 + Penalty 2699.763906 = -174222.958858 nChanged 68 SP:Iteration 21Q (2583.690501 sec): 3 clusters Score: Raw -176986.392252 + Penalty 2699.763906 = -174286.628346 nChanged 77 SP:Iteration 22Q (2583.728178 sec): 3 clusters Score: Raw -177082.710197 + Penalty 2699.763906 = -174382.946290 nChanged 73 SP:Iteration 23Q (2583.778440 sec): 3 clusters Score: Raw -177184.385280 + Penalty 2699.763906 = -174484.621374 nChanged 75 SP:Iteration 24Q (2583.828278 sec): 3 clusters Score: Raw -177286.101742 + Penalty 2699.763906 = -174586.337835 nChanged 63 SP:Iteration 25Q (2583.889786 sec): 3 clusters Score: Raw -177347.916976 + Penalty 2699.763906 = -174648.153070 nChanged 43 SP:Iteration 26Q (2583.931627 sec): 3 clusters Score: Raw -177368.985327 + Penalty 2699.763906 = -174669.221421 nChanged 26 SP:Iteration 27Q (2583.985871 sec): 3 clusters Score: Raw -177385.566749 + Penalty 2699.763906 = -174685.802842 nChanged 27 SP:Iteration 28Q (2584.040934 sec): 3 clusters Score: Raw -177398.545647 + Penalty 2699.763906 = -174698.781741 nChanged 24 SP:Iteration 29Q (2584.083330 sec): 3 clusters Score: Raw -177408.197475 + Penalty 2699.763906 = -174708.433569 nChanged 13 SP:Iteration 30Q (2584.130844 sec): 3 clusters Score: Raw -177412.337392 + Penalty 2699.763906 = -174712.573486 nChanged 5 SP:Iteration 31Q (2584.188588 sec): 3 clusters Score: Raw -177413.481043 + Penalty 2699.763906 = -174713.717136 nChanged 2 SP:Iteration 32Q (2584.238105 sec): 3 clusters Score: Raw -177414.353739 + Penalty 2699.763906 = -174714.589832 nChanged 1 SP:Iteration 33Q (2584.284342 sec): 3 clusters Score: Raw -177414.896967 + Penalty 2699.763906 = -174715.133061 nChanged 4 SP:Iteration 34Q (2584.330206 sec): 3 clusters Score: Raw -177416.071921 + Penalty 2699.763906 = -174716.308014 nChanged 4 SP:Iteration 35Q (2584.380547 sec): 3 clusters Score: Raw -177417.030579 + Penalty 2699.763906 = -174717.266673 nChanged 3 SP:Iteration 36Q (2584.430008 sec): 3 clusters Score: Raw -177417.716663 + Penalty 2699.763906 = -174717.952756 nChanged 2 SP:Iteration 37Q (2584.485787 sec): 3 clusters Score: Raw -177418.008324 + Penalty 2699.763906 = -174718.244418 nChanged 0 SP:Iteration 38F (2584.534298 sec): 3 clusters Score: Raw -177418.008324 + Penalty 2699.763906 = -174718.244418 nChanged 0 Trying to split cluster 25 (948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2584.559745 sec): 2 clusters Score: Raw -45756.318247 + Penalty 1113.832607 = -44642.485640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2584.608471 sec): 3 clusters Score: Raw -45520.571815 + Penalty 2227.665213 = -43292.906602 nChanged 272 SP:Iteration 1F (2584.656288 sec): 3 clusters Score: Raw -45809.524373 + Penalty 2227.665213 = -43581.859160 nChanged 79 SP:Iteration 2F (2584.707440 sec): 3 clusters Score: Raw -45951.533146 + Penalty 2227.665213 = -43723.867933 nChanged 62 SP:Iteration 3F (2584.756786 sec): 3 clusters Score: Raw -46074.291806 + Penalty 2227.665213 = -43846.626593 nChanged 70 SP:Iteration 4F (2584.808797 sec): 3 clusters Score: Raw -46257.669132 + Penalty 2227.665213 = -44030.003919 nChanged 72 SP:Iteration 5F (2584.844540 sec): 3 clusters Score: Raw -46508.484803 + Penalty 2227.665213 = -44280.819590 nChanged 77 SP:Iteration 6F (2584.897717 sec): 3 clusters Score: Raw -46810.944530 + Penalty 2227.665213 = -44583.279317 nChanged 49 SP:Iteration 7F (2584.936785 sec): 3 clusters Score: Raw -47069.943521 + Penalty 2227.665213 = -44842.278308 nChanged 20 SP:Iteration 8Q (2584.978235 sec): 3 clusters Score: Raw -47209.907924 + Penalty 2227.665213 = -44982.242711 nChanged 13 SP:Iteration 9Q (2585.031709 sec): 3 clusters Score: Raw -47276.571271 + Penalty 2227.665213 = -45048.906058 nChanged 12 SP:Iteration 10Q (2585.077702 sec): 3 clusters Score: Raw -47360.045868 + Penalty 2227.665213 = -45132.380655 nChanged 6 SP:Iteration 11Q (2585.122777 sec): 3 clusters Score: Raw -47383.419359 + Penalty 2227.665213 = -45155.754146 nChanged 3 SP:Iteration 12Q (2585.168845 sec): 3 clusters Score: Raw -47386.820939 + Penalty 2227.665213 = -45159.155726 nChanged 1 SP:Iteration 13Q (2585.213154 sec): 3 clusters Score: Raw -47387.278142 + Penalty 2227.665213 = -45159.612929 nChanged 0 SP:Iteration 14F (2585.259548 sec): 3 clusters Score: Raw -47387.278142 + Penalty 2227.665213 = -45159.612929 nChanged 0 Score: Raw -12078923.653088 + Penalty 88719.249868 = -11990204.403219 Splitting cluster 25 changes total score from -11990589.789912 to -11990204.403219 So it's not getting split. Trying to split cluster 26 (5373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2592.364084 sec): 2 clusters Score: Raw -277848.410306 + Penalty 1395.735525 = -276452.674782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2592.402775 sec): 3 clusters Score: Raw -275010.496068 + Penalty 2791.471049 = -272219.025019 nChanged 2198 SP:Iteration 1F (2592.454921 sec): 3 clusters Score: Raw -276228.868283 + Penalty 2791.471049 = -273437.397233 nChanged 382 SP:Iteration 2F (2592.517594 sec): 3 clusters Score: Raw -276432.545791 + Penalty 2791.471049 = -273641.074742 nChanged 315 SP:Iteration 3F (2592.560503 sec): 3 clusters Score: Raw -276607.247566 + Penalty 2791.471049 = -273815.776516 nChanged 250 SP:Iteration 4Q (2592.612844 sec): 3 clusters Score: Raw -276751.231590 + Penalty 2791.471049 = -273959.760541 nChanged 222 SP:Iteration 5Q (2592.673585 sec): 3 clusters Score: Raw -276867.153863 + Penalty 2791.471049 = -274075.682813 nChanged 194 SP:Iteration 6Q (2592.715643 sec): 3 clusters Score: Raw -276962.133544 + Penalty 2791.471049 = -274170.662495 nChanged 164 SP:Iteration 7Q (2592.769149 sec): 3 clusters Score: Raw -277048.873019 + Penalty 2791.471049 = -274257.401970 nChanged 191 SP:Iteration 8Q (2592.822513 sec): 3 clusters Score: Raw -277170.096368 + Penalty 2791.471049 = -274378.625318 nChanged 225 SP:Iteration 9Q (2592.881273 sec): 3 clusters Score: Raw -277325.931904 + Penalty 2791.471049 = -274534.460855 nChanged 243 SP:Iteration 10Q (2592.933843 sec): 3 clusters Score: Raw -277475.406944 + Penalty 2791.471049 = -274683.935895 nChanged 225 SP:Iteration 11Q (2592.996947 sec): 3 clusters Score: Raw -277633.393256 + Penalty 2791.471049 = -274841.922207 nChanged 238 SP:Iteration 12Q (2593.048846 sec): 3 clusters Score: Raw -277797.119472 + Penalty 2791.471049 = -275005.648422 nChanged 222 SP:Iteration 13Q (2593.095614 sec): 3 clusters Score: Raw -277961.503111 + Penalty 2791.471049 = -275170.032061 nChanged 195 SP:Iteration 14Q (2593.144158 sec): 3 clusters Score: Raw -278096.561885 + Penalty 2791.471049 = -275305.090835 nChanged 175 SP:Iteration 15Q (2593.200746 sec): 3 clusters Score: Raw -278198.555981 + Penalty 2791.471049 = -275407.084932 nChanged 124 SP:Iteration 16Q (2593.257029 sec): 3 clusters Score: Raw -278260.266912 + Penalty 2791.471049 = -275468.795862 nChanged 105 SP:Iteration 17Q (2593.299119 sec): 3 clusters Score: Raw -278314.019990 + Penalty 2791.471049 = -275522.548941 nChanged 93 SP:Iteration 18Q (2593.360265 sec): 3 clusters Score: Raw -278354.981884 + Penalty 2791.471049 = -275563.510835 nChanged 58 SP:Iteration 19Q (2593.406661 sec): 3 clusters Score: Raw -278372.981238 + Penalty 2791.471049 = -275581.510189 nChanged 38 SP:Iteration 20F (2593.468539 sec): 3 clusters Score: Raw -278386.073014 + Penalty 2791.471049 = -275594.601965 nChanged 43 SP:Iteration 21Q (2593.519528 sec): 3 clusters Score: Raw -278401.044787 + Penalty 2791.471049 = -275609.573738 nChanged 44 SP:Iteration 22Q (2593.582107 sec): 3 clusters Score: Raw -278417.481701 + Penalty 2791.471049 = -275626.010651 nChanged 35 SP:Iteration 23Q (2593.627012 sec): 3 clusters Score: Raw -278429.314036 + Penalty 2791.471049 = -275637.842986 nChanged 26 SP:Iteration 24Q (2593.693931 sec): 3 clusters Score: Raw -278438.744128 + Penalty 2791.471049 = -275647.273078 nChanged 29 SP:Iteration 25Q (2593.747861 sec): 3 clusters Score: Raw -278447.073056 + Penalty 2791.471049 = -275655.602006 nChanged 22 SP:Iteration 26Q (2593.792939 sec): 3 clusters Score: Raw -278453.035626 + Penalty 2791.471049 = -275661.564576 nChanged 23 SP:Iteration 27Q (2593.849277 sec): 3 clusters Score: Raw -278459.346380 + Penalty 2791.471049 = -275667.875330 nChanged 20 SP:Iteration 28Q (2593.903017 sec): 3 clusters Score: Raw -278466.011318 + Penalty 2791.471049 = -275674.540269 nChanged 24 SP:Iteration 29Q (2593.961003 sec): 3 clusters Score: Raw -278471.292412 + Penalty 2791.471049 = -275679.821362 nChanged 16 SP:Iteration 30Q (2594.017250 sec): 3 clusters Score: Raw -278474.738899 + Penalty 2791.471049 = -275683.267849 nChanged 16 SP:Iteration 31Q (2594.062616 sec): 3 clusters Score: Raw -278479.480588 + Penalty 2791.471049 = -275688.009539 nChanged 15 SP:Iteration 32Q (2594.123060 sec): 3 clusters Score: Raw -278482.969913 + Penalty 2791.471049 = -275691.498863 nChanged 13 SP:Iteration 33Q (2594.178820 sec): 3 clusters Score: Raw -278485.523860 + Penalty 2791.471049 = -275694.052810 nChanged 13 SP:Iteration 34Q (2594.235928 sec): 3 clusters Score: Raw -278488.776892 + Penalty 2791.471049 = -275697.305842 nChanged 16 SP:Iteration 35Q (2594.283604 sec): 3 clusters Score: Raw -278492.354953 + Penalty 2791.471049 = -275700.883904 nChanged 11 SP:Iteration 36Q (2594.330763 sec): 3 clusters Score: Raw -278496.434750 + Penalty 2791.471049 = -275704.963701 nChanged 21 SP:Iteration 37Q (2594.377694 sec): 3 clusters Score: Raw -278503.081458 + Penalty 2791.471049 = -275711.610409 nChanged 21 SP:Iteration 38Q (2594.430509 sec): 3 clusters Score: Raw -278510.477768 + Penalty 2791.471049 = -275719.006718 nChanged 20 SP:Iteration 39Q (2594.485325 sec): 3 clusters Score: Raw -278515.849563 + Penalty 2791.471049 = -275724.378514 nChanged 18 SP:Iteration 40F (2594.537639 sec): 3 clusters Score: Raw -278520.511165 + Penalty 2791.471049 = -275729.040115 nChanged 15 SP:Iteration 41Q (2594.605791 sec): 3 clusters Score: Raw -278525.665215 + Penalty 2791.471049 = -275734.194165 nChanged 17 SP:Iteration 42Q (2594.658953 sec): 3 clusters Score: Raw -278530.565656 + Penalty 2791.471049 = -275739.094607 nChanged 14 SP:Iteration 43Q (2594.708140 sec): 3 clusters Score: Raw -278535.199596 + Penalty 2791.471049 = -275743.728547 nChanged 14 SP:Iteration 44Q (2594.770283 sec): 3 clusters Score: Raw -278540.235667 + Penalty 2791.471049 = -275748.764618 nChanged 14 SP:Iteration 45Q (2594.826137 sec): 3 clusters Score: Raw -278543.524712 + Penalty 2791.471049 = -275752.053662 nChanged 6 SP:Iteration 46Q (2594.888877 sec): 3 clusters Score: Raw -278544.975323 + Penalty 2791.471049 = -275753.504273 nChanged 6 SP:Iteration 47Q (2594.947037 sec): 3 clusters Score: Raw -278545.964034 + Penalty 2791.471049 = -275754.492985 nChanged 5 SP:Iteration 48Q (2594.990445 sec): 3 clusters Score: Raw -278547.190480 + Penalty 2791.471049 = -275755.719431 nChanged 5 SP:Iteration 49Q (2595.041397 sec): 3 clusters Score: Raw -278548.631281 + Penalty 2791.471049 = -275757.160232 nChanged 2 SP:Iteration 50Q (2595.096892 sec): 3 clusters Score: Raw -278548.921072 + Penalty 2791.471049 = -275757.450022 nChanged 1 SP:Iteration 51Q (2595.142444 sec): 3 clusters Score: Raw -278549.059858 + Penalty 2791.471049 = -275757.588808 nChanged 1 SP:Iteration 52Q (2595.190335 sec): 3 clusters Score: Raw -278549.134873 + Penalty 2791.471049 = -275757.663823 nChanged 2 SP:Iteration 53Q (2595.242223 sec): 3 clusters Score: Raw -278549.436618 + Penalty 2791.471049 = -275757.965568 nChanged 2 SP:Iteration 54Q (2595.298582 sec): 3 clusters Score: Raw -278549.655973 + Penalty 2791.471049 = -275758.184923 nChanged 0 SP:Iteration 55F (2595.357790 sec): 3 clusters Score: Raw -278549.655973 + Penalty 2791.471049 = -275758.184923 nChanged 0 Trying to split cluster 27 (4231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2595.386789 sec): 2 clusters Score: Raw -184475.695564 + Penalty 1356.906468 = -183118.789096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2595.437774 sec): 3 clusters Score: Raw -182392.157450 + Penalty 2713.812936 = -179678.344514 nChanged 1695 SP:Iteration 1F (2595.488417 sec): 3 clusters Score: Raw -183809.771690 + Penalty 2713.812936 = -181095.958753 nChanged 439 SP:Iteration 2F (2595.531587 sec): 3 clusters Score: Raw -184229.433185 + Penalty 2713.812936 = -181515.620249 nChanged 344 SP:Iteration 3F (2595.580231 sec): 3 clusters Score: Raw -184551.758244 + Penalty 2713.812936 = -181837.945308 nChanged 255 SP:Iteration 4F (2595.637091 sec): 3 clusters Score: Raw -184791.659868 + Penalty 2713.812936 = -182077.846931 nChanged 210 SP:Iteration 5Q (2595.679376 sec): 3 clusters Score: Raw -184987.327346 + Penalty 2713.812936 = -182273.514410 nChanged 158 SP:Iteration 6Q (2595.728539 sec): 3 clusters Score: Raw -185115.290077 + Penalty 2713.812936 = -182401.477141 nChanged 136 SP:Iteration 7Q (2595.779294 sec): 3 clusters Score: Raw -185214.240004 + Penalty 2713.812936 = -182500.427067 nChanged 114 SP:Iteration 8Q (2595.839416 sec): 3 clusters Score: Raw -185284.822335 + Penalty 2713.812936 = -182571.009399 nChanged 98 SP:Iteration 9Q (2595.882597 sec): 3 clusters Score: Raw -185339.940746 + Penalty 2713.812936 = -182626.127810 nChanged 62 SP:Iteration 10Q (2595.939509 sec): 3 clusters Score: Raw -185373.230914 + Penalty 2713.812936 = -182659.417978 nChanged 40 SP:Iteration 11Q (2595.989858 sec): 3 clusters Score: Raw -185396.593410 + Penalty 2713.812936 = -182682.780473 nChanged 50 SP:Iteration 12Q (2596.046983 sec): 3 clusters Score: Raw -185420.669913 + Penalty 2713.812936 = -182706.856976 nChanged 41 SP:Iteration 13Q (2596.101106 sec): 3 clusters Score: Raw -185441.034942 + Penalty 2713.812936 = -182727.222005 nChanged 33 SP:Iteration 14Q (2596.145191 sec): 3 clusters Score: Raw -185458.480972 + Penalty 2713.812936 = -182744.668035 nChanged 29 SP:Iteration 15Q (2596.204364 sec): 3 clusters Score: Raw -185469.461398 + Penalty 2713.812936 = -182755.648462 nChanged 22 SP:Iteration 16Q (2596.246739 sec): 3 clusters Score: Raw -185476.862350 + Penalty 2713.812936 = -182763.049413 nChanged 14 SP:Iteration 17Q (2596.298346 sec): 3 clusters Score: Raw -185481.366114 + Penalty 2713.812936 = -182767.553178 nChanged 14 SP:Iteration 18Q (2596.351541 sec): 3 clusters Score: Raw -185485.344670 + Penalty 2713.812936 = -182771.531733 nChanged 15 SP:Iteration 19Q (2596.405658 sec): 3 clusters Score: Raw -185489.553980 + Penalty 2713.812936 = -182775.741044 nChanged 9 SP:Iteration 20F (2596.461838 sec): 3 clusters Score: Raw -185493.407273 + Penalty 2713.812936 = -182779.594337 nChanged 12 SP:Iteration 21Q (2596.501189 sec): 3 clusters Score: Raw -185496.213254 + Penalty 2713.812936 = -182782.400318 nChanged 10 SP:Iteration 22Q (2596.560388 sec): 3 clusters Score: Raw -185499.233409 + Penalty 2713.812936 = -182785.420473 nChanged 4 SP:Iteration 23Q (2596.611628 sec): 3 clusters Score: Raw -185500.524558 + Penalty 2713.812936 = -182786.711622 nChanged 6 SP:Iteration 24Q (2596.669747 sec): 3 clusters Score: Raw -185501.598255 + Penalty 2713.812936 = -182787.785318 nChanged 7 SP:Iteration 25Q (2596.716246 sec): 3 clusters Score: Raw -185503.861235 + Penalty 2713.812936 = -182790.048298 nChanged 4 SP:Iteration 26Q (2596.779194 sec): 3 clusters Score: Raw -185504.855789 + Penalty 2713.812936 = -182791.042852 nChanged 3 SP:Iteration 27Q (2596.834641 sec): 3 clusters Score: Raw -185505.485711 + Penalty 2713.812936 = -182791.672775 nChanged 1 SP:Iteration 28Q (2596.876848 sec): 3 clusters Score: Raw -185505.746802 + Penalty 2713.812936 = -182791.933866 nChanged 3 SP:Iteration 29Q (2596.940679 sec): 3 clusters Score: Raw -185506.315493 + Penalty 2713.812936 = -182792.502557 nChanged 1 SP:Iteration 30Q (2596.986725 sec): 3 clusters Score: Raw -185506.475834 + Penalty 2713.812936 = -182792.662898 nChanged 2 SP:Iteration 31Q (2597.039204 sec): 3 clusters Score: Raw -185506.814360 + Penalty 2713.812936 = -182793.001424 nChanged 2 SP:Iteration 32Q (2597.083388 sec): 3 clusters Score: Raw -185507.045051 + Penalty 2713.812936 = -182793.232115 nChanged 1 SP:Iteration 33Q (2597.139884 sec): 3 clusters Score: Raw -185507.362992 + Penalty 2713.812936 = -182793.550055 nChanged 2 SP:Iteration 34Q (2597.190613 sec): 3 clusters Score: Raw -185507.752483 + Penalty 2713.812936 = -182793.939546 nChanged 1 SP:Iteration 35Q (2597.241262 sec): 3 clusters Score: Raw -185507.873449 + Penalty 2713.812936 = -182794.060513 nChanged 2 SP:Iteration 36Q (2597.292074 sec): 3 clusters Score: Raw -185508.955944 + Penalty 2713.812936 = -182795.143008 nChanged 5 SP:Iteration 37Q (2597.333313 sec): 3 clusters Score: Raw -185510.512885 + Penalty 2713.812936 = -182796.699949 nChanged 7 SP:Iteration 38Q (2597.390627 sec): 3 clusters Score: Raw -185512.424128 + Penalty 2713.812936 = -182798.611191 nChanged 5 SP:Iteration 39Q (2597.440028 sec): 3 clusters Score: Raw -185513.670537 + Penalty 2713.812936 = -182799.857601 nChanged 3 SP:Iteration 40F (2597.502327 sec): 3 clusters Score: Raw -185514.338950 + Penalty 2713.812936 = -182800.526014 nChanged 1 SP:Iteration 41Q (2597.542259 sec): 3 clusters Score: Raw -185514.468706 + Penalty 2713.812936 = -182800.655770 nChanged 2 SP:Iteration 42Q (2597.592672 sec): 3 clusters Score: Raw -185514.684025 + Penalty 2713.812936 = -182800.871088 nChanged 0 SP:Iteration 43F (2597.650363 sec): 3 clusters Score: Raw -185514.684025 + Penalty 2713.812936 = -182800.871088 nChanged 0 Trying to split cluster 28 (3199 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2597.676407 sec): 2 clusters Score: Raw -171646.010701 + Penalty 1311.471450 = -170334.539250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2597.718440 sec): 3 clusters Score: Raw -170104.937902 + Penalty 2622.942900 = -167481.995002 nChanged 1195 SP:Iteration 1F (2597.777088 sec): 3 clusters Score: Raw -170818.915660 + Penalty 2622.942900 = -168195.972759 nChanged 274 SP:Iteration 2F (2597.820499 sec): 3 clusters Score: Raw -170983.930948 + Penalty 2622.942900 = -168360.988047 nChanged 184 SP:Iteration 3F (2597.862693 sec): 3 clusters Score: Raw -171096.751472 + Penalty 2622.942900 = -168473.808571 nChanged 135 SP:Iteration 4Q (2597.921925 sec): 3 clusters Score: Raw -171164.646794 + Penalty 2622.942900 = -168541.703894 nChanged 94 SP:Iteration 5Q (2597.971198 sec): 3 clusters Score: Raw -171220.588710 + Penalty 2622.942900 = -168597.645810 nChanged 93 SP:Iteration 6Q (2598.011499 sec): 3 clusters Score: Raw -171277.285891 + Penalty 2622.942900 = -168654.342990 nChanged 92 SP:Iteration 7Q (2598.066899 sec): 3 clusters Score: Raw -171323.393955 + Penalty 2622.942900 = -168700.451054 nChanged 64 SP:Iteration 8Q (2598.113282 sec): 3 clusters Score: Raw -171359.904883 + Penalty 2622.942900 = -168736.961983 nChanged 70 SP:Iteration 9Q (2598.165436 sec): 3 clusters Score: Raw -171422.485528 + Penalty 2622.942900 = -168799.542628 nChanged 90 SP:Iteration 10Q (2598.214661 sec): 3 clusters Score: Raw -171489.170473 + Penalty 2622.942900 = -168866.227573 nChanged 82 SP:Iteration 11Q (2598.263637 sec): 3 clusters Score: Raw -171551.937421 + Penalty 2622.942900 = -168928.994521 nChanged 88 SP:Iteration 12Q (2598.315684 sec): 3 clusters Score: Raw -171620.928440 + Penalty 2622.942900 = -168997.985540 nChanged 93 SP:Iteration 13Q (2598.364740 sec): 3 clusters Score: Raw -171682.154598 + Penalty 2622.942900 = -169059.211697 nChanged 75 SP:Iteration 14Q (2598.411898 sec): 3 clusters Score: Raw -171733.790955 + Penalty 2622.942900 = -169110.848054 nChanged 81 SP:Iteration 15Q (2598.468005 sec): 3 clusters Score: Raw -171779.842704 + Penalty 2622.942900 = -169156.899803 nChanged 64 SP:Iteration 16Q (2598.516814 sec): 3 clusters Score: Raw -171814.992590 + Penalty 2622.942900 = -169192.049689 nChanged 50 SP:Iteration 17Q (2598.558078 sec): 3 clusters Score: Raw -171840.601048 + Penalty 2622.942900 = -169217.658148 nChanged 33 SP:Iteration 18Q (2598.607677 sec): 3 clusters Score: Raw -171866.563704 + Penalty 2622.942900 = -169243.620804 nChanged 50 SP:Iteration 19Q (2598.664753 sec): 3 clusters Score: Raw -171910.500487 + Penalty 2622.942900 = -169287.557586 nChanged 70 SP:Iteration 20F (2598.718401 sec): 3 clusters Score: Raw -171960.305817 + Penalty 2622.942900 = -169337.362917 nChanged 58 SP:Iteration 21Q (2598.767711 sec): 3 clusters Score: Raw -172005.103466 + Penalty 2622.942900 = -169382.160565 nChanged 61 SP:Iteration 22Q (2598.810086 sec): 3 clusters Score: Raw -172045.296156 + Penalty 2622.942900 = -169422.353255 nChanged 64 SP:Iteration 23Q (2598.857617 sec): 3 clusters Score: Raw -172079.692787 + Penalty 2622.942900 = -169456.749887 nChanged 38 SP:Iteration 24Q (2598.903825 sec): 3 clusters Score: Raw -172098.524555 + Penalty 2622.942900 = -169475.581655 nChanged 28 SP:Iteration 25Q (2598.959332 sec): 3 clusters Score: Raw -172113.160458 + Penalty 2622.942900 = -169490.217557 nChanged 26 SP:Iteration 26Q (2599.004059 sec): 3 clusters Score: Raw -172125.791679 + Penalty 2622.942900 = -169502.848779 nChanged 21 SP:Iteration 27Q (2599.050764 sec): 3 clusters Score: Raw -172136.179635 + Penalty 2622.942900 = -169513.236734 nChanged 16 SP:Iteration 28Q (2599.094179 sec): 3 clusters Score: Raw -172142.612271 + Penalty 2622.942900 = -169519.669370 nChanged 12 SP:Iteration 29Q (2599.141739 sec): 3 clusters Score: Raw -172146.358760 + Penalty 2622.942900 = -169523.415860 nChanged 11 SP:Iteration 30Q (2599.189945 sec): 3 clusters Score: Raw -172150.315911 + Penalty 2622.942900 = -169527.373011 nChanged 11 SP:Iteration 31Q (2599.253516 sec): 3 clusters Score: Raw -172153.747277 + Penalty 2622.942900 = -169530.804377 nChanged 14 SP:Iteration 32Q (2599.306053 sec): 3 clusters Score: Raw -172158.423886 + Penalty 2622.942900 = -169535.480986 nChanged 9 SP:Iteration 33Q (2599.359639 sec): 3 clusters Score: Raw -172162.397421 + Penalty 2622.942900 = -169539.454520 nChanged 10 SP:Iteration 34Q (2599.399887 sec): 3 clusters Score: Raw -172164.735911 + Penalty 2622.942900 = -169541.793010 nChanged 7 SP:Iteration 35Q (2599.456514 sec): 3 clusters Score: Raw -172166.660885 + Penalty 2622.942900 = -169543.717985 nChanged 0 SP:Iteration 36F (2599.498396 sec): 3 clusters Score: Raw -172166.660885 + Penalty 2622.942900 = -169543.717985 nChanged 0 Trying to split cluster 29 (3212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2599.523671 sec): 2 clusters Score: Raw -164619.970179 + Penalty 1312.130475 = -163307.839704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2599.584886 sec): 3 clusters Score: Raw -163139.784877 + Penalty 2624.260949 = -160515.523928 nChanged 1192 SP:Iteration 1F (2599.633871 sec): 3 clusters Score: Raw -163904.542087 + Penalty 2624.260949 = -161280.281137 nChanged 228 SP:Iteration 2F (2599.682508 sec): 3 clusters Score: Raw -164078.986966 + Penalty 2624.260949 = -161454.726016 nChanged 183 SP:Iteration 3F (2599.734816 sec): 3 clusters Score: Raw -164215.180213 + Penalty 2624.260949 = -161590.919263 nChanged 137 SP:Iteration 4Q (2599.773885 sec): 3 clusters Score: Raw -164327.757297 + Penalty 2624.260949 = -161703.496348 nChanged 125 SP:Iteration 5Q (2599.830573 sec): 3 clusters Score: Raw -164450.287060 + Penalty 2624.260949 = -161826.026111 nChanged 117 SP:Iteration 6Q (2599.873038 sec): 3 clusters Score: Raw -164541.164059 + Penalty 2624.260949 = -161916.903110 nChanged 95 SP:Iteration 7Q (2599.931703 sec): 3 clusters Score: Raw -164609.735000 + Penalty 2624.260949 = -161985.474051 nChanged 88 SP:Iteration 8Q (2599.979955 sec): 3 clusters Score: Raw -164674.003035 + Penalty 2624.260949 = -162049.742086 nChanged 82 SP:Iteration 9Q (2600.026911 sec): 3 clusters Score: Raw -164728.399480 + Penalty 2624.260949 = -162104.138530 nChanged 71 SP:Iteration 10Q (2600.078678 sec): 3 clusters Score: Raw -164776.338228 + Penalty 2624.260949 = -162152.077279 nChanged 57 SP:Iteration 11Q (2600.127003 sec): 3 clusters Score: Raw -164817.118774 + Penalty 2624.260949 = -162192.857824 nChanged 54 SP:Iteration 12Q (2600.174084 sec): 3 clusters Score: Raw -164861.793541 + Penalty 2624.260949 = -162237.532592 nChanged 58 SP:Iteration 13Q (2600.219318 sec): 3 clusters Score: Raw -164905.484157 + Penalty 2624.260949 = -162281.223208 nChanged 57 SP:Iteration 14Q (2600.266839 sec): 3 clusters Score: Raw -164938.496518 + Penalty 2624.260949 = -162314.235569 nChanged 47 SP:Iteration 15Q (2600.314535 sec): 3 clusters Score: Raw -164964.199295 + Penalty 2624.260949 = -162339.938346 nChanged 42 SP:Iteration 16Q (2600.371807 sec): 3 clusters Score: Raw -164982.132797 + Penalty 2624.260949 = -162357.871847 nChanged 31 SP:Iteration 17Q (2600.415975 sec): 3 clusters Score: Raw -164996.107813 + Penalty 2624.260949 = -162371.846864 nChanged 26 SP:Iteration 18Q (2600.462045 sec): 3 clusters Score: Raw -165005.753792 + Penalty 2624.260949 = -162381.492842 nChanged 17 SP:Iteration 19Q (2600.519626 sec): 3 clusters Score: Raw -165014.596900 + Penalty 2624.260949 = -162390.335951 nChanged 20 SP:Iteration 20F (2600.560231 sec): 3 clusters Score: Raw -165021.171856 + Penalty 2624.260949 = -162396.910907 nChanged 24 SP:Iteration 21Q (2600.614744 sec): 3 clusters Score: Raw -165028.295444 + Penalty 2624.260949 = -162404.034495 nChanged 23 SP:Iteration 22Q (2600.667772 sec): 3 clusters Score: Raw -165035.149910 + Penalty 2624.260949 = -162410.888961 nChanged 12 SP:Iteration 23Q (2600.711694 sec): 3 clusters Score: Raw -165039.717132 + Penalty 2624.260949 = -162415.456183 nChanged 14 SP:Iteration 24Q (2600.762345 sec): 3 clusters Score: Raw -165046.217181 + Penalty 2624.260949 = -162421.956232 nChanged 14 SP:Iteration 25Q (2600.815623 sec): 3 clusters Score: Raw -165050.362826 + Penalty 2624.260949 = -162426.101876 nChanged 4 SP:Iteration 26Q (2600.858705 sec): 3 clusters Score: Raw -165051.395734 + Penalty 2624.260949 = -162427.134785 nChanged 5 SP:Iteration 27Q (2600.906824 sec): 3 clusters Score: Raw -165052.852935 + Penalty 2624.260949 = -162428.591986 nChanged 8 SP:Iteration 28Q (2600.965079 sec): 3 clusters Score: Raw -165054.772336 + Penalty 2624.260949 = -162430.511386 nChanged 2 SP:Iteration 29Q (2601.013929 sec): 3 clusters Score: Raw -165055.391981 + Penalty 2624.260949 = -162431.131032 nChanged 2 SP:Iteration 30Q (2601.053449 sec): 3 clusters Score: Raw -165056.347960 + Penalty 2624.260949 = -162432.087010 nChanged 4 SP:Iteration 31Q (2601.113245 sec): 3 clusters Score: Raw -165058.582265 + Penalty 2624.260949 = -162434.321315 nChanged 4 SP:Iteration 32Q (2601.160925 sec): 3 clusters Score: Raw -165060.082176 + Penalty 2624.260949 = -162435.821227 nChanged 2 SP:Iteration 33Q (2601.208397 sec): 3 clusters Score: Raw -165060.579596 + Penalty 2624.260949 = -162436.318646 nChanged 4 SP:Iteration 34Q (2601.253973 sec): 3 clusters Score: Raw -165061.502247 + Penalty 2624.260949 = -162437.241297 nChanged 3 SP:Iteration 35Q (2601.302002 sec): 3 clusters Score: Raw -165062.740448 + Penalty 2624.260949 = -162438.479498 nChanged 6 SP:Iteration 36Q (2601.340469 sec): 3 clusters Score: Raw -165064.990076 + Penalty 2624.260949 = -162440.729127 nChanged 14 SP:Iteration 37Q (2601.401362 sec): 3 clusters Score: Raw -165068.585095 + Penalty 2624.260949 = -162444.324146 nChanged 5 SP:Iteration 38Q (2601.451958 sec): 3 clusters Score: Raw -165069.804340 + Penalty 2624.260949 = -162445.543390 nChanged 3 SP:Iteration 39Q (2601.509423 sec): 3 clusters Score: Raw -165070.900094 + Penalty 2624.260949 = -162446.639144 nChanged 1 SP:Iteration 40F (2601.551857 sec): 3 clusters Score: Raw -165070.998047 + Penalty 2624.260949 = -162446.737098 nChanged 2 SP:Iteration 41Q (2601.610610 sec): 3 clusters Score: Raw -165071.360814 + Penalty 2624.260949 = -162447.099865 nChanged 0 SP:Iteration 42F (2601.659040 sec): 3 clusters Score: Raw -165071.360814 + Penalty 2624.260949 = -162447.099865 nChanged 0 Trying to split cluster 30 (1324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2601.689160 sec): 2 clusters Score: Raw -65203.524993 + Penalty 1168.117070 = -64035.407923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2601.731032 sec): 3 clusters Score: Raw -64694.054443 + Penalty 2336.234139 = -62357.820304 nChanged 426 SP:Iteration 1F (2601.782211 sec): 3 clusters Score: Raw -65032.380702 + Penalty 2336.234139 = -62696.146562 nChanged 103 SP:Iteration 2F (2601.830218 sec): 3 clusters Score: Raw -65116.454321 + Penalty 2336.234139 = -62780.220181 nChanged 57 SP:Iteration 3Q (2601.881869 sec): 3 clusters Score: Raw -65158.053929 + Penalty 2336.234139 = -62821.819789 nChanged 42 SP:Iteration 4Q (2601.923250 sec): 3 clusters Score: Raw -65190.234904 + Penalty 2336.234139 = -62854.000765 nChanged 33 SP:Iteration 5Q (2601.970773 sec): 3 clusters Score: Raw -65219.679061 + Penalty 2336.234139 = -62883.444922 nChanged 31 SP:Iteration 6Q (2602.024479 sec): 3 clusters Score: Raw -65251.186429 + Penalty 2336.234139 = -62914.952289 nChanged 30 SP:Iteration 7Q (2602.060171 sec): 3 clusters Score: Raw -65272.251292 + Penalty 2336.234139 = -62936.017153 nChanged 31 SP:Iteration 8Q (2602.108317 sec): 3 clusters Score: Raw -65292.981627 + Penalty 2336.234139 = -62956.747488 nChanged 20 SP:Iteration 9Q (2602.152680 sec): 3 clusters Score: Raw -65310.837980 + Penalty 2336.234139 = -62974.603841 nChanged 19 SP:Iteration 10Q (2602.193821 sec): 3 clusters Score: Raw -65328.386176 + Penalty 2336.234139 = -62992.152037 nChanged 18 SP:Iteration 11Q (2602.234426 sec): 3 clusters Score: Raw -65349.845355 + Penalty 2336.234139 = -63013.611215 nChanged 25 SP:Iteration 12Q (2602.292513 sec): 3 clusters Score: Raw -65376.606876 + Penalty 2336.234139 = -63040.372737 nChanged 14 SP:Iteration 13Q (2602.331382 sec): 3 clusters Score: Raw -65388.885245 + Penalty 2336.234139 = -63052.651105 nChanged 11 SP:Iteration 14Q (2602.361402 sec): 3 clusters Score: Raw -65399.349194 + Penalty 2336.234139 = -63063.115054 nChanged 20 SP:Iteration 15Q (2602.416619 sec): 3 clusters Score: Raw -65423.749147 + Penalty 2336.234139 = -63087.515008 nChanged 22 SP:Iteration 16Q (2602.453722 sec): 3 clusters Score: Raw -65438.951207 + Penalty 2336.234139 = -63102.717068 nChanged 16 SP:Iteration 17Q (2602.497771 sec): 3 clusters Score: Raw -65450.450613 + Penalty 2336.234139 = -63114.216473 nChanged 19 SP:Iteration 18Q (2602.555003 sec): 3 clusters Score: Raw -65468.817604 + Penalty 2336.234139 = -63132.583464 nChanged 20 SP:Iteration 19Q (2602.595689 sec): 3 clusters Score: Raw -65484.084308 + Penalty 2336.234139 = -63147.850169 nChanged 16 SP:Iteration 20F (2602.633092 sec): 3 clusters Score: Raw -65498.152757 + Penalty 2336.234139 = -63161.918617 nChanged 13 SP:Iteration 21Q (2602.680889 sec): 3 clusters Score: Raw -65510.863526 + Penalty 2336.234139 = -63174.629386 nChanged 16 SP:Iteration 22Q (2602.726779 sec): 3 clusters Score: Raw -65528.837875 + Penalty 2336.234139 = -63192.603736 nChanged 15 SP:Iteration 23Q (2602.772947 sec): 3 clusters Score: Raw -65542.002945 + Penalty 2336.234139 = -63205.768806 nChanged 14 SP:Iteration 24Q (2602.822377 sec): 3 clusters Score: Raw -65554.074070 + Penalty 2336.234139 = -63217.839931 nChanged 10 SP:Iteration 25Q (2602.864175 sec): 3 clusters Score: Raw -65562.680743 + Penalty 2336.234139 = -63226.446603 nChanged 12 SP:Iteration 26Q (2602.912954 sec): 3 clusters Score: Raw -65571.143560 + Penalty 2336.234139 = -63234.909420 nChanged 10 SP:Iteration 27Q (2602.964777 sec): 3 clusters Score: Raw -65581.823317 + Penalty 2336.234139 = -63245.589178 nChanged 4 SP:Iteration 28Q (2603.009689 sec): 3 clusters Score: Raw -65585.013280 + Penalty 2336.234139 = -63248.779141 nChanged 2 SP:Iteration 29Q (2603.061090 sec): 3 clusters Score: Raw -65586.128427 + Penalty 2336.234139 = -63249.894288 nChanged 1 SP:Iteration 30Q (2603.098068 sec): 3 clusters Score: Raw -65586.985896 + Penalty 2336.234139 = -63250.751756 nChanged 1 SP:Iteration 31Q (2603.149406 sec): 3 clusters Score: Raw -65587.674168 + Penalty 2336.234139 = -63251.440028 nChanged 1 SP:Iteration 32Q (2603.193450 sec): 3 clusters Score: Raw -65588.668587 + Penalty 2336.234139 = -63252.434448 nChanged 0 SP:Iteration 33F (2603.233997 sec): 3 clusters Score: Raw -65588.668587 + Penalty 2336.234139 = -63252.434448 nChanged 0 Trying to split cluster 31 (24596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2603.295137 sec): 2 clusters Score: Raw -1317062.691794 + Penalty 1642.930105 = -1315419.761689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2603.382216 sec): 3 clusters Score: Raw -1302089.480754 + Penalty 3285.860210 = -1298803.620544 nChanged 11271 SP:Iteration 1F (2603.469909 sec): 3 clusters Score: Raw -1308477.707287 + Penalty 3285.860210 = -1305191.847077 nChanged 1394 SP:Iteration 2F (2603.549226 sec): 3 clusters Score: Raw -1309106.807028 + Penalty 3285.860210 = -1305820.946818 nChanged 1441 SP:Iteration 3F (2603.628847 sec): 3 clusters Score: Raw -1309859.063636 + Penalty 3285.860210 = -1306573.203426 nChanged 1516 SP:Iteration 4F (2603.710815 sec): 3 clusters Score: Raw -1310725.957703 + Penalty 3285.860210 = -1307440.097493 nChanged 1533 SP:Iteration 5F (2603.802683 sec): 3 clusters Score: Raw -1311627.041440 + Penalty 3285.860210 = -1308341.181230 nChanged 1439 SP:Iteration 6F (2603.886984 sec): 3 clusters Score: Raw -1312506.794592 + Penalty 3285.860210 = -1309220.934383 nChanged 1248 SP:Iteration 7F (2603.971881 sec): 3 clusters Score: Raw -1313274.655176 + Penalty 3285.860210 = -1309988.794966 nChanged 1014 SP:Iteration 8Q (2604.044321 sec): 3 clusters Score: Raw -1313952.160888 + Penalty 3285.860210 = -1310666.300678 nChanged 896 SP:Iteration 9Q (2604.139289 sec): 3 clusters Score: Raw -1314633.735033 + Penalty 3285.860210 = -1311347.874823 nChanged 763 SP:Iteration 10Q (2604.218123 sec): 3 clusters Score: Raw -1315229.527116 + Penalty 3285.860210 = -1311943.666906 nChanged 660 SP:Iteration 11Q (2604.299852 sec): 3 clusters Score: Raw -1315716.586980 + Penalty 3285.860210 = -1312430.726770 nChanged 566 SP:Iteration 12Q (2604.380463 sec): 3 clusters Score: Raw -1316114.052215 + Penalty 3285.860210 = -1312828.192005 nChanged 412 SP:Iteration 13Q (2604.468466 sec): 3 clusters Score: Raw -1316360.014268 + Penalty 3285.860210 = -1313074.154058 nChanged 320 SP:Iteration 14Q (2604.552191 sec): 3 clusters Score: Raw -1316528.810556 + Penalty 3285.860210 = -1313242.950346 nChanged 254 SP:Iteration 15Q (2604.619634 sec): 3 clusters Score: Raw -1316647.538024 + Penalty 3285.860210 = -1313361.677814 nChanged 199 SP:Iteration 16Q (2604.702176 sec): 3 clusters Score: Raw -1316725.138089 + Penalty 3285.860210 = -1313439.277880 nChanged 164 SP:Iteration 17Q (2604.782676 sec): 3 clusters Score: Raw -1316783.569223 + Penalty 3285.860210 = -1313497.709014 nChanged 146 SP:Iteration 18Q (2604.870817 sec): 3 clusters Score: Raw -1316838.822055 + Penalty 3285.860210 = -1313552.961845 nChanged 134 SP:Iteration 19Q (2604.954140 sec): 3 clusters Score: Raw -1316888.585770 + Penalty 3285.860210 = -1313602.725560 nChanged 134 SP:Iteration 20F (2605.042504 sec): 3 clusters Score: Raw -1316936.553601 + Penalty 3285.860210 = -1313650.693391 nChanged 129 SP:Iteration 21Q (2605.116220 sec): 3 clusters Score: Raw -1316984.346956 + Penalty 3285.860210 = -1313698.486746 nChanged 104 SP:Iteration 22Q (2605.193048 sec): 3 clusters Score: Raw -1317015.628048 + Penalty 3285.860210 = -1313729.767839 nChanged 90 SP:Iteration 23Q (2605.275739 sec): 3 clusters Score: Raw -1317042.952548 + Penalty 3285.860210 = -1313757.092339 nChanged 83 SP:Iteration 24Q (2605.362412 sec): 3 clusters Score: Raw -1317067.803284 + Penalty 3285.860210 = -1313781.943074 nChanged 72 SP:Iteration 25Q (2605.427137 sec): 3 clusters Score: Raw -1317088.374457 + Penalty 3285.860210 = -1313802.514248 nChanged 55 SP:Iteration 26Q (2605.507062 sec): 3 clusters Score: Raw -1317104.295843 + Penalty 3285.860210 = -1313818.435633 nChanged 52 SP:Iteration 27Q (2605.586387 sec): 3 clusters Score: Raw -1317117.730587 + Penalty 3285.860210 = -1313831.870377 nChanged 48 SP:Iteration 28Q (2605.658251 sec): 3 clusters Score: Raw -1317128.347572 + Penalty 3285.860210 = -1313842.487362 nChanged 43 SP:Iteration 29Q (2605.735965 sec): 3 clusters Score: Raw -1317137.036336 + Penalty 3285.860210 = -1313851.176127 nChanged 37 SP:Iteration 30Q (2605.814641 sec): 3 clusters Score: Raw -1317143.771981 + Penalty 3285.860210 = -1313857.911771 nChanged 22 SP:Iteration 31Q (2605.888661 sec): 3 clusters Score: Raw -1317147.835419 + Penalty 3285.860210 = -1313861.975210 nChanged 16 SP:Iteration 32Q (2605.961794 sec): 3 clusters Score: Raw -1317150.788415 + Penalty 3285.860210 = -1313864.928205 nChanged 22 SP:Iteration 33Q (2606.039433 sec): 3 clusters Score: Raw -1317155.740031 + Penalty 3285.860210 = -1313869.879821 nChanged 19 SP:Iteration 34Q (2606.113757 sec): 3 clusters Score: Raw -1317159.434583 + Penalty 3285.860210 = -1313873.574373 nChanged 23 SP:Iteration 35Q (2606.188408 sec): 3 clusters Score: Raw -1317163.789892 + Penalty 3285.860210 = -1313877.929682 nChanged 23 SP:Iteration 36Q (2606.265566 sec): 3 clusters Score: Raw -1317169.166572 + Penalty 3285.860210 = -1313883.306362 nChanged 25 SP:Iteration 37Q (2606.334030 sec): 3 clusters Score: Raw -1317175.388175 + Penalty 3285.860210 = -1313889.527965 nChanged 21 SP:Iteration 38Q (2606.415294 sec): 3 clusters Score: Raw -1317179.868886 + Penalty 3285.860210 = -1313894.008676 nChanged 29 SP:Iteration 39Q (2606.481303 sec): 3 clusters Score: Raw -1317185.068918 + Penalty 3285.860210 = -1313899.208709 nChanged 23 SP:Iteration 40F (2606.565686 sec): 3 clusters Score: Raw -1317189.158073 + Penalty 3285.860210 = -1313903.297863 nChanged 24 SP:Iteration 41Q (2606.651161 sec): 3 clusters Score: Raw -1317194.254276 + Penalty 3285.860210 = -1313908.394066 nChanged 25 SP:Iteration 42Q (2606.734119 sec): 3 clusters Score: Raw -1317199.369134 + Penalty 3285.860210 = -1313913.508924 nChanged 20 SP:Iteration 43Q (2606.802320 sec): 3 clusters Score: Raw -1317205.176698 + Penalty 3285.860210 = -1313919.316489 nChanged 28 SP:Iteration 44Q (2606.886942 sec): 3 clusters Score: Raw -1317212.556918 + Penalty 3285.860210 = -1313926.696708 nChanged 24 SP:Iteration 45Q (2606.970050 sec): 3 clusters Score: Raw -1317217.010137 + Penalty 3285.860210 = -1313931.149928 nChanged 31 SP:Iteration 46Q (2607.045594 sec): 3 clusters Score: Raw -1317223.158665 + Penalty 3285.860210 = -1313937.298456 nChanged 19 SP:Iteration 47Q (2607.123424 sec): 3 clusters Score: Raw -1317226.653235 + Penalty 3285.860210 = -1313940.793025 nChanged 12 SP:Iteration 48Q (2607.198239 sec): 3 clusters Score: Raw -1317229.718331 + Penalty 3285.860210 = -1313943.858121 nChanged 12 SP:Iteration 49Q (2607.271044 sec): 3 clusters Score: Raw -1317232.545524 + Penalty 3285.860210 = -1313946.685314 nChanged 11 SP:Iteration 50Q (2607.347381 sec): 3 clusters Score: Raw -1317235.017011 + Penalty 3285.860210 = -1313949.156802 nChanged 11 SP:Iteration 51Q (2607.426388 sec): 3 clusters Score: Raw -1317237.953851 + Penalty 3285.860210 = -1313952.093641 nChanged 14 SP:Iteration 52Q (2607.496008 sec): 3 clusters Score: Raw -1317241.809449 + Penalty 3285.860210 = -1313955.949240 nChanged 15 SP:Iteration 53Q (2607.579183 sec): 3 clusters Score: Raw -1317246.025547 + Penalty 3285.860210 = -1313960.165337 nChanged 21 SP:Iteration 54Q (2607.653219 sec): 3 clusters Score: Raw -1317251.499458 + Penalty 3285.860210 = -1313965.639248 nChanged 21 SP:Iteration 55Q (2607.721620 sec): 3 clusters Score: Raw -1317255.367301 + Penalty 3285.860210 = -1313969.507091 nChanged 17 SP:Iteration 56Q (2607.798339 sec): 3 clusters Score: Raw -1317257.799479 + Penalty 3285.860210 = -1313971.939269 nChanged 8 SP:Iteration 57Q (2607.887999 sec): 3 clusters Score: Raw -1317259.014897 + Penalty 3285.860210 = -1313973.154687 nChanged 12 SP:Iteration 58Q (2607.962098 sec): 3 clusters Score: Raw -1317261.198272 + Penalty 3285.860210 = -1313975.338062 nChanged 8 SP:Iteration 59Q (2608.024788 sec): 3 clusters Score: Raw -1317262.777010 + Penalty 3285.860210 = -1313976.916800 nChanged 9 SP:Iteration 60F (2608.105818 sec): 3 clusters Score: Raw -1317265.143594 + Penalty 3285.860210 = -1313979.283384 nChanged 8 SP:Iteration 61Q (2608.186346 sec): 3 clusters Score: Raw -1317267.833119 + Penalty 3285.860210 = -1313981.972909 nChanged 9 SP:Iteration 62Q (2608.263511 sec): 3 clusters Score: Raw -1317269.827764 + Penalty 3285.860210 = -1313983.967554 nChanged 8 SP:Iteration 63Q (2608.350170 sec): 3 clusters Score: Raw -1317273.161973 + Penalty 3285.860210 = -1313987.301763 nChanged 10 SP:Iteration 64Q (2608.419599 sec): 3 clusters Score: Raw -1317277.215015 + Penalty 3285.860210 = -1313991.354805 nChanged 15 SP:Iteration 65Q (2608.494940 sec): 3 clusters Score: Raw -1317281.476782 + Penalty 3285.860210 = -1313995.616572 nChanged 13 SP:Iteration 66Q (2608.582541 sec): 3 clusters Score: Raw -1317286.153429 + Penalty 3285.860210 = -1314000.293219 nChanged 12 SP:Iteration 67Q (2608.651470 sec): 3 clusters Score: Raw -1317288.475378 + Penalty 3285.860210 = -1314002.615169 nChanged 8 SP:Iteration 68Q (2608.736596 sec): 3 clusters Score: Raw -1317289.812148 + Penalty 3285.860210 = -1314003.951938 nChanged 8 SP:Iteration 69Q (2608.805697 sec): 3 clusters Score: Raw -1317291.617500 + Penalty 3285.860210 = -1314005.757290 nChanged 7 SP:Iteration 70Q (2608.884203 sec): 3 clusters Score: Raw -1317293.145389 + Penalty 3285.860210 = -1314007.285179 nChanged 10 SP:Iteration 71Q (2608.958320 sec): 3 clusters Score: Raw -1317295.565799 + Penalty 3285.860210 = -1314009.705589 nChanged 8 SP:Iteration 72Q (2609.029163 sec): 3 clusters Score: Raw -1317297.682919 + Penalty 3285.860210 = -1314011.822709 nChanged 7 SP:Iteration 73Q (2609.099687 sec): 3 clusters Score: Raw -1317299.005123 + Penalty 3285.860210 = -1314013.144913 nChanged 4 SP:Iteration 74Q (2609.186444 sec): 3 clusters Score: Raw -1317299.515449 + Penalty 3285.860210 = -1314013.655239 nChanged 3 SP:Iteration 75Q (2609.269800 sec): 3 clusters Score: Raw -1317300.064591 + Penalty 3285.860210 = -1314014.204381 nChanged 2 SP:Iteration 76Q (2609.338875 sec): 3 clusters Score: Raw -1317300.488057 + Penalty 3285.860210 = -1314014.627847 nChanged 4 SP:Iteration 77Q (2609.420851 sec): 3 clusters Score: Raw -1317301.353279 + Penalty 3285.860210 = -1314015.493069 nChanged 1 SP:Iteration 78Q (2609.502354 sec): 3 clusters Score: Raw -1317301.608923 + Penalty 3285.860210 = -1314015.748714 nChanged 1 SP:Iteration 79Q (2609.580805 sec): 3 clusters Score: Raw -1317301.679996 + Penalty 3285.860210 = -1314015.819786 nChanged 0 SP:Iteration 80F (2609.658764 sec): 3 clusters Score: Raw -1317301.679996 + Penalty 3285.860210 = -1314015.819786 nChanged 0 Trying to split cluster 32 (16795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2609.707054 sec): 2 clusters Score: Raw -893832.182449 + Penalty 1580.935932 = -892251.246517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2609.779605 sec): 3 clusters Score: Raw -883936.893980 + Penalty 3161.871863 = -880775.022116 nChanged 7522 SP:Iteration 1F (2609.856227 sec): 3 clusters Score: Raw -888523.188720 + Penalty 3161.871863 = -885361.316856 nChanged 1185 SP:Iteration 2F (2609.930229 sec): 3 clusters Score: Raw -889543.770141 + Penalty 3161.871863 = -886381.898278 nChanged 1279 SP:Iteration 3F (2609.999535 sec): 3 clusters Score: Raw -890792.103285 + Penalty 3161.871863 = -887630.231422 nChanged 1431 SP:Iteration 4F (2610.076711 sec): 3 clusters Score: Raw -892050.507170 + Penalty 3161.871863 = -888888.635306 nChanged 1328 SP:Iteration 5F (2610.142477 sec): 3 clusters Score: Raw -892999.069241 + Penalty 3161.871863 = -889837.197378 nChanged 1008 SP:Iteration 6F (2610.211131 sec): 3 clusters Score: Raw -893636.832466 + Penalty 3161.871863 = -890474.960603 nChanged 775 SP:Iteration 7Q (2610.297526 sec): 3 clusters Score: Raw -894097.003890 + Penalty 3161.871863 = -890935.132027 nChanged 579 SP:Iteration 8Q (2610.372104 sec): 3 clusters Score: Raw -894410.881191 + Penalty 3161.871863 = -891249.009328 nChanged 439 SP:Iteration 9Q (2610.443341 sec): 3 clusters Score: Raw -894680.767909 + Penalty 3161.871863 = -891518.896046 nChanged 398 SP:Iteration 10Q (2610.519558 sec): 3 clusters Score: Raw -894910.127346 + Penalty 3161.871863 = -891748.255483 nChanged 326 SP:Iteration 11Q (2610.592029 sec): 3 clusters Score: Raw -895089.524545 + Penalty 3161.871863 = -891927.652682 nChanged 294 SP:Iteration 12Q (2610.667887 sec): 3 clusters Score: Raw -895241.499331 + Penalty 3161.871863 = -892079.627467 nChanged 222 SP:Iteration 13Q (2610.728966 sec): 3 clusters Score: Raw -895339.038713 + Penalty 3161.871863 = -892177.166850 nChanged 180 SP:Iteration 14Q (2610.806551 sec): 3 clusters Score: Raw -895413.120937 + Penalty 3161.871863 = -892251.249073 nChanged 168 SP:Iteration 15Q (2610.881886 sec): 3 clusters Score: Raw -895480.846984 + Penalty 3161.871863 = -892318.975121 nChanged 145 SP:Iteration 16Q (2610.946379 sec): 3 clusters Score: Raw -895533.386184 + Penalty 3161.871863 = -892371.514321 nChanged 135 SP:Iteration 17Q (2611.015908 sec): 3 clusters Score: Raw -895573.430032 + Penalty 3161.871863 = -892411.558169 nChanged 117 SP:Iteration 18Q (2611.095746 sec): 3 clusters Score: Raw -895601.784330 + Penalty 3161.871863 = -892439.912467 nChanged 86 SP:Iteration 19Q (2611.166714 sec): 3 clusters Score: Raw -895618.921890 + Penalty 3161.871863 = -892457.050027 nChanged 72 SP:Iteration 20F (2611.224195 sec): 3 clusters Score: Raw -895631.369943 + Penalty 3161.871863 = -892469.498080 nChanged 62 SP:Iteration 21Q (2611.301663 sec): 3 clusters Score: Raw -895640.605168 + Penalty 3161.871863 = -892478.733305 nChanged 44 SP:Iteration 22Q (2611.369779 sec): 3 clusters Score: Raw -895647.501197 + Penalty 3161.871863 = -892485.629333 nChanged 50 SP:Iteration 23Q (2611.451215 sec): 3 clusters Score: Raw -895655.761672 + Penalty 3161.871863 = -892493.889809 nChanged 40 SP:Iteration 24Q (2611.515961 sec): 3 clusters Score: Raw -895662.684576 + Penalty 3161.871863 = -892500.812713 nChanged 36 SP:Iteration 25Q (2611.583690 sec): 3 clusters Score: Raw -895668.955876 + Penalty 3161.871863 = -892507.084012 nChanged 30 SP:Iteration 26Q (2611.656329 sec): 3 clusters Score: Raw -895673.222871 + Penalty 3161.871863 = -892511.351008 nChanged 25 SP:Iteration 27Q (2611.723589 sec): 3 clusters Score: Raw -895677.014623 + Penalty 3161.871863 = -892515.142760 nChanged 23 SP:Iteration 28Q (2611.795622 sec): 3 clusters Score: Raw -895681.364728 + Penalty 3161.871863 = -892519.492865 nChanged 34 SP:Iteration 29Q (2611.861749 sec): 3 clusters Score: Raw -895687.568981 + Penalty 3161.871863 = -892525.697118 nChanged 30 SP:Iteration 30Q (2611.942414 sec): 3 clusters Score: Raw -895693.007826 + Penalty 3161.871863 = -892531.135963 nChanged 22 SP:Iteration 31Q (2612.010848 sec): 3 clusters Score: Raw -895695.295447 + Penalty 3161.871863 = -892533.423584 nChanged 13 SP:Iteration 32Q (2612.074909 sec): 3 clusters Score: Raw -895696.551006 + Penalty 3161.871863 = -892534.679143 nChanged 10 SP:Iteration 33Q (2612.156328 sec): 3 clusters Score: Raw -895697.639838 + Penalty 3161.871863 = -892535.767974 nChanged 12 SP:Iteration 34Q (2612.211486 sec): 3 clusters Score: Raw -895699.317731 + Penalty 3161.871863 = -892537.445868 nChanged 6 SP:Iteration 35Q (2612.285392 sec): 3 clusters Score: Raw -895700.085128 + Penalty 3161.871863 = -892538.213265 nChanged 8 SP:Iteration 36Q (2612.350023 sec): 3 clusters Score: Raw -895700.870604 + Penalty 3161.871863 = -892538.998741 nChanged 5 SP:Iteration 37Q (2612.423501 sec): 3 clusters Score: Raw -895701.462358 + Penalty 3161.871863 = -892539.590495 nChanged 5 SP:Iteration 38Q (2612.498165 sec): 3 clusters Score: Raw -895702.097706 + Penalty 3161.871863 = -892540.225843 nChanged 3 SP:Iteration 39Q (2612.560728 sec): 3 clusters Score: Raw -895702.550164 + Penalty 3161.871863 = -892540.678301 nChanged 1 SP:Iteration 40F (2612.639916 sec): 3 clusters Score: Raw -895702.579860 + Penalty 3161.871863 = -892540.707997 nChanged 1 SP:Iteration 41Q (2612.702195 sec): 3 clusters Score: Raw -895702.600130 + Penalty 3161.871863 = -892540.728267 nChanged 0 SP:Iteration 42F (2612.782427 sec): 3 clusters Score: Raw -895702.600130 + Penalty 3161.871863 = -892540.728267 nChanged 0 Score: Raw -12079163.110873 + Penalty 88719.249868 = -11990443.861005 Splitting cluster 32 changes total score from -11990589.789912 to -11990443.861005 So it's not getting split. Trying to split cluster 33 (4056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2619.795464 sec): 2 clusters Score: Raw -231125.840886 + Penalty 1350.042289 = -229775.798598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2619.846140 sec): 3 clusters Score: Raw -229088.119263 + Penalty 2700.084577 = -226388.034686 nChanged 1629 SP:Iteration 1F (2619.890796 sec): 3 clusters Score: Raw -229953.761969 + Penalty 2700.084577 = -227253.677391 nChanged 288 SP:Iteration 2F (2619.943920 sec): 3 clusters Score: Raw -230119.698930 + Penalty 2700.084577 = -227419.614353 nChanged 232 SP:Iteration 3F (2619.993536 sec): 3 clusters Score: Raw -230240.725698 + Penalty 2700.084577 = -227540.641121 nChanged 172 SP:Iteration 4Q (2620.040327 sec): 3 clusters Score: Raw -230330.981192 + Penalty 2700.084577 = -227630.896615 nChanged 148 SP:Iteration 5Q (2620.097984 sec): 3 clusters Score: Raw -230419.794239 + Penalty 2700.084577 = -227719.709662 nChanged 150 SP:Iteration 6Q (2620.146428 sec): 3 clusters Score: Raw -230512.425560 + Penalty 2700.084577 = -227812.340982 nChanged 145 SP:Iteration 7Q (2620.192859 sec): 3 clusters Score: Raw -230603.380597 + Penalty 2700.084577 = -227903.296020 nChanged 165 SP:Iteration 8Q (2620.257917 sec): 3 clusters Score: Raw -230717.637427 + Penalty 2700.084577 = -228017.552850 nChanged 148 SP:Iteration 9Q (2620.297746 sec): 3 clusters Score: Raw -230824.817353 + Penalty 2700.084577 = -228124.732776 nChanged 139 SP:Iteration 10Q (2620.354549 sec): 3 clusters Score: Raw -230914.756632 + Penalty 2700.084577 = -228214.672054 nChanged 122 SP:Iteration 11Q (2620.408523 sec): 3 clusters Score: Raw -230983.737356 + Penalty 2700.084577 = -228283.652779 nChanged 91 SP:Iteration 12Q (2620.457098 sec): 3 clusters Score: Raw -231047.857152 + Penalty 2700.084577 = -228347.772575 nChanged 109 SP:Iteration 13Q (2620.501123 sec): 3 clusters Score: Raw -231123.648559 + Penalty 2700.084577 = -228423.563982 nChanged 99 SP:Iteration 14Q (2620.552123 sec): 3 clusters Score: Raw -231184.070556 + Penalty 2700.084577 = -228483.985979 nChanged 75 SP:Iteration 15Q (2620.615572 sec): 3 clusters Score: Raw -231228.638047 + Penalty 2700.084577 = -228528.553470 nChanged 59 SP:Iteration 16Q (2620.652621 sec): 3 clusters Score: Raw -231260.247121 + Penalty 2700.084577 = -228560.162544 nChanged 64 SP:Iteration 17Q (2620.714675 sec): 3 clusters Score: Raw -231296.900582 + Penalty 2700.084577 = -228596.816005 nChanged 59 SP:Iteration 18Q (2620.768286 sec): 3 clusters Score: Raw -231330.270188 + Penalty 2700.084577 = -228630.185611 nChanged 45 SP:Iteration 19Q (2620.819296 sec): 3 clusters Score: Raw -231351.687699 + Penalty 2700.084577 = -228651.603122 nChanged 28 SP:Iteration 20F (2620.869249 sec): 3 clusters Score: Raw -231360.856862 + Penalty 2700.084577 = -228660.772284 nChanged 20 SP:Iteration 21Q (2620.919890 sec): 3 clusters Score: Raw -231368.915366 + Penalty 2700.084577 = -228668.830789 nChanged 20 SP:Iteration 22Q (2620.962881 sec): 3 clusters Score: Raw -231377.745890 + Penalty 2700.084577 = -228677.661313 nChanged 21 SP:Iteration 23Q (2621.022741 sec): 3 clusters Score: Raw -231386.278310 + Penalty 2700.084577 = -228686.193733 nChanged 24 SP:Iteration 24Q (2621.062660 sec): 3 clusters Score: Raw -231396.235468 + Penalty 2700.084577 = -228696.150890 nChanged 24 SP:Iteration 25Q (2621.122423 sec): 3 clusters Score: Raw -231404.857780 + Penalty 2700.084577 = -228704.773203 nChanged 24 SP:Iteration 26Q (2621.162846 sec): 3 clusters Score: Raw -231418.166865 + Penalty 2700.084577 = -228718.082288 nChanged 26 SP:Iteration 27Q (2621.215271 sec): 3 clusters Score: Raw -231430.249624 + Penalty 2700.084577 = -228730.165047 nChanged 25 SP:Iteration 28Q (2621.273844 sec): 3 clusters Score: Raw -231441.153441 + Penalty 2700.084577 = -228741.068863 nChanged 21 SP:Iteration 29Q (2621.317999 sec): 3 clusters Score: Raw -231449.295817 + Penalty 2700.084577 = -228749.211239 nChanged 15 SP:Iteration 30Q (2621.377725 sec): 3 clusters Score: Raw -231457.966434 + Penalty 2700.084577 = -228757.881857 nChanged 14 SP:Iteration 31Q (2621.425374 sec): 3 clusters Score: Raw -231462.807947 + Penalty 2700.084577 = -228762.723370 nChanged 7 SP:Iteration 32Q (2621.473050 sec): 3 clusters Score: Raw -231464.937149 + Penalty 2700.084577 = -228764.852572 nChanged 8 SP:Iteration 33Q (2621.524450 sec): 3 clusters Score: Raw -231466.865810 + Penalty 2700.084577 = -228766.781233 nChanged 5 SP:Iteration 34Q (2621.581730 sec): 3 clusters Score: Raw -231468.150905 + Penalty 2700.084577 = -228768.066328 nChanged 7 SP:Iteration 35Q (2621.627818 sec): 3 clusters Score: Raw -231471.106907 + Penalty 2700.084577 = -228771.022330 nChanged 8 SP:Iteration 36Q (2621.684854 sec): 3 clusters Score: Raw -231473.710941 + Penalty 2700.084577 = -228773.626364 nChanged 4 SP:Iteration 37Q (2621.735030 sec): 3 clusters Score: Raw -231475.045790 + Penalty 2700.084577 = -228774.961213 nChanged 2 SP:Iteration 38Q (2621.793505 sec): 3 clusters Score: Raw -231475.366791 + Penalty 2700.084577 = -228775.282214 nChanged 2 SP:Iteration 39Q (2621.836823 sec): 3 clusters Score: Raw -231476.543743 + Penalty 2700.084577 = -228776.459166 nChanged 2 SP:Iteration 40F (2621.882446 sec): 3 clusters Score: Raw -231477.295622 + Penalty 2700.084577 = -228777.211045 nChanged 2 SP:Iteration 41Q (2621.931380 sec): 3 clusters Score: Raw -231477.972005 + Penalty 2700.084577 = -228777.887428 nChanged 2 SP:Iteration 42Q (2621.987256 sec): 3 clusters Score: Raw -231478.591900 + Penalty 2700.084577 = -228778.507323 nChanged 0 SP:Iteration 43F (2622.040314 sec): 3 clusters Score: Raw -231478.591900 + Penalty 2700.084577 = -228778.507323 nChanged 0 Trying to split cluster 34 (9299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2622.085389 sec): 2 clusters Score: Raw -462867.711263 + Penalty 1484.870099 = -461382.841164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2622.145866 sec): 3 clusters Score: Raw -457672.438252 + Penalty 2969.740198 = -454702.698054 nChanged 3956 SP:Iteration 1F (2622.199299 sec): 3 clusters Score: Raw -459804.594120 + Penalty 2969.740198 = -456834.853922 nChanged 611 SP:Iteration 2F (2622.267995 sec): 3 clusters Score: Raw -460125.367212 + Penalty 2969.740198 = -457155.627015 nChanged 535 SP:Iteration 3F (2622.326141 sec): 3 clusters Score: Raw -460389.468428 + Penalty 2969.740198 = -457419.728231 nChanged 475 SP:Iteration 4F (2622.372417 sec): 3 clusters Score: Raw -460638.657167 + Penalty 2969.740198 = -457668.916970 nChanged 416 SP:Iteration 5Q (2622.442721 sec): 3 clusters Score: Raw -460857.880589 + Penalty 2969.740198 = -457888.140391 nChanged 403 SP:Iteration 6Q (2622.495154 sec): 3 clusters Score: Raw -461075.101050 + Penalty 2969.740198 = -458105.360852 nChanged 366 SP:Iteration 7Q (2622.555438 sec): 3 clusters Score: Raw -461259.587409 + Penalty 2969.740198 = -458289.847212 nChanged 342 SP:Iteration 8Q (2622.619120 sec): 3 clusters Score: Raw -461425.650345 + Penalty 2969.740198 = -458455.910148 nChanged 332 SP:Iteration 9Q (2622.673645 sec): 3 clusters Score: Raw -461592.447006 + Penalty 2969.740198 = -458622.706808 nChanged 325 SP:Iteration 10Q (2622.737971 sec): 3 clusters Score: Raw -461752.497971 + Penalty 2969.740198 = -458782.757773 nChanged 288 SP:Iteration 11Q (2622.798992 sec): 3 clusters Score: Raw -461901.417281 + Penalty 2969.740198 = -458931.677084 nChanged 249 SP:Iteration 12Q (2622.865926 sec): 3 clusters Score: Raw -462014.833986 + Penalty 2969.740198 = -459045.093789 nChanged 177 SP:Iteration 13Q (2622.928092 sec): 3 clusters Score: Raw -462088.558644 + Penalty 2969.740198 = -459118.818447 nChanged 161 SP:Iteration 14Q (2622.982172 sec): 3 clusters Score: Raw -462144.595846 + Penalty 2969.740198 = -459174.855648 nChanged 136 SP:Iteration 15Q (2623.049755 sec): 3 clusters Score: Raw -462195.679066 + Penalty 2969.740198 = -459225.938868 nChanged 120 SP:Iteration 16Q (2623.109454 sec): 3 clusters Score: Raw -462247.015076 + Penalty 2969.740198 = -459277.274878 nChanged 117 SP:Iteration 17Q (2623.165520 sec): 3 clusters Score: Raw -462293.429268 + Penalty 2969.740198 = -459323.689070 nChanged 106 SP:Iteration 18Q (2623.225546 sec): 3 clusters Score: Raw -462330.366840 + Penalty 2969.740198 = -459360.626643 nChanged 110 SP:Iteration 19Q (2623.289632 sec): 3 clusters Score: Raw -462370.408393 + Penalty 2969.740198 = -459400.668195 nChanged 111 SP:Iteration 20F (2623.341360 sec): 3 clusters Score: Raw -462400.332643 + Penalty 2969.740198 = -459430.592445 nChanged 85 SP:Iteration 21Q (2623.401784 sec): 3 clusters Score: Raw -462424.786033 + Penalty 2969.740198 = -459455.045836 nChanged 82 SP:Iteration 22Q (2623.460212 sec): 3 clusters Score: Raw -462442.839072 + Penalty 2969.740198 = -459473.098874 nChanged 55 SP:Iteration 23Q (2623.527212 sec): 3 clusters Score: Raw -462455.351272 + Penalty 2969.740198 = -459485.611074 nChanged 50 SP:Iteration 24Q (2623.578110 sec): 3 clusters Score: Raw -462467.977844 + Penalty 2969.740198 = -459498.237647 nChanged 54 SP:Iteration 25Q (2623.642828 sec): 3 clusters Score: Raw -462481.441152 + Penalty 2969.740198 = -459511.700954 nChanged 73 SP:Iteration 26Q (2623.690853 sec): 3 clusters Score: Raw -462498.553380 + Penalty 2969.740198 = -459528.813182 nChanged 67 SP:Iteration 27Q (2623.756960 sec): 3 clusters Score: Raw -462512.277427 + Penalty 2969.740198 = -459542.537230 nChanged 41 SP:Iteration 28Q (2623.814125 sec): 3 clusters Score: Raw -462519.999483 + Penalty 2969.740198 = -459550.259285 nChanged 43 SP:Iteration 29Q (2623.874331 sec): 3 clusters Score: Raw -462527.629981 + Penalty 2969.740198 = -459557.889784 nChanged 40 SP:Iteration 30Q (2623.947659 sec): 3 clusters Score: Raw -462535.192827 + Penalty 2969.740198 = -459565.452629 nChanged 42 SP:Iteration 31Q (2623.996829 sec): 3 clusters Score: Raw -462543.617719 + Penalty 2969.740198 = -459573.877521 nChanged 34 SP:Iteration 32Q (2624.056180 sec): 3 clusters Score: Raw -462548.385325 + Penalty 2969.740198 = -459578.645127 nChanged 28 SP:Iteration 33Q (2624.121697 sec): 3 clusters Score: Raw -462553.343239 + Penalty 2969.740198 = -459583.603042 nChanged 30 SP:Iteration 34Q (2624.177600 sec): 3 clusters Score: Raw -462557.558377 + Penalty 2969.740198 = -459587.818180 nChanged 22 SP:Iteration 35Q (2624.237751 sec): 3 clusters Score: Raw -462560.376512 + Penalty 2969.740198 = -459590.636315 nChanged 15 SP:Iteration 36Q (2624.304582 sec): 3 clusters Score: Raw -462562.880813 + Penalty 2969.740198 = -459593.140615 nChanged 20 SP:Iteration 37Q (2624.365636 sec): 3 clusters Score: Raw -462565.425896 + Penalty 2969.740198 = -459595.685698 nChanged 18 SP:Iteration 38Q (2624.427958 sec): 3 clusters Score: Raw -462568.266834 + Penalty 2969.740198 = -459598.526636 nChanged 18 SP:Iteration 39Q (2624.486938 sec): 3 clusters Score: Raw -462570.528532 + Penalty 2969.740198 = -459600.788334 nChanged 15 SP:Iteration 40F (2624.541612 sec): 3 clusters Score: Raw -462572.181972 + Penalty 2969.740198 = -459602.441774 nChanged 11 SP:Iteration 41Q (2624.596415 sec): 3 clusters Score: Raw -462572.897340 + Penalty 2969.740198 = -459603.157143 nChanged 3 SP:Iteration 42Q (2624.665454 sec): 3 clusters Score: Raw -462573.202792 + Penalty 2969.740198 = -459603.462595 nChanged 1 SP:Iteration 43Q (2624.721322 sec): 3 clusters Score: Raw -462573.274626 + Penalty 2969.740198 = -459603.534428 nChanged 3 SP:Iteration 44Q (2624.776734 sec): 3 clusters Score: Raw -462573.407534 + Penalty 2969.740198 = -459603.667336 nChanged 3 SP:Iteration 45Q (2624.836643 sec): 3 clusters Score: Raw -462573.566257 + Penalty 2969.740198 = -459603.826059 nChanged 1 SP:Iteration 46Q (2624.908823 sec): 3 clusters Score: Raw -462573.652939 + Penalty 2969.740198 = -459603.912741 nChanged 1 SP:Iteration 47Q (2624.966913 sec): 3 clusters Score: Raw -462573.674173 + Penalty 2969.740198 = -459603.933975 nChanged 0 SP:Iteration 48F (2625.023809 sec): 3 clusters Score: Raw -462573.674173 + Penalty 2969.740198 = -459603.933975 nChanged 0 Trying to split cluster 35 (5708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2625.046450 sec): 2 clusters Score: Raw -314644.524430 + Penalty 1405.563897 = -313238.960533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2625.111480 sec): 3 clusters Score: Raw -311659.183861 + Penalty 2811.127793 = -308848.056068 nChanged 2352 SP:Iteration 1F (2625.164681 sec): 3 clusters Score: Raw -313011.197419 + Penalty 2811.127793 = -310200.069626 nChanged 444 SP:Iteration 2F (2625.207376 sec): 3 clusters Score: Raw -313320.555797 + Penalty 2811.127793 = -310509.428004 nChanged 384 SP:Iteration 3F (2625.272820 sec): 3 clusters Score: Raw -313564.774937 + Penalty 2811.127793 = -310753.647144 nChanged 328 SP:Iteration 4F (2625.330653 sec): 3 clusters Score: Raw -313782.908003 + Penalty 2811.127793 = -310971.780210 nChanged 333 SP:Iteration 5F (2625.377447 sec): 3 clusters Score: Raw -314066.828676 + Penalty 2811.127793 = -311255.700883 nChanged 366 SP:Iteration 6F (2625.437222 sec): 3 clusters Score: Raw -314419.393180 + Penalty 2811.127793 = -311608.265387 nChanged 344 SP:Iteration 7F (2625.496222 sec): 3 clusters Score: Raw -314743.609702 + Penalty 2811.127793 = -311932.481909 nChanged 254 SP:Iteration 8Q (2625.544157 sec): 3 clusters Score: Raw -314961.937835 + Penalty 2811.127793 = -312150.810042 nChanged 186 SP:Iteration 9Q (2625.592246 sec): 3 clusters Score: Raw -315097.322338 + Penalty 2811.127793 = -312286.194545 nChanged 124 SP:Iteration 10Q (2625.649190 sec): 3 clusters Score: Raw -315169.056067 + Penalty 2811.127793 = -312357.928274 nChanged 80 SP:Iteration 11Q (2625.706425 sec): 3 clusters Score: Raw -315214.574911 + Penalty 2811.127793 = -312403.447117 nChanged 60 SP:Iteration 12Q (2625.747867 sec): 3 clusters Score: Raw -315246.317707 + Penalty 2811.127793 = -312435.189914 nChanged 42 SP:Iteration 13Q (2625.804954 sec): 3 clusters Score: Raw -315265.214153 + Penalty 2811.127793 = -312454.086360 nChanged 26 SP:Iteration 14Q (2625.849255 sec): 3 clusters Score: Raw -315276.536291 + Penalty 2811.127793 = -312465.408498 nChanged 26 SP:Iteration 15Q (2625.915187 sec): 3 clusters Score: Raw -315284.287548 + Penalty 2811.127793 = -312473.159755 nChanged 19 SP:Iteration 16Q (2625.961994 sec): 3 clusters Score: Raw -315291.144019 + Penalty 2811.127793 = -312480.016226 nChanged 13 SP:Iteration 17Q (2626.015967 sec): 3 clusters Score: Raw -315294.707547 + Penalty 2811.127793 = -312483.579754 nChanged 10 SP:Iteration 18Q (2626.068744 sec): 3 clusters Score: Raw -315297.517575 + Penalty 2811.127793 = -312486.389782 nChanged 7 SP:Iteration 19Q (2626.123974 sec): 3 clusters Score: Raw -315299.689504 + Penalty 2811.127793 = -312488.561711 nChanged 8 SP:Iteration 20F (2626.171293 sec): 3 clusters Score: Raw -315302.279394 + Penalty 2811.127793 = -312491.151601 nChanged 7 SP:Iteration 21Q (2626.222996 sec): 3 clusters Score: Raw -315304.398450 + Penalty 2811.127793 = -312493.270657 nChanged 7 SP:Iteration 22Q (2626.274978 sec): 3 clusters Score: Raw -315305.921282 + Penalty 2811.127793 = -312494.793489 nChanged 3 SP:Iteration 23Q (2626.332900 sec): 3 clusters Score: Raw -315306.800604 + Penalty 2811.127793 = -312495.672811 nChanged 8 SP:Iteration 24Q (2626.389224 sec): 3 clusters Score: Raw -315309.371059 + Penalty 2811.127793 = -312498.243266 nChanged 9 SP:Iteration 25Q (2626.444555 sec): 3 clusters Score: Raw -315312.127808 + Penalty 2811.127793 = -312501.000015 nChanged 4 SP:Iteration 26Q (2626.485868 sec): 3 clusters Score: Raw -315313.362024 + Penalty 2811.127793 = -312502.234231 nChanged 3 SP:Iteration 27Q (2626.540991 sec): 3 clusters Score: Raw -315313.833464 + Penalty 2811.127793 = -312502.705671 nChanged 2 SP:Iteration 28Q (2626.593903 sec): 3 clusters Score: Raw -315314.555812 + Penalty 2811.127793 = -312503.428019 nChanged 3 SP:Iteration 29Q (2626.656120 sec): 3 clusters Score: Raw -315315.306626 + Penalty 2811.127793 = -312504.178833 nChanged 3 SP:Iteration 30Q (2626.705329 sec): 3 clusters Score: Raw -315315.946149 + Penalty 2811.127793 = -312504.818356 nChanged 0 SP:Iteration 31F (2626.769554 sec): 3 clusters Score: Raw -315315.946149 + Penalty 2811.127793 = -312504.818356 nChanged 0 Trying to split cluster 36 (1512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2626.797439 sec): 2 clusters Score: Raw -81893.623319 + Penalty 1189.693140 = -80703.930178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2626.831549 sec): 3 clusters Score: Raw -81292.510538 + Penalty 2379.386281 = -78913.124258 nChanged 493 SP:Iteration 1F (2626.883556 sec): 3 clusters Score: Raw -81599.842814 + Penalty 2379.386281 = -79220.456533 nChanged 96 SP:Iteration 2F (2626.932179 sec): 3 clusters Score: Raw -81667.211997 + Penalty 2379.386281 = -79287.825716 nChanged 57 SP:Iteration 3Q (2626.981370 sec): 3 clusters Score: Raw -81707.330678 + Penalty 2379.386281 = -79327.944397 nChanged 38 SP:Iteration 4Q (2627.027059 sec): 3 clusters Score: Raw -81731.224165 + Penalty 2379.386281 = -79351.837884 nChanged 25 SP:Iteration 5Q (2627.069312 sec): 3 clusters Score: Raw -81746.569633 + Penalty 2379.386281 = -79367.183352 nChanged 26 SP:Iteration 6Q (2627.111359 sec): 3 clusters Score: Raw -81767.339899 + Penalty 2379.386281 = -79387.953618 nChanged 30 SP:Iteration 7Q (2627.159744 sec): 3 clusters Score: Raw -81785.138540 + Penalty 2379.386281 = -79405.752259 nChanged 19 SP:Iteration 8Q (2627.207133 sec): 3 clusters Score: Raw -81801.015083 + Penalty 2379.386281 = -79421.628802 nChanged 26 SP:Iteration 9Q (2627.254732 sec): 3 clusters Score: Raw -81820.060109 + Penalty 2379.386281 = -79440.673828 nChanged 17 SP:Iteration 10Q (2627.307716 sec): 3 clusters Score: Raw -81833.454422 + Penalty 2379.386281 = -79454.068141 nChanged 18 SP:Iteration 11Q (2627.343227 sec): 3 clusters Score: Raw -81843.383885 + Penalty 2379.386281 = -79463.997604 nChanged 4 SP:Iteration 12Q (2627.395699 sec): 3 clusters Score: Raw -81845.485473 + Penalty 2379.386281 = -79466.099192 nChanged 5 SP:Iteration 13Q (2627.447213 sec): 3 clusters Score: Raw -81847.452177 + Penalty 2379.386281 = -79468.065896 nChanged 4 SP:Iteration 14Q (2627.487250 sec): 3 clusters Score: Raw -81849.568160 + Penalty 2379.386281 = -79470.181879 nChanged 4 SP:Iteration 15Q (2627.531171 sec): 3 clusters Score: Raw -81851.053691 + Penalty 2379.386281 = -79471.667410 nChanged 6 SP:Iteration 16Q (2627.578533 sec): 3 clusters Score: Raw -81854.529709 + Penalty 2379.386281 = -79475.143428 nChanged 5 SP:Iteration 17Q (2627.630174 sec): 3 clusters Score: Raw -81856.139334 + Penalty 2379.386281 = -79476.753053 nChanged 5 SP:Iteration 18Q (2627.676504 sec): 3 clusters Score: Raw -81857.981032 + Penalty 2379.386281 = -79478.594751 nChanged 5 SP:Iteration 19Q (2627.727394 sec): 3 clusters Score: Raw -81859.749322 + Penalty 2379.386281 = -79480.363041 nChanged 4 SP:Iteration 20F (2627.767642 sec): 3 clusters Score: Raw -81861.597513 + Penalty 2379.386281 = -79482.211232 nChanged 3 SP:Iteration 21Q (2627.818387 sec): 3 clusters Score: Raw -81862.777834 + Penalty 2379.386281 = -79483.391553 nChanged 2 SP:Iteration 22Q (2627.864783 sec): 3 clusters Score: Raw -81863.298132 + Penalty 2379.386281 = -79483.911851 nChanged 1 SP:Iteration 23Q (2627.914118 sec): 3 clusters Score: Raw -81863.453684 + Penalty 2379.386281 = -79484.067403 nChanged 1 SP:Iteration 24Q (2627.953994 sec): 3 clusters Score: Raw -81864.144747 + Penalty 2379.386281 = -79484.758466 nChanged 0 SP:Iteration 25F (2627.994760 sec): 3 clusters Score: Raw -81864.144747 + Penalty 2379.386281 = -79484.758466 nChanged 0 Trying to split cluster 37 (2669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2628.022784 sec): 2 clusters Score: Raw -141137.005825 + Penalty 1282.037112 = -139854.968713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2628.078693 sec): 3 clusters Score: Raw -139933.246564 + Penalty 2564.074224 = -137369.172340 nChanged 1008 SP:Iteration 1F (2628.129638 sec): 3 clusters Score: Raw -140542.646297 + Penalty 2564.074224 = -137978.572073 nChanged 203 SP:Iteration 2F (2628.177914 sec): 3 clusters Score: Raw -140678.723493 + Penalty 2564.074224 = -138114.649269 nChanged 135 SP:Iteration 3F (2628.228247 sec): 3 clusters Score: Raw -140758.635577 + Penalty 2564.074224 = -138194.561353 nChanged 94 SP:Iteration 4Q (2628.267880 sec): 3 clusters Score: Raw -140815.700540 + Penalty 2564.074224 = -138251.626316 nChanged 78 SP:Iteration 5Q (2628.313501 sec): 3 clusters Score: Raw -140871.517797 + Penalty 2564.074224 = -138307.443573 nChanged 68 SP:Iteration 6Q (2628.362779 sec): 3 clusters Score: Raw -140919.016862 + Penalty 2564.074224 = -138354.942638 nChanged 61 SP:Iteration 7Q (2628.421996 sec): 3 clusters Score: Raw -140958.060227 + Penalty 2564.074224 = -138393.986003 nChanged 51 SP:Iteration 8Q (2628.466734 sec): 3 clusters Score: Raw -140988.197620 + Penalty 2564.074224 = -138424.123396 nChanged 53 SP:Iteration 9Q (2628.501463 sec): 3 clusters Score: Raw -141020.207244 + Penalty 2564.074224 = -138456.133020 nChanged 47 SP:Iteration 10Q (2628.553858 sec): 3 clusters Score: Raw -141046.648857 + Penalty 2564.074224 = -138482.574634 nChanged 46 SP:Iteration 11Q (2628.596515 sec): 3 clusters Score: Raw -141075.927973 + Penalty 2564.074224 = -138511.853749 nChanged 68 SP:Iteration 12Q (2628.661794 sec): 3 clusters Score: Raw -141121.235064 + Penalty 2564.074224 = -138557.160840 nChanged 58 SP:Iteration 13Q (2628.700435 sec): 3 clusters Score: Raw -141160.901022 + Penalty 2564.074224 = -138596.826798 nChanged 61 SP:Iteration 14Q (2628.750763 sec): 3 clusters Score: Raw -141208.601778 + Penalty 2564.074224 = -138644.527554 nChanged 74 SP:Iteration 15Q (2628.798961 sec): 3 clusters Score: Raw -141264.360951 + Penalty 2564.074224 = -138700.286728 nChanged 71 SP:Iteration 16Q (2628.859153 sec): 3 clusters Score: Raw -141326.804333 + Penalty 2564.074224 = -138762.730109 nChanged 78 SP:Iteration 17Q (2628.895210 sec): 3 clusters Score: Raw -141397.100447 + Penalty 2564.074224 = -138833.026224 nChanged 74 SP:Iteration 18Q (2628.943711 sec): 3 clusters Score: Raw -141452.837965 + Penalty 2564.074224 = -138888.763742 nChanged 59 SP:Iteration 19Q (2628.988720 sec): 3 clusters Score: Raw -141493.987851 + Penalty 2564.074224 = -138929.913627 nChanged 45 SP:Iteration 20F (2629.037930 sec): 3 clusters Score: Raw -141526.999599 + Penalty 2564.074224 = -138962.925376 nChanged 36 SP:Iteration 21Q (2629.080642 sec): 3 clusters Score: Raw -141548.575504 + Penalty 2564.074224 = -138984.501280 nChanged 32 SP:Iteration 22Q (2629.127394 sec): 3 clusters Score: Raw -141566.424743 + Penalty 2564.074224 = -139002.350520 nChanged 21 SP:Iteration 23Q (2629.190328 sec): 3 clusters Score: Raw -141579.117572 + Penalty 2564.074224 = -139015.043348 nChanged 14 SP:Iteration 24Q (2629.231135 sec): 3 clusters Score: Raw -141585.543205 + Penalty 2564.074224 = -139021.468982 nChanged 11 SP:Iteration 25Q (2629.281486 sec): 3 clusters Score: Raw -141591.790685 + Penalty 2564.074224 = -139027.716462 nChanged 11 SP:Iteration 26Q (2629.323326 sec): 3 clusters Score: Raw -141597.918698 + Penalty 2564.074224 = -139033.844474 nChanged 10 SP:Iteration 27Q (2629.370683 sec): 3 clusters Score: Raw -141603.636431 + Penalty 2564.074224 = -139039.562208 nChanged 10 SP:Iteration 28Q (2629.424804 sec): 3 clusters Score: Raw -141609.899381 + Penalty 2564.074224 = -139045.825158 nChanged 12 SP:Iteration 29Q (2629.479762 sec): 3 clusters Score: Raw -141615.109312 + Penalty 2564.074224 = -139051.035088 nChanged 7 SP:Iteration 30Q (2629.526652 sec): 3 clusters Score: Raw -141617.930602 + Penalty 2564.074224 = -139053.856378 nChanged 7 SP:Iteration 31Q (2629.579783 sec): 3 clusters Score: Raw -141621.883291 + Penalty 2564.074224 = -139057.809067 nChanged 6 SP:Iteration 32Q (2629.627668 sec): 3 clusters Score: Raw -141625.238180 + Penalty 2564.074224 = -139061.163957 nChanged 9 SP:Iteration 33Q (2629.677892 sec): 3 clusters Score: Raw -141629.488424 + Penalty 2564.074224 = -139065.414201 nChanged 11 SP:Iteration 34Q (2629.724620 sec): 3 clusters Score: Raw -141638.128763 + Penalty 2564.074224 = -139074.054539 nChanged 15 SP:Iteration 35Q (2629.773609 sec): 3 clusters Score: Raw -141648.155888 + Penalty 2564.074224 = -139084.081664 nChanged 22 SP:Iteration 36Q (2629.822495 sec): 3 clusters Score: Raw -141663.750092 + Penalty 2564.074224 = -139099.675868 nChanged 28 SP:Iteration 37Q (2629.875507 sec): 3 clusters Score: Raw -141683.037936 + Penalty 2564.074224 = -139118.963713 nChanged 22 SP:Iteration 38Q (2629.916560 sec): 3 clusters Score: Raw -141708.966079 + Penalty 2564.074224 = -139144.891855 nChanged 26 SP:Iteration 39Q (2629.952314 sec): 3 clusters Score: Raw -141752.782229 + Penalty 2564.074224 = -139188.708005 nChanged 42 SP:Iteration 40F (2630.012852 sec): 3 clusters Score: Raw -141852.195307 + Penalty 2564.074224 = -139288.121083 nChanged 39 SP:Iteration 41Q (2630.059063 sec): 3 clusters Score: Raw -141938.647513 + Penalty 2564.074224 = -139374.573289 nChanged 31 SP:Iteration 42Q (2630.098983 sec): 3 clusters Score: Raw -141971.407652 + Penalty 2564.074224 = -139407.333428 nChanged 23 SP:Iteration 43Q (2630.143471 sec): 3 clusters Score: Raw -141988.081218 + Penalty 2564.074224 = -139424.006994 nChanged 13 SP:Iteration 44Q (2630.192588 sec): 3 clusters Score: Raw -141995.877561 + Penalty 2564.074224 = -139431.803338 nChanged 10 SP:Iteration 45Q (2630.235156 sec): 3 clusters Score: Raw -142002.028981 + Penalty 2564.074224 = -139437.954757 nChanged 11 SP:Iteration 46Q (2630.267439 sec): 3 clusters Score: Raw -142007.480138 + Penalty 2564.074224 = -139443.405914 nChanged 7 SP:Iteration 47Q (2630.320361 sec): 3 clusters Score: Raw -142012.519350 + Penalty 2564.074224 = -139448.445126 nChanged 4 SP:Iteration 48Q (2630.357808 sec): 3 clusters Score: Raw -142013.672240 + Penalty 2564.074224 = -139449.598016 nChanged 3 SP:Iteration 49Q (2630.405781 sec): 3 clusters Score: Raw -142014.215411 + Penalty 2564.074224 = -139450.141188 nChanged 0 SP:Iteration 50F (2630.452684 sec): 3 clusters Score: Raw -142014.215411 + Penalty 2564.074224 = -139450.141188 nChanged 0 Trying to split cluster 38 (7623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2630.496315 sec): 2 clusters Score: Raw -413693.588882 + Penalty 1452.575357 = -412241.013525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2630.548007 sec): 3 clusters Score: Raw -409470.554180 + Penalty 2905.150713 = -406565.403467 nChanged 3238 SP:Iteration 1F (2630.600419 sec): 3 clusters Score: Raw -411393.764684 + Penalty 2905.150713 = -408488.613971 nChanged 561 SP:Iteration 2F (2630.663153 sec): 3 clusters Score: Raw -411815.659948 + Penalty 2905.150713 = -408910.509235 nChanged 508 SP:Iteration 3F (2630.723410 sec): 3 clusters Score: Raw -412255.326515 + Penalty 2905.150713 = -409350.175801 nChanged 501 SP:Iteration 4F (2630.781194 sec): 3 clusters Score: Raw -412746.971855 + Penalty 2905.150713 = -409841.821142 nChanged 563 SP:Iteration 5F (2630.826051 sec): 3 clusters Score: Raw -413412.065217 + Penalty 2905.150713 = -410506.914503 nChanged 576 SP:Iteration 6F (2630.885500 sec): 3 clusters Score: Raw -414114.399582 + Penalty 2905.150713 = -411209.248869 nChanged 481 SP:Iteration 7F (2630.942772 sec): 3 clusters Score: Raw -414535.882630 + Penalty 2905.150713 = -411630.731917 nChanged 305 SP:Iteration 8Q (2631.001267 sec): 3 clusters Score: Raw -414724.592994 + Penalty 2905.150713 = -411819.442280 nChanged 204 SP:Iteration 9Q (2631.064520 sec): 3 clusters Score: Raw -414841.647464 + Penalty 2905.150713 = -411936.496750 nChanged 153 SP:Iteration 10Q (2631.124300 sec): 3 clusters Score: Raw -414914.702814 + Penalty 2905.150713 = -412009.552101 nChanged 104 SP:Iteration 11Q (2631.177884 sec): 3 clusters Score: Raw -414947.023698 + Penalty 2905.150713 = -412041.872985 nChanged 66 SP:Iteration 12Q (2631.231581 sec): 3 clusters Score: Raw -414964.413612 + Penalty 2905.150713 = -412059.262899 nChanged 46 SP:Iteration 13Q (2631.283408 sec): 3 clusters Score: Raw -414975.657542 + Penalty 2905.150713 = -412070.506828 nChanged 44 SP:Iteration 14Q (2631.353379 sec): 3 clusters Score: Raw -414986.567719 + Penalty 2905.150713 = -412081.417006 nChanged 29 SP:Iteration 15Q (2631.401961 sec): 3 clusters Score: Raw -414993.580673 + Penalty 2905.150713 = -412088.429960 nChanged 22 SP:Iteration 16Q (2631.469500 sec): 3 clusters Score: Raw -414998.611656 + Penalty 2905.150713 = -412093.460942 nChanged 18 SP:Iteration 17Q (2631.524041 sec): 3 clusters Score: Raw -415001.995640 + Penalty 2905.150713 = -412096.844926 nChanged 18 SP:Iteration 18Q (2631.569646 sec): 3 clusters Score: Raw -415005.314382 + Penalty 2905.150713 = -412100.163669 nChanged 13 SP:Iteration 19Q (2631.631226 sec): 3 clusters Score: Raw -415007.290518 + Penalty 2905.150713 = -412102.139804 nChanged 12 SP:Iteration 20F (2631.690949 sec): 3 clusters Score: Raw -415009.289621 + Penalty 2905.150713 = -412104.138907 nChanged 10 SP:Iteration 21Q (2631.738037 sec): 3 clusters Score: Raw -415010.756027 + Penalty 2905.150713 = -412105.605313 nChanged 7 SP:Iteration 22Q (2631.791741 sec): 3 clusters Score: Raw -415011.467081 + Penalty 2905.150713 = -412106.316368 nChanged 7 SP:Iteration 23Q (2631.846760 sec): 3 clusters Score: Raw -415012.886001 + Penalty 2905.150713 = -412107.735288 nChanged 8 SP:Iteration 24Q (2631.899751 sec): 3 clusters Score: Raw -415014.350588 + Penalty 2905.150713 = -412109.199875 nChanged 5 SP:Iteration 25Q (2631.965995 sec): 3 clusters Score: Raw -415015.047338 + Penalty 2905.150713 = -412109.896624 nChanged 4 SP:Iteration 26Q (2632.015744 sec): 3 clusters Score: Raw -415015.435387 + Penalty 2905.150713 = -412110.284673 nChanged 2 SP:Iteration 27Q (2632.077258 sec): 3 clusters Score: Raw -415015.762060 + Penalty 2905.150713 = -412110.611346 nChanged 1 SP:Iteration 28Q (2632.125326 sec): 3 clusters Score: Raw -415015.873956 + Penalty 2905.150713 = -412110.723242 nChanged 0 SP:Iteration 29F (2632.187343 sec): 3 clusters Score: Raw -415015.873956 + Penalty 2905.150713 = -412110.723242 nChanged 0 Trying to split cluster 39 (1920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2632.215946 sec): 2 clusters Score: Raw -105612.715295 + Penalty 1228.513076 = -104384.202219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2632.258616 sec): 3 clusters Score: Raw -104767.331483 + Penalty 2457.026151 = -102310.305332 nChanged 670 SP:Iteration 1F (2632.304494 sec): 3 clusters Score: Raw -105191.200617 + Penalty 2457.026151 = -102734.174466 nChanged 152 SP:Iteration 2F (2632.349587 sec): 3 clusters Score: Raw -105288.958905 + Penalty 2457.026151 = -102831.932754 nChanged 90 SP:Iteration 3Q (2632.391263 sec): 3 clusters Score: Raw -105352.273446 + Penalty 2457.026151 = -102895.247295 nChanged 69 SP:Iteration 4Q (2632.441582 sec): 3 clusters Score: Raw -105388.495497 + Penalty 2457.026151 = -102931.469345 nChanged 42 SP:Iteration 5Q (2632.486475 sec): 3 clusters Score: Raw -105413.338169 + Penalty 2457.026151 = -102956.312017 nChanged 34 SP:Iteration 6Q (2632.544523 sec): 3 clusters Score: Raw -105441.257573 + Penalty 2457.026151 = -102984.231422 nChanged 37 SP:Iteration 7Q (2632.582352 sec): 3 clusters Score: Raw -105466.081390 + Penalty 2457.026151 = -103009.055239 nChanged 26 SP:Iteration 8Q (2632.633127 sec): 3 clusters Score: Raw -105489.384995 + Penalty 2457.026151 = -103032.358844 nChanged 40 SP:Iteration 9Q (2632.684580 sec): 3 clusters Score: Raw -105520.833965 + Penalty 2457.026151 = -103063.807814 nChanged 36 SP:Iteration 10Q (2632.724116 sec): 3 clusters Score: Raw -105545.507252 + Penalty 2457.026151 = -103088.481100 nChanged 37 SP:Iteration 11Q (2632.772858 sec): 3 clusters Score: Raw -105575.594786 + Penalty 2457.026151 = -103118.568635 nChanged 32 SP:Iteration 12Q (2632.831489 sec): 3 clusters Score: Raw -105601.135452 + Penalty 2457.026151 = -103144.109301 nChanged 31 SP:Iteration 13Q (2632.878526 sec): 3 clusters Score: Raw -105621.582643 + Penalty 2457.026151 = -103164.556492 nChanged 25 SP:Iteration 14Q (2632.921807 sec): 3 clusters Score: Raw -105634.673601 + Penalty 2457.026151 = -103177.647450 nChanged 18 SP:Iteration 15Q (2632.957270 sec): 3 clusters Score: Raw -105645.755042 + Penalty 2457.026151 = -103188.728891 nChanged 14 SP:Iteration 16Q (2633.008885 sec): 3 clusters Score: Raw -105655.359538 + Penalty 2457.026151 = -103198.333387 nChanged 19 SP:Iteration 17Q (2633.050209 sec): 3 clusters Score: Raw -105665.116486 + Penalty 2457.026151 = -103208.090335 nChanged 24 SP:Iteration 18Q (2633.097052 sec): 3 clusters Score: Raw -105679.873545 + Penalty 2457.026151 = -103222.847394 nChanged 19 SP:Iteration 19Q (2633.148328 sec): 3 clusters Score: Raw -105689.575626 + Penalty 2457.026151 = -103232.549475 nChanged 16 SP:Iteration 20F (2633.192978 sec): 3 clusters Score: Raw -105698.619646 + Penalty 2457.026151 = -103241.593495 nChanged 9 SP:Iteration 21Q (2633.237066 sec): 3 clusters Score: Raw -105704.379451 + Penalty 2457.026151 = -103247.353300 nChanged 8 SP:Iteration 22Q (2633.290447 sec): 3 clusters Score: Raw -105707.976430 + Penalty 2457.026151 = -103250.950279 nChanged 8 SP:Iteration 23Q (2633.327376 sec): 3 clusters Score: Raw -105712.078269 + Penalty 2457.026151 = -103255.052118 nChanged 4 SP:Iteration 24Q (2633.382529 sec): 3 clusters Score: Raw -105713.051220 + Penalty 2457.026151 = -103256.025069 nChanged 0 SP:Iteration 25F (2633.436390 sec): 3 clusters Score: Raw -105713.051220 + Penalty 2457.026151 = -103256.025069 nChanged 0 Trying to split cluster 40 (1074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2633.457132 sec): 2 clusters Score: Raw -56791.435209 + Penalty 1134.111107 = -55657.324101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2633.504096 sec): 3 clusters Score: Raw -56400.167579 + Penalty 2268.222214 = -54131.945364 nChanged 330 SP:Iteration 1F (2633.552009 sec): 3 clusters Score: Raw -56674.007123 + Penalty 2268.222214 = -54405.784909 nChanged 79 SP:Iteration 2F (2633.601488 sec): 3 clusters Score: Raw -56747.162016 + Penalty 2268.222214 = -54478.939802 nChanged 45 SP:Iteration 3Q (2633.636989 sec): 3 clusters Score: Raw -56786.593730 + Penalty 2268.222214 = -54518.371516 nChanged 21 SP:Iteration 4Q (2633.690640 sec): 3 clusters Score: Raw -56802.667240 + Penalty 2268.222214 = -54534.445025 nChanged 16 SP:Iteration 5Q (2633.735910 sec): 3 clusters Score: Raw -56814.289649 + Penalty 2268.222214 = -54546.067435 nChanged 12 SP:Iteration 6Q (2633.782088 sec): 3 clusters Score: Raw -56831.383686 + Penalty 2268.222214 = -54563.161471 nChanged 12 SP:Iteration 7Q (2633.816882 sec): 3 clusters Score: Raw -56841.371714 + Penalty 2268.222214 = -54573.149500 nChanged 8 SP:Iteration 8Q (2633.860005 sec): 3 clusters Score: Raw -56849.567018 + Penalty 2268.222214 = -54581.344804 nChanged 6 SP:Iteration 9Q (2633.906789 sec): 3 clusters Score: Raw -56852.579013 + Penalty 2268.222214 = -54584.356798 nChanged 4 SP:Iteration 10Q (2633.952262 sec): 3 clusters Score: Raw -56856.107596 + Penalty 2268.222214 = -54587.885381 nChanged 3 SP:Iteration 11Q (2633.993183 sec): 3 clusters Score: Raw -56859.582140 + Penalty 2268.222214 = -54591.359925 nChanged 2 SP:Iteration 12Q (2634.033175 sec): 3 clusters Score: Raw -56861.210448 + Penalty 2268.222214 = -54592.988233 nChanged 4 SP:Iteration 13Q (2634.088936 sec): 3 clusters Score: Raw -56864.754912 + Penalty 2268.222214 = -54596.532698 nChanged 5 SP:Iteration 14Q (2634.130130 sec): 3 clusters Score: Raw -56868.956554 + Penalty 2268.222214 = -54600.734340 nChanged 2 SP:Iteration 15Q (2634.172319 sec): 3 clusters Score: Raw -56869.745230 + Penalty 2268.222214 = -54601.523015 nChanged 1 SP:Iteration 16Q (2634.221744 sec): 3 clusters Score: Raw -56871.082737 + Penalty 2268.222214 = -54602.860523 nChanged 0 SP:Iteration 17F (2634.263045 sec): 3 clusters Score: Raw -56871.082737 + Penalty 2268.222214 = -54602.860523 nChanged 0 Trying to split cluster 41 (3303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2634.297123 sec): 2 clusters Score: Raw -143005.035236 + Penalty 1316.670294 = -141688.364942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2634.346376 sec): 3 clusters Score: Raw -141415.452571 + Penalty 2633.340588 = -138782.111983 nChanged 1277 SP:Iteration 1F (2634.398236 sec): 3 clusters Score: Raw -142215.891111 + Penalty 2633.340588 = -139582.550522 nChanged 293 SP:Iteration 2F (2634.449058 sec): 3 clusters Score: Raw -142455.432705 + Penalty 2633.340588 = -139822.092117 nChanged 233 SP:Iteration 3F (2634.487849 sec): 3 clusters Score: Raw -142673.835805 + Penalty 2633.340588 = -140040.495217 nChanged 211 SP:Iteration 4F (2634.536561 sec): 3 clusters Score: Raw -142902.169471 + Penalty 2633.340588 = -140268.828883 nChanged 192 SP:Iteration 5F (2634.594497 sec): 3 clusters Score: Raw -143100.593441 + Penalty 2633.340588 = -140467.252853 nChanged 185 SP:Iteration 6F (2634.638919 sec): 3 clusters Score: Raw -143254.533352 + Penalty 2633.340588 = -140621.192764 nChanged 118 SP:Iteration 7Q (2634.692656 sec): 3 clusters Score: Raw -143337.194579 + Penalty 2633.340588 = -140703.853991 nChanged 97 SP:Iteration 8Q (2634.748823 sec): 3 clusters Score: Raw -143404.022122 + Penalty 2633.340588 = -140770.681533 nChanged 76 SP:Iteration 9Q (2634.798874 sec): 3 clusters Score: Raw -143453.408796 + Penalty 2633.340588 = -140820.068208 nChanged 69 SP:Iteration 10Q (2634.837534 sec): 3 clusters Score: Raw -143497.423247 + Penalty 2633.340588 = -140864.082659 nChanged 58 SP:Iteration 11Q (2634.886646 sec): 3 clusters Score: Raw -143537.721295 + Penalty 2633.340588 = -140904.380707 nChanged 55 SP:Iteration 12Q (2634.935213 sec): 3 clusters Score: Raw -143573.990008 + Penalty 2633.340588 = -140940.649420 nChanged 51 SP:Iteration 13Q (2634.988668 sec): 3 clusters Score: Raw -143605.262196 + Penalty 2633.340588 = -140971.921608 nChanged 44 SP:Iteration 14Q (2635.047580 sec): 3 clusters Score: Raw -143636.938278 + Penalty 2633.340588 = -141003.597690 nChanged 46 SP:Iteration 15Q (2635.097583 sec): 3 clusters Score: Raw -143667.476251 + Penalty 2633.340588 = -141034.135663 nChanged 35 SP:Iteration 16Q (2635.150826 sec): 3 clusters Score: Raw -143686.694256 + Penalty 2633.340588 = -141053.353668 nChanged 25 SP:Iteration 17Q (2635.208794 sec): 3 clusters Score: Raw -143699.728598 + Penalty 2633.340588 = -141066.388010 nChanged 24 SP:Iteration 18Q (2635.246892 sec): 3 clusters Score: Raw -143713.322179 + Penalty 2633.340588 = -141079.981591 nChanged 23 SP:Iteration 19Q (2635.297657 sec): 3 clusters Score: Raw -143726.316561 + Penalty 2633.340588 = -141092.975973 nChanged 19 SP:Iteration 20F (2635.345632 sec): 3 clusters Score: Raw -143738.880123 + Penalty 2633.340588 = -141105.539534 nChanged 27 SP:Iteration 21Q (2635.400353 sec): 3 clusters Score: Raw -143754.210961 + Penalty 2633.340588 = -141120.870373 nChanged 25 SP:Iteration 22Q (2635.442545 sec): 3 clusters Score: Raw -143767.611988 + Penalty 2633.340588 = -141134.271400 nChanged 21 SP:Iteration 23Q (2635.485091 sec): 3 clusters Score: Raw -143780.510163 + Penalty 2633.340588 = -141147.169574 nChanged 20 SP:Iteration 24Q (2635.538030 sec): 3 clusters Score: Raw -143789.689994 + Penalty 2633.340588 = -141156.349406 nChanged 14 SP:Iteration 25Q (2635.576540 sec): 3 clusters Score: Raw -143799.342925 + Penalty 2633.340588 = -141166.002337 nChanged 15 SP:Iteration 26Q (2635.628765 sec): 3 clusters Score: Raw -143809.691069 + Penalty 2633.340588 = -141176.350481 nChanged 16 SP:Iteration 27Q (2635.670185 sec): 3 clusters Score: Raw -143818.956276 + Penalty 2633.340588 = -141185.615687 nChanged 16 SP:Iteration 28Q (2635.716842 sec): 3 clusters Score: Raw -143828.328695 + Penalty 2633.340588 = -141194.988107 nChanged 14 SP:Iteration 29Q (2635.773325 sec): 3 clusters Score: Raw -143838.292419 + Penalty 2633.340588 = -141204.951831 nChanged 11 SP:Iteration 30Q (2635.821905 sec): 3 clusters Score: Raw -143845.642686 + Penalty 2633.340588 = -141212.302098 nChanged 10 SP:Iteration 31Q (2635.868456 sec): 3 clusters Score: Raw -143851.712170 + Penalty 2633.340588 = -141218.371582 nChanged 8 SP:Iteration 32Q (2635.924408 sec): 3 clusters Score: Raw -143855.088276 + Penalty 2633.340588 = -141221.747688 nChanged 2 SP:Iteration 33Q (2635.970811 sec): 3 clusters Score: Raw -143855.783649 + Penalty 2633.340588 = -141222.443061 nChanged 1 SP:Iteration 34Q (2636.016739 sec): 3 clusters Score: Raw -143855.895823 + Penalty 2633.340588 = -141222.555235 nChanged 0 SP:Iteration 35F (2636.062354 sec): 3 clusters Score: Raw -143855.895823 + Penalty 2633.340588 = -141222.555235 nChanged 0 Trying to split cluster 42 (3058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2636.087732 sec): 2 clusters Score: Raw -163122.652206 + Penalty 1304.146413 = -161818.505793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2636.142765 sec): 3 clusters Score: Raw -161671.788069 + Penalty 2608.292826 = -159063.495244 nChanged 1171 SP:Iteration 1F (2636.185548 sec): 3 clusters Score: Raw -162342.643238 + Penalty 2608.292826 = -159734.350413 nChanged 225 SP:Iteration 2F (2636.236080 sec): 3 clusters Score: Raw -162479.263203 + Penalty 2608.292826 = -159870.970377 nChanged 165 SP:Iteration 3F (2636.281863 sec): 3 clusters Score: Raw -162594.450613 + Penalty 2608.292826 = -159986.157788 nChanged 145 SP:Iteration 4Q (2636.338532 sec): 3 clusters Score: Raw -162694.361299 + Penalty 2608.292826 = -160086.068473 nChanged 120 SP:Iteration 5Q (2636.388492 sec): 3 clusters Score: Raw -162802.221808 + Penalty 2608.292826 = -160193.928982 nChanged 135 SP:Iteration 6Q (2636.432662 sec): 3 clusters Score: Raw -162911.441545 + Penalty 2608.292826 = -160303.148719 nChanged 128 SP:Iteration 7Q (2636.475220 sec): 3 clusters Score: Raw -163029.640218 + Penalty 2608.292826 = -160421.347392 nChanged 138 SP:Iteration 8Q (2636.523255 sec): 3 clusters Score: Raw -163136.674959 + Penalty 2608.292826 = -160528.382134 nChanged 117 SP:Iteration 9Q (2636.572162 sec): 3 clusters Score: Raw -163216.331660 + Penalty 2608.292826 = -160608.038835 nChanged 78 SP:Iteration 10Q (2636.622833 sec): 3 clusters Score: Raw -163269.283081 + Penalty 2608.292826 = -160660.990256 nChanged 62 SP:Iteration 11Q (2636.674698 sec): 3 clusters Score: Raw -163308.680644 + Penalty 2608.292826 = -160700.387819 nChanged 60 SP:Iteration 12Q (2636.727196 sec): 3 clusters Score: Raw -163344.132956 + Penalty 2608.292826 = -160735.840130 nChanged 59 SP:Iteration 13Q (2636.779422 sec): 3 clusters Score: Raw -163382.975023 + Penalty 2608.292826 = -160774.682198 nChanged 42 SP:Iteration 14Q (2636.828477 sec): 3 clusters Score: Raw -163403.232513 + Penalty 2608.292826 = -160794.939688 nChanged 32 SP:Iteration 15Q (2636.880344 sec): 3 clusters Score: Raw -163417.249736 + Penalty 2608.292826 = -160808.956910 nChanged 23 SP:Iteration 16Q (2636.933460 sec): 3 clusters Score: Raw -163428.877832 + Penalty 2608.292826 = -160820.585006 nChanged 25 SP:Iteration 17Q (2636.973683 sec): 3 clusters Score: Raw -163440.645259 + Penalty 2608.292826 = -160832.352433 nChanged 29 SP:Iteration 18Q (2637.019625 sec): 3 clusters Score: Raw -163453.303212 + Penalty 2608.292826 = -160845.010386 nChanged 19 SP:Iteration 19Q (2637.062540 sec): 3 clusters Score: Raw -163462.883247 + Penalty 2608.292826 = -160854.590422 nChanged 20 SP:Iteration 20F (2637.127704 sec): 3 clusters Score: Raw -163473.812700 + Penalty 2608.292826 = -160865.519874 nChanged 19 SP:Iteration 21Q (2637.175475 sec): 3 clusters Score: Raw -163488.051297 + Penalty 2608.292826 = -160879.758471 nChanged 22 SP:Iteration 22Q (2637.216493 sec): 3 clusters Score: Raw -163501.918071 + Penalty 2608.292826 = -160893.625245 nChanged 17 SP:Iteration 23Q (2637.272448 sec): 3 clusters Score: Raw -163511.960282 + Penalty 2608.292826 = -160903.667456 nChanged 7 SP:Iteration 24Q (2637.321685 sec): 3 clusters Score: Raw -163517.389953 + Penalty 2608.292826 = -160909.097127 nChanged 7 SP:Iteration 25Q (2637.356154 sec): 3 clusters Score: Raw -163521.027407 + Penalty 2608.292826 = -160912.734582 nChanged 8 SP:Iteration 26Q (2637.404178 sec): 3 clusters Score: Raw -163524.260753 + Penalty 2608.292826 = -160915.967928 nChanged 4 SP:Iteration 27Q (2637.447850 sec): 3 clusters Score: Raw -163527.057992 + Penalty 2608.292826 = -160918.765166 nChanged 4 SP:Iteration 28Q (2637.497326 sec): 3 clusters Score: Raw -163528.974302 + Penalty 2608.292826 = -160920.681476 nChanged 3 SP:Iteration 29Q (2637.554681 sec): 3 clusters Score: Raw -163531.613885 + Penalty 2608.292826 = -160923.321059 nChanged 3 SP:Iteration 30Q (2637.597408 sec): 3 clusters Score: Raw -163533.742361 + Penalty 2608.292826 = -160925.449536 nChanged 7 SP:Iteration 31Q (2637.650543 sec): 3 clusters Score: Raw -163538.793954 + Penalty 2608.292826 = -160930.501129 nChanged 11 SP:Iteration 32Q (2637.705959 sec): 3 clusters Score: Raw -163545.821419 + Penalty 2608.292826 = -160937.528593 nChanged 11 SP:Iteration 33Q (2637.759117 sec): 3 clusters Score: Raw -163551.884292 + Penalty 2608.292826 = -160943.591467 nChanged 6 SP:Iteration 34Q (2637.810004 sec): 3 clusters Score: Raw -163553.658295 + Penalty 2608.292826 = -160945.365469 nChanged 1 SP:Iteration 35Q (2637.858353 sec): 3 clusters Score: Raw -163554.816050 + Penalty 2608.292826 = -160946.523225 nChanged 2 SP:Iteration 36Q (2637.906195 sec): 3 clusters Score: Raw -163555.217733 + Penalty 2608.292826 = -160946.924907 nChanged 1 SP:Iteration 37Q (2637.944134 sec): 3 clusters Score: Raw -163555.750921 + Penalty 2608.292826 = -160947.458096 nChanged 3 SP:Iteration 38Q (2637.992540 sec): 3 clusters Score: Raw -163557.020039 + Penalty 2608.292826 = -160948.727214 nChanged 4 SP:Iteration 39Q (2638.046458 sec): 3 clusters Score: Raw -163559.801851 + Penalty 2608.292826 = -160951.509026 nChanged 8 SP:Iteration 40F (2638.089683 sec): 3 clusters Score: Raw -163564.748192 + Penalty 2608.292826 = -160956.455366 nChanged 9 SP:Iteration 41Q (2638.135779 sec): 3 clusters Score: Raw -163570.218427 + Penalty 2608.292826 = -160961.925601 nChanged 6 SP:Iteration 42Q (2638.191679 sec): 3 clusters Score: Raw -163572.729426 + Penalty 2608.292826 = -160964.436600 nChanged 6 SP:Iteration 43Q (2638.239034 sec): 3 clusters Score: Raw -163575.264398 + Penalty 2608.292826 = -160966.971572 nChanged 1 SP:Iteration 44Q (2638.295512 sec): 3 clusters Score: Raw -163575.519600 + Penalty 2608.292826 = -160967.226775 nChanged 1 SP:Iteration 45Q (2638.332839 sec): 3 clusters Score: Raw -163576.986530 + Penalty 2608.292826 = -160968.693704 nChanged 3 SP:Iteration 46Q (2638.385677 sec): 3 clusters Score: Raw -163581.225668 + Penalty 2608.292826 = -160972.932843 nChanged 3 SP:Iteration 47Q (2638.433701 sec): 3 clusters Score: Raw -163583.010942 + Penalty 2608.292826 = -160974.718116 nChanged 2 SP:Iteration 48Q (2638.484936 sec): 3 clusters Score: Raw -163584.112940 + Penalty 2608.292826 = -160975.820114 nChanged 3 SP:Iteration 49Q (2638.538316 sec): 3 clusters Score: Raw -163585.035696 + Penalty 2608.292826 = -160976.742871 nChanged 2 SP:Iteration 50Q (2638.573677 sec): 3 clusters Score: Raw -163586.217647 + Penalty 2608.292826 = -160977.924822 nChanged 2 SP:Iteration 51Q (2638.615946 sec): 3 clusters Score: Raw -163587.268873 + Penalty 2608.292826 = -160978.976047 nChanged 0 SP:Iteration 52F (2638.663760 sec): 3 clusters Score: Raw -163587.268873 + Penalty 2608.292826 = -160978.976047 nChanged 0 Trying to split cluster 43 (2039 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2638.686826 sec): 2 clusters Score: Raw -113482.919568 + Penalty 1238.284900 = -112244.634668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2638.727850 sec): 3 clusters Score: Raw -112601.663817 + Penalty 2476.569800 = -110125.094017 nChanged 710 SP:Iteration 1F (2638.777523 sec): 3 clusters Score: Raw -113060.466763 + Penalty 2476.569800 = -110583.896962 nChanged 141 SP:Iteration 2F (2638.825081 sec): 3 clusters Score: Raw -113159.367614 + Penalty 2476.569800 = -110682.797814 nChanged 86 SP:Iteration 3Q (2638.876521 sec): 3 clusters Score: Raw -113211.995543 + Penalty 2476.569800 = -110735.425743 nChanged 49 SP:Iteration 4Q (2638.920671 sec): 3 clusters Score: Raw -113237.578644 + Penalty 2476.569800 = -110761.008844 nChanged 40 SP:Iteration 5Q (2638.971333 sec): 3 clusters Score: Raw -113254.642918 + Penalty 2476.569800 = -110778.073118 nChanged 19 SP:Iteration 6Q (2639.018040 sec): 3 clusters Score: Raw -113263.033191 + Penalty 2476.569800 = -110786.463390 nChanged 16 SP:Iteration 7Q (2639.064850 sec): 3 clusters Score: Raw -113269.651419 + Penalty 2476.569800 = -110793.081618 nChanged 15 SP:Iteration 8Q (2639.115358 sec): 3 clusters Score: Raw -113276.716898 + Penalty 2476.569800 = -110800.147097 nChanged 12 SP:Iteration 9Q (2639.160701 sec): 3 clusters Score: Raw -113281.295011 + Penalty 2476.569800 = -110804.725211 nChanged 9 SP:Iteration 10Q (2639.212140 sec): 3 clusters Score: Raw -113285.841056 + Penalty 2476.569800 = -110809.271255 nChanged 9 SP:Iteration 11Q (2639.263587 sec): 3 clusters Score: Raw -113293.376844 + Penalty 2476.569800 = -110816.807044 nChanged 14 SP:Iteration 12Q (2639.297434 sec): 3 clusters Score: Raw -113299.276623 + Penalty 2476.569800 = -110822.706823 nChanged 10 SP:Iteration 13Q (2639.353961 sec): 3 clusters Score: Raw -113302.728131 + Penalty 2476.569800 = -110826.158331 nChanged 8 SP:Iteration 14Q (2639.397057 sec): 3 clusters Score: Raw -113305.431122 + Penalty 2476.569800 = -110828.861322 nChanged 7 SP:Iteration 15Q (2639.444654 sec): 3 clusters Score: Raw -113308.098791 + Penalty 2476.569800 = -110831.528991 nChanged 5 SP:Iteration 16Q (2639.487718 sec): 3 clusters Score: Raw -113310.182447 + Penalty 2476.569800 = -110833.612647 nChanged 2 SP:Iteration 17Q (2639.527781 sec): 3 clusters Score: Raw -113312.155399 + Penalty 2476.569800 = -110835.585599 nChanged 10 SP:Iteration 18Q (2639.575980 sec): 3 clusters Score: Raw -113317.216588 + Penalty 2476.569800 = -110840.646788 nChanged 9 SP:Iteration 19Q (2639.624789 sec): 3 clusters Score: Raw -113321.181216 + Penalty 2476.569800 = -110844.611416 nChanged 6 SP:Iteration 20F (2639.673720 sec): 3 clusters Score: Raw -113323.213624 + Penalty 2476.569800 = -110846.643823 nChanged 5 SP:Iteration 21Q (2639.725167 sec): 3 clusters Score: Raw -113325.486792 + Penalty 2476.569800 = -110848.916992 nChanged 4 SP:Iteration 22Q (2639.780832 sec): 3 clusters Score: Raw -113327.377714 + Penalty 2476.569800 = -110850.807914 nChanged 3 SP:Iteration 23Q (2639.820209 sec): 3 clusters Score: Raw -113328.625950 + Penalty 2476.569800 = -110852.056150 nChanged 3 SP:Iteration 24Q (2639.867440 sec): 3 clusters Score: Raw -113329.941226 + Penalty 2476.569800 = -110853.371426 nChanged 1 SP:Iteration 25Q (2639.912785 sec): 3 clusters Score: Raw -113330.203847 + Penalty 2476.569800 = -110853.634047 nChanged 2 SP:Iteration 26Q (2639.956528 sec): 3 clusters Score: Raw -113331.313769 + Penalty 2476.569800 = -110854.743968 nChanged 3 SP:Iteration 27Q (2640.009558 sec): 3 clusters Score: Raw -113333.858184 + Penalty 2476.569800 = -110857.288384 nChanged 4 SP:Iteration 28Q (2640.051207 sec): 3 clusters Score: Raw -113335.569310 + Penalty 2476.569800 = -110858.999509 nChanged 0 SP:Iteration 29F (2640.103743 sec): 3 clusters Score: Raw -113335.569310 + Penalty 2476.569800 = -110858.999509 nChanged 0 Time taken for this iteration:1153.786534 seconds. 21->44 Clusters: Score -11990589.789912, best is -11988987.786894 THE BEST YET! Main iterations: 348 (time per iteration =2002.231673 ms) Total iterations: 17495 (time per iteration =39.827186 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 131358751488.000000 (time per metric unit =5.304379ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 3152610035712.000000 (time per metric unit=221.015798ps) That took 696.776622 seconds.